metrology for identity and other nominal properties

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Metrology for Iden)ty and Other Nominal Proper)es David Lee Duewer Chemical Sciences Division Materials Measurement Laboratory Na;onal Ins;tute of Standards and Technology Standards for Pathogen Iden;fica;on via NextGenera;on Sequencing Workshop NIST, 20Oct2014

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 Metrology  

for  Iden)ty  and  Other  Nominal  Proper)es    

David  Lee  Duewer  Chemical  Sciences  Division  

Materials  Measurement  Laboratory  Na;onal  Ins;tute  of  Standards  and  Technology  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

And  we  take  ourselves  very  seriously…  When  I  Say  “We”…    

PhD  1985  Analy.cal  chemist    5  y  Perkin-­‐Elmer  –  Instrument  Design/Development  

24  y  NIST  “Innovator”  

PhD  1976  Analy.cal  chemist  11  y  Monsanto  -­‐  process  &  biodiscovery  

23y  NIST  “Data  Jock”  

Marc  Salit   Dave  Duewer  Leader,  Genome  Scale  Measurements  Group    Co-­‐Director,  NIST/Stanford  U.  Joint  Ini;a;ve  on  Measurements  in  Biology  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

Metrology  (Measurement  Science)  

• Metrology  is  the  stuff  needed  so  data  can  support  informed  decision  making.    •  in  a  good  world,  decisions  are  informed  with  data    •  which  are  the  results  of  measurements!  

• Calculus  of  Confidence  • we  posit  that  metrology  is  the  ‘formal’  system  that  tells  us  how  well  we  trust  those  data  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

Calculus  of  Confidence  

• The  tools  of  metrology:  •  Traceability  • Uncertainty  • Valida;on  

• enable  this  calculus  of  confidence  by  which  decisions  are  informed  by  measurement  results  with  established  confidence.  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

Cra_  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

• Metrology  is  more  a  cra_  than  a  technology  •  this  doesn’t  mean  that  7  year  appren;ceships  are  required!  •  it  does  mean  that  two  different  skilled  metrologists  might  take  very  different  approaches  to  the  same  problem  •  but  they  should  both  come  to  largely  equivalent  solu)ons!  

• maaer  of  style  • must  be  defensible  

The  “How  Much”  Worldview  as  seen  by  chemists/biochemists  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

Tools  of  the  Trade  

Workshop  on  DNA  Methods  for  Quality  Control  of  Botanical  Products  USP,  23-­‐Oct-­‐2014  

www.bipm.org/en/publica;ons/guides/#vim  www.nist.gov/pml/pubs/sp811/  www.bipm.org/en/publica;ons/guides/#gum  

“GUM”   “VIM”  

Metrological  Traceability  enables  comparisons  to  be  made  over  )me  and  place  

SI  unit  (amount  of  substance)  

purity  analysis  

Result  

primary  methods  

reference  methods  

rou;ne  methods  

high  purity  primary  RM  

primary  calibra;on  CRM  

secondary  calibra;on  RM  

rou;ne  sample  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

Valida;on  ensures  measurement  processes  are  well-­‐understood    

• “checks  the  measurement  model”  •  tests  completeness  •  tests  assump;ons  • helps  establish  an  uncertainty  budget  

•  iden;fies  relevant  parameters  to  keep  under  control  • tests  scope  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

• “how  much”  results  are  only  useful  when  compared  • different  results  in  different  places  or  measured  at  different  ;mes…  •  “comparability  over  space-­‐and-­‐;me”  

• Are  these  results  the  same?  •  is  there  significant  bias?  •  Is  measurement  precision  fit-­‐for-­‐purpose  

Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop  NIST,  20-­‐Oct-­‐2014  

Metrological  Uncertainty  enables  meaningful  comparison  of  results  

“We  think  our  reported  value  is  good  to  1  part  in  10,000:  we  are  willing  to  bet  our  own  money  at  even  odds  that  it  is  correct  to  2  parts  in  10,000.  Furthermore,  if  by  any  chance  our  value  is  shown  to  be  in  error  by  more  than  1  part  in  1000,  we  are  prepared  to  eat  the  apparatus  and  drink  the  ammonia.”  

Perhaps  NIST’s  Best  Uncertainty  Statement  

Quote from: Doiron T and Stoup J, Uncertainty and Dimensional Calibrations, JNIST 1997;102:647-676 http://dx.doi.org/10.6028/jres.102.044  

Dr.  C.H.  Meyers,  on  his  measurements  of  the  heat  capacity  of  ammonia  (circa  1920):  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

The  “What”  Worldview  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

Several  Different  “What”s  •  Iden)fica)on  

•  “Pure  substance”  Cer;fied  Reference  Material  (CRM)  •  Use/develop  convincingly  specific  methods  

•  Inclusion  •  exclusion  

•  Define  and  cer;fy  unambiguous  “barcode”  •  CRMs  are  expensive  

• Verifica)on  •  Secondary  reference  materials  (RMs)  and  controls  •  Check  “barcode”  against  CRM  •  Can  be  commercial  or  home-­‐brew  

• Recogni)on  •  Component  of  a  mixture  •  Check  “barcode”  against  library  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

Barcode  of  Life  

hap://www.barcodeoflife.org/content/about/what-­‐dna-­‐barcoding  

Iden;fica;on   Valida;on  

Recogni;on  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

Metrological  Traceability  enables  comparisons  to  be  made  over  )me  and  place  

Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop  NIST,  20-­‐Oct-­‐2014  

Authority  chemical  structure,  biological  nomenclature  

iden;fica;on  methods  

Result  

verifica;on  methods  

recogni;on  methods  

“pure”  primary  RM  

QC  and  secondary  RMs  

rou;ne  samples  

{CAS,  IUPAC}                              {ICZN,  ICN}  

Taxonomic  Hierarchy    

Ginkgo  biloba  L.  

   Kingdom      Plantae    –  plantes,  Planta,  Vegetal,  plants                  Subkingdom    Viridaeplantae    –  green  plants                        Infrakingdom    Streptophyta    –  land  plants                              Division    Tracheophyta    –  vascular  plants,  tracheophytes                                    Subdivision    Spermatophy;na    –  spermatophytes,  seed  plants,  phanérogames                                          Infradivision  Gymnospermae    –  gymnosperms,  gymnospermes,  gimnosperma                                                Class    Ginkgoopsida    –  ginkgo                                                      Order    Ginkgoales                                                              Family  Ginkgoaceae                                                                    Genus  Ginkgo  L.  –  ginkgo                                                                        Species  Ginkgo  biloba  L.  –  maidenhair  tree,  common  ginkgo  

en.wikipedia.org/wiki/Ginkgo_biloba  

hap://www.i;s.gov/servlet/SingleRpt/SingleRpt?search_topic=TSN&search_value=183269  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

Valida;on  ensures  measurement  processes  are  well-­‐understood    

• “checks  the  measurement  model”  •  tests  if  iden;fica;on  criteria  fit-­‐for-­‐purpose  

•  includes  everything  wanted  •  excludes  everything  else  •  (Ideally,  this  can  be  done  in  silico)  

• tests  if  measurements  consistent  with  iden;fica;on  criteria  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

Specificity  Valida;on  Design  Chloroplast  DNA  sequences  from  authen;cated  Ginkgo  biloba  samples  are  used  to  establish  inclusivity  

Chloroplast  DNA  sequences  from  close  rela;ves  are  used  to  establish  exclusivity    

Labudde, R.; Harnly, J.M.; Probability of identification (POI): A Statistical Model for the Validation of Qualitative Botanical Identification Methods Official Methods of Analysis of AOAC International., Vol. 95, pp. 273–285, (2012).  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

haps://www-­‐s.nist.gov/srmors/view_cert.cfm?srm=3246  

psbA-­‐trnH  Intergenic  Spacer  Phylogeny   trnL  Intron  Phylogeny  

Specificity  Valida;on  Results  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

haps://www-­‐s.nist.gov/srmors/view_cert.cfm?srm=3246  

• “what”  results  are  only  useful  when  •  The  same  “things”  can  be  compared  

•  “measurand”  is  the  metrology-­‐speak  term  

• Are  these  barcodes  the  same?  • how  confident  are  you  in  the  result?  

•  essen;al  part  of  being  able  to  compare!  

Metrological  Confidence  enables  meaningful  interpreta)on  of  results  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

“Where  uncertainty  is  assessed  qualita;vely,  it  is  characterised  by  providing  a  rela.ve  sense  of  the  amount  and  quality  of  evidence  (that  is,  informa;on  from  theory,  observa;ons  or  models  indica;ng  whether  a  belief  or  proposi;on  is  true  or  valid)  and  the  degree  of  agreement…  This  approach  is  used  by  WG  III  through  a  series  of  self-­‐explanatory  terms  such  as:  high  agreement,  much  evidence;  high  agreement,  medium  evidence;  medium  agreement,  medium  evidence;  etc.”  

Defining  “Confidence”  

Climate  Change  2007:  Synthesis  Report  www.ipcc.ch/publica;ons_and_data/ar4/syr/en/contents.html  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

“Confidence”: NIST’s Initial Definitions  DNA  Sequence  

via  Sanger  sequencing    

 Workshop  on  DNA  Methods  for  Quality  Control  of  Botanical  Products  USP,  23-­‐Oct-­‐2014  

On  Further  Thought…  

• Highest  confidence  •  sufficient  evidence  •  no  ambigui;es  or  contradic;ons  

•  Very  confident  •  sufficient  evidence  •  all  ambigui;es  unambiguously  resolved  

•  Confident  •  sufficient  evidence  •  all  ambigui;es  “understood”  

•  but  insufficient  evidence  to  prove  it  

•  Insufficient  evidence  to  Cer;fy    

Acquire  Evidence  

Sufficient?  

Highest  Unambiguous?  

Resolved?   Very  

Understood?   Confident  

Yes  

Yes  

Yes  

Yes  

No  

No  

No  No  

Confidence  

Maybe  

No  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

Who  Defines  “Sufficient”?  

You!  and  the  rest  of  the  experts  within  your  community  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

Criteria  for  Iden;fica;on  of  Seized  Drugs  

SWGDRUG  Recommenda.ons  :    If  one  technique  from  A,  then  one  other  (A,  B,  or  C).    If  no  techniques  from  A,  then  three  others  (two  from  B).    

Category  A   Category  B   Category  C  

Infrared  Spectroscopy   Capillary  Electrophoresis   Color  Tests  

Mass  Spectrometry   Gas  Chromatography   Fluorescence  Spectroscopy  

Nuclear  Magne;c  Resonance  Spectroscopy   Ion  Mobility  Spectrometry   Immunoassay  

Raman  Spectroscopy   Liquid  Chromatography   Mel;ng  Point  

X-­‐ray  Diffractometry   Microcrystalline  Tests   Ultraviolet  Spectroscopy  

Pharmaceu;cal  Iden;fiers  

Thin  Layer  Chromatography  

hap://www.swgdrug.org/approved.htm  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

Barcode  of  Life:  Standards  and  Guidelines  

www.barcodeoflife.org/content/resources/standards-­‐and-­‐guidelines  

2.D.ii  In  November  2009,  CBOL  approved  rbcL  and  matK  as  the  barcode  regions  for  vascular  plants.  They  are  defined  rela;ve  to  the  Arabidopsis  thaliana  chloroplast  NC_000932  sequence  annota;on  as  follows:  the  rbcL  barcode  region  is  at  the  5'  end  of  the  rbcL  gene  between  bp1-­‐599  (27-­‐579  excluding  primer  sequences);  the  matK  barcode  region  is  between  bp205-­‐1046  (227-­‐  1019  excluding  primer  sequences).  

 4.C  In  deciding  whether  a  record  will  be  repeatable  and  reliable  

for  species  iden;fica;on,  submiaers  should  select  as  poten;al  BARCODE  records  only  those  for  which  the  con;g  was  based  on  bi-­‐direc;onal  coverage  with  non-­‐N  base  calls  at  no  less  than  40%  of  the  reported  sequence.  As  described  below  (5D),  CBOL  can  direct  GenBank  (or  another  INSDC  member)  to  remove  the  BARCODE  designa;on  from  records  which  have  all  required  elements  (1A-­‐I)  but  have  been  shown  to  be  unreliable  for  species  iden;fica;on  due  to  low  sequence  quality  and  coverage.  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

Recent  Work  in  “What”  Metrology  Chemical  Iden;fica;on  and  its  Quality  Assurance  Boris  L.  Milman  D.I.  Mendeleyev  Ins;tute  for  Metrology,  St.  Petersburg,  Russia    January  12,  2011  Springer,  281  pages,  English  

“Unlike  analy;cal  techniques  for  qualita;ve  and  quan;ta;ve  determina;ons,  well-­‐presented  in  books  and  reviews,  theore;cal  principles  of  iden;fica;on  and  general  experimental  approaches  to  its  implementa;on  have  not  received  comprehensive  treatment  in  the  literature.”  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

     Standards  for  Pathogen  Iden;fica;on  via  Next-­‐Genera;on  Sequencing  Workshop    NIST,  20-­‐Oct-­‐2014  

Thank  you  for  your  aaen;on!