rapid evaporative ionisation mass spectrometry (reims) for food & agri-tech applications
TRANSCRIPT
copy2016 Waters Corporation 40
Dr Sara Stead sara_steadwaterscom
18th March 2016
Rapid Evaporative Ionisation Mass Spectrometry (REIMS)
for Food amp Agri-Tech Applications
copy2016 Waters Corporation 41
Overview
Real time analysis for food testing
Food authenticity applications
ndash Fish amp meat speciation
ndash Botanical origin of honey
ndash Authenticity of PDO butter
ndash Phytochemical profiling in herbs
Agri-tech applications
ndash Phenotypic profiling
Summary amp future study
Acknowledgments
copy2016 Waters Corporation 42
Origins of REIMS
Rapid Evaporative Ionisation Mass Spectrometry
(REIMS) is an emerging technique that allows rapid
characterisation of biological tissues with no need for
sample preparation
The inventor Professor Zoltan Takats of Imperial College
London created the iKnife by connecting an
electrosurgical knife to a mass spectrometer
ndash Electrosurgical knives use an electrical current to rapidly
heat tissue cutting through it while minimising blood loss
ndash In doing so they vaporise the tissue creating smoke that is
normally sucked away by extraction systems but is actually a
rich source of biological information that can provide the
surgeon a real-time decision-making tool
copy2016 Waters Corporation 43
Sample
REIMS Instrument Configuration
iKnife Hand-held
sampling device(s)
Diathermy generator
Informatics system
Source
REIMS is an emerging technique that allows rapid characterisation of biological
tissues and food samples
Xevo G2-XS QTof amp SYNAPT G2 Si
Potential for automation ndash Tecan system
copy2016 Waters Corporation 44
How Does it Work
copy2016 Waters Corporation 45
REIMS for Food Research Workflow Chemometric Profiling
iKnife and Xevo
G2-XS QTof
Model Generation
Different tissues
Different species
Different production
Identification of unknowns by similarity to database entries
copy2016 Waters Corporation 46
Direct Analysis for Flexible amp Rapid Screening
Sub-sampling Determination
(5s)
Data analysis (2s)
Report
Sample to report in seconds
Point-of-control analysis
copy2016 Waters Corporation 47
REIMS for Food Security
AGRI-TECHNOLOGY
PROTECTED STATUS
copy2016 Waters Corporation 48
Oceana Survey Undertaken in 2015
Only 6 of Northern red snapper fish collected were truly red snapper (Lutjanus campechanus)
84 of tuna sold in sushi restaurants was escolar (health effects)
Almost 50 of all grocery stores visited in Boston sold mislabelled fish
31 of cod in Boston was mislabelled
copy2016 Waters Corporation 49
Fish Speciation Study
Phylogentic tree
Gadidae ndash Cod Haddock Coley Whiting amp Pollock
Pangasiidae ndash River Cobbler amp Basa (Vietnamese Catfish)
Lophiida ndash Monkfish
Serranidae ndash Sea Bass
Salmo ndash Atlantic salmon
Pleuronectes ndash European plaice
copy2016 Waters Corporation 50
North Atlantic Cod (Gadus morhua) Gadidae genus
Glycerophospholipids PAs PEs PCs PIs
EPA Eicosapentaenoic
acid
DHA Docosahexaenoic
acid
Arachidonic acid
Hexadecanoic acid
Fatty acids Unsaturatedamp saturated
copy2016 Waters Corporation 51
Spot the Differences REIMS neg ion +IPA 200 microlmin + leu enk
Cod
Whiting
Monkfish
Leu enk [M-H]-
copy2016 Waters Corporation 52
PROTOTYPE Software - PoP Multi-Species Fish Model
Gadidae species Cod haddock whiting
coley
Atlantic Salmon
Salmo salar
Sea Bass Dicentrarchus
labrax
Basa Pangasius bocourti
Plaice Pleuronectes platessa
Monkfish Lophius piscatorius
PCA model LDA model
Real-time recogniser software - prototype
n=ge3
copy2016 Waters Corporation 53
Meat Speciation An Emerging Issue in India (October 2015)
Bos taurus vs Bison bonasus
copy2016 Waters Corporation 54
Polyunsaturated Fatty Acid (PUFA) Content
Ca x16
Arachidonic acid Ω6
C20H32O2
Eicosapentaenoic acid Ω3
C20H30O2
Ca x7
Good ratio of Ω36 acids
copy2016 Waters Corporation 55
Multi-Species Muscle Tissue ndash MVA Models
2 biological replicates of each species 10 technical replicates per sample
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus gallus
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
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p(corr)[1] (C
orrela
tio
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p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
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EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 41
Overview
Real time analysis for food testing
Food authenticity applications
ndash Fish amp meat speciation
ndash Botanical origin of honey
ndash Authenticity of PDO butter
ndash Phytochemical profiling in herbs
Agri-tech applications
ndash Phenotypic profiling
Summary amp future study
Acknowledgments
copy2016 Waters Corporation 42
Origins of REIMS
Rapid Evaporative Ionisation Mass Spectrometry
(REIMS) is an emerging technique that allows rapid
characterisation of biological tissues with no need for
sample preparation
The inventor Professor Zoltan Takats of Imperial College
London created the iKnife by connecting an
electrosurgical knife to a mass spectrometer
ndash Electrosurgical knives use an electrical current to rapidly
heat tissue cutting through it while minimising blood loss
ndash In doing so they vaporise the tissue creating smoke that is
normally sucked away by extraction systems but is actually a
rich source of biological information that can provide the
surgeon a real-time decision-making tool
copy2016 Waters Corporation 43
Sample
REIMS Instrument Configuration
iKnife Hand-held
sampling device(s)
Diathermy generator
Informatics system
Source
REIMS is an emerging technique that allows rapid characterisation of biological
tissues and food samples
Xevo G2-XS QTof amp SYNAPT G2 Si
Potential for automation ndash Tecan system
copy2016 Waters Corporation 44
How Does it Work
copy2016 Waters Corporation 45
REIMS for Food Research Workflow Chemometric Profiling
iKnife and Xevo
G2-XS QTof
Model Generation
Different tissues
Different species
Different production
Identification of unknowns by similarity to database entries
copy2016 Waters Corporation 46
Direct Analysis for Flexible amp Rapid Screening
Sub-sampling Determination
(5s)
Data analysis (2s)
Report
Sample to report in seconds
Point-of-control analysis
copy2016 Waters Corporation 47
REIMS for Food Security
AGRI-TECHNOLOGY
PROTECTED STATUS
copy2016 Waters Corporation 48
Oceana Survey Undertaken in 2015
Only 6 of Northern red snapper fish collected were truly red snapper (Lutjanus campechanus)
84 of tuna sold in sushi restaurants was escolar (health effects)
Almost 50 of all grocery stores visited in Boston sold mislabelled fish
31 of cod in Boston was mislabelled
copy2016 Waters Corporation 49
Fish Speciation Study
Phylogentic tree
Gadidae ndash Cod Haddock Coley Whiting amp Pollock
Pangasiidae ndash River Cobbler amp Basa (Vietnamese Catfish)
Lophiida ndash Monkfish
Serranidae ndash Sea Bass
Salmo ndash Atlantic salmon
Pleuronectes ndash European plaice
copy2016 Waters Corporation 50
North Atlantic Cod (Gadus morhua) Gadidae genus
Glycerophospholipids PAs PEs PCs PIs
EPA Eicosapentaenoic
acid
DHA Docosahexaenoic
acid
Arachidonic acid
Hexadecanoic acid
Fatty acids Unsaturatedamp saturated
copy2016 Waters Corporation 51
Spot the Differences REIMS neg ion +IPA 200 microlmin + leu enk
Cod
Whiting
Monkfish
Leu enk [M-H]-
copy2016 Waters Corporation 52
PROTOTYPE Software - PoP Multi-Species Fish Model
Gadidae species Cod haddock whiting
coley
Atlantic Salmon
Salmo salar
Sea Bass Dicentrarchus
labrax
Basa Pangasius bocourti
Plaice Pleuronectes platessa
Monkfish Lophius piscatorius
PCA model LDA model
Real-time recogniser software - prototype
n=ge3
copy2016 Waters Corporation 53
Meat Speciation An Emerging Issue in India (October 2015)
Bos taurus vs Bison bonasus
copy2016 Waters Corporation 54
Polyunsaturated Fatty Acid (PUFA) Content
Ca x16
Arachidonic acid Ω6
C20H32O2
Eicosapentaenoic acid Ω3
C20H30O2
Ca x7
Good ratio of Ω36 acids
copy2016 Waters Corporation 55
Multi-Species Muscle Tissue ndash MVA Models
2 biological replicates of each species 10 technical replicates per sample
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus gallus
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
7634579
2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
8897736
8416608
8426729
5712109
2030529
1540434
2330701
8325140
4941957
9395429
13103671970286
2470491
1550549
1900186
7214974
3430887
4991964
2540732
1460259
11257343
880201
4794843
2580741
2890826
18205911830560
2080551
3060845
7645134
9825695
5382233
3410883
6025622
1280380
5075155
11277435
9275060
9235465
11267379
2800776
4791825
9995588
2590824
5082025
34408543200786
3903002
34208692710906
8056771
2340668
5211984
4801862
1770352
11867628
3050892
3070834
1710426
4701903
1340441
2090619
3210783
714506811617667
2752002
900361
7475107
2790792
9715456
3150858
860048
2960437
1780541
5221994
9365671
7654983
3393279
1870355
3080932
7665297
5714155
4651740
2530728
8215335
3450795
1710229
3511502
5242039
8355342
3670932
9535483
1550360
8635513
17302543300849
1520394
1340361
8185092
6964726
1590453
5352074
3310911
8907746
2220601
93454863320920
10297576
5522083
2960862
3090531
3392009
4531693
3400913
3220610
6455845
3140816
11627695
1330388
1700606
3251864
22806552720394
1920204
5672099
11877735
1470445
5432086
20085611320477
5592517
3290886
7594156
3040902
9639555
2630691
8955434
3080512
5465031
8125025
3230755
9285057
59541122990494
7204831
9245485
30910663690903
4661751
9295025
11457617
36117772270571
1550808
4551726
3963949
5192065
2200835
3680918
9775713
5822216
11287421
8694794
5174678
930349
9545319
3570876
9835672
1300170
3551006
39122377675241
6806206
5944002
5051964
6175527
4132085
1850665
9495535
3661005
880535834607019359283
29710422020548
69848505131827
3330729
9635594
920263
2350678
3971399
9955513
1580589
5355463
8065247
6753567
2970489
7614208
3560963
3751952
9215250
1840468
11747899
717456111047437
3331133
8637473
8404870
4832678
11297440
979335
3871967
5852164
3831176
3340639
8066815
3833529
3931039
8766168
2840925
2970779
22202334242853
1190486
5202085
73849767945208
3650938
17705469255469
5362122
7155010
59721564541688
6295896
910307
5952075
1529958
4872402
4711823
2730879
10005560
31116963621768
2720840
7125001
9785731
1970660
31006733700874
507262711758158
42442554524554
2850908
15803352600821
1550118
8357145
2230551
8786303
8146333
6135543
4911776
1090303
4152190
1730617
21005852850394
6162455
1610601
3580800
2490542
10307599
9645654
8436725
37108998765425
11467695
7394558
3921043
3810982
11507916
5281971
9649639
7604111
10080158
2010541
3030878
3090703
6302345
3791128
9405409
1810963
9225329
1019269
9747161
2780866
8485229
9795653
10277450
1610240
5772661
6786026
3941029
3530995
9369360
6435715
3801014
3813366
6112240
11290284
5722117
3350821
29808821720424
4052047
6155484
9840194
11637616
11040270
7134889
6714595
3110738
8534854
1440202
6575788
4561846
6415835
35409663951038
9555296
5875335
9665490
6262206
8505415
8714804
5982299
8160143
5085154
5962097
10616688
9600241
10090187
48048864071135
9105355
2480783
4411630
4191153
8775419
3821028
3371805
10927682
9675453
5774370
19908183590810
4921864
2110795
11280242
3911047
11167652
8880191
4431177
1076686311016946
10255946
9850237
3531390
3512037
1850363
8815267
5451675
5291878
11050264
8085375
2121010
10800206
11887752
8424172
3470782
3280995
9919899
8225432
2380653
1177029210560196
3360916
11520261
9414851
3851576
9965468
5995438
2860954
9120200
7364886
4771631
7234610
3731792
6826372
2971571
4242554
11530318
10776817
4171167
10320182
5755372
10810276
4571728
6465837
406116310570244
7685507
4391567
1860611
3502724
1050342
8400166
8776174
1780315
44422264894342
6694536
27408963351721
1270392
9046364
110573525314575
1059764
2261188
2571262
5872073
8640153
2600298
3231720
1978611
1861232
4754315
10636717
4012098
3131020
1200131
3581301
2751127
11897851
2360714
3892100
2610734
6573444
8890225
5554441
2481204
3291619
9434821
5295383
7224929
3631866
5494320
81348387845423
180104611317491
10056043
4781732
2221208
9505652
3461323
5595014
46317753601053
33710903251095
3341160
1090398
9036501
4211211
70722388597265
3781661
6432196
10496629
4161204
3221176
2870734
35913229130189
11760280
9610253
10075990
3001208
1130397
1870761 7920152
4611220
10330226
4181203
19805383721041
11177697
8965378
3391185
33909148170204
4511673
3611149
60356184363959
2880770
2121395
6275718
3252255
5133007
5631564
3241060
4291438
14306022110459
6816216
2520752
5802245
7874365
4491756
4722560
45823334051165
4301264
4041180
8917797
2621424
9502034151419
9078908
8297492
11026966
10015657
4142048
4091156
3901071
9929976
4632314
4451202
5862180
7200138
38410008650185
5151799
7974761
3640969
11307423
84101839195413
2241065
5332041
50930842370665
38819174331470
3581740
2091241
9685170
5715123
6312458
3120895
8126135
8858056
7374302
4862015
6102351
10065871
3271186
5662113
4532367
102158731720879
3521521
3261718
3761946
6555710
10036396
3021319
5442009
2311225
6994913
4222393
1470111
5342169
35916883991920
3981491
8755116
10736596
7875007
7895062
5792587
25802978655635
1780966
9975427
7994347
4081001
1410671
5652118
2620926
6002308
4311249
6934409
6252238
4031293
980043
86154448905095
2041051
43717257754112
4311900
3731305
35531981960976
7313592
7734037
102874705141693
4441353
1990420
10155624
5292651
10196235
4062073
2101220
8486200
6145565
4111637
2131022
3772055
44216624271665
5011862
7485024
9767251
1060404
3481091
9935616
1050224
3641958
4652444
8316978
4113810
3921980
4471331
6353838
1980305
2750798
4672536
9138408
1921084
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10626651
5171728
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3861463
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2120594
4641793
4281708
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4952886
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10596627
7805173
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26012943121671
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4302003
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10200218
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3871298
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3561780
4351518
42722365794373
4342626
488225511060256
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3380855
10506621
4453829
10820266
518468711597428
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4322114
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10746662
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4632876481267934619223181806
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3281607
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5942016
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EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 42
Origins of REIMS
Rapid Evaporative Ionisation Mass Spectrometry
(REIMS) is an emerging technique that allows rapid
characterisation of biological tissues with no need for
sample preparation
The inventor Professor Zoltan Takats of Imperial College
London created the iKnife by connecting an
electrosurgical knife to a mass spectrometer
ndash Electrosurgical knives use an electrical current to rapidly
heat tissue cutting through it while minimising blood loss
ndash In doing so they vaporise the tissue creating smoke that is
normally sucked away by extraction systems but is actually a
rich source of biological information that can provide the
surgeon a real-time decision-making tool
copy2016 Waters Corporation 43
Sample
REIMS Instrument Configuration
iKnife Hand-held
sampling device(s)
Diathermy generator
Informatics system
Source
REIMS is an emerging technique that allows rapid characterisation of biological
tissues and food samples
Xevo G2-XS QTof amp SYNAPT G2 Si
Potential for automation ndash Tecan system
copy2016 Waters Corporation 44
How Does it Work
copy2016 Waters Corporation 45
REIMS for Food Research Workflow Chemometric Profiling
iKnife and Xevo
G2-XS QTof
Model Generation
Different tissues
Different species
Different production
Identification of unknowns by similarity to database entries
copy2016 Waters Corporation 46
Direct Analysis for Flexible amp Rapid Screening
Sub-sampling Determination
(5s)
Data analysis (2s)
Report
Sample to report in seconds
Point-of-control analysis
copy2016 Waters Corporation 47
REIMS for Food Security
AGRI-TECHNOLOGY
PROTECTED STATUS
copy2016 Waters Corporation 48
Oceana Survey Undertaken in 2015
Only 6 of Northern red snapper fish collected were truly red snapper (Lutjanus campechanus)
84 of tuna sold in sushi restaurants was escolar (health effects)
Almost 50 of all grocery stores visited in Boston sold mislabelled fish
31 of cod in Boston was mislabelled
copy2016 Waters Corporation 49
Fish Speciation Study
Phylogentic tree
Gadidae ndash Cod Haddock Coley Whiting amp Pollock
Pangasiidae ndash River Cobbler amp Basa (Vietnamese Catfish)
Lophiida ndash Monkfish
Serranidae ndash Sea Bass
Salmo ndash Atlantic salmon
Pleuronectes ndash European plaice
copy2016 Waters Corporation 50
North Atlantic Cod (Gadus morhua) Gadidae genus
Glycerophospholipids PAs PEs PCs PIs
EPA Eicosapentaenoic
acid
DHA Docosahexaenoic
acid
Arachidonic acid
Hexadecanoic acid
Fatty acids Unsaturatedamp saturated
copy2016 Waters Corporation 51
Spot the Differences REIMS neg ion +IPA 200 microlmin + leu enk
Cod
Whiting
Monkfish
Leu enk [M-H]-
copy2016 Waters Corporation 52
PROTOTYPE Software - PoP Multi-Species Fish Model
Gadidae species Cod haddock whiting
coley
Atlantic Salmon
Salmo salar
Sea Bass Dicentrarchus
labrax
Basa Pangasius bocourti
Plaice Pleuronectes platessa
Monkfish Lophius piscatorius
PCA model LDA model
Real-time recogniser software - prototype
n=ge3
copy2016 Waters Corporation 53
Meat Speciation An Emerging Issue in India (October 2015)
Bos taurus vs Bison bonasus
copy2016 Waters Corporation 54
Polyunsaturated Fatty Acid (PUFA) Content
Ca x16
Arachidonic acid Ω6
C20H32O2
Eicosapentaenoic acid Ω3
C20H30O2
Ca x7
Good ratio of Ω36 acids
copy2016 Waters Corporation 55
Multi-Species Muscle Tissue ndash MVA Models
2 biological replicates of each species 10 technical replicates per sample
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus gallus
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
7634579
2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
8897736
8416608
8426729
5712109
2030529
1540434
2330701
8325140
4941957
9395429
13103671970286
2470491
1550549
1900186
7214974
3430887
4991964
2540732
1460259
11257343
880201
4794843
2580741
2890826
18205911830560
2080551
3060845
7645134
9825695
5382233
3410883
6025622
1280380
5075155
11277435
9275060
9235465
11267379
2800776
4791825
9995588
2590824
5082025
34408543200786
3903002
34208692710906
8056771
2340668
5211984
4801862
1770352
11867628
3050892
3070834
1710426
4701903
1340441
2090619
3210783
714506811617667
2752002
900361
7475107
2790792
9715456
3150858
860048
2960437
1780541
5221994
9365671
7654983
3393279
1870355
3080932
7665297
5714155
4651740
2530728
8215335
3450795
1710229
3511502
5242039
8355342
3670932
9535483
1550360
8635513
17302543300849
1520394
1340361
8185092
6964726
1590453
5352074
3310911
8907746
2220601
93454863320920
10297576
5522083
2960862
3090531
3392009
4531693
3400913
3220610
6455845
3140816
11627695
1330388
1700606
3251864
22806552720394
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5672099
11877735
1470445
5432086
20085611320477
5592517
3290886
7594156
3040902
9639555
2630691
8955434
3080512
5465031
8125025
3230755
9285057
59541122990494
7204831
9245485
30910663690903
4661751
9295025
11457617
36117772270571
1550808
4551726
3963949
5192065
2200835
3680918
9775713
5822216
11287421
8694794
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930349
9545319
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9835672
1300170
3551006
39122377675241
6806206
5944002
5051964
6175527
4132085
1850665
9495535
3661005
880535834607019359283
29710422020548
69848505131827
3330729
9635594
920263
2350678
3971399
9955513
1580589
5355463
8065247
6753567
2970489
7614208
3560963
3751952
9215250
1840468
11747899
717456111047437
3331133
8637473
8404870
4832678
11297440
979335
3871967
5852164
3831176
3340639
8066815
3833529
3931039
8766168
2840925
2970779
22202334242853
1190486
5202085
73849767945208
3650938
17705469255469
5362122
7155010
59721564541688
6295896
910307
5952075
1529958
4872402
4711823
2730879
10005560
31116963621768
2720840
7125001
9785731
1970660
31006733700874
507262711758158
42442554524554
2850908
15803352600821
1550118
8357145
2230551
8786303
8146333
6135543
4911776
1090303
4152190
1730617
21005852850394
6162455
1610601
3580800
2490542
10307599
9645654
8436725
37108998765425
11467695
7394558
3921043
3810982
11507916
5281971
9649639
7604111
10080158
2010541
3030878
3090703
6302345
3791128
9405409
1810963
9225329
1019269
9747161
2780866
8485229
9795653
10277450
1610240
5772661
6786026
3941029
3530995
9369360
6435715
3801014
3813366
6112240
11290284
5722117
3350821
29808821720424
4052047
6155484
9840194
11637616
11040270
7134889
6714595
3110738
8534854
1440202
6575788
4561846
6415835
35409663951038
9555296
5875335
9665490
6262206
8505415
8714804
5982299
8160143
5085154
5962097
10616688
9600241
10090187
48048864071135
9105355
2480783
4411630
4191153
8775419
3821028
3371805
10927682
9675453
5774370
19908183590810
4921864
2110795
11280242
3911047
11167652
8880191
4431177
1076686311016946
10255946
9850237
3531390
3512037
1850363
8815267
5451675
5291878
11050264
8085375
2121010
10800206
11887752
8424172
3470782
3280995
9919899
8225432
2380653
1177029210560196
3360916
11520261
9414851
3851576
9965468
5995438
2860954
9120200
7364886
4771631
7234610
3731792
6826372
2971571
4242554
11530318
10776817
4171167
10320182
5755372
10810276
4571728
6465837
406116310570244
7685507
4391567
1860611
3502724
1050342
8400166
8776174
1780315
44422264894342
6694536
27408963351721
1270392
9046364
110573525314575
1059764
2261188
2571262
5872073
8640153
2600298
3231720
1978611
1861232
4754315
10636717
4012098
3131020
1200131
3581301
2751127
11897851
2360714
3892100
2610734
6573444
8890225
5554441
2481204
3291619
9434821
5295383
7224929
3631866
5494320
81348387845423
180104611317491
10056043
4781732
2221208
9505652
3461323
5595014
46317753601053
33710903251095
3341160
1090398
9036501
4211211
70722388597265
3781661
6432196
10496629
4161204
3221176
2870734
35913229130189
11760280
9610253
10075990
3001208
1130397
1870761 7920152
4611220
10330226
4181203
19805383721041
11177697
8965378
3391185
33909148170204
4511673
3611149
60356184363959
2880770
2121395
6275718
3252255
5133007
5631564
3241060
4291438
14306022110459
6816216
2520752
5802245
7874365
4491756
4722560
45823334051165
4301264
4041180
8917797
2621424
9502034151419
9078908
8297492
11026966
10015657
4142048
4091156
3901071
9929976
4632314
4451202
5862180
7200138
38410008650185
5151799
7974761
3640969
11307423
84101839195413
2241065
5332041
50930842370665
38819174331470
3581740
2091241
9685170
5715123
6312458
3120895
8126135
8858056
7374302
4862015
6102351
10065871
3271186
5662113
4532367
102158731720879
3521521
3261718
3761946
6555710
10036396
3021319
5442009
2311225
6994913
4222393
1470111
5342169
35916883991920
3981491
8755116
10736596
7875007
7895062
5792587
25802978655635
1780966
9975427
7994347
4081001
1410671
5652118
2620926
6002308
4311249
6934409
6252238
4031293
980043
86154448905095
2041051
43717257754112
4311900
3731305
35531981960976
7313592
7734037
102874705141693
4441353
1990420
10155624
5292651
10196235
4062073
2101220
8486200
6145565
4111637
2131022
3772055
44216624271665
5011862
7485024
9767251
1060404
3481091
9935616
1050224
3641958
4652444
8316978
4113810
3921980
4471331
6353838
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1921084
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10626651
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7293762
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4952886
2831425
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7743735
10596627
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26012943121671
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1520676
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11300258
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4302003
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3381774
259143011540310
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6185555
43412733891118
4392265
5034686
10356243
4461877
1540831
9418797
10576240
3311661
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3871298
4591785
5482840
3561780
4351518
42722365794373
4342626
488225511060256
6512632
8444552
4721541
5002650
4201229
3380855
10506621
4453829
10820266
518468711597428
9056537
11780249
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4542509
4693301
10340177
4322114
8214478
10456572
4591281
4321208
5001910
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5491898
11768396
1628964
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84452415383269
7894417
768007510580204
5015091
4441711
9860242
4161956
10746662
4521721
4412435
6873647
6305865
8076797
5475120
5614925
8034406
2491240
6773451
8796416
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1860338
4632876481267934619223181806
9727058
3281607
5534201
104764014452072
4121679
3771145
7884330
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4581621
6383322
10046204
10646731
50546374602312
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62632037975320
4252029
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6472418
7254790
5931775
6392429
7814632
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9088933
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2881346
9659714
87447653362189
10210356
4592339
4752083
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1270573
5942016
7033403
108357346585800
4101394
4021506
8566931
5393173
683636269139624141273
3742605
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8264441
4682987
10276081
7985407
11907905
8454367
6382434
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1200392
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6892295
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5932120
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10186241
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75649866103333
65328837354416
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9148436
10486533
6532414
77742716363815
102260565202963
114473206253618
9379278
10257341
64233146005444
1720045
4341707
2901470
93356495752312
8868076
4383909
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4042285
103663969428790
6172476
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5343210
8525504
6285847
4192072
5083184
63727655272742
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5833168
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6273401
3031451
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6522390
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7824490
9940011
1330657
7353627
66961638587998
62321267082732
8137782
6552940
9404196
10296202
12000146
8587666
6082227
8698389
6933234
6913016
10136221
3011785
6732705
3201910
11416918
61636878978755
9066763
7494260
11778053
7393429
9480182
9269170
8417967
7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 43
Sample
REIMS Instrument Configuration
iKnife Hand-held
sampling device(s)
Diathermy generator
Informatics system
Source
REIMS is an emerging technique that allows rapid characterisation of biological
tissues and food samples
Xevo G2-XS QTof amp SYNAPT G2 Si
Potential for automation ndash Tecan system
copy2016 Waters Corporation 44
How Does it Work
copy2016 Waters Corporation 45
REIMS for Food Research Workflow Chemometric Profiling
iKnife and Xevo
G2-XS QTof
Model Generation
Different tissues
Different species
Different production
Identification of unknowns by similarity to database entries
copy2016 Waters Corporation 46
Direct Analysis for Flexible amp Rapid Screening
Sub-sampling Determination
(5s)
Data analysis (2s)
Report
Sample to report in seconds
Point-of-control analysis
copy2016 Waters Corporation 47
REIMS for Food Security
AGRI-TECHNOLOGY
PROTECTED STATUS
copy2016 Waters Corporation 48
Oceana Survey Undertaken in 2015
Only 6 of Northern red snapper fish collected were truly red snapper (Lutjanus campechanus)
84 of tuna sold in sushi restaurants was escolar (health effects)
Almost 50 of all grocery stores visited in Boston sold mislabelled fish
31 of cod in Boston was mislabelled
copy2016 Waters Corporation 49
Fish Speciation Study
Phylogentic tree
Gadidae ndash Cod Haddock Coley Whiting amp Pollock
Pangasiidae ndash River Cobbler amp Basa (Vietnamese Catfish)
Lophiida ndash Monkfish
Serranidae ndash Sea Bass
Salmo ndash Atlantic salmon
Pleuronectes ndash European plaice
copy2016 Waters Corporation 50
North Atlantic Cod (Gadus morhua) Gadidae genus
Glycerophospholipids PAs PEs PCs PIs
EPA Eicosapentaenoic
acid
DHA Docosahexaenoic
acid
Arachidonic acid
Hexadecanoic acid
Fatty acids Unsaturatedamp saturated
copy2016 Waters Corporation 51
Spot the Differences REIMS neg ion +IPA 200 microlmin + leu enk
Cod
Whiting
Monkfish
Leu enk [M-H]-
copy2016 Waters Corporation 52
PROTOTYPE Software - PoP Multi-Species Fish Model
Gadidae species Cod haddock whiting
coley
Atlantic Salmon
Salmo salar
Sea Bass Dicentrarchus
labrax
Basa Pangasius bocourti
Plaice Pleuronectes platessa
Monkfish Lophius piscatorius
PCA model LDA model
Real-time recogniser software - prototype
n=ge3
copy2016 Waters Corporation 53
Meat Speciation An Emerging Issue in India (October 2015)
Bos taurus vs Bison bonasus
copy2016 Waters Corporation 54
Polyunsaturated Fatty Acid (PUFA) Content
Ca x16
Arachidonic acid Ω6
C20H32O2
Eicosapentaenoic acid Ω3
C20H30O2
Ca x7
Good ratio of Ω36 acids
copy2016 Waters Corporation 55
Multi-Species Muscle Tissue ndash MVA Models
2 biological replicates of each species 10 technical replicates per sample
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus gallus
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
7634579
2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
8897736
8416608
8426729
5712109
2030529
1540434
2330701
8325140
4941957
9395429
13103671970286
2470491
1550549
1900186
7214974
3430887
4991964
2540732
1460259
11257343
880201
4794843
2580741
2890826
18205911830560
2080551
3060845
7645134
9825695
5382233
3410883
6025622
1280380
5075155
11277435
9275060
9235465
11267379
2800776
4791825
9995588
2590824
5082025
34408543200786
3903002
34208692710906
8056771
2340668
5211984
4801862
1770352
11867628
3050892
3070834
1710426
4701903
1340441
2090619
3210783
714506811617667
2752002
900361
7475107
2790792
9715456
3150858
860048
2960437
1780541
5221994
9365671
7654983
3393279
1870355
3080932
7665297
5714155
4651740
2530728
8215335
3450795
1710229
3511502
5242039
8355342
3670932
9535483
1550360
8635513
17302543300849
1520394
1340361
8185092
6964726
1590453
5352074
3310911
8907746
2220601
93454863320920
10297576
5522083
2960862
3090531
3392009
4531693
3400913
3220610
6455845
3140816
11627695
1330388
1700606
3251864
22806552720394
1920204
5672099
11877735
1470445
5432086
20085611320477
5592517
3290886
7594156
3040902
9639555
2630691
8955434
3080512
5465031
8125025
3230755
9285057
59541122990494
7204831
9245485
30910663690903
4661751
9295025
11457617
36117772270571
1550808
4551726
3963949
5192065
2200835
3680918
9775713
5822216
11287421
8694794
5174678
930349
9545319
3570876
9835672
1300170
3551006
39122377675241
6806206
5944002
5051964
6175527
4132085
1850665
9495535
3661005
880535834607019359283
29710422020548
69848505131827
3330729
9635594
920263
2350678
3971399
9955513
1580589
5355463
8065247
6753567
2970489
7614208
3560963
3751952
9215250
1840468
11747899
717456111047437
3331133
8637473
8404870
4832678
11297440
979335
3871967
5852164
3831176
3340639
8066815
3833529
3931039
8766168
2840925
2970779
22202334242853
1190486
5202085
73849767945208
3650938
17705469255469
5362122
7155010
59721564541688
6295896
910307
5952075
1529958
4872402
4711823
2730879
10005560
31116963621768
2720840
7125001
9785731
1970660
31006733700874
507262711758158
42442554524554
2850908
15803352600821
1550118
8357145
2230551
8786303
8146333
6135543
4911776
1090303
4152190
1730617
21005852850394
6162455
1610601
3580800
2490542
10307599
9645654
8436725
37108998765425
11467695
7394558
3921043
3810982
11507916
5281971
9649639
7604111
10080158
2010541
3030878
3090703
6302345
3791128
9405409
1810963
9225329
1019269
9747161
2780866
8485229
9795653
10277450
1610240
5772661
6786026
3941029
3530995
9369360
6435715
3801014
3813366
6112240
11290284
5722117
3350821
29808821720424
4052047
6155484
9840194
11637616
11040270
7134889
6714595
3110738
8534854
1440202
6575788
4561846
6415835
35409663951038
9555296
5875335
9665490
6262206
8505415
8714804
5982299
8160143
5085154
5962097
10616688
9600241
10090187
48048864071135
9105355
2480783
4411630
4191153
8775419
3821028
3371805
10927682
9675453
5774370
19908183590810
4921864
2110795
11280242
3911047
11167652
8880191
4431177
1076686311016946
10255946
9850237
3531390
3512037
1850363
8815267
5451675
5291878
11050264
8085375
2121010
10800206
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1177029210560196
3360916
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2860954
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7364886
4771631
7234610
3731792
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2971571
4242554
11530318
10776817
4171167
10320182
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10810276
4571728
6465837
406116310570244
7685507
4391567
1860611
3502724
1050342
8400166
8776174
1780315
44422264894342
6694536
27408963351721
1270392
9046364
110573525314575
1059764
2261188
2571262
5872073
8640153
2600298
3231720
1978611
1861232
4754315
10636717
4012098
3131020
1200131
3581301
2751127
11897851
2360714
3892100
2610734
6573444
8890225
5554441
2481204
3291619
9434821
5295383
7224929
3631866
5494320
81348387845423
180104611317491
10056043
4781732
2221208
9505652
3461323
5595014
46317753601053
33710903251095
3341160
1090398
9036501
4211211
70722388597265
3781661
6432196
10496629
4161204
3221176
2870734
35913229130189
11760280
9610253
10075990
3001208
1130397
1870761 7920152
4611220
10330226
4181203
19805383721041
11177697
8965378
3391185
33909148170204
4511673
3611149
60356184363959
2880770
2121395
6275718
3252255
5133007
5631564
3241060
4291438
14306022110459
6816216
2520752
5802245
7874365
4491756
4722560
45823334051165
4301264
4041180
8917797
2621424
9502034151419
9078908
8297492
11026966
10015657
4142048
4091156
3901071
9929976
4632314
4451202
5862180
7200138
38410008650185
5151799
7974761
3640969
11307423
84101839195413
2241065
5332041
50930842370665
38819174331470
3581740
2091241
9685170
5715123
6312458
3120895
8126135
8858056
7374302
4862015
6102351
10065871
3271186
5662113
4532367
102158731720879
3521521
3261718
3761946
6555710
10036396
3021319
5442009
2311225
6994913
4222393
1470111
5342169
35916883991920
3981491
8755116
10736596
7875007
7895062
5792587
25802978655635
1780966
9975427
7994347
4081001
1410671
5652118
2620926
6002308
4311249
6934409
6252238
4031293
980043
86154448905095
2041051
43717257754112
4311900
3731305
35531981960976
7313592
7734037
102874705141693
4441353
1990420
10155624
5292651
10196235
4062073
2101220
8486200
6145565
4111637
2131022
3772055
44216624271665
5011862
7485024
9767251
1060404
3481091
9935616
1050224
3641958
4652444
8316978
4113810
3921980
4471331
6353838
1980305
2750798
4672536
9138408
1921084
1831050
3960984
4731403
4401536
8734682
10626651
5171728
5895261
3861463
2018539
1941229
2381188
2071104
9915809
2120594
4641793
4281708
9115094
3741481
8135368
7293762
8577775
4952886
2831425
4862666
7743735
10596627
7805173
52534965732068
9485331
26012943121671
3711714
4461364
86054932260647
1520676
6763465
9757116
11300258
5365522
4302003
8515357
10200218
9805620
7744096
4932667
1460603
6092011
7695379
7930167
6412360
2691252
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37811363621304
10415820
7265051
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3541711
3091548
1860960
3881317
9424849
533468410100171
3381774
259143011540310
7210149
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6185555
43412733891118
4392265
5034686
10356243
4461877
1540831
9418797
10576240
3311661
39914584031945
103364676422377
3871298
4591785
5482840
3561780
4351518
42722365794373
4342626
488225511060256
6512632
8444552
4721541
5002650
4201229
3380855
10506621
4453829
10820266
518468711597428
9056537
11780249
6072117
4542509
4693301
10340177
4322114
8214478
10456572
4591281
4321208
5001910
7794627
4171931
5193196
5491898
11768396
1628964
7955233
84452415383269
7894417
768007510580204
5015091
4441711
9860242
4161956
10746662
4521721
4412435
6873647
6305865
8076797
5475120
5614925
8034406
2491240
6773451
8796416
2421225
1860338
4632876481267934619223181806
9727058
3281607
5534201
104764014452072
4121679
3771145
7884330
4251635
4512236
4581621
6383322
10046204
10646731
50546374602312
5243182
70864375575614
4001766
6165521
62632037975320
4252029
5432865
6472418
7254790
5931775
6392429
7814632
6442203
9088933
6012163
6315625
2881346
9659714
87447653362189
10210356
4592339
4752083
11437320
1270573
5942016
7033403
108357346585800
4101394
4021506
8566931
5393173
683636269139624141273
3742605
4732176
8264441
4682987
10276081
7985407
11907905
8454367
6382434
5113213
6662981
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6092609
5502113
6960080
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3061772
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6552449
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8654816
1200392
11337499
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5784271
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6513851
6234719
10135318
8017212
3041650
6743099
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49431767244325
6736053
10346306
9699141
6856090
10206025
4182139
4011492
5862942
6233873
4912708
4601363
8434187
6232660
79652824692885
3051533
8477256
9379989
5442816
10436056
6892295
7690160
58853246772711
7244863
10786894
5932120
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10186241
7354081
5873480
6553650
75649866103333
65328837354416
653367064027897736847
9148436
10486533
6532414
77742716363815
102260565202963
114473206253618
9379278
10257341
64233146005444
1720045
4341707
2901470
93356495752312
8868076
4383909
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4381486
4042285
103663969428790
6172476
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5343210
8525504
6285847
4192072
5083184
63727655272742
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6000019
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6293708
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6273401
3031451
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6522390
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7824490
9940011
1330657
7353627
66961638587998
62321267082732
8137782
6552940
9404196
10296202
12000146
8587666
6082227
8698389
6933234
6913016
10136221
3011785
6732705
3201910
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61636878978755
9066763
7494260
11778053
7393429
9480182
9269170
8417967
7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 44
How Does it Work
copy2016 Waters Corporation 45
REIMS for Food Research Workflow Chemometric Profiling
iKnife and Xevo
G2-XS QTof
Model Generation
Different tissues
Different species
Different production
Identification of unknowns by similarity to database entries
copy2016 Waters Corporation 46
Direct Analysis for Flexible amp Rapid Screening
Sub-sampling Determination
(5s)
Data analysis (2s)
Report
Sample to report in seconds
Point-of-control analysis
copy2016 Waters Corporation 47
REIMS for Food Security
AGRI-TECHNOLOGY
PROTECTED STATUS
copy2016 Waters Corporation 48
Oceana Survey Undertaken in 2015
Only 6 of Northern red snapper fish collected were truly red snapper (Lutjanus campechanus)
84 of tuna sold in sushi restaurants was escolar (health effects)
Almost 50 of all grocery stores visited in Boston sold mislabelled fish
31 of cod in Boston was mislabelled
copy2016 Waters Corporation 49
Fish Speciation Study
Phylogentic tree
Gadidae ndash Cod Haddock Coley Whiting amp Pollock
Pangasiidae ndash River Cobbler amp Basa (Vietnamese Catfish)
Lophiida ndash Monkfish
Serranidae ndash Sea Bass
Salmo ndash Atlantic salmon
Pleuronectes ndash European plaice
copy2016 Waters Corporation 50
North Atlantic Cod (Gadus morhua) Gadidae genus
Glycerophospholipids PAs PEs PCs PIs
EPA Eicosapentaenoic
acid
DHA Docosahexaenoic
acid
Arachidonic acid
Hexadecanoic acid
Fatty acids Unsaturatedamp saturated
copy2016 Waters Corporation 51
Spot the Differences REIMS neg ion +IPA 200 microlmin + leu enk
Cod
Whiting
Monkfish
Leu enk [M-H]-
copy2016 Waters Corporation 52
PROTOTYPE Software - PoP Multi-Species Fish Model
Gadidae species Cod haddock whiting
coley
Atlantic Salmon
Salmo salar
Sea Bass Dicentrarchus
labrax
Basa Pangasius bocourti
Plaice Pleuronectes platessa
Monkfish Lophius piscatorius
PCA model LDA model
Real-time recogniser software - prototype
n=ge3
copy2016 Waters Corporation 53
Meat Speciation An Emerging Issue in India (October 2015)
Bos taurus vs Bison bonasus
copy2016 Waters Corporation 54
Polyunsaturated Fatty Acid (PUFA) Content
Ca x16
Arachidonic acid Ω6
C20H32O2
Eicosapentaenoic acid Ω3
C20H30O2
Ca x7
Good ratio of Ω36 acids
copy2016 Waters Corporation 55
Multi-Species Muscle Tissue ndash MVA Models
2 biological replicates of each species 10 technical replicates per sample
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus gallus
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
7634579
2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
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2030529
1540434
2330701
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13103671970286
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1900186
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2540732
1460259
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4794843
2580741
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18205911830560
2080551
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1710426
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1340441
2090619
3210783
714506811617667
2752002
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7475107
2790792
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2960437
1780541
5221994
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3393279
1870355
3080932
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5714155
4651740
2530728
8215335
3450795
1710229
3511502
5242039
8355342
3670932
9535483
1550360
8635513
17302543300849
1520394
1340361
8185092
6964726
1590453
5352074
3310911
8907746
2220601
93454863320920
10297576
5522083
2960862
3090531
3392009
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3400913
3220610
6455845
3140816
11627695
1330388
1700606
3251864
22806552720394
1920204
5672099
11877735
1470445
5432086
20085611320477
5592517
3290886
7594156
3040902
9639555
2630691
8955434
3080512
5465031
8125025
3230755
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59541122990494
7204831
9245485
30910663690903
4661751
9295025
11457617
36117772270571
1550808
4551726
3963949
5192065
2200835
3680918
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5822216
11287421
8694794
5174678
930349
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3570876
9835672
1300170
3551006
39122377675241
6806206
5944002
5051964
6175527
4132085
1850665
9495535
3661005
880535834607019359283
29710422020548
69848505131827
3330729
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920263
2350678
3971399
9955513
1580589
5355463
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6753567
2970489
7614208
3560963
3751952
9215250
1840468
11747899
717456111047437
3331133
8637473
8404870
4832678
11297440
979335
3871967
5852164
3831176
3340639
8066815
3833529
3931039
8766168
2840925
2970779
22202334242853
1190486
5202085
73849767945208
3650938
17705469255469
5362122
7155010
59721564541688
6295896
910307
5952075
1529958
4872402
4711823
2730879
10005560
31116963621768
2720840
7125001
9785731
1970660
31006733700874
507262711758158
42442554524554
2850908
15803352600821
1550118
8357145
2230551
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8146333
6135543
4911776
1090303
4152190
1730617
21005852850394
6162455
1610601
3580800
2490542
10307599
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8436725
37108998765425
11467695
7394558
3921043
3810982
11507916
5281971
9649639
7604111
10080158
2010541
3030878
3090703
6302345
3791128
9405409
1810963
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1019269
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2780866
8485229
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10277450
1610240
5772661
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3941029
3530995
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6435715
3801014
3813366
6112240
11290284
5722117
3350821
29808821720424
4052047
6155484
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11040270
7134889
6714595
3110738
8534854
1440202
6575788
4561846
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35409663951038
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2480783
4411630
4191153
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4921864
2110795
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3360916
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2751127
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2610734
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11760280
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11177697
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11026966
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4142048
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38410008650185
5151799
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3581740
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6312458
3120895
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4862015
6102351
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3271186
5662113
4532367
102158731720879
3521521
3261718
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3021319
5442009
2311225
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4222393
1470111
5342169
35916883991920
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25802978655635
1780966
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2131022
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44216624271665
5011862
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1050224
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4652444
8316978
4113810
3921980
4471331
6353838
1980305
2750798
4672536
9138408
1921084
1831050
3960984
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8734682
10626651
5171728
5895261
3861463
2018539
1941229
2381188
2071104
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2120594
4641793
4281708
9115094
3741481
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4952886
2831425
4862666
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10596627
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52534965732068
9485331
26012943121671
3711714
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1520676
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5365522
4302003
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10200218
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1460603
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6412360
2691252
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3091548
1860960
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7210149
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4392265
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3201910
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8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 45
REIMS for Food Research Workflow Chemometric Profiling
iKnife and Xevo
G2-XS QTof
Model Generation
Different tissues
Different species
Different production
Identification of unknowns by similarity to database entries
copy2016 Waters Corporation 46
Direct Analysis for Flexible amp Rapid Screening
Sub-sampling Determination
(5s)
Data analysis (2s)
Report
Sample to report in seconds
Point-of-control analysis
copy2016 Waters Corporation 47
REIMS for Food Security
AGRI-TECHNOLOGY
PROTECTED STATUS
copy2016 Waters Corporation 48
Oceana Survey Undertaken in 2015
Only 6 of Northern red snapper fish collected were truly red snapper (Lutjanus campechanus)
84 of tuna sold in sushi restaurants was escolar (health effects)
Almost 50 of all grocery stores visited in Boston sold mislabelled fish
31 of cod in Boston was mislabelled
copy2016 Waters Corporation 49
Fish Speciation Study
Phylogentic tree
Gadidae ndash Cod Haddock Coley Whiting amp Pollock
Pangasiidae ndash River Cobbler amp Basa (Vietnamese Catfish)
Lophiida ndash Monkfish
Serranidae ndash Sea Bass
Salmo ndash Atlantic salmon
Pleuronectes ndash European plaice
copy2016 Waters Corporation 50
North Atlantic Cod (Gadus morhua) Gadidae genus
Glycerophospholipids PAs PEs PCs PIs
EPA Eicosapentaenoic
acid
DHA Docosahexaenoic
acid
Arachidonic acid
Hexadecanoic acid
Fatty acids Unsaturatedamp saturated
copy2016 Waters Corporation 51
Spot the Differences REIMS neg ion +IPA 200 microlmin + leu enk
Cod
Whiting
Monkfish
Leu enk [M-H]-
copy2016 Waters Corporation 52
PROTOTYPE Software - PoP Multi-Species Fish Model
Gadidae species Cod haddock whiting
coley
Atlantic Salmon
Salmo salar
Sea Bass Dicentrarchus
labrax
Basa Pangasius bocourti
Plaice Pleuronectes platessa
Monkfish Lophius piscatorius
PCA model LDA model
Real-time recogniser software - prototype
n=ge3
copy2016 Waters Corporation 53
Meat Speciation An Emerging Issue in India (October 2015)
Bos taurus vs Bison bonasus
copy2016 Waters Corporation 54
Polyunsaturated Fatty Acid (PUFA) Content
Ca x16
Arachidonic acid Ω6
C20H32O2
Eicosapentaenoic acid Ω3
C20H30O2
Ca x7
Good ratio of Ω36 acids
copy2016 Waters Corporation 55
Multi-Species Muscle Tissue ndash MVA Models
2 biological replicates of each species 10 technical replicates per sample
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus gallus
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
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1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
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2040579
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1640516
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1810549
2812465
11847494
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25507382330434 2830815
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2710566
11497875
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180104611317491
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35913229130189
11760280
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3001208
1130397
1870761 7920152
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10330226
4181203
19805383721041
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2880770
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2621424
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38410008650185
5151799
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11307423
84101839195413
2241065
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50930842370665
38819174331470
3581740
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5715123
6312458
3120895
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4862015
6102351
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3271186
5662113
4532367
102158731720879
3521521
3261718
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10036396
3021319
5442009
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4222393
1470111
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35916883991920
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10736596
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25802978655635
1780966
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4081001
1410671
5652118
2620926
6002308
4311249
6934409
6252238
4031293
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86154448905095
2041051
43717257754112
4311900
3731305
35531981960976
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102874705141693
4441353
1990420
10155624
5292651
10196235
4062073
2101220
8486200
6145565
4111637
2131022
3772055
44216624271665
5011862
7485024
9767251
1060404
3481091
9935616
1050224
3641958
4652444
8316978
4113810
3921980
4471331
6353838
1980305
2750798
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9138408
1921084
1831050
3960984
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8734682
10626651
5171728
5895261
3861463
2018539
1941229
2381188
2071104
9915809
2120594
4641793
4281708
9115094
3741481
8135368
7293762
8577775
4952886
2831425
4862666
7743735
10596627
7805173
52534965732068
9485331
26012943121671
3711714
4461364
86054932260647
1520676
6763465
9757116
11300258
5365522
4302003
8515357
10200218
9805620
7744096
4932667
1460603
6092011
7695379
7930167
6412360
2691252
8735703
37811363621304
10415820
7265051
4481786
3541711
3091548
1860960
3881317
9424849
533468410100171
3381774
259143011540310
7210149
3801917
6185555
43412733891118
4392265
5034686
10356243
4461877
1540831
9418797
10576240
3311661
39914584031945
103364676422377
3871298
4591785
5482840
3561780
4351518
42722365794373
4342626
488225511060256
6512632
8444552
4721541
5002650
4201229
3380855
10506621
4453829
10820266
518468711597428
9056537
11780249
6072117
4542509
4693301
10340177
4322114
8214478
10456572
4591281
4321208
5001910
7794627
4171931
5193196
5491898
11768396
1628964
7955233
84452415383269
7894417
768007510580204
5015091
4441711
9860242
4161956
10746662
4521721
4412435
6873647
6305865
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5475120
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8034406
2491240
6773451
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4632876481267934619223181806
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104764014452072
4121679
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4512236
4581621
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62632037975320
4252029
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2881346
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10210356
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108357346585800
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683636269139624141273
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79652824692885
3051533
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102260565202963
114473206253618
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64233146005444
1720045
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4042285
103663969428790
6172476
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62321267082732
8137782
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12000146
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6082227
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10136221
3011785
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61636878978755
9066763
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7393429
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9269170
8417967
7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 46
Direct Analysis for Flexible amp Rapid Screening
Sub-sampling Determination
(5s)
Data analysis (2s)
Report
Sample to report in seconds
Point-of-control analysis
copy2016 Waters Corporation 47
REIMS for Food Security
AGRI-TECHNOLOGY
PROTECTED STATUS
copy2016 Waters Corporation 48
Oceana Survey Undertaken in 2015
Only 6 of Northern red snapper fish collected were truly red snapper (Lutjanus campechanus)
84 of tuna sold in sushi restaurants was escolar (health effects)
Almost 50 of all grocery stores visited in Boston sold mislabelled fish
31 of cod in Boston was mislabelled
copy2016 Waters Corporation 49
Fish Speciation Study
Phylogentic tree
Gadidae ndash Cod Haddock Coley Whiting amp Pollock
Pangasiidae ndash River Cobbler amp Basa (Vietnamese Catfish)
Lophiida ndash Monkfish
Serranidae ndash Sea Bass
Salmo ndash Atlantic salmon
Pleuronectes ndash European plaice
copy2016 Waters Corporation 50
North Atlantic Cod (Gadus morhua) Gadidae genus
Glycerophospholipids PAs PEs PCs PIs
EPA Eicosapentaenoic
acid
DHA Docosahexaenoic
acid
Arachidonic acid
Hexadecanoic acid
Fatty acids Unsaturatedamp saturated
copy2016 Waters Corporation 51
Spot the Differences REIMS neg ion +IPA 200 microlmin + leu enk
Cod
Whiting
Monkfish
Leu enk [M-H]-
copy2016 Waters Corporation 52
PROTOTYPE Software - PoP Multi-Species Fish Model
Gadidae species Cod haddock whiting
coley
Atlantic Salmon
Salmo salar
Sea Bass Dicentrarchus
labrax
Basa Pangasius bocourti
Plaice Pleuronectes platessa
Monkfish Lophius piscatorius
PCA model LDA model
Real-time recogniser software - prototype
n=ge3
copy2016 Waters Corporation 53
Meat Speciation An Emerging Issue in India (October 2015)
Bos taurus vs Bison bonasus
copy2016 Waters Corporation 54
Polyunsaturated Fatty Acid (PUFA) Content
Ca x16
Arachidonic acid Ω6
C20H32O2
Eicosapentaenoic acid Ω3
C20H30O2
Ca x7
Good ratio of Ω36 acids
copy2016 Waters Corporation 55
Multi-Species Muscle Tissue ndash MVA Models
2 biological replicates of each species 10 technical replicates per sample
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus gallus
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
7634579
2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
8897736
8416608
8426729
5712109
2030529
1540434
2330701
8325140
4941957
9395429
13103671970286
2470491
1550549
1900186
7214974
3430887
4991964
2540732
1460259
11257343
880201
4794843
2580741
2890826
18205911830560
2080551
3060845
7645134
9825695
5382233
3410883
6025622
1280380
5075155
11277435
9275060
9235465
11267379
2800776
4791825
9995588
2590824
5082025
34408543200786
3903002
34208692710906
8056771
2340668
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2752002
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22806552720394
1920204
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3040902
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5192065
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180104611317491
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3341160
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35913229130189
11760280
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3001208
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1870761 7920152
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10330226
4181203
19805383721041
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60356184363959
2880770
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4301264
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9078908
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5862180
7200138
38410008650185
5151799
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3640969
11307423
84101839195413
2241065
5332041
50930842370665
38819174331470
3581740
2091241
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5715123
6312458
3120895
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4862015
6102351
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3271186
5662113
4532367
102158731720879
3521521
3261718
3761946
6555710
10036396
3021319
5442009
2311225
6994913
4222393
1470111
5342169
35916883991920
3981491
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10736596
7875007
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5792587
25802978655635
1780966
9975427
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4081001
1410671
5652118
2620926
6002308
4311249
6934409
6252238
4031293
980043
86154448905095
2041051
43717257754112
4311900
3731305
35531981960976
7313592
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102874705141693
4441353
1990420
10155624
5292651
10196235
4062073
2101220
8486200
6145565
4111637
2131022
3772055
44216624271665
5011862
7485024
9767251
1060404
3481091
9935616
1050224
3641958
4652444
8316978
4113810
3921980
4471331
6353838
1980305
2750798
4672536
9138408
1921084
1831050
3960984
4731403
4401536
8734682
10626651
5171728
5895261
3861463
2018539
1941229
2381188
2071104
9915809
2120594
4641793
4281708
9115094
3741481
8135368
7293762
8577775
4952886
2831425
4862666
7743735
10596627
7805173
52534965732068
9485331
26012943121671
3711714
4461364
86054932260647
1520676
6763465
9757116
11300258
5365522
4302003
8515357
10200218
9805620
7744096
4932667
1460603
6092011
7695379
7930167
6412360
2691252
8735703
37811363621304
10415820
7265051
4481786
3541711
3091548
1860960
3881317
9424849
533468410100171
3381774
259143011540310
7210149
3801917
6185555
43412733891118
4392265
5034686
10356243
4461877
1540831
9418797
10576240
3311661
39914584031945
103364676422377
3871298
4591785
5482840
3561780
4351518
42722365794373
4342626
488225511060256
6512632
8444552
4721541
5002650
4201229
3380855
10506621
4453829
10820266
518468711597428
9056537
11780249
6072117
4542509
4693301
10340177
4322114
8214478
10456572
4591281
4321208
5001910
7794627
4171931
5193196
5491898
11768396
1628964
7955233
84452415383269
7894417
768007510580204
5015091
4441711
9860242
4161956
10746662
4521721
4412435
6873647
6305865
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5475120
5614925
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2491240
6773451
8796416
2421225
1860338
4632876481267934619223181806
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3281607
5534201
104764014452072
4121679
3771145
7884330
4251635
4512236
4581621
6383322
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10646731
50546374602312
5243182
70864375575614
4001766
6165521
62632037975320
4252029
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7254790
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6392429
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6012163
6315625
2881346
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87447653362189
10210356
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4752083
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1270573
5942016
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108357346585800
4101394
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683636269139624141273
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6382434
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6856090
10206025
4182139
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79652824692885
3051533
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102260565202963
114473206253618
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1720045
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6172476
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12000146
8587666
6082227
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10136221
3011785
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61636878978755
9066763
7494260
11778053
7393429
9480182
9269170
8417967
7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 47
REIMS for Food Security
AGRI-TECHNOLOGY
PROTECTED STATUS
copy2016 Waters Corporation 48
Oceana Survey Undertaken in 2015
Only 6 of Northern red snapper fish collected were truly red snapper (Lutjanus campechanus)
84 of tuna sold in sushi restaurants was escolar (health effects)
Almost 50 of all grocery stores visited in Boston sold mislabelled fish
31 of cod in Boston was mislabelled
copy2016 Waters Corporation 49
Fish Speciation Study
Phylogentic tree
Gadidae ndash Cod Haddock Coley Whiting amp Pollock
Pangasiidae ndash River Cobbler amp Basa (Vietnamese Catfish)
Lophiida ndash Monkfish
Serranidae ndash Sea Bass
Salmo ndash Atlantic salmon
Pleuronectes ndash European plaice
copy2016 Waters Corporation 50
North Atlantic Cod (Gadus morhua) Gadidae genus
Glycerophospholipids PAs PEs PCs PIs
EPA Eicosapentaenoic
acid
DHA Docosahexaenoic
acid
Arachidonic acid
Hexadecanoic acid
Fatty acids Unsaturatedamp saturated
copy2016 Waters Corporation 51
Spot the Differences REIMS neg ion +IPA 200 microlmin + leu enk
Cod
Whiting
Monkfish
Leu enk [M-H]-
copy2016 Waters Corporation 52
PROTOTYPE Software - PoP Multi-Species Fish Model
Gadidae species Cod haddock whiting
coley
Atlantic Salmon
Salmo salar
Sea Bass Dicentrarchus
labrax
Basa Pangasius bocourti
Plaice Pleuronectes platessa
Monkfish Lophius piscatorius
PCA model LDA model
Real-time recogniser software - prototype
n=ge3
copy2016 Waters Corporation 53
Meat Speciation An Emerging Issue in India (October 2015)
Bos taurus vs Bison bonasus
copy2016 Waters Corporation 54
Polyunsaturated Fatty Acid (PUFA) Content
Ca x16
Arachidonic acid Ω6
C20H32O2
Eicosapentaenoic acid Ω3
C20H30O2
Ca x7
Good ratio of Ω36 acids
copy2016 Waters Corporation 55
Multi-Species Muscle Tissue ndash MVA Models
2 biological replicates of each species 10 technical replicates per sample
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus gallus
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
7634579
2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
8897736
8416608
8426729
5712109
2030529
1540434
2330701
8325140
4941957
9395429
13103671970286
2470491
1550549
1900186
7214974
3430887
4991964
2540732
1460259
11257343
880201
4794843
2580741
2890826
18205911830560
2080551
3060845
7645134
9825695
5382233
3410883
6025622
1280380
5075155
11277435
9275060
9235465
11267379
2800776
4791825
9995588
2590824
5082025
34408543200786
3903002
34208692710906
8056771
2340668
5211984
4801862
1770352
11867628
3050892
3070834
1710426
4701903
1340441
2090619
3210783
714506811617667
2752002
900361
7475107
2790792
9715456
3150858
860048
2960437
1780541
5221994
9365671
7654983
3393279
1870355
3080932
7665297
5714155
4651740
2530728
8215335
3450795
1710229
3511502
5242039
8355342
3670932
9535483
1550360
8635513
17302543300849
1520394
1340361
8185092
6964726
1590453
5352074
3310911
8907746
2220601
93454863320920
10297576
5522083
2960862
3090531
3392009
4531693
3400913
3220610
6455845
3140816
11627695
1330388
1700606
3251864
22806552720394
1920204
5672099
11877735
1470445
5432086
20085611320477
5592517
3290886
7594156
3040902
9639555
2630691
8955434
3080512
5465031
8125025
3230755
9285057
59541122990494
7204831
9245485
30910663690903
4661751
9295025
11457617
36117772270571
1550808
4551726
3963949
5192065
2200835
3680918
9775713
5822216
11287421
8694794
5174678
930349
9545319
3570876
9835672
1300170
3551006
39122377675241
6806206
5944002
5051964
6175527
4132085
1850665
9495535
3661005
880535834607019359283
29710422020548
69848505131827
3330729
9635594
920263
2350678
3971399
9955513
1580589
5355463
8065247
6753567
2970489
7614208
3560963
3751952
9215250
1840468
11747899
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2840925
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22202334242853
1190486
5202085
73849767945208
3650938
17705469255469
5362122
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6295896
910307
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10005560
31116963621768
2720840
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1970660
31006733700874
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42442554524554
2850908
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180104611317491
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11760280
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10075990
3001208
1130397
1870761 7920152
4611220
10330226
4181203
19805383721041
11177697
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3391185
33909148170204
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60356184363959
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9078908
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11026966
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3901071
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4451202
5862180
7200138
38410008650185
5151799
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3640969
11307423
84101839195413
2241065
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50930842370665
38819174331470
3581740
2091241
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5715123
6312458
3120895
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7374302
4862015
6102351
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3271186
5662113
4532367
102158731720879
3521521
3261718
3761946
6555710
10036396
3021319
5442009
2311225
6994913
4222393
1470111
5342169
35916883991920
3981491
8755116
10736596
7875007
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5792587
25802978655635
1780966
9975427
7994347
4081001
1410671
5652118
2620926
6002308
4311249
6934409
6252238
4031293
980043
86154448905095
2041051
43717257754112
4311900
3731305
35531981960976
7313592
7734037
102874705141693
4441353
1990420
10155624
5292651
10196235
4062073
2101220
8486200
6145565
4111637
2131022
3772055
44216624271665
5011862
7485024
9767251
1060404
3481091
9935616
1050224
3641958
4652444
8316978
4113810
3921980
4471331
6353838
1980305
2750798
4672536
9138408
1921084
1831050
3960984
4731403
4401536
8734682
10626651
5171728
5895261
3861463
2018539
1941229
2381188
2071104
9915809
2120594
4641793
4281708
9115094
3741481
8135368
7293762
8577775
4952886
2831425
4862666
7743735
10596627
7805173
52534965732068
9485331
26012943121671
3711714
4461364
86054932260647
1520676
6763465
9757116
11300258
5365522
4302003
8515357
10200218
9805620
7744096
4932667
1460603
6092011
7695379
7930167
6412360
2691252
8735703
37811363621304
10415820
7265051
4481786
3541711
3091548
1860960
3881317
9424849
533468410100171
3381774
259143011540310
7210149
3801917
6185555
43412733891118
4392265
5034686
10356243
4461877
1540831
9418797
10576240
3311661
39914584031945
103364676422377
3871298
4591785
5482840
3561780
4351518
42722365794373
4342626
488225511060256
6512632
8444552
4721541
5002650
4201229
3380855
10506621
4453829
10820266
518468711597428
9056537
11780249
6072117
4542509
4693301
10340177
4322114
8214478
10456572
4591281
4321208
5001910
7794627
4171931
5193196
5491898
11768396
1628964
7955233
84452415383269
7894417
768007510580204
5015091
4441711
9860242
4161956
10746662
4521721
4412435
6873647
6305865
8076797
5475120
5614925
8034406
2491240
6773451
8796416
2421225
1860338
4632876481267934619223181806
9727058
3281607
5534201
104764014452072
4121679
3771145
7884330
4251635
4512236
4581621
6383322
10046204
10646731
50546374602312
5243182
70864375575614
4001766
6165521
62632037975320
4252029
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7254790
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6392429
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6012163
6315625
2881346
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87447653362189
10210356
4592339
4752083
11437320
1270573
5942016
7033403
108357346585800
4101394
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5393173
683636269139624141273
3742605
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10276081
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6382434
5113213
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92056475853079
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5481881
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45019034552497
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2641287
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10135318
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3041650
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6793160
49431767244325
6736053
10346306
9699141
6856090
10206025
4182139
4011492
5862942
6233873
4912708
4601363
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6232660
79652824692885
3051533
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58853246772711
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5873480
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75649866103333
65328837354416
653367064027897736847
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10486533
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77742716363815
102260565202963
114473206253618
9379278
10257341
64233146005444
1720045
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4042285
103663969428790
6172476
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5343210
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4192072
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6362876
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6273401
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1330657
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62321267082732
8137782
6552940
9404196
10296202
12000146
8587666
6082227
8698389
6933234
6913016
10136221
3011785
6732705
3201910
11416918
61636878978755
9066763
7494260
11778053
7393429
9480182
9269170
8417967
7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 48
Oceana Survey Undertaken in 2015
Only 6 of Northern red snapper fish collected were truly red snapper (Lutjanus campechanus)
84 of tuna sold in sushi restaurants was escolar (health effects)
Almost 50 of all grocery stores visited in Boston sold mislabelled fish
31 of cod in Boston was mislabelled
copy2016 Waters Corporation 49
Fish Speciation Study
Phylogentic tree
Gadidae ndash Cod Haddock Coley Whiting amp Pollock
Pangasiidae ndash River Cobbler amp Basa (Vietnamese Catfish)
Lophiida ndash Monkfish
Serranidae ndash Sea Bass
Salmo ndash Atlantic salmon
Pleuronectes ndash European plaice
copy2016 Waters Corporation 50
North Atlantic Cod (Gadus morhua) Gadidae genus
Glycerophospholipids PAs PEs PCs PIs
EPA Eicosapentaenoic
acid
DHA Docosahexaenoic
acid
Arachidonic acid
Hexadecanoic acid
Fatty acids Unsaturatedamp saturated
copy2016 Waters Corporation 51
Spot the Differences REIMS neg ion +IPA 200 microlmin + leu enk
Cod
Whiting
Monkfish
Leu enk [M-H]-
copy2016 Waters Corporation 52
PROTOTYPE Software - PoP Multi-Species Fish Model
Gadidae species Cod haddock whiting
coley
Atlantic Salmon
Salmo salar
Sea Bass Dicentrarchus
labrax
Basa Pangasius bocourti
Plaice Pleuronectes platessa
Monkfish Lophius piscatorius
PCA model LDA model
Real-time recogniser software - prototype
n=ge3
copy2016 Waters Corporation 53
Meat Speciation An Emerging Issue in India (October 2015)
Bos taurus vs Bison bonasus
copy2016 Waters Corporation 54
Polyunsaturated Fatty Acid (PUFA) Content
Ca x16
Arachidonic acid Ω6
C20H32O2
Eicosapentaenoic acid Ω3
C20H30O2
Ca x7
Good ratio of Ω36 acids
copy2016 Waters Corporation 55
Multi-Species Muscle Tissue ndash MVA Models
2 biological replicates of each species 10 technical replicates per sample
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus gallus
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
7634579
2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
8897736
8416608
8426729
5712109
2030529
1540434
2330701
8325140
4941957
9395429
13103671970286
2470491
1550549
1900186
7214974
3430887
4991964
2540732
1460259
11257343
880201
4794843
2580741
2890826
18205911830560
2080551
3060845
7645134
9825695
5382233
3410883
6025622
1280380
5075155
11277435
9275060
9235465
11267379
2800776
4791825
9995588
2590824
5082025
34408543200786
3903002
34208692710906
8056771
2340668
5211984
4801862
1770352
11867628
3050892
3070834
1710426
4701903
1340441
2090619
3210783
714506811617667
2752002
900361
7475107
2790792
9715456
3150858
860048
2960437
1780541
5221994
9365671
7654983
3393279
1870355
3080932
7665297
5714155
4651740
2530728
8215335
3450795
1710229
3511502
5242039
8355342
3670932
9535483
1550360
8635513
17302543300849
1520394
1340361
8185092
6964726
1590453
5352074
3310911
8907746
2220601
93454863320920
10297576
5522083
2960862
3090531
3392009
4531693
3400913
3220610
6455845
3140816
11627695
1330388
1700606
3251864
22806552720394
1920204
5672099
11877735
1470445
5432086
20085611320477
5592517
3290886
7594156
3040902
9639555
2630691
8955434
3080512
5465031
8125025
3230755
9285057
59541122990494
7204831
9245485
30910663690903
4661751
9295025
11457617
36117772270571
1550808
4551726
3963949
5192065
2200835
3680918
9775713
5822216
11287421
8694794
5174678
930349
9545319
3570876
9835672
1300170
3551006
39122377675241
6806206
5944002
5051964
6175527
4132085
1850665
9495535
3661005
880535834607019359283
29710422020548
69848505131827
3330729
9635594
920263
2350678
3971399
9955513
1580589
5355463
8065247
6753567
2970489
7614208
3560963
3751952
9215250
1840468
11747899
717456111047437
3331133
8637473
8404870
4832678
11297440
979335
3871967
5852164
3831176
3340639
8066815
3833529
3931039
8766168
2840925
2970779
22202334242853
1190486
5202085
73849767945208
3650938
17705469255469
5362122
7155010
59721564541688
6295896
910307
5952075
1529958
4872402
4711823
2730879
10005560
31116963621768
2720840
7125001
9785731
1970660
31006733700874
507262711758158
42442554524554
2850908
15803352600821
1550118
8357145
2230551
8786303
8146333
6135543
4911776
1090303
4152190
1730617
21005852850394
6162455
1610601
3580800
2490542
10307599
9645654
8436725
37108998765425
11467695
7394558
3921043
3810982
11507916
5281971
9649639
7604111
10080158
2010541
3030878
3090703
6302345
3791128
9405409
1810963
9225329
1019269
9747161
2780866
8485229
9795653
10277450
1610240
5772661
6786026
3941029
3530995
9369360
6435715
3801014
3813366
6112240
11290284
5722117
3350821
29808821720424
4052047
6155484
9840194
11637616
11040270
7134889
6714595
3110738
8534854
1440202
6575788
4561846
6415835
35409663951038
9555296
5875335
9665490
6262206
8505415
8714804
5982299
8160143
5085154
5962097
10616688
9600241
10090187
48048864071135
9105355
2480783
4411630
4191153
8775419
3821028
3371805
10927682
9675453
5774370
19908183590810
4921864
2110795
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180104611317491
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3001208
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1870761 7920152
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60356184363959
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5802245
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45823334051165
4301264
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8917797
2621424
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9078908
8297492
11026966
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3901071
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4632314
4451202
5862180
7200138
38410008650185
5151799
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3640969
11307423
84101839195413
2241065
5332041
50930842370665
38819174331470
3581740
2091241
9685170
5715123
6312458
3120895
8126135
8858056
7374302
4862015
6102351
10065871
3271186
5662113
4532367
102158731720879
3521521
3261718
3761946
6555710
10036396
3021319
5442009
2311225
6994913
4222393
1470111
5342169
35916883991920
3981491
8755116
10736596
7875007
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25802978655635
1780966
9975427
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4081001
1410671
5652118
2620926
6002308
4311249
6934409
6252238
4031293
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86154448905095
2041051
43717257754112
4311900
3731305
35531981960976
7313592
7734037
102874705141693
4441353
1990420
10155624
5292651
10196235
4062073
2101220
8486200
6145565
4111637
2131022
3772055
44216624271665
5011862
7485024
9767251
1060404
3481091
9935616
1050224
3641958
4652444
8316978
4113810
3921980
4471331
6353838
1980305
2750798
4672536
9138408
1921084
1831050
3960984
4731403
4401536
8734682
10626651
5171728
5895261
3861463
2018539
1941229
2381188
2071104
9915809
2120594
4641793
4281708
9115094
3741481
8135368
7293762
8577775
4952886
2831425
4862666
7743735
10596627
7805173
52534965732068
9485331
26012943121671
3711714
4461364
86054932260647
1520676
6763465
9757116
11300258
5365522
4302003
8515357
10200218
9805620
7744096
4932667
1460603
6092011
7695379
7930167
6412360
2691252
8735703
37811363621304
10415820
7265051
4481786
3541711
3091548
1860960
3881317
9424849
533468410100171
3381774
259143011540310
7210149
3801917
6185555
43412733891118
4392265
5034686
10356243
4461877
1540831
9418797
10576240
3311661
39914584031945
103364676422377
3871298
4591785
5482840
3561780
4351518
42722365794373
4342626
488225511060256
6512632
8444552
4721541
5002650
4201229
3380855
10506621
4453829
10820266
518468711597428
9056537
11780249
6072117
4542509
4693301
10340177
4322114
8214478
10456572
4591281
4321208
5001910
7794627
4171931
5193196
5491898
11768396
1628964
7955233
84452415383269
7894417
768007510580204
5015091
4441711
9860242
4161956
10746662
4521721
4412435
6873647
6305865
8076797
5475120
5614925
8034406
2491240
6773451
8796416
2421225
1860338
4632876481267934619223181806
9727058
3281607
5534201
104764014452072
4121679
3771145
7884330
4251635
4512236
4581621
6383322
10046204
10646731
50546374602312
5243182
70864375575614
4001766
6165521
62632037975320
4252029
5432865
6472418
7254790
5931775
6392429
7814632
6442203
9088933
6012163
6315625
2881346
9659714
87447653362189
10210356
4592339
4752083
11437320
1270573
5942016
7033403
108357346585800
4101394
4021506
8566931
5393173
683636269139624141273
3742605
4732176
8264441
4682987
10276081
7985407
11907905
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6382434
5113213
6662981
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11677059
4221516
92056475853079
7825337
4022117
7184498
1179307
6092609
5502113
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3061772
7053538
3521077
6552449
11607514
3702210
4202210
1820978
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2740216
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64523893222028
5481881
4612544
6373743
3631038
4982766
8654816
1200392
11337499
6893397
45019034552497
5784271
5792000
2641287
6513851
6234719
10135318
8017212
3041650
6743099
6793160
49431767244325
6736053
10346306
9699141
6856090
10206025
4182139
4011492
5862942
6233873
4912708
4601363
8434187
6232660
79652824692885
3051533
8477256
9379989
5442816
10436056
6892295
7690160
58853246772711
7244863
10786894
5932120
8496245
10186241
7354081
5873480
6553650
75649866103333
65328837354416
653367064027897736847
9148436
10486533
6532414
77742716363815
102260565202963
114473206253618
9379278
10257341
64233146005444
1720045
4341707
2901470
93356495752312
8868076
4383909
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4381486
4042285
103663969428790
6172476
10365645
5343210
8525504
6285847
4192072
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63727655272742
6362876
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35013863131867
6293708
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6362513
6273401
3031451
1568979
5262899
6522390
8464478
7824490
9940011
1330657
7353627
66961638587998
62321267082732
8137782
6552940
9404196
10296202
12000146
8587666
6082227
8698389
6933234
6913016
10136221
3011785
6732705
3201910
11416918
61636878978755
9066763
7494260
11778053
7393429
9480182
9269170
8417967
7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 49
Fish Speciation Study
Phylogentic tree
Gadidae ndash Cod Haddock Coley Whiting amp Pollock
Pangasiidae ndash River Cobbler amp Basa (Vietnamese Catfish)
Lophiida ndash Monkfish
Serranidae ndash Sea Bass
Salmo ndash Atlantic salmon
Pleuronectes ndash European plaice
copy2016 Waters Corporation 50
North Atlantic Cod (Gadus morhua) Gadidae genus
Glycerophospholipids PAs PEs PCs PIs
EPA Eicosapentaenoic
acid
DHA Docosahexaenoic
acid
Arachidonic acid
Hexadecanoic acid
Fatty acids Unsaturatedamp saturated
copy2016 Waters Corporation 51
Spot the Differences REIMS neg ion +IPA 200 microlmin + leu enk
Cod
Whiting
Monkfish
Leu enk [M-H]-
copy2016 Waters Corporation 52
PROTOTYPE Software - PoP Multi-Species Fish Model
Gadidae species Cod haddock whiting
coley
Atlantic Salmon
Salmo salar
Sea Bass Dicentrarchus
labrax
Basa Pangasius bocourti
Plaice Pleuronectes platessa
Monkfish Lophius piscatorius
PCA model LDA model
Real-time recogniser software - prototype
n=ge3
copy2016 Waters Corporation 53
Meat Speciation An Emerging Issue in India (October 2015)
Bos taurus vs Bison bonasus
copy2016 Waters Corporation 54
Polyunsaturated Fatty Acid (PUFA) Content
Ca x16
Arachidonic acid Ω6
C20H32O2
Eicosapentaenoic acid Ω3
C20H30O2
Ca x7
Good ratio of Ω36 acids
copy2016 Waters Corporation 55
Multi-Species Muscle Tissue ndash MVA Models
2 biological replicates of each species 10 technical replicates per sample
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus gallus
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
7634579
2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
8897736
8416608
8426729
5712109
2030529
1540434
2330701
8325140
4941957
9395429
13103671970286
2470491
1550549
1900186
7214974
3430887
4991964
2540732
1460259
11257343
880201
4794843
2580741
2890826
18205911830560
2080551
3060845
7645134
9825695
5382233
3410883
6025622
1280380
5075155
11277435
9275060
9235465
11267379
2800776
4791825
9995588
2590824
5082025
34408543200786
3903002
34208692710906
8056771
2340668
5211984
4801862
1770352
11867628
3050892
3070834
1710426
4701903
1340441
2090619
3210783
714506811617667
2752002
900361
7475107
2790792
9715456
3150858
860048
2960437
1780541
5221994
9365671
7654983
3393279
1870355
3080932
7665297
5714155
4651740
2530728
8215335
3450795
1710229
3511502
5242039
8355342
3670932
9535483
1550360
8635513
17302543300849
1520394
1340361
8185092
6964726
1590453
5352074
3310911
8907746
2220601
93454863320920
10297576
5522083
2960862
3090531
3392009
4531693
3400913
3220610
6455845
3140816
11627695
1330388
1700606
3251864
22806552720394
1920204
5672099
11877735
1470445
5432086
20085611320477
5592517
3290886
7594156
3040902
9639555
2630691
8955434
3080512
5465031
8125025
3230755
9285057
59541122990494
7204831
9245485
30910663690903
4661751
9295025
11457617
36117772270571
1550808
4551726
3963949
5192065
2200835
3680918
9775713
5822216
11287421
8694794
5174678
930349
9545319
3570876
9835672
1300170
3551006
39122377675241
6806206
5944002
5051964
6175527
4132085
1850665
9495535
3661005
880535834607019359283
29710422020548
69848505131827
3330729
9635594
920263
2350678
3971399
9955513
1580589
5355463
8065247
6753567
2970489
7614208
3560963
3751952
9215250
1840468
11747899
717456111047437
3331133
8637473
8404870
4832678
11297440
979335
3871967
5852164
3831176
3340639
8066815
3833529
3931039
8766168
2840925
2970779
22202334242853
1190486
5202085
73849767945208
3650938
17705469255469
5362122
7155010
59721564541688
6295896
910307
5952075
1529958
4872402
4711823
2730879
10005560
31116963621768
2720840
7125001
9785731
1970660
31006733700874
507262711758158
42442554524554
2850908
15803352600821
1550118
8357145
2230551
8786303
8146333
6135543
4911776
1090303
4152190
1730617
21005852850394
6162455
1610601
3580800
2490542
10307599
9645654
8436725
37108998765425
11467695
7394558
3921043
3810982
11507916
5281971
9649639
7604111
10080158
2010541
3030878
3090703
6302345
3791128
9405409
1810963
9225329
1019269
9747161
2780866
8485229
9795653
10277450
1610240
5772661
6786026
3941029
3530995
9369360
6435715
3801014
3813366
6112240
11290284
5722117
3350821
29808821720424
4052047
6155484
9840194
11637616
11040270
7134889
6714595
3110738
8534854
1440202
6575788
4561846
6415835
35409663951038
9555296
5875335
9665490
6262206
8505415
8714804
5982299
8160143
5085154
5962097
10616688
9600241
10090187
48048864071135
9105355
2480783
4411630
4191153
8775419
3821028
3371805
10927682
9675453
5774370
19908183590810
4921864
2110795
11280242
3911047
11167652
8880191
4431177
1076686311016946
10255946
9850237
3531390
3512037
1850363
8815267
5451675
5291878
11050264
8085375
2121010
10800206
11887752
8424172
3470782
3280995
9919899
8225432
2380653
1177029210560196
3360916
11520261
9414851
3851576
9965468
5995438
2860954
9120200
7364886
4771631
7234610
3731792
6826372
2971571
4242554
11530318
10776817
4171167
10320182
5755372
10810276
4571728
6465837
406116310570244
7685507
4391567
1860611
3502724
1050342
8400166
8776174
1780315
44422264894342
6694536
27408963351721
1270392
9046364
110573525314575
1059764
2261188
2571262
5872073
8640153
2600298
3231720
1978611
1861232
4754315
10636717
4012098
3131020
1200131
3581301
2751127
11897851
2360714
3892100
2610734
6573444
8890225
5554441
2481204
3291619
9434821
5295383
7224929
3631866
5494320
81348387845423
180104611317491
10056043
4781732
2221208
9505652
3461323
5595014
46317753601053
33710903251095
3341160
1090398
9036501
4211211
70722388597265
3781661
6432196
10496629
4161204
3221176
2870734
35913229130189
11760280
9610253
10075990
3001208
1130397
1870761 7920152
4611220
10330226
4181203
19805383721041
11177697
8965378
3391185
33909148170204
4511673
3611149
60356184363959
2880770
2121395
6275718
3252255
5133007
5631564
3241060
4291438
14306022110459
6816216
2520752
5802245
7874365
4491756
4722560
45823334051165
4301264
4041180
8917797
2621424
9502034151419
9078908
8297492
11026966
10015657
4142048
4091156
3901071
9929976
4632314
4451202
5862180
7200138
38410008650185
5151799
7974761
3640969
11307423
84101839195413
2241065
5332041
50930842370665
38819174331470
3581740
2091241
9685170
5715123
6312458
3120895
8126135
8858056
7374302
4862015
6102351
10065871
3271186
5662113
4532367
102158731720879
3521521
3261718
3761946
6555710
10036396
3021319
5442009
2311225
6994913
4222393
1470111
5342169
35916883991920
3981491
8755116
10736596
7875007
7895062
5792587
25802978655635
1780966
9975427
7994347
4081001
1410671
5652118
2620926
6002308
4311249
6934409
6252238
4031293
980043
86154448905095
2041051
43717257754112
4311900
3731305
35531981960976
7313592
7734037
102874705141693
4441353
1990420
10155624
5292651
10196235
4062073
2101220
8486200
6145565
4111637
2131022
3772055
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7485024
9767251
1060404
3481091
9935616
1050224
3641958
4652444
8316978
4113810
3921980
4471331
6353838
1980305
2750798
4672536
9138408
1921084
1831050
3960984
4731403
4401536
8734682
10626651
5171728
5895261
3861463
2018539
1941229
2381188
2071104
9915809
2120594
4641793
4281708
9115094
3741481
8135368
7293762
8577775
4952886
2831425
4862666
7743735
10596627
7805173
52534965732068
9485331
26012943121671
3711714
4461364
86054932260647
1520676
6763465
9757116
11300258
5365522
4302003
8515357
10200218
9805620
7744096
4932667
1460603
6092011
7695379
7930167
6412360
2691252
8735703
37811363621304
10415820
7265051
4481786
3541711
3091548
1860960
3881317
9424849
533468410100171
3381774
259143011540310
7210149
3801917
6185555
43412733891118
4392265
5034686
10356243
4461877
1540831
9418797
10576240
3311661
39914584031945
103364676422377
3871298
4591785
5482840
3561780
4351518
42722365794373
4342626
488225511060256
6512632
8444552
4721541
5002650
4201229
3380855
10506621
4453829
10820266
518468711597428
9056537
11780249
6072117
4542509
4693301
10340177
4322114
8214478
10456572
4591281
4321208
5001910
7794627
4171931
5193196
5491898
11768396
1628964
7955233
84452415383269
7894417
768007510580204
5015091
4441711
9860242
4161956
10746662
4521721
4412435
6873647
6305865
8076797
5475120
5614925
8034406
2491240
6773451
8796416
2421225
1860338
4632876481267934619223181806
9727058
3281607
5534201
104764014452072
4121679
3771145
7884330
4251635
4512236
4581621
6383322
10046204
10646731
50546374602312
5243182
70864375575614
4001766
6165521
62632037975320
4252029
5432865
6472418
7254790
5931775
6392429
7814632
6442203
9088933
6012163
6315625
2881346
9659714
87447653362189
10210356
4592339
4752083
11437320
1270573
5942016
7033403
108357346585800
4101394
4021506
8566931
5393173
683636269139624141273
3742605
4732176
8264441
4682987
10276081
7985407
11907905
8454367
6382434
5113213
6662981
6233160
11677059
4221516
92056475853079
7825337
4022117
7184498
1179307
6092609
5502113
6960080
11327323
3061772
7053538
3521077
6552449
11607514
3702210
4202210
1820978
7705623
2740216
9620155
9925771
64523893222028
5481881
4612544
6373743
3631038
4982766
8654816
1200392
11337499
6893397
45019034552497
5784271
5792000
2641287
6513851
6234719
10135318
8017212
3041650
6743099
6793160
49431767244325
6736053
10346306
9699141
6856090
10206025
4182139
4011492
5862942
6233873
4912708
4601363
8434187
6232660
79652824692885
3051533
8477256
9379989
5442816
10436056
6892295
7690160
58853246772711
7244863
10786894
5932120
8496245
10186241
7354081
5873480
6553650
75649866103333
65328837354416
653367064027897736847
9148436
10486533
6532414
77742716363815
102260565202963
114473206253618
9379278
10257341
64233146005444
1720045
4341707
2901470
93356495752312
8868076
4383909
740037
4381486
4042285
103663969428790
6172476
10365645
5343210
8525504
6285847
4192072
5083184
63727655272742
6362876
9966806
5833168
6000019
7904100
35013863131867
6293708
8307611
6733289
6362513
6273401
3031451
1568979
5262899
6522390
8464478
7824490
9940011
1330657
7353627
66961638587998
62321267082732
8137782
6552940
9404196
10296202
12000146
8587666
6082227
8698389
6933234
6913016
10136221
3011785
6732705
3201910
11416918
61636878978755
9066763
7494260
11778053
7393429
9480182
9269170
8417967
7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 50
North Atlantic Cod (Gadus morhua) Gadidae genus
Glycerophospholipids PAs PEs PCs PIs
EPA Eicosapentaenoic
acid
DHA Docosahexaenoic
acid
Arachidonic acid
Hexadecanoic acid
Fatty acids Unsaturatedamp saturated
copy2016 Waters Corporation 51
Spot the Differences REIMS neg ion +IPA 200 microlmin + leu enk
Cod
Whiting
Monkfish
Leu enk [M-H]-
copy2016 Waters Corporation 52
PROTOTYPE Software - PoP Multi-Species Fish Model
Gadidae species Cod haddock whiting
coley
Atlantic Salmon
Salmo salar
Sea Bass Dicentrarchus
labrax
Basa Pangasius bocourti
Plaice Pleuronectes platessa
Monkfish Lophius piscatorius
PCA model LDA model
Real-time recogniser software - prototype
n=ge3
copy2016 Waters Corporation 53
Meat Speciation An Emerging Issue in India (October 2015)
Bos taurus vs Bison bonasus
copy2016 Waters Corporation 54
Polyunsaturated Fatty Acid (PUFA) Content
Ca x16
Arachidonic acid Ω6
C20H32O2
Eicosapentaenoic acid Ω3
C20H30O2
Ca x7
Good ratio of Ω36 acids
copy2016 Waters Corporation 55
Multi-Species Muscle Tissue ndash MVA Models
2 biological replicates of each species 10 technical replicates per sample
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus gallus
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
7634579
2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
8897736
8416608
8426729
5712109
2030529
1540434
2330701
8325140
4941957
9395429
13103671970286
2470491
1550549
1900186
7214974
3430887
4991964
2540732
1460259
11257343
880201
4794843
2580741
2890826
18205911830560
2080551
3060845
7645134
9825695
5382233
3410883
6025622
1280380
5075155
11277435
9275060
9235465
11267379
2800776
4791825
9995588
2590824
5082025
34408543200786
3903002
34208692710906
8056771
2340668
5211984
4801862
1770352
11867628
3050892
3070834
1710426
4701903
1340441
2090619
3210783
714506811617667
2752002
900361
7475107
2790792
9715456
3150858
860048
2960437
1780541
5221994
9365671
7654983
3393279
1870355
3080932
7665297
5714155
4651740
2530728
8215335
3450795
1710229
3511502
5242039
8355342
3670932
9535483
1550360
8635513
17302543300849
1520394
1340361
8185092
6964726
1590453
5352074
3310911
8907746
2220601
93454863320920
10297576
5522083
2960862
3090531
3392009
4531693
3400913
3220610
6455845
3140816
11627695
1330388
1700606
3251864
22806552720394
1920204
5672099
11877735
1470445
5432086
20085611320477
5592517
3290886
7594156
3040902
9639555
2630691
8955434
3080512
5465031
8125025
3230755
9285057
59541122990494
7204831
9245485
30910663690903
4661751
9295025
11457617
36117772270571
1550808
4551726
3963949
5192065
2200835
3680918
9775713
5822216
11287421
8694794
5174678
930349
9545319
3570876
9835672
1300170
3551006
39122377675241
6806206
5944002
5051964
6175527
4132085
1850665
9495535
3661005
880535834607019359283
29710422020548
69848505131827
3330729
9635594
920263
2350678
3971399
9955513
1580589
5355463
8065247
6753567
2970489
7614208
3560963
3751952
9215250
1840468
11747899
717456111047437
3331133
8637473
8404870
4832678
11297440
979335
3871967
5852164
3831176
3340639
8066815
3833529
3931039
8766168
2840925
2970779
22202334242853
1190486
5202085
73849767945208
3650938
17705469255469
5362122
7155010
59721564541688
6295896
910307
5952075
1529958
4872402
4711823
2730879
10005560
31116963621768
2720840
7125001
9785731
1970660
31006733700874
507262711758158
42442554524554
2850908
15803352600821
1550118
8357145
2230551
8786303
8146333
6135543
4911776
1090303
4152190
1730617
21005852850394
6162455
1610601
3580800
2490542
10307599
9645654
8436725
37108998765425
11467695
7394558
3921043
3810982
11507916
5281971
9649639
7604111
10080158
2010541
3030878
3090703
6302345
3791128
9405409
1810963
9225329
1019269
9747161
2780866
8485229
9795653
10277450
1610240
5772661
6786026
3941029
3530995
9369360
6435715
3801014
3813366
6112240
11290284
5722117
3350821
29808821720424
4052047
6155484
9840194
11637616
11040270
7134889
6714595
3110738
8534854
1440202
6575788
4561846
6415835
35409663951038
9555296
5875335
9665490
6262206
8505415
8714804
5982299
8160143
5085154
5962097
10616688
9600241
10090187
48048864071135
9105355
2480783
4411630
4191153
8775419
3821028
3371805
10927682
9675453
5774370
19908183590810
4921864
2110795
11280242
3911047
11167652
8880191
4431177
1076686311016946
10255946
9850237
3531390
3512037
1850363
8815267
5451675
5291878
11050264
8085375
2121010
10800206
11887752
8424172
3470782
3280995
9919899
8225432
2380653
1177029210560196
3360916
11520261
9414851
3851576
9965468
5995438
2860954
9120200
7364886
4771631
7234610
3731792
6826372
2971571
4242554
11530318
10776817
4171167
10320182
5755372
10810276
4571728
6465837
406116310570244
7685507
4391567
1860611
3502724
1050342
8400166
8776174
1780315
44422264894342
6694536
27408963351721
1270392
9046364
110573525314575
1059764
2261188
2571262
5872073
8640153
2600298
3231720
1978611
1861232
4754315
10636717
4012098
3131020
1200131
3581301
2751127
11897851
2360714
3892100
2610734
6573444
8890225
5554441
2481204
3291619
9434821
5295383
7224929
3631866
5494320
81348387845423
180104611317491
10056043
4781732
2221208
9505652
3461323
5595014
46317753601053
33710903251095
3341160
1090398
9036501
4211211
70722388597265
3781661
6432196
10496629
4161204
3221176
2870734
35913229130189
11760280
9610253
10075990
3001208
1130397
1870761 7920152
4611220
10330226
4181203
19805383721041
11177697
8965378
3391185
33909148170204
4511673
3611149
60356184363959
2880770
2121395
6275718
3252255
5133007
5631564
3241060
4291438
14306022110459
6816216
2520752
5802245
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4491756
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45823334051165
4301264
4041180
8917797
2621424
9502034151419
9078908
8297492
11026966
10015657
4142048
4091156
3901071
9929976
4632314
4451202
5862180
7200138
38410008650185
5151799
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3640969
11307423
84101839195413
2241065
5332041
50930842370665
38819174331470
3581740
2091241
9685170
5715123
6312458
3120895
8126135
8858056
7374302
4862015
6102351
10065871
3271186
5662113
4532367
102158731720879
3521521
3261718
3761946
6555710
10036396
3021319
5442009
2311225
6994913
4222393
1470111
5342169
35916883991920
3981491
8755116
10736596
7875007
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5792587
25802978655635
1780966
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4081001
1410671
5652118
2620926
6002308
4311249
6934409
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4031293
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86154448905095
2041051
43717257754112
4311900
3731305
35531981960976
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102874705141693
4441353
1990420
10155624
5292651
10196235
4062073
2101220
8486200
6145565
4111637
2131022
3772055
44216624271665
5011862
7485024
9767251
1060404
3481091
9935616
1050224
3641958
4652444
8316978
4113810
3921980
4471331
6353838
1980305
2750798
4672536
9138408
1921084
1831050
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4401536
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10626651
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5895261
3861463
2018539
1941229
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4281708
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3741481
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7293762
8577775
4952886
2831425
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10596627
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52534965732068
9485331
26012943121671
3711714
4461364
86054932260647
1520676
6763465
9757116
11300258
5365522
4302003
8515357
10200218
9805620
7744096
4932667
1460603
6092011
7695379
7930167
6412360
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8735703
37811363621304
10415820
7265051
4481786
3541711
3091548
1860960
3881317
9424849
533468410100171
3381774
259143011540310
7210149
3801917
6185555
43412733891118
4392265
5034686
10356243
4461877
1540831
9418797
10576240
3311661
39914584031945
103364676422377
3871298
4591785
5482840
3561780
4351518
42722365794373
4342626
488225511060256
6512632
8444552
4721541
5002650
4201229
3380855
10506621
4453829
10820266
518468711597428
9056537
11780249
6072117
4542509
4693301
10340177
4322114
8214478
10456572
4591281
4321208
5001910
7794627
4171931
5193196
5491898
11768396
1628964
7955233
84452415383269
7894417
768007510580204
5015091
4441711
9860242
4161956
10746662
4521721
4412435
6873647
6305865
8076797
5475120
5614925
8034406
2491240
6773451
8796416
2421225
1860338
4632876481267934619223181806
9727058
3281607
5534201
104764014452072
4121679
3771145
7884330
4251635
4512236
4581621
6383322
10046204
10646731
50546374602312
5243182
70864375575614
4001766
6165521
62632037975320
4252029
5432865
6472418
7254790
5931775
6392429
7814632
6442203
9088933
6012163
6315625
2881346
9659714
87447653362189
10210356
4592339
4752083
11437320
1270573
5942016
7033403
108357346585800
4101394
4021506
8566931
5393173
683636269139624141273
3742605
4732176
8264441
4682987
10276081
7985407
11907905
8454367
6382434
5113213
6662981
6233160
11677059
4221516
92056475853079
7825337
4022117
7184498
1179307
6092609
5502113
6960080
11327323
3061772
7053538
3521077
6552449
11607514
3702210
4202210
1820978
7705623
2740216
9620155
9925771
64523893222028
5481881
4612544
6373743
3631038
4982766
8654816
1200392
11337499
6893397
45019034552497
5784271
5792000
2641287
6513851
6234719
10135318
8017212
3041650
6743099
6793160
49431767244325
6736053
10346306
9699141
6856090
10206025
4182139
4011492
5862942
6233873
4912708
4601363
8434187
6232660
79652824692885
3051533
8477256
9379989
5442816
10436056
6892295
7690160
58853246772711
7244863
10786894
5932120
8496245
10186241
7354081
5873480
6553650
75649866103333
65328837354416
653367064027897736847
9148436
10486533
6532414
77742716363815
102260565202963
114473206253618
9379278
10257341
64233146005444
1720045
4341707
2901470
93356495752312
8868076
4383909
740037
4381486
4042285
103663969428790
6172476
10365645
5343210
8525504
6285847
4192072
5083184
63727655272742
6362876
9966806
5833168
6000019
7904100
35013863131867
6293708
8307611
6733289
6362513
6273401
3031451
1568979
5262899
6522390
8464478
7824490
9940011
1330657
7353627
66961638587998
62321267082732
8137782
6552940
9404196
10296202
12000146
8587666
6082227
8698389
6933234
6913016
10136221
3011785
6732705
3201910
11416918
61636878978755
9066763
7494260
11778053
7393429
9480182
9269170
8417967
7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 51
Spot the Differences REIMS neg ion +IPA 200 microlmin + leu enk
Cod
Whiting
Monkfish
Leu enk [M-H]-
copy2016 Waters Corporation 52
PROTOTYPE Software - PoP Multi-Species Fish Model
Gadidae species Cod haddock whiting
coley
Atlantic Salmon
Salmo salar
Sea Bass Dicentrarchus
labrax
Basa Pangasius bocourti
Plaice Pleuronectes platessa
Monkfish Lophius piscatorius
PCA model LDA model
Real-time recogniser software - prototype
n=ge3
copy2016 Waters Corporation 53
Meat Speciation An Emerging Issue in India (October 2015)
Bos taurus vs Bison bonasus
copy2016 Waters Corporation 54
Polyunsaturated Fatty Acid (PUFA) Content
Ca x16
Arachidonic acid Ω6
C20H32O2
Eicosapentaenoic acid Ω3
C20H30O2
Ca x7
Good ratio of Ω36 acids
copy2016 Waters Corporation 55
Multi-Species Muscle Tissue ndash MVA Models
2 biological replicates of each species 10 technical replicates per sample
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus gallus
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
7634579
2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
8897736
8416608
8426729
5712109
2030529
1540434
2330701
8325140
4941957
9395429
13103671970286
2470491
1550549
1900186
7214974
3430887
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2540732
1460259
11257343
880201
4794843
2580741
2890826
18205911830560
2080551
3060845
7645134
9825695
5382233
3410883
6025622
1280380
5075155
11277435
9275060
9235465
11267379
2800776
4791825
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2590824
5082025
34408543200786
3903002
34208692710906
8056771
2340668
5211984
4801862
1770352
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3050892
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1710426
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1340441
2090619
3210783
714506811617667
2752002
900361
7475107
2790792
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3150858
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2960437
1780541
5221994
9365671
7654983
3393279
1870355
3080932
7665297
5714155
4651740
2530728
8215335
3450795
1710229
3511502
5242039
8355342
3670932
9535483
1550360
8635513
17302543300849
1520394
1340361
8185092
6964726
1590453
5352074
3310911
8907746
2220601
93454863320920
10297576
5522083
2960862
3090531
3392009
4531693
3400913
3220610
6455845
3140816
11627695
1330388
1700606
3251864
22806552720394
1920204
5672099
11877735
1470445
5432086
20085611320477
5592517
3290886
7594156
3040902
9639555
2630691
8955434
3080512
5465031
8125025
3230755
9285057
59541122990494
7204831
9245485
30910663690903
4661751
9295025
11457617
36117772270571
1550808
4551726
3963949
5192065
2200835
3680918
9775713
5822216
11287421
8694794
5174678
930349
9545319
3570876
9835672
1300170
3551006
39122377675241
6806206
5944002
5051964
6175527
4132085
1850665
9495535
3661005
880535834607019359283
29710422020548
69848505131827
3330729
9635594
920263
2350678
3971399
9955513
1580589
5355463
8065247
6753567
2970489
7614208
3560963
3751952
9215250
1840468
11747899
717456111047437
3331133
8637473
8404870
4832678
11297440
979335
3871967
5852164
3831176
3340639
8066815
3833529
3931039
8766168
2840925
2970779
22202334242853
1190486
5202085
73849767945208
3650938
17705469255469
5362122
7155010
59721564541688
6295896
910307
5952075
1529958
4872402
4711823
2730879
10005560
31116963621768
2720840
7125001
9785731
1970660
31006733700874
507262711758158
42442554524554
2850908
15803352600821
1550118
8357145
2230551
8786303
8146333
6135543
4911776
1090303
4152190
1730617
21005852850394
6162455
1610601
3580800
2490542
10307599
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8436725
37108998765425
11467695
7394558
3921043
3810982
11507916
5281971
9649639
7604111
10080158
2010541
3030878
3090703
6302345
3791128
9405409
1810963
9225329
1019269
9747161
2780866
8485229
9795653
10277450
1610240
5772661
6786026
3941029
3530995
9369360
6435715
3801014
3813366
6112240
11290284
5722117
3350821
29808821720424
4052047
6155484
9840194
11637616
11040270
7134889
6714595
3110738
8534854
1440202
6575788
4561846
6415835
35409663951038
9555296
5875335
9665490
6262206
8505415
8714804
5982299
8160143
5085154
5962097
10616688
9600241
10090187
48048864071135
9105355
2480783
4411630
4191153
8775419
3821028
3371805
10927682
9675453
5774370
19908183590810
4921864
2110795
11280242
3911047
11167652
8880191
4431177
1076686311016946
10255946
9850237
3531390
3512037
1850363
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5451675
5291878
11050264
8085375
2121010
10800206
11887752
8424172
3470782
3280995
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8225432
2380653
1177029210560196
3360916
11520261
9414851
3851576
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5995438
2860954
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7364886
4771631
7234610
3731792
6826372
2971571
4242554
11530318
10776817
4171167
10320182
5755372
10810276
4571728
6465837
406116310570244
7685507
4391567
1860611
3502724
1050342
8400166
8776174
1780315
44422264894342
6694536
27408963351721
1270392
9046364
110573525314575
1059764
2261188
2571262
5872073
8640153
2600298
3231720
1978611
1861232
4754315
10636717
4012098
3131020
1200131
3581301
2751127
11897851
2360714
3892100
2610734
6573444
8890225
5554441
2481204
3291619
9434821
5295383
7224929
3631866
5494320
81348387845423
180104611317491
10056043
4781732
2221208
9505652
3461323
5595014
46317753601053
33710903251095
3341160
1090398
9036501
4211211
70722388597265
3781661
6432196
10496629
4161204
3221176
2870734
35913229130189
11760280
9610253
10075990
3001208
1130397
1870761 7920152
4611220
10330226
4181203
19805383721041
11177697
8965378
3391185
33909148170204
4511673
3611149
60356184363959
2880770
2121395
6275718
3252255
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5631564
3241060
4291438
14306022110459
6816216
2520752
5802245
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45823334051165
4301264
4041180
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2621424
9502034151419
9078908
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11026966
10015657
4142048
4091156
3901071
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4632314
4451202
5862180
7200138
38410008650185
5151799
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3640969
11307423
84101839195413
2241065
5332041
50930842370665
38819174331470
3581740
2091241
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5715123
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3120895
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4862015
6102351
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5662113
4532367
102158731720879
3521521
3261718
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10036396
3021319
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2311225
6994913
4222393
1470111
5342169
35916883991920
3981491
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10736596
7875007
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25802978655635
1780966
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1410671
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4111637
2131022
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5011862
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1060404
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1050224
3641958
4652444
8316978
4113810
3921980
4471331
6353838
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2750798
4672536
9138408
1921084
1831050
3960984
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10626651
5171728
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3861463
2018539
1941229
2381188
2071104
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2120594
4641793
4281708
9115094
3741481
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7293762
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2831425
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10596627
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52534965732068
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26012943121671
3711714
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1520676
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9757116
11300258
5365522
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8515357
10200218
9805620
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4932667
1460603
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7695379
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6412360
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37811363621304
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3091548
1860960
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259143011540310
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42722365794373
4342626
488225511060256
6512632
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4201229
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518468711597428
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4632876481267934619223181806
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3281607
5534201
104764014452072
4121679
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7884330
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10046204
10646731
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5442816
10436056
6892295
7690160
58853246772711
7244863
10786894
5932120
8496245
10186241
7354081
5873480
6553650
75649866103333
65328837354416
653367064027897736847
9148436
10486533
6532414
77742716363815
102260565202963
114473206253618
9379278
10257341
64233146005444
1720045
4341707
2901470
93356495752312
8868076
4383909
740037
4381486
4042285
103663969428790
6172476
10365645
5343210
8525504
6285847
4192072
5083184
63727655272742
6362876
9966806
5833168
6000019
7904100
35013863131867
6293708
8307611
6733289
6362513
6273401
3031451
1568979
5262899
6522390
8464478
7824490
9940011
1330657
7353627
66961638587998
62321267082732
8137782
6552940
9404196
10296202
12000146
8587666
6082227
8698389
6933234
6913016
10136221
3011785
6732705
3201910
11416918
61636878978755
9066763
7494260
11778053
7393429
9480182
9269170
8417967
7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 52
PROTOTYPE Software - PoP Multi-Species Fish Model
Gadidae species Cod haddock whiting
coley
Atlantic Salmon
Salmo salar
Sea Bass Dicentrarchus
labrax
Basa Pangasius bocourti
Plaice Pleuronectes platessa
Monkfish Lophius piscatorius
PCA model LDA model
Real-time recogniser software - prototype
n=ge3
copy2016 Waters Corporation 53
Meat Speciation An Emerging Issue in India (October 2015)
Bos taurus vs Bison bonasus
copy2016 Waters Corporation 54
Polyunsaturated Fatty Acid (PUFA) Content
Ca x16
Arachidonic acid Ω6
C20H32O2
Eicosapentaenoic acid Ω3
C20H30O2
Ca x7
Good ratio of Ω36 acids
copy2016 Waters Corporation 55
Multi-Species Muscle Tissue ndash MVA Models
2 biological replicates of each species 10 technical replicates per sample
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus gallus
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
7634579
2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
8897736
8416608
8426729
5712109
2030529
1540434
2330701
8325140
4941957
9395429
13103671970286
2470491
1550549
1900186
7214974
3430887
4991964
2540732
1460259
11257343
880201
4794843
2580741
2890826
18205911830560
2080551
3060845
7645134
9825695
5382233
3410883
6025622
1280380
5075155
11277435
9275060
9235465
11267379
2800776
4791825
9995588
2590824
5082025
34408543200786
3903002
34208692710906
8056771
2340668
5211984
4801862
1770352
11867628
3050892
3070834
1710426
4701903
1340441
2090619
3210783
714506811617667
2752002
900361
7475107
2790792
9715456
3150858
860048
2960437
1780541
5221994
9365671
7654983
3393279
1870355
3080932
7665297
5714155
4651740
2530728
8215335
3450795
1710229
3511502
5242039
8355342
3670932
9535483
1550360
8635513
17302543300849
1520394
1340361
8185092
6964726
1590453
5352074
3310911
8907746
2220601
93454863320920
10297576
5522083
2960862
3090531
3392009
4531693
3400913
3220610
6455845
3140816
11627695
1330388
1700606
3251864
22806552720394
1920204
5672099
11877735
1470445
5432086
20085611320477
5592517
3290886
7594156
3040902
9639555
2630691
8955434
3080512
5465031
8125025
3230755
9285057
59541122990494
7204831
9245485
30910663690903
4661751
9295025
11457617
36117772270571
1550808
4551726
3963949
5192065
2200835
3680918
9775713
5822216
11287421
8694794
5174678
930349
9545319
3570876
9835672
1300170
3551006
39122377675241
6806206
5944002
5051964
6175527
4132085
1850665
9495535
3661005
880535834607019359283
29710422020548
69848505131827
3330729
9635594
920263
2350678
3971399
9955513
1580589
5355463
8065247
6753567
2970489
7614208
3560963
3751952
9215250
1840468
11747899
717456111047437
3331133
8637473
8404870
4832678
11297440
979335
3871967
5852164
3831176
3340639
8066815
3833529
3931039
8766168
2840925
2970779
22202334242853
1190486
5202085
73849767945208
3650938
17705469255469
5362122
7155010
59721564541688
6295896
910307
5952075
1529958
4872402
4711823
2730879
10005560
31116963621768
2720840
7125001
9785731
1970660
31006733700874
507262711758158
42442554524554
2850908
15803352600821
1550118
8357145
2230551
8786303
8146333
6135543
4911776
1090303
4152190
1730617
21005852850394
6162455
1610601
3580800
2490542
10307599
9645654
8436725
37108998765425
11467695
7394558
3921043
3810982
11507916
5281971
9649639
7604111
10080158
2010541
3030878
3090703
6302345
3791128
9405409
1810963
9225329
1019269
9747161
2780866
8485229
9795653
10277450
1610240
5772661
6786026
3941029
3530995
9369360
6435715
3801014
3813366
6112240
11290284
5722117
3350821
29808821720424
4052047
6155484
9840194
11637616
11040270
7134889
6714595
3110738
8534854
1440202
6575788
4561846
6415835
35409663951038
9555296
5875335
9665490
6262206
8505415
8714804
5982299
8160143
5085154
5962097
10616688
9600241
10090187
48048864071135
9105355
2480783
4411630
4191153
8775419
3821028
3371805
10927682
9675453
5774370
19908183590810
4921864
2110795
11280242
3911047
11167652
8880191
4431177
1076686311016946
10255946
9850237
3531390
3512037
1850363
8815267
5451675
5291878
11050264
8085375
2121010
10800206
11887752
8424172
3470782
3280995
9919899
8225432
2380653
1177029210560196
3360916
11520261
9414851
3851576
9965468
5995438
2860954
9120200
7364886
4771631
7234610
3731792
6826372
2971571
4242554
11530318
10776817
4171167
10320182
5755372
10810276
4571728
6465837
406116310570244
7685507
4391567
1860611
3502724
1050342
8400166
8776174
1780315
44422264894342
6694536
27408963351721
1270392
9046364
110573525314575
1059764
2261188
2571262
5872073
8640153
2600298
3231720
1978611
1861232
4754315
10636717
4012098
3131020
1200131
3581301
2751127
11897851
2360714
3892100
2610734
6573444
8890225
5554441
2481204
3291619
9434821
5295383
7224929
3631866
5494320
81348387845423
180104611317491
10056043
4781732
2221208
9505652
3461323
5595014
46317753601053
33710903251095
3341160
1090398
9036501
4211211
70722388597265
3781661
6432196
10496629
4161204
3221176
2870734
35913229130189
11760280
9610253
10075990
3001208
1130397
1870761 7920152
4611220
10330226
4181203
19805383721041
11177697
8965378
3391185
33909148170204
4511673
3611149
60356184363959
2880770
2121395
6275718
3252255
5133007
5631564
3241060
4291438
14306022110459
6816216
2520752
5802245
7874365
4491756
4722560
45823334051165
4301264
4041180
8917797
2621424
9502034151419
9078908
8297492
11026966
10015657
4142048
4091156
3901071
9929976
4632314
4451202
5862180
7200138
38410008650185
5151799
7974761
3640969
11307423
84101839195413
2241065
5332041
50930842370665
38819174331470
3581740
2091241
9685170
5715123
6312458
3120895
8126135
8858056
7374302
4862015
6102351
10065871
3271186
5662113
4532367
102158731720879
3521521
3261718
3761946
6555710
10036396
3021319
5442009
2311225
6994913
4222393
1470111
5342169
35916883991920
3981491
8755116
10736596
7875007
7895062
5792587
25802978655635
1780966
9975427
7994347
4081001
1410671
5652118
2620926
6002308
4311249
6934409
6252238
4031293
980043
86154448905095
2041051
43717257754112
4311900
3731305
35531981960976
7313592
7734037
102874705141693
4441353
1990420
10155624
5292651
10196235
4062073
2101220
8486200
6145565
4111637
2131022
3772055
44216624271665
5011862
7485024
9767251
1060404
3481091
9935616
1050224
3641958
4652444
8316978
4113810
3921980
4471331
6353838
1980305
2750798
4672536
9138408
1921084
1831050
3960984
4731403
4401536
8734682
10626651
5171728
5895261
3861463
2018539
1941229
2381188
2071104
9915809
2120594
4641793
4281708
9115094
3741481
8135368
7293762
8577775
4952886
2831425
4862666
7743735
10596627
7805173
52534965732068
9485331
26012943121671
3711714
4461364
86054932260647
1520676
6763465
9757116
11300258
5365522
4302003
8515357
10200218
9805620
7744096
4932667
1460603
6092011
7695379
7930167
6412360
2691252
8735703
37811363621304
10415820
7265051
4481786
3541711
3091548
1860960
3881317
9424849
533468410100171
3381774
259143011540310
7210149
3801917
6185555
43412733891118
4392265
5034686
10356243
4461877
1540831
9418797
10576240
3311661
39914584031945
103364676422377
3871298
4591785
5482840
3561780
4351518
42722365794373
4342626
488225511060256
6512632
8444552
4721541
5002650
4201229
3380855
10506621
4453829
10820266
518468711597428
9056537
11780249
6072117
4542509
4693301
10340177
4322114
8214478
10456572
4591281
4321208
5001910
7794627
4171931
5193196
5491898
11768396
1628964
7955233
84452415383269
7894417
768007510580204
5015091
4441711
9860242
4161956
10746662
4521721
4412435
6873647
6305865
8076797
5475120
5614925
8034406
2491240
6773451
8796416
2421225
1860338
4632876481267934619223181806
9727058
3281607
5534201
104764014452072
4121679
3771145
7884330
4251635
4512236
4581621
6383322
10046204
10646731
50546374602312
5243182
70864375575614
4001766
6165521
62632037975320
4252029
5432865
6472418
7254790
5931775
6392429
7814632
6442203
9088933
6012163
6315625
2881346
9659714
87447653362189
10210356
4592339
4752083
11437320
1270573
5942016
7033403
108357346585800
4101394
4021506
8566931
5393173
683636269139624141273
3742605
4732176
8264441
4682987
10276081
7985407
11907905
8454367
6382434
5113213
6662981
6233160
11677059
4221516
92056475853079
7825337
4022117
7184498
1179307
6092609
5502113
6960080
11327323
3061772
7053538
3521077
6552449
11607514
3702210
4202210
1820978
7705623
2740216
9620155
9925771
64523893222028
5481881
4612544
6373743
3631038
4982766
8654816
1200392
11337499
6893397
45019034552497
5784271
5792000
2641287
6513851
6234719
10135318
8017212
3041650
6743099
6793160
49431767244325
6736053
10346306
9699141
6856090
10206025
4182139
4011492
5862942
6233873
4912708
4601363
8434187
6232660
79652824692885
3051533
8477256
9379989
5442816
10436056
6892295
7690160
58853246772711
7244863
10786894
5932120
8496245
10186241
7354081
5873480
6553650
75649866103333
65328837354416
653367064027897736847
9148436
10486533
6532414
77742716363815
102260565202963
114473206253618
9379278
10257341
64233146005444
1720045
4341707
2901470
93356495752312
8868076
4383909
740037
4381486
4042285
103663969428790
6172476
10365645
5343210
8525504
6285847
4192072
5083184
63727655272742
6362876
9966806
5833168
6000019
7904100
35013863131867
6293708
8307611
6733289
6362513
6273401
3031451
1568979
5262899
6522390
8464478
7824490
9940011
1330657
7353627
66961638587998
62321267082732
8137782
6552940
9404196
10296202
12000146
8587666
6082227
8698389
6933234
6913016
10136221
3011785
6732705
3201910
11416918
61636878978755
9066763
7494260
11778053
7393429
9480182
9269170
8417967
7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 53
Meat Speciation An Emerging Issue in India (October 2015)
Bos taurus vs Bison bonasus
copy2016 Waters Corporation 54
Polyunsaturated Fatty Acid (PUFA) Content
Ca x16
Arachidonic acid Ω6
C20H32O2
Eicosapentaenoic acid Ω3
C20H30O2
Ca x7
Good ratio of Ω36 acids
copy2016 Waters Corporation 55
Multi-Species Muscle Tissue ndash MVA Models
2 biological replicates of each species 10 technical replicates per sample
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus gallus
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
7634579
2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
8897736
8416608
8426729
5712109
2030529
1540434
2330701
8325140
4941957
9395429
13103671970286
2470491
1550549
1900186
7214974
3430887
4991964
2540732
1460259
11257343
880201
4794843
2580741
2890826
18205911830560
2080551
3060845
7645134
9825695
5382233
3410883
6025622
1280380
5075155
11277435
9275060
9235465
11267379
2800776
4791825
9995588
2590824
5082025
34408543200786
3903002
34208692710906
8056771
2340668
5211984
4801862
1770352
11867628
3050892
3070834
1710426
4701903
1340441
2090619
3210783
714506811617667
2752002
900361
7475107
2790792
9715456
3150858
860048
2960437
1780541
5221994
9365671
7654983
3393279
1870355
3080932
7665297
5714155
4651740
2530728
8215335
3450795
1710229
3511502
5242039
8355342
3670932
9535483
1550360
8635513
17302543300849
1520394
1340361
8185092
6964726
1590453
5352074
3310911
8907746
2220601
93454863320920
10297576
5522083
2960862
3090531
3392009
4531693
3400913
3220610
6455845
3140816
11627695
1330388
1700606
3251864
22806552720394
1920204
5672099
11877735
1470445
5432086
20085611320477
5592517
3290886
7594156
3040902
9639555
2630691
8955434
3080512
5465031
8125025
3230755
9285057
59541122990494
7204831
9245485
30910663690903
4661751
9295025
11457617
36117772270571
1550808
4551726
3963949
5192065
2200835
3680918
9775713
5822216
11287421
8694794
5174678
930349
9545319
3570876
9835672
1300170
3551006
39122377675241
6806206
5944002
5051964
6175527
4132085
1850665
9495535
3661005
880535834607019359283
29710422020548
69848505131827
3330729
9635594
920263
2350678
3971399
9955513
1580589
5355463
8065247
6753567
2970489
7614208
3560963
3751952
9215250
1840468
11747899
717456111047437
3331133
8637473
8404870
4832678
11297440
979335
3871967
5852164
3831176
3340639
8066815
3833529
3931039
8766168
2840925
2970779
22202334242853
1190486
5202085
73849767945208
3650938
17705469255469
5362122
7155010
59721564541688
6295896
910307
5952075
1529958
4872402
4711823
2730879
10005560
31116963621768
2720840
7125001
9785731
1970660
31006733700874
507262711758158
42442554524554
2850908
15803352600821
1550118
8357145
2230551
8786303
8146333
6135543
4911776
1090303
4152190
1730617
21005852850394
6162455
1610601
3580800
2490542
10307599
9645654
8436725
37108998765425
11467695
7394558
3921043
3810982
11507916
5281971
9649639
7604111
10080158
2010541
3030878
3090703
6302345
3791128
9405409
1810963
9225329
1019269
9747161
2780866
8485229
9795653
10277450
1610240
5772661
6786026
3941029
3530995
9369360
6435715
3801014
3813366
6112240
11290284
5722117
3350821
29808821720424
4052047
6155484
9840194
11637616
11040270
7134889
6714595
3110738
8534854
1440202
6575788
4561846
6415835
35409663951038
9555296
5875335
9665490
6262206
8505415
8714804
5982299
8160143
5085154
5962097
10616688
9600241
10090187
48048864071135
9105355
2480783
4411630
4191153
8775419
3821028
3371805
10927682
9675453
5774370
19908183590810
4921864
2110795
11280242
3911047
11167652
8880191
4431177
1076686311016946
10255946
9850237
3531390
3512037
1850363
8815267
5451675
5291878
11050264
8085375
2121010
10800206
11887752
8424172
3470782
3280995
9919899
8225432
2380653
1177029210560196
3360916
11520261
9414851
3851576
9965468
5995438
2860954
9120200
7364886
4771631
7234610
3731792
6826372
2971571
4242554
11530318
10776817
4171167
10320182
5755372
10810276
4571728
6465837
406116310570244
7685507
4391567
1860611
3502724
1050342
8400166
8776174
1780315
44422264894342
6694536
27408963351721
1270392
9046364
110573525314575
1059764
2261188
2571262
5872073
8640153
2600298
3231720
1978611
1861232
4754315
10636717
4012098
3131020
1200131
3581301
2751127
11897851
2360714
3892100
2610734
6573444
8890225
5554441
2481204
3291619
9434821
5295383
7224929
3631866
5494320
81348387845423
180104611317491
10056043
4781732
2221208
9505652
3461323
5595014
46317753601053
33710903251095
3341160
1090398
9036501
4211211
70722388597265
3781661
6432196
10496629
4161204
3221176
2870734
35913229130189
11760280
9610253
10075990
3001208
1130397
1870761 7920152
4611220
10330226
4181203
19805383721041
11177697
8965378
3391185
33909148170204
4511673
3611149
60356184363959
2880770
2121395
6275718
3252255
5133007
5631564
3241060
4291438
14306022110459
6816216
2520752
5802245
7874365
4491756
4722560
45823334051165
4301264
4041180
8917797
2621424
9502034151419
9078908
8297492
11026966
10015657
4142048
4091156
3901071
9929976
4632314
4451202
5862180
7200138
38410008650185
5151799
7974761
3640969
11307423
84101839195413
2241065
5332041
50930842370665
38819174331470
3581740
2091241
9685170
5715123
6312458
3120895
8126135
8858056
7374302
4862015
6102351
10065871
3271186
5662113
4532367
102158731720879
3521521
3261718
3761946
6555710
10036396
3021319
5442009
2311225
6994913
4222393
1470111
5342169
35916883991920
3981491
8755116
10736596
7875007
7895062
5792587
25802978655635
1780966
9975427
7994347
4081001
1410671
5652118
2620926
6002308
4311249
6934409
6252238
4031293
980043
86154448905095
2041051
43717257754112
4311900
3731305
35531981960976
7313592
7734037
102874705141693
4441353
1990420
10155624
5292651
10196235
4062073
2101220
8486200
6145565
4111637
2131022
3772055
44216624271665
5011862
7485024
9767251
1060404
3481091
9935616
1050224
3641958
4652444
8316978
4113810
3921980
4471331
6353838
1980305
2750798
4672536
9138408
1921084
1831050
3960984
4731403
4401536
8734682
10626651
5171728
5895261
3861463
2018539
1941229
2381188
2071104
9915809
2120594
4641793
4281708
9115094
3741481
8135368
7293762
8577775
4952886
2831425
4862666
7743735
10596627
7805173
52534965732068
9485331
26012943121671
3711714
4461364
86054932260647
1520676
6763465
9757116
11300258
5365522
4302003
8515357
10200218
9805620
7744096
4932667
1460603
6092011
7695379
7930167
6412360
2691252
8735703
37811363621304
10415820
7265051
4481786
3541711
3091548
1860960
3881317
9424849
533468410100171
3381774
259143011540310
7210149
3801917
6185555
43412733891118
4392265
5034686
10356243
4461877
1540831
9418797
10576240
3311661
39914584031945
103364676422377
3871298
4591785
5482840
3561780
4351518
42722365794373
4342626
488225511060256
6512632
8444552
4721541
5002650
4201229
3380855
10506621
4453829
10820266
518468711597428
9056537
11780249
6072117
4542509
4693301
10340177
4322114
8214478
10456572
4591281
4321208
5001910
7794627
4171931
5193196
5491898
11768396
1628964
7955233
84452415383269
7894417
768007510580204
5015091
4441711
9860242
4161956
10746662
4521721
4412435
6873647
6305865
8076797
5475120
5614925
8034406
2491240
6773451
8796416
2421225
1860338
4632876481267934619223181806
9727058
3281607
5534201
104764014452072
4121679
3771145
7884330
4251635
4512236
4581621
6383322
10046204
10646731
50546374602312
5243182
70864375575614
4001766
6165521
62632037975320
4252029
5432865
6472418
7254790
5931775
6392429
7814632
6442203
9088933
6012163
6315625
2881346
9659714
87447653362189
10210356
4592339
4752083
11437320
1270573
5942016
7033403
108357346585800
4101394
4021506
8566931
5393173
683636269139624141273
3742605
4732176
8264441
4682987
10276081
7985407
11907905
8454367
6382434
5113213
6662981
6233160
11677059
4221516
92056475853079
7825337
4022117
7184498
1179307
6092609
5502113
6960080
11327323
3061772
7053538
3521077
6552449
11607514
3702210
4202210
1820978
7705623
2740216
9620155
9925771
64523893222028
5481881
4612544
6373743
3631038
4982766
8654816
1200392
11337499
6893397
45019034552497
5784271
5792000
2641287
6513851
6234719
10135318
8017212
3041650
6743099
6793160
49431767244325
6736053
10346306
9699141
6856090
10206025
4182139
4011492
5862942
6233873
4912708
4601363
8434187
6232660
79652824692885
3051533
8477256
9379989
5442816
10436056
6892295
7690160
58853246772711
7244863
10786894
5932120
8496245
10186241
7354081
5873480
6553650
75649866103333
65328837354416
653367064027897736847
9148436
10486533
6532414
77742716363815
102260565202963
114473206253618
9379278
10257341
64233146005444
1720045
4341707
2901470
93356495752312
8868076
4383909
740037
4381486
4042285
103663969428790
6172476
10365645
5343210
8525504
6285847
4192072
5083184
63727655272742
6362876
9966806
5833168
6000019
7904100
35013863131867
6293708
8307611
6733289
6362513
6273401
3031451
1568979
5262899
6522390
8464478
7824490
9940011
1330657
7353627
66961638587998
62321267082732
8137782
6552940
9404196
10296202
12000146
8587666
6082227
8698389
6933234
6913016
10136221
3011785
6732705
3201910
11416918
61636878978755
9066763
7494260
11778053
7393429
9480182
9269170
8417967
7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 54
Polyunsaturated Fatty Acid (PUFA) Content
Ca x16
Arachidonic acid Ω6
C20H32O2
Eicosapentaenoic acid Ω3
C20H30O2
Ca x7
Good ratio of Ω36 acids
copy2016 Waters Corporation 55
Multi-Species Muscle Tissue ndash MVA Models
2 biological replicates of each species 10 technical replicates per sample
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus gallus
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
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38410008650185
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102158731720879
3521521
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1470111
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86154448905095
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2131022
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44216624271665
5011862
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1060404
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4113810
3921980
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6353838
1980305
2750798
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1921084
1831050
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10626651
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3861463
2018539
1941229
2381188
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10596627
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52534965732068
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26012943121671
3711714
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86054932260647
1520676
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11300258
5365522
4302003
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10200218
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6092011
7695379
7930167
6412360
2691252
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37811363621304
10415820
7265051
4481786
3541711
3091548
1860960
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533468410100171
3381774
259143011540310
7210149
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10356243
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1540831
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39914584031945
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3871298
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42722365794373
4342626
488225511060256
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10506621
4453829
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518468711597428
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10486533
6532414
77742716363815
102260565202963
114473206253618
9379278
10257341
64233146005444
1720045
4341707
2901470
93356495752312
8868076
4383909
740037
4381486
4042285
103663969428790
6172476
10365645
5343210
8525504
6285847
4192072
5083184
63727655272742
6362876
9966806
5833168
6000019
7904100
35013863131867
6293708
8307611
6733289
6362513
6273401
3031451
1568979
5262899
6522390
8464478
7824490
9940011
1330657
7353627
66961638587998
62321267082732
8137782
6552940
9404196
10296202
12000146
8587666
6082227
8698389
6933234
6913016
10136221
3011785
6732705
3201910
11416918
61636878978755
9066763
7494260
11778053
7393429
9480182
9269170
8417967
7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 55
Multi-Species Muscle Tissue ndash MVA Models
2 biological replicates of each species 10 technical replicates per sample
PCA model
Non-ruminants
Ruminants
Buffalo Bovine
Porcine
Ovine
Gallus gallus
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
7634579
2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
8897736
8416608
8426729
5712109
2030529
1540434
2330701
8325140
4941957
9395429
13103671970286
2470491
1550549
1900186
7214974
3430887
4991964
2540732
1460259
11257343
880201
4794843
2580741
2890826
18205911830560
2080551
3060845
7645134
9825695
5382233
3410883
6025622
1280380
5075155
11277435
9275060
9235465
11267379
2800776
4791825
9995588
2590824
5082025
34408543200786
3903002
34208692710906
8056771
2340668
5211984
4801862
1770352
11867628
3050892
3070834
1710426
4701903
1340441
2090619
3210783
714506811617667
2752002
900361
7475107
2790792
9715456
3150858
860048
2960437
1780541
5221994
9365671
7654983
3393279
1870355
3080932
7665297
5714155
4651740
2530728
8215335
3450795
1710229
3511502
5242039
8355342
3670932
9535483
1550360
8635513
17302543300849
1520394
1340361
8185092
6964726
1590453
5352074
3310911
8907746
2220601
93454863320920
10297576
5522083
2960862
3090531
3392009
4531693
3400913
3220610
6455845
3140816
11627695
1330388
1700606
3251864
22806552720394
1920204
5672099
11877735
1470445
5432086
20085611320477
5592517
3290886
7594156
3040902
9639555
2630691
8955434
3080512
5465031
8125025
3230755
9285057
59541122990494
7204831
9245485
30910663690903
4661751
9295025
11457617
36117772270571
1550808
4551726
3963949
5192065
2200835
3680918
9775713
5822216
11287421
8694794
5174678
930349
9545319
3570876
9835672
1300170
3551006
39122377675241
6806206
5944002
5051964
6175527
4132085
1850665
9495535
3661005
880535834607019359283
29710422020548
69848505131827
3330729
9635594
920263
2350678
3971399
9955513
1580589
5355463
8065247
6753567
2970489
7614208
3560963
3751952
9215250
1840468
11747899
717456111047437
3331133
8637473
8404870
4832678
11297440
979335
3871967
5852164
3831176
3340639
8066815
3833529
3931039
8766168
2840925
2970779
22202334242853
1190486
5202085
73849767945208
3650938
17705469255469
5362122
7155010
59721564541688
6295896
910307
5952075
1529958
4872402
4711823
2730879
10005560
31116963621768
2720840
7125001
9785731
1970660
31006733700874
507262711758158
42442554524554
2850908
15803352600821
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19805383721041
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60356184363959
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38410008650185
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38819174331470
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4862015
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102158731720879
3521521
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44216624271665
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1941229
2381188
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2120594
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4281708
9115094
3741481
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8577775
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2831425
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7743735
10596627
7805173
52534965732068
9485331
26012943121671
3711714
4461364
86054932260647
1520676
6763465
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11300258
5365522
4302003
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10200218
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7695379
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6412360
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37811363621304
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3541711
3091548
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533468410100171
3381774
259143011540310
7210149
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3871298
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102260565202963
114473206253618
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1330657
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62321267082732
8137782
6552940
9404196
10296202
12000146
8587666
6082227
8698389
6933234
6913016
10136221
3011785
6732705
3201910
11416918
61636878978755
9066763
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11778053
7393429
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7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 56
PROTOTYPE Real-Time Recogniser Software
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
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1400519
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1140359
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2940695
39539336015605
2060688
8406590
2910720
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8175112
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2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
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1300399
3190802
8345370
2040579
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5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
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1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
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2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
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2030529
1540434
2330701
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9395429
13103671970286
2470491
1550549
1900186
7214974
3430887
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2540732
1460259
11257343
880201
4794843
2580741
2890826
18205911830560
2080551
3060845
7645134
9825695
5382233
3410883
6025622
1280380
5075155
11277435
9275060
9235465
11267379
2800776
4791825
9995588
2590824
5082025
34408543200786
3903002
34208692710906
8056771
2340668
5211984
4801862
1770352
11867628
3050892
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1710426
4701903
1340441
2090619
3210783
714506811617667
2752002
900361
7475107
2790792
9715456
3150858
860048
2960437
1780541
5221994
9365671
7654983
3393279
1870355
3080932
7665297
5714155
4651740
2530728
8215335
3450795
1710229
3511502
5242039
8355342
3670932
9535483
1550360
8635513
17302543300849
1520394
1340361
8185092
6964726
1590453
5352074
3310911
8907746
2220601
93454863320920
10297576
5522083
2960862
3090531
3392009
4531693
3400913
3220610
6455845
3140816
11627695
1330388
1700606
3251864
22806552720394
1920204
5672099
11877735
1470445
5432086
20085611320477
5592517
3290886
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3040902
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2630691
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3230755
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30910663690903
4661751
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11457617
36117772270571
1550808
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2200835
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11287421
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930349
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3570876
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1300170
3551006
39122377675241
6806206
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6175527
4132085
1850665
9495535
3661005
880535834607019359283
29710422020548
69848505131827
3330729
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920263
2350678
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1580589
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2970489
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3560963
3751952
9215250
1840468
11747899
717456111047437
3331133
8637473
8404870
4832678
11297440
979335
3871967
5852164
3831176
3340639
8066815
3833529
3931039
8766168
2840925
2970779
22202334242853
1190486
5202085
73849767945208
3650938
17705469255469
5362122
7155010
59721564541688
6295896
910307
5952075
1529958
4872402
4711823
2730879
10005560
31116963621768
2720840
7125001
9785731
1970660
31006733700874
507262711758158
42442554524554
2850908
15803352600821
1550118
8357145
2230551
8786303
8146333
6135543
4911776
1090303
4152190
1730617
21005852850394
6162455
1610601
3580800
2490542
10307599
9645654
8436725
37108998765425
11467695
7394558
3921043
3810982
11507916
5281971
9649639
7604111
10080158
2010541
3030878
3090703
6302345
3791128
9405409
1810963
9225329
1019269
9747161
2780866
8485229
9795653
10277450
1610240
5772661
6786026
3941029
3530995
9369360
6435715
3801014
3813366
6112240
11290284
5722117
3350821
29808821720424
4052047
6155484
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11637616
11040270
7134889
6714595
3110738
8534854
1440202
6575788
4561846
6415835
35409663951038
9555296
5875335
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6262206
8505415
8714804
5982299
8160143
5085154
5962097
10616688
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10090187
48048864071135
9105355
2480783
4411630
4191153
8775419
3821028
3371805
10927682
9675453
5774370
19908183590810
4921864
2110795
11280242
3911047
11167652
8880191
4431177
1076686311016946
10255946
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3531390
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5451675
5291878
11050264
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2121010
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1177029210560196
3360916
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7364886
4771631
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3731792
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11530318
10776817
4171167
10320182
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10810276
4571728
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406116310570244
7685507
4391567
1860611
3502724
1050342
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1780315
44422264894342
6694536
27408963351721
1270392
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110573525314575
1059764
2261188
2571262
5872073
8640153
2600298
3231720
1978611
1861232
4754315
10636717
4012098
3131020
1200131
3581301
2751127
11897851
2360714
3892100
2610734
6573444
8890225
5554441
2481204
3291619
9434821
5295383
7224929
3631866
5494320
81348387845423
180104611317491
10056043
4781732
2221208
9505652
3461323
5595014
46317753601053
33710903251095
3341160
1090398
9036501
4211211
70722388597265
3781661
6432196
10496629
4161204
3221176
2870734
35913229130189
11760280
9610253
10075990
3001208
1130397
1870761 7920152
4611220
10330226
4181203
19805383721041
11177697
8965378
3391185
33909148170204
4511673
3611149
60356184363959
2880770
2121395
6275718
3252255
5133007
5631564
3241060
4291438
14306022110459
6816216
2520752
5802245
7874365
4491756
4722560
45823334051165
4301264
4041180
8917797
2621424
9502034151419
9078908
8297492
11026966
10015657
4142048
4091156
3901071
9929976
4632314
4451202
5862180
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38410008650185
5151799
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3640969
11307423
84101839195413
2241065
5332041
50930842370665
38819174331470
3581740
2091241
9685170
5715123
6312458
3120895
8126135
8858056
7374302
4862015
6102351
10065871
3271186
5662113
4532367
102158731720879
3521521
3261718
3761946
6555710
10036396
3021319
5442009
2311225
6994913
4222393
1470111
5342169
35916883991920
3981491
8755116
10736596
7875007
7895062
5792587
25802978655635
1780966
9975427
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4081001
1410671
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2620926
6002308
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86154448905095
2041051
43717257754112
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3731305
35531981960976
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102874705141693
4441353
1990420
10155624
5292651
10196235
4062073
2101220
8486200
6145565
4111637
2131022
3772055
44216624271665
5011862
7485024
9767251
1060404
3481091
9935616
1050224
3641958
4652444
8316978
4113810
3921980
4471331
6353838
1980305
2750798
4672536
9138408
1921084
1831050
3960984
4731403
4401536
8734682
10626651
5171728
5895261
3861463
2018539
1941229
2381188
2071104
9915809
2120594
4641793
4281708
9115094
3741481
8135368
7293762
8577775
4952886
2831425
4862666
7743735
10596627
7805173
52534965732068
9485331
26012943121671
3711714
4461364
86054932260647
1520676
6763465
9757116
11300258
5365522
4302003
8515357
10200218
9805620
7744096
4932667
1460603
6092011
7695379
7930167
6412360
2691252
8735703
37811363621304
10415820
7265051
4481786
3541711
3091548
1860960
3881317
9424849
533468410100171
3381774
259143011540310
7210149
3801917
6185555
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10356243
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1540831
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10576240
3311661
39914584031945
103364676422377
3871298
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5482840
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42722365794373
4342626
488225511060256
6512632
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10506621
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518468711597428
9056537
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7955233
84452415383269
7894417
768007510580204
5015091
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10746662
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6305865
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2491240
6773451
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6165521
62632037975320
4252029
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87447653362189
10210356
4592339
4752083
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1270573
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108357346585800
4101394
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5393173
683636269139624141273
3742605
4732176
8264441
4682987
10276081
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11907905
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6382434
5113213
6662981
6233160
11677059
4221516
92056475853079
7825337
4022117
7184498
1179307
6092609
5502113
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11327323
3061772
7053538
3521077
6552449
11607514
3702210
4202210
1820978
7705623
2740216
9620155
9925771
64523893222028
5481881
4612544
6373743
3631038
4982766
8654816
1200392
11337499
6893397
45019034552497
5784271
5792000
2641287
6513851
6234719
10135318
8017212
3041650
6743099
6793160
49431767244325
6736053
10346306
9699141
6856090
10206025
4182139
4011492
5862942
6233873
4912708
4601363
8434187
6232660
79652824692885
3051533
8477256
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5442816
10436056
6892295
7690160
58853246772711
7244863
10786894
5932120
8496245
10186241
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5873480
6553650
75649866103333
65328837354416
653367064027897736847
9148436
10486533
6532414
77742716363815
102260565202963
114473206253618
9379278
10257341
64233146005444
1720045
4341707
2901470
93356495752312
8868076
4383909
740037
4381486
4042285
103663969428790
6172476
10365645
5343210
8525504
6285847
4192072
5083184
63727655272742
6362876
9966806
5833168
6000019
7904100
35013863131867
6293708
8307611
6733289
6362513
6273401
3031451
1568979
5262899
6522390
8464478
7824490
9940011
1330657
7353627
66961638587998
62321267082732
8137782
6552940
9404196
10296202
12000146
8587666
6082227
8698389
6933234
6913016
10136221
3011785
6732705
3201910
11416918
61636878978755
9066763
7494260
11778053
7393429
9480182
9269170
8417967
7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 57
Food Fraud amp Authenticity Applications
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
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2180432
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1630323
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2562358
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4611220
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2241065
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38819174331470
3581740
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102158731720879
3521521
3261718
3761946
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5342169
35916883991920
3981491
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44216624271665
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10200218
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1460603
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2691252
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533468410100171
3381774
259143011540310
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3801917
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4252029
5432865
6472418
7254790
5931775
6392429
7814632
6442203
9088933
6012163
6315625
2881346
9659714
87447653362189
10210356
4592339
4752083
11437320
1270573
5942016
7033403
108357346585800
4101394
4021506
8566931
5393173
683636269139624141273
3742605
4732176
8264441
4682987
10276081
7985407
11907905
8454367
6382434
5113213
6662981
6233160
11677059
4221516
92056475853079
7825337
4022117
7184498
1179307
6092609
5502113
6960080
11327323
3061772
7053538
3521077
6552449
11607514
3702210
4202210
1820978
7705623
2740216
9620155
9925771
64523893222028
5481881
4612544
6373743
3631038
4982766
8654816
1200392
11337499
6893397
45019034552497
5784271
5792000
2641287
6513851
6234719
10135318
8017212
3041650
6743099
6793160
49431767244325
6736053
10346306
9699141
6856090
10206025
4182139
4011492
5862942
6233873
4912708
4601363
8434187
6232660
79652824692885
3051533
8477256
9379989
5442816
10436056
6892295
7690160
58853246772711
7244863
10786894
5932120
8496245
10186241
7354081
5873480
6553650
75649866103333
65328837354416
653367064027897736847
9148436
10486533
6532414
77742716363815
102260565202963
114473206253618
9379278
10257341
64233146005444
1720045
4341707
2901470
93356495752312
8868076
4383909
740037
4381486
4042285
103663969428790
6172476
10365645
5343210
8525504
6285847
4192072
5083184
63727655272742
6362876
9966806
5833168
6000019
7904100
35013863131867
6293708
8307611
6733289
6362513
6273401
3031451
1568979
5262899
6522390
8464478
7824490
9940011
1330657
7353627
66961638587998
62321267082732
8137782
6552940
9404196
10296202
12000146
8587666
6082227
8698389
6933234
6913016
10136221
3011785
6732705
3201910
11416918
61636878978755
9066763
7494260
11778053
7393429
9480182
9269170
8417967
7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 58
REIMS Spectra
Kaempferol
Apigenin
Oleanolic acid ursolic acid
Herbs amp spices
PDO status Belgian butter
Botanical origin of honey
Essential Ω6 fatty acid
Ω9
Galangin Myricetin
Geographical origin of coffee
Caffeine Tanzania
Peru
Kenyan
Colombian
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
7634579
2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
8897736
8416608
8426729
5712109
2030529
1540434
2330701
8325140
4941957
9395429
13103671970286
2470491
1550549
1900186
7214974
3430887
4991964
2540732
1460259
11257343
880201
4794843
2580741
2890826
18205911830560
2080551
3060845
7645134
9825695
5382233
3410883
6025622
1280380
5075155
11277435
9275060
9235465
11267379
2800776
4791825
9995588
2590824
5082025
34408543200786
3903002
34208692710906
8056771
2340668
5211984
4801862
1770352
11867628
3050892
3070834
1710426
4701903
1340441
2090619
3210783
714506811617667
2752002
900361
7475107
2790792
9715456
3150858
860048
2960437
1780541
5221994
9365671
7654983
3393279
1870355
3080932
7665297
5714155
4651740
2530728
8215335
3450795
1710229
3511502
5242039
8355342
3670932
9535483
1550360
8635513
17302543300849
1520394
1340361
8185092
6964726
1590453
5352074
3310911
8907746
2220601
93454863320920
10297576
5522083
2960862
3090531
3392009
4531693
3400913
3220610
6455845
3140816
11627695
1330388
1700606
3251864
22806552720394
1920204
5672099
11877735
1470445
5432086
20085611320477
5592517
3290886
7594156
3040902
9639555
2630691
8955434
3080512
5465031
8125025
3230755
9285057
59541122990494
7204831
9245485
30910663690903
4661751
9295025
11457617
36117772270571
1550808
4551726
3963949
5192065
2200835
3680918
9775713
5822216
11287421
8694794
5174678
930349
9545319
3570876
9835672
1300170
3551006
39122377675241
6806206
5944002
5051964
6175527
4132085
1850665
9495535
3661005
880535834607019359283
29710422020548
69848505131827
3330729
9635594
920263
2350678
3971399
9955513
1580589
5355463
8065247
6753567
2970489
7614208
3560963
3751952
9215250
1840468
11747899
717456111047437
3331133
8637473
8404870
4832678
11297440
979335
3871967
5852164
3831176
3340639
8066815
3833529
3931039
8766168
2840925
2970779
22202334242853
1190486
5202085
73849767945208
3650938
17705469255469
5362122
7155010
59721564541688
6295896
910307
5952075
1529958
4872402
4711823
2730879
10005560
31116963621768
2720840
7125001
9785731
1970660
31006733700874
507262711758158
42442554524554
2850908
15803352600821
1550118
8357145
2230551
8786303
8146333
6135543
4911776
1090303
4152190
1730617
21005852850394
6162455
1610601
3580800
2490542
10307599
9645654
8436725
37108998765425
11467695
7394558
3921043
3810982
11507916
5281971
9649639
7604111
10080158
2010541
3030878
3090703
6302345
3791128
9405409
1810963
9225329
1019269
9747161
2780866
8485229
9795653
10277450
1610240
5772661
6786026
3941029
3530995
9369360
6435715
3801014
3813366
6112240
11290284
5722117
3350821
29808821720424
4052047
6155484
9840194
11637616
11040270
7134889
6714595
3110738
8534854
1440202
6575788
4561846
6415835
35409663951038
9555296
5875335
9665490
6262206
8505415
8714804
5982299
8160143
5085154
5962097
10616688
9600241
10090187
48048864071135
9105355
2480783
4411630
4191153
8775419
3821028
3371805
10927682
9675453
5774370
19908183590810
4921864
2110795
11280242
3911047
11167652
8880191
4431177
1076686311016946
10255946
9850237
3531390
3512037
1850363
8815267
5451675
5291878
11050264
8085375
2121010
10800206
11887752
8424172
3470782
3280995
9919899
8225432
2380653
1177029210560196
3360916
11520261
9414851
3851576
9965468
5995438
2860954
9120200
7364886
4771631
7234610
3731792
6826372
2971571
4242554
11530318
10776817
4171167
10320182
5755372
10810276
4571728
6465837
406116310570244
7685507
4391567
1860611
3502724
1050342
8400166
8776174
1780315
44422264894342
6694536
27408963351721
1270392
9046364
110573525314575
1059764
2261188
2571262
5872073
8640153
2600298
3231720
1978611
1861232
4754315
10636717
4012098
3131020
1200131
3581301
2751127
11897851
2360714
3892100
2610734
6573444
8890225
5554441
2481204
3291619
9434821
5295383
7224929
3631866
5494320
81348387845423
180104611317491
10056043
4781732
2221208
9505652
3461323
5595014
46317753601053
33710903251095
3341160
1090398
9036501
4211211
70722388597265
3781661
6432196
10496629
4161204
3221176
2870734
35913229130189
11760280
9610253
10075990
3001208
1130397
1870761 7920152
4611220
10330226
4181203
19805383721041
11177697
8965378
3391185
33909148170204
4511673
3611149
60356184363959
2880770
2121395
6275718
3252255
5133007
5631564
3241060
4291438
14306022110459
6816216
2520752
5802245
7874365
4491756
4722560
45823334051165
4301264
4041180
8917797
2621424
9502034151419
9078908
8297492
11026966
10015657
4142048
4091156
3901071
9929976
4632314
4451202
5862180
7200138
38410008650185
5151799
7974761
3640969
11307423
84101839195413
2241065
5332041
50930842370665
38819174331470
3581740
2091241
9685170
5715123
6312458
3120895
8126135
8858056
7374302
4862015
6102351
10065871
3271186
5662113
4532367
102158731720879
3521521
3261718
3761946
6555710
10036396
3021319
5442009
2311225
6994913
4222393
1470111
5342169
35916883991920
3981491
8755116
10736596
7875007
7895062
5792587
25802978655635
1780966
9975427
7994347
4081001
1410671
5652118
2620926
6002308
4311249
6934409
6252238
4031293
980043
86154448905095
2041051
43717257754112
4311900
3731305
35531981960976
7313592
7734037
102874705141693
4441353
1990420
10155624
5292651
10196235
4062073
2101220
8486200
6145565
4111637
2131022
3772055
44216624271665
5011862
7485024
9767251
1060404
3481091
9935616
1050224
3641958
4652444
8316978
4113810
3921980
4471331
6353838
1980305
2750798
4672536
9138408
1921084
1831050
3960984
4731403
4401536
8734682
10626651
5171728
5895261
3861463
2018539
1941229
2381188
2071104
9915809
2120594
4641793
4281708
9115094
3741481
8135368
7293762
8577775
4952886
2831425
4862666
7743735
10596627
7805173
52534965732068
9485331
26012943121671
3711714
4461364
86054932260647
1520676
6763465
9757116
11300258
5365522
4302003
8515357
10200218
9805620
7744096
4932667
1460603
6092011
7695379
7930167
6412360
2691252
8735703
37811363621304
10415820
7265051
4481786
3541711
3091548
1860960
3881317
9424849
533468410100171
3381774
259143011540310
7210149
3801917
6185555
43412733891118
4392265
5034686
10356243
4461877
1540831
9418797
10576240
3311661
39914584031945
103364676422377
3871298
4591785
5482840
3561780
4351518
42722365794373
4342626
488225511060256
6512632
8444552
4721541
5002650
4201229
3380855
10506621
4453829
10820266
518468711597428
9056537
11780249
6072117
4542509
4693301
10340177
4322114
8214478
10456572
4591281
4321208
5001910
7794627
4171931
5193196
5491898
11768396
1628964
7955233
84452415383269
7894417
768007510580204
5015091
4441711
9860242
4161956
10746662
4521721
4412435
6873647
6305865
8076797
5475120
5614925
8034406
2491240
6773451
8796416
2421225
1860338
4632876481267934619223181806
9727058
3281607
5534201
104764014452072
4121679
3771145
7884330
4251635
4512236
4581621
6383322
10046204
10646731
50546374602312
5243182
70864375575614
4001766
6165521
62632037975320
4252029
5432865
6472418
7254790
5931775
6392429
7814632
6442203
9088933
6012163
6315625
2881346
9659714
87447653362189
10210356
4592339
4752083
11437320
1270573
5942016
7033403
108357346585800
4101394
4021506
8566931
5393173
683636269139624141273
3742605
4732176
8264441
4682987
10276081
7985407
11907905
8454367
6382434
5113213
6662981
6233160
11677059
4221516
92056475853079
7825337
4022117
7184498
1179307
6092609
5502113
6960080
11327323
3061772
7053538
3521077
6552449
11607514
3702210
4202210
1820978
7705623
2740216
9620155
9925771
64523893222028
5481881
4612544
6373743
3631038
4982766
8654816
1200392
11337499
6893397
45019034552497
5784271
5792000
2641287
6513851
6234719
10135318
8017212
3041650
6743099
6793160
49431767244325
6736053
10346306
9699141
6856090
10206025
4182139
4011492
5862942
6233873
4912708
4601363
8434187
6232660
79652824692885
3051533
8477256
9379989
5442816
10436056
6892295
7690160
58853246772711
7244863
10786894
5932120
8496245
10186241
7354081
5873480
6553650
75649866103333
65328837354416
653367064027897736847
9148436
10486533
6532414
77742716363815
102260565202963
114473206253618
9379278
10257341
64233146005444
1720045
4341707
2901470
93356495752312
8868076
4383909
740037
4381486
4042285
103663969428790
6172476
10365645
5343210
8525504
6285847
4192072
5083184
63727655272742
6362876
9966806
5833168
6000019
7904100
35013863131867
6293708
8307611
6733289
6362513
6273401
3031451
1568979
5262899
6522390
8464478
7824490
9940011
1330657
7353627
66961638587998
62321267082732
8137782
6552940
9404196
10296202
12000146
8587666
6082227
8698389
6933234
6913016
10136221
3011785
6732705
3201910
11416918
61636878978755
9066763
7494260
11778053
7393429
9480182
9269170
8417967
7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 59
Herbicide Selectivity in Cereals
and Competing Weeds
Collaboration with Prof Rob Edwards
University of Newcastle
School of Agriculture Food amp Rural Development
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
7634579
2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
8897736
8416608
8426729
5712109
2030529
1540434
2330701
8325140
4941957
9395429
13103671970286
2470491
1550549
1900186
7214974
3430887
4991964
2540732
1460259
11257343
880201
4794843
2580741
2890826
18205911830560
2080551
3060845
7645134
9825695
5382233
3410883
6025622
1280380
5075155
11277435
9275060
9235465
11267379
2800776
4791825
9995588
2590824
5082025
34408543200786
3903002
34208692710906
8056771
2340668
5211984
4801862
1770352
11867628
3050892
3070834
1710426
4701903
1340441
2090619
3210783
714506811617667
2752002
900361
7475107
2790792
9715456
3150858
860048
2960437
1780541
5221994
9365671
7654983
3393279
1870355
3080932
7665297
5714155
4651740
2530728
8215335
3450795
1710229
3511502
5242039
8355342
3670932
9535483
1550360
8635513
17302543300849
1520394
1340361
8185092
6964726
1590453
5352074
3310911
8907746
2220601
93454863320920
10297576
5522083
2960862
3090531
3392009
4531693
3400913
3220610
6455845
3140816
11627695
1330388
1700606
3251864
22806552720394
1920204
5672099
11877735
1470445
5432086
20085611320477
5592517
3290886
7594156
3040902
9639555
2630691
8955434
3080512
5465031
8125025
3230755
9285057
59541122990494
7204831
9245485
30910663690903
4661751
9295025
11457617
36117772270571
1550808
4551726
3963949
5192065
2200835
3680918
9775713
5822216
11287421
8694794
5174678
930349
9545319
3570876
9835672
1300170
3551006
39122377675241
6806206
5944002
5051964
6175527
4132085
1850665
9495535
3661005
880535834607019359283
29710422020548
69848505131827
3330729
9635594
920263
2350678
3971399
9955513
1580589
5355463
8065247
6753567
2970489
7614208
3560963
3751952
9215250
1840468
11747899
717456111047437
3331133
8637473
8404870
4832678
11297440
979335
3871967
5852164
3831176
3340639
8066815
3833529
3931039
8766168
2840925
2970779
22202334242853
1190486
5202085
73849767945208
3650938
17705469255469
5362122
7155010
59721564541688
6295896
910307
5952075
1529958
4872402
4711823
2730879
10005560
31116963621768
2720840
7125001
9785731
1970660
31006733700874
507262711758158
42442554524554
2850908
15803352600821
1550118
8357145
2230551
8786303
8146333
6135543
4911776
1090303
4152190
1730617
21005852850394
6162455
1610601
3580800
2490542
10307599
9645654
8436725
37108998765425
11467695
7394558
3921043
3810982
11507916
5281971
9649639
7604111
10080158
2010541
3030878
3090703
6302345
3791128
9405409
1810963
9225329
1019269
9747161
2780866
8485229
9795653
10277450
1610240
5772661
6786026
3941029
3530995
9369360
6435715
3801014
3813366
6112240
11290284
5722117
3350821
29808821720424
4052047
6155484
9840194
11637616
11040270
7134889
6714595
3110738
8534854
1440202
6575788
4561846
6415835
35409663951038
9555296
5875335
9665490
6262206
8505415
8714804
5982299
8160143
5085154
5962097
10616688
9600241
10090187
48048864071135
9105355
2480783
4411630
4191153
8775419
3821028
3371805
10927682
9675453
5774370
19908183590810
4921864
2110795
11280242
3911047
11167652
8880191
4431177
1076686311016946
10255946
9850237
3531390
3512037
1850363
8815267
5451675
5291878
11050264
8085375
2121010
10800206
11887752
8424172
3470782
3280995
9919899
8225432
2380653
1177029210560196
3360916
11520261
9414851
3851576
9965468
5995438
2860954
9120200
7364886
4771631
7234610
3731792
6826372
2971571
4242554
11530318
10776817
4171167
10320182
5755372
10810276
4571728
6465837
406116310570244
7685507
4391567
1860611
3502724
1050342
8400166
8776174
1780315
44422264894342
6694536
27408963351721
1270392
9046364
110573525314575
1059764
2261188
2571262
5872073
8640153
2600298
3231720
1978611
1861232
4754315
10636717
4012098
3131020
1200131
3581301
2751127
11897851
2360714
3892100
2610734
6573444
8890225
5554441
2481204
3291619
9434821
5295383
7224929
3631866
5494320
81348387845423
180104611317491
10056043
4781732
2221208
9505652
3461323
5595014
46317753601053
33710903251095
3341160
1090398
9036501
4211211
70722388597265
3781661
6432196
10496629
4161204
3221176
2870734
35913229130189
11760280
9610253
10075990
3001208
1130397
1870761 7920152
4611220
10330226
4181203
19805383721041
11177697
8965378
3391185
33909148170204
4511673
3611149
60356184363959
2880770
2121395
6275718
3252255
5133007
5631564
3241060
4291438
14306022110459
6816216
2520752
5802245
7874365
4491756
4722560
45823334051165
4301264
4041180
8917797
2621424
9502034151419
9078908
8297492
11026966
10015657
4142048
4091156
3901071
9929976
4632314
4451202
5862180
7200138
38410008650185
5151799
7974761
3640969
11307423
84101839195413
2241065
5332041
50930842370665
38819174331470
3581740
2091241
9685170
5715123
6312458
3120895
8126135
8858056
7374302
4862015
6102351
10065871
3271186
5662113
4532367
102158731720879
3521521
3261718
3761946
6555710
10036396
3021319
5442009
2311225
6994913
4222393
1470111
5342169
35916883991920
3981491
8755116
10736596
7875007
7895062
5792587
25802978655635
1780966
9975427
7994347
4081001
1410671
5652118
2620926
6002308
4311249
6934409
6252238
4031293
980043
86154448905095
2041051
43717257754112
4311900
3731305
35531981960976
7313592
7734037
102874705141693
4441353
1990420
10155624
5292651
10196235
4062073
2101220
8486200
6145565
4111637
2131022
3772055
44216624271665
5011862
7485024
9767251
1060404
3481091
9935616
1050224
3641958
4652444
8316978
4113810
3921980
4471331
6353838
1980305
2750798
4672536
9138408
1921084
1831050
3960984
4731403
4401536
8734682
10626651
5171728
5895261
3861463
2018539
1941229
2381188
2071104
9915809
2120594
4641793
4281708
9115094
3741481
8135368
7293762
8577775
4952886
2831425
4862666
7743735
10596627
7805173
52534965732068
9485331
26012943121671
3711714
4461364
86054932260647
1520676
6763465
9757116
11300258
5365522
4302003
8515357
10200218
9805620
7744096
4932667
1460603
6092011
7695379
7930167
6412360
2691252
8735703
37811363621304
10415820
7265051
4481786
3541711
3091548
1860960
3881317
9424849
533468410100171
3381774
259143011540310
7210149
3801917
6185555
43412733891118
4392265
5034686
10356243
4461877
1540831
9418797
10576240
3311661
39914584031945
103364676422377
3871298
4591785
5482840
3561780
4351518
42722365794373
4342626
488225511060256
6512632
8444552
4721541
5002650
4201229
3380855
10506621
4453829
10820266
518468711597428
9056537
11780249
6072117
4542509
4693301
10340177
4322114
8214478
10456572
4591281
4321208
5001910
7794627
4171931
5193196
5491898
11768396
1628964
7955233
84452415383269
7894417
768007510580204
5015091
4441711
9860242
4161956
10746662
4521721
4412435
6873647
6305865
8076797
5475120
5614925
8034406
2491240
6773451
8796416
2421225
1860338
4632876481267934619223181806
9727058
3281607
5534201
104764014452072
4121679
3771145
7884330
4251635
4512236
4581621
6383322
10046204
10646731
50546374602312
5243182
70864375575614
4001766
6165521
62632037975320
4252029
5432865
6472418
7254790
5931775
6392429
7814632
6442203
9088933
6012163
6315625
2881346
9659714
87447653362189
10210356
4592339
4752083
11437320
1270573
5942016
7033403
108357346585800
4101394
4021506
8566931
5393173
683636269139624141273
3742605
4732176
8264441
4682987
10276081
7985407
11907905
8454367
6382434
5113213
6662981
6233160
11677059
4221516
92056475853079
7825337
4022117
7184498
1179307
6092609
5502113
6960080
11327323
3061772
7053538
3521077
6552449
11607514
3702210
4202210
1820978
7705623
2740216
9620155
9925771
64523893222028
5481881
4612544
6373743
3631038
4982766
8654816
1200392
11337499
6893397
45019034552497
5784271
5792000
2641287
6513851
6234719
10135318
8017212
3041650
6743099
6793160
49431767244325
6736053
10346306
9699141
6856090
10206025
4182139
4011492
5862942
6233873
4912708
4601363
8434187
6232660
79652824692885
3051533
8477256
9379989
5442816
10436056
6892295
7690160
58853246772711
7244863
10786894
5932120
8496245
10186241
7354081
5873480
6553650
75649866103333
65328837354416
653367064027897736847
9148436
10486533
6532414
77742716363815
102260565202963
114473206253618
9379278
10257341
64233146005444
1720045
4341707
2901470
93356495752312
8868076
4383909
740037
4381486
4042285
103663969428790
6172476
10365645
5343210
8525504
6285847
4192072
5083184
63727655272742
6362876
9966806
5833168
6000019
7904100
35013863131867
6293708
8307611
6733289
6362513
6273401
3031451
1568979
5262899
6522390
8464478
7824490
9940011
1330657
7353627
66961638587998
62321267082732
8137782
6552940
9404196
10296202
12000146
8587666
6082227
8698389
6933234
6913016
10136221
3011785
6732705
3201910
11416918
61636878978755
9066763
7494260
11778053
7393429
9480182
9269170
8417967
7183339
7272987
7152996
9269582
6695659
8556195
EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 60
Black-Grass vs Rye Grass Spectral Comparison
(50 to 1200 mz 6-8 combined scans)
Rye grass
B-G Pel
B-G Roth
B-G Oxford
B-G Nots
Black-grass grouped vs Rye grass EZInfo OPLS-DA scores amp S-plot
-10
-09
-08
-07
-06
-05
-04
-03
-02
-01
00
01
02
03
04
05
06
07
08
09
10
-014 -013 -012 -011 -010 -009 -008 -007 -006 -005 -004 -003 -002 -001 000 001 002 003 004 005 006 007 008 009 010 011 012 013 014 015 016 017 018 019 020 021 022
p(corr)[1] (C
orrela
tio
n)
p[1] (Loadings)
S-Plot (Black grass = -1 Lollium = 1)
1400263
900115
2772171
16504551900430 1150312
1660423
1650222
7414758
13903131170221
21605872170469
999280
1640275
19205371410447
1130162
1930453
2552326
1910415
789608
83749277434941
890162
8155041
1910613
2792326
1410257
1160273
1670376
1420379
1890476
7424819
1430295
2430625
2400606
11401181670597
2420682
2782199
5552222
2150628
1680474
2670647
1690422
2680652
2190560
2180432
1180312
22004632410607
14404462180665
1630323
5052589
1940420
2140450
8165106
2440529
7455052
2660738
8384946
1700281
11697676
8094982
1950502
11707704
5542578
2420409
117177555735311
2450553
7444981
2690692
2390650
2930754
1998563
8617405
2650702
1450321
11477844
8335289
2640620
8394948
1400519
8337086
2700652
1140359
2920795
2940695
39539336015605
2060688
8406590
2910720
8195257
8175112
8315120
2900772
1890230
1350443
1960452
1880293
11487867
1800564
3012278
1380355
11727795
2832641
3170824
2680890
5372213
1160503
5454991
2310683
1680217
910147
19502222300694
7194830
6954716
2562358
2320608
4234233
1790543
1560516
8205289
1290382
5392049
2570787
1570513
8627454
31807882950697
22105072050623246064420706101190275
5933974
7465073
3160869
2130503
9355658
5745342
2560841
6974842
4514525
11837466
11857577
1210294
5532010
8365219
1300399
3190802
8345370
2040579
3492758
5111992
1640516
6152411
1810549
2812465
11847494
2802354
2290659
2810806
8347144
1009284
5232013
25507382330434 2830815
2560594
49319185062539
2710566
11497875
5271964
11147670
1530357
7634579
2320847
1169309
28208231800357
11737845
5102015
1120180
7935181
8897736
8416608
8426729
5712109
2030529
1540434
2330701
8325140
4941957
9395429
13103671970286
2470491
1550549
1900186
7214974
3430887
4991964
2540732
1460259
11257343
880201
4794843
2580741
2890826
18205911830560
2080551
3060845
7645134
9825695
5382233
3410883
6025622
1280380
5075155
11277435
9275060
9235465
11267379
2800776
4791825
9995588
2590824
5082025
34408543200786
3903002
34208692710906
8056771
2340668
5211984
4801862
1770352
11867628
3050892
3070834
1710426
4701903
1340441
2090619
3210783
714506811617667
2752002
900361
7475107
2790792
9715456
3150858
860048
2960437
1780541
5221994
9365671
7654983
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1870355
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EZInfo controlled by Progenesis QI 3 - Black grass vs lolliumusp (M9 OPLS-DA) - 2015-12-11 171517 (UTC+0)
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 61
Summary amp Future Prospects
REIMS for food authenticity
ndash Direct analysis technique results possible in seconds
o New ionisation technique
ndash Simplicity of operation amp potential for automation
ndash Point-of-control analysishellip bringing the analysis to the sample
o RTR software commercialisation June 2016
Chemometric profiling
ndash Holistic profiling of the sample for QC
ndash Detection of the ldquounexpectedrdquo for authenticity
o Potential to identify amp verify unique product markers
Liquid sampling REIMS
ndash Alcoholic beverages fruit juices milk amp edible oils
Implementation of ion mobility into the workflow to enhance power to differentiate sample types amp model generation (CCS)
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish
copy2016 Waters Corporation 62
Acknowledgements
Prof Zoltan Takats (Imperial College London)
Dr Simon Hird Dr Jonathan Williams Dr Emrys Jones Dr Julia Balog
Dr Steve Pringle Dr Mike Morris Dr Jackson Pope (Waters Manchester
and Budapest)
Prof Chris Elliott Dr Olivier Chevallier Connor Black (Queens
University Belfast)
Prof Rob Edwards Dr Melissa Brazier-Hicks Dr Catherine Tetard-Jones
More Fish