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Laboratory for Cytogenetics and Genome Research [email protected] Laboratory for Cytogenetics and Genome Research [email protected] Matthew Hestand Matthew Hestand KU Leuven, Belgium KU Leuven, Belgium Long Amplicon Sequencing of Long Amplicon Sequencing of Repetitive Regions and Genomic Repetitive Regions and Genomic Rearrangements Rearrangements

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Page 1: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

Matthew HestandMatthew HestandKU Leuven, BelgiumKU Leuven, Belgium

Long Amplicon Sequencing of Long Amplicon Sequencing of Repetitive Regions and Genomic Repetitive Regions and Genomic

RearrangementsRearrangements

Page 2: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

Targeted (amplicon): Non-targeted:- cDNAs - small genomes - specific genes - methylomes- breakpoint validation- phasing- sequence repeat units

PacBio Experiments at KU LeuvenPacBio Experiments at KU LeuvenYear 1Year 1

Page 3: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

OutlineOutline

Targeted Breakpoint Validation (in a LINE)

Targeted Breakpoint Validation & Phasing (PAR)

Tandem repeat analysis (FMR1)

Page 4: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

Chr3-12 Breakpoint ValidationChr3-12 Breakpoint Validation

Similar to:

Targeted Breakpoint Validation: Chr3-12 in LINE

Page 5: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

Chr3-12 Breakpoint IdentificationChr3-12 Breakpoint Identification

9kb LR-PCR through breakpoint (LINE) chr3-12

chr3 chr12Illumina:

PacBio:

Targeted Breakpoint Validation: Chr3-12 in LINE

Robberecht et al. 2013

Page 6: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

CHR 12 (L1PA3)

CHR 3 (L1PA2)

Allora Assembly

Targeted Breakpoint Validation: Chr3-12 in LINE

Page 7: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

HGAPAssembly

Targeted Breakpoint Validation: Chr3-12 in LINE

Page 8: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

OutlineOutline

Targeted Breakpoint Validation (in a LINE)

Targeted Breakpoint Validation & Phasing (PAR)

Tandem repeat analysis (FMR1)

Page 9: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

Parts of this section are not currently available for sharing. For this please watch out in the near future for:

“Pseudoautosomal Region 1 Length Polymorphism in the Human Population” Mensah MA et al.

-Paper under review

Page 10: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

PacBio sequencePacBio sequence24 barcodes – 1 SMRTcell24 barcodes – 1 SMRTcell

Initial analysis tries:

− RS_Resequencing_GATK_Barcode and BWA-SW (tried

several settings, final use Carneiro et al. 2012) w/GATK or Varscan -observed many heterozygous calls in breakpoint amplicon or chr.Y specific amplicon

− Appeared to be a reference bias

Extended PAR region validation and functional proof

Page 11: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

Normal Ref

Alternate Ref

Extended PAR region validation and functional proof

Page 12: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

Normal Reference Alternative Reference

Carneiro et al. 2012BMC Genomics 13:375

Extended PAR region validation and functional proof

See Figure 2B

in Carneiro et al.

2012

Page 13: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

SolutionSolution

Call variants with BWA-SW/Varscan Create a new reference from variants Re-Call variants with BWA-SW/Varscan Average the number of reads supporting the

reference/variant in both variant calls

Varscan SettingsMinimum read quality = 7Minumum coverage = 10Minimum number variant reads = 5Minimum variant frequency = 0.15

Final Frequency cutoffs:>70% = Hom.Variant<30% = Hom.Reference

-gives no Heterozygous Chr.Y or Breakpoint calls, but still Duplication het. Calls

Extended PAR region validation and functional proof

Page 14: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

Example CallsExample Calls

H: Heterozygous V: Homozygous R1: called reference in first Varscan run

If not R1:H/V/R : Var Freq : call 1 (Ref:Var:Total) : call 2 (Ref:Var:Total)

Observation: As expected, call 1 is reference biased and call 2 is variant biased

Extended PAR region validation and functional proof

Page 15: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

Duplication has two alleles:Duplication has two alleles:can we determine the paternalcan we determine the paternal

-need Phasing-need Phasing

With error rate and BAM file format is impossible to see in IGV

Solution:

− Walk by trio's of SNPs and report back the read counts

Extended PAR region validation and functional proof

Page 16: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

SNP positions in amplicon: 567 - 754 - 1236 - 1296 - 1415

bam1: 567,754,1236 : GGC 1 GGG 15 TAC 15 GAG 6bam2: 567,754,1236 : TAG 6 GGG 19 TAC 8 TGG 1 GAG 1 TGC 3

bam1: 754,1236,1296 : GGC 6 AGC 3 GCC 1 ACC 19 GGT 6 AGT 4bam2: 754,1236,1296 : AGC 3 GCC 2 ACC 4 GCT 2 ACT 4 GGT 21 AGT 4

bam1: 1236,1296,1415 :GCG 2 CCA 2 CCG 21 GCA 12 GTA 14bam2: 1236,1296,1415 :GCG 5 CTA 1 CCG 9 CTG 9 GTA 19 GTG 13

predicted alleles: GGGTA and TACCG

For automation: start walking from most confident junction:-two highest alleles same in both BAMs-then by highest number of total reads

Step 3Step 3

Extended PAR region validation and functional proof

Page 17: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

Example family 1: Example family 1:

Extended PAR region validation and functional proof

} Paternally inherited allele

Page 18: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

FutureFuture Phase with Assembly to completely avoid

reference bias.

− Already incorporated into SMRT Portal version v2.1.1 Long Amplicon Analysis

− Seems to work great on new project: x x

x x x x

x

8 carriers, 2 controls

Page 19: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

OutlineOutline

Targeted Breakpoint Validation (in a LINE)

Targeted Breakpoint Validation & Phasing (PAR)

Tandem repeat analysis (FMR1)

Page 20: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

FMR1 Amplicon SequencingFMR1 Amplicon Sequencing

Loomis et al. 2013Genome Res. 23(1):121-8

AGG Sanger confirmed

-can sequence repeats (even 100% GC content)

-can detect nt changes in repeats

Using filtered CCS reads:

CGG repeat sequencing

See Figure 3B in Loomis et al. manuscript

Page 21: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

Clinic WorkflowClinic Workflow

PCR (CGG)n

Report

XX: 2 alleles < 54 unitsXY: 1 allele < 54 units

XX: 1 allele or 2 alleles with one > 54

XY: no amplification or >54

TP PCR

Southern Blot

>80

XX: Hom. Normal or 2 alleles w/one <80XY: 1 allele <80

Example: 19 repeats

Example: 90 repeats

CGG repeat sequencing

Page 22: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

FMR1 AmpliconFMR1 Amplicon(Simon Ardui)(Simon Ardui)

19 repeat units (length 295) 90 repeat units (length 507)

CGG repeat sequencing

Page 23: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

FMR1FMR1RS_Long_Amplicon_Analysis.1RS_Long_Amplicon_Analysis.1

19 repeat units (length 295) 90 repeat units (length 507)Cluster Phase Length Est.Acc. Subreads Cluster Phase Length Est.Acc. SubreadsCluster0 Phase0 295 98.38 300 Cluster0 Phase0 516 99.07 300Cluster1 Phase0 607 99.21 69 Cluster1 Phase0 607 99.21 300Cluster2 Phase0 398 98.34 21 Cluster2 Phase0 288 98.34 31Cluster2 Phase1 368 97.41 15 Cluster3 Phase0 468 98.98 29Cluster3 Phase0 247 97.93 34 Cluster4 Phase0 502 99 28Cluster4 Phase0 464 98.97 29 Cluster5 Phase0 372 98.71 27Cluster5 Phase0 352 98.61 28 Cluster6 Phase0 858 99.43 20Cluster6 Phase0 307 98.33 21 Cluster6 Phase1 995 51.94 6

Cluster7 Phase0 565 99.15 26Cluster8 Phase0 565 97.83 26Cluster9 Phase0 457 98.92 24Cluster10 Phase0 518 99.08 24Cluster11 Phase0 353 98.44 24Cluster12 Phase0 573 99.17 23Cluster13 Phase0 387 98.72 23Cluster14 Phase0 408 98.82 23Cluster15 Phase0 560 99.14 22Cluster16 Phase0 494 98.94 22Cluster17 Phase0 596 99.15 21

BLASTs to targetBLASTs to control seq.

CGG repeat sequencing

Page 24: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

FMR1: 19 repeat best contigFMR1: 19 repeat best contig

Target  1    CAGGCGCTCAGCTCCGTTTCGGTTTCACTTCCGGTGGAGGGCCGCCTCTGAgcgggcggc  60             ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||PacBio  1    CAGGCGCTCAGCTCCGTTTCGGTTTCACTTCCGGTGGAGGGCCGCCTCTGAGCGGGCGGC  60

Target  61   gggccgacggcgagcgcgggcggcggcggtgacggaggcgccgctgccagggggcgtgcg  120             ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||PacBio  61   GGGCCGACGGCGAGCGCGGGCGGCGGCGGTGACGGAGGCGCCGCTGCCAGGGGGCGTGCG  120

Target  121  gcagcgcggcggcggcggcggcggcggcggcggaggcggcggcggcggcggcggcggcgg  180             ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||PacBio  121  GCAGCGCGGCGGCGGCGGCGGCGGCGGCGGCGGAGGCGGCGGCGGCGGCGGCGGCGGCGG  180

Target  181  cggcTGGGCCTCGAGCGCCCGCAGCCCACCTCTCGGGGGCGGGCTCCCGGCGCTAGCAGG  240             ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||PacBio  181  CGGCTGGGCCTCGAGCGCCCGCAGCCCACCTCTCGGGGGCGGGCTCCCGGCGCTAGCAGG  240

Target  241  GCTGAAGAGAAGATGGAGGAGCTGGTGGTGGAAGTGCGGGGCTCCAATGGCGCTT  295             |||||||||||||||||||||||||||||||||||||||||||||||||||||||PacBio  241  GCTGAAGAGAAGATGGAGGAGCTGGTGGTGGAAGTGCGGGGCTCCAATGGCGCTT  295

CGG repeat sequencing

Page 25: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

FMR1: 90 repeat best contigFMR1: 90 repeat best contigTarget  1    CAGGCGCTCAGCTCCGTTTCGGTTTCACTTCCGGTGGAGGGCCGCCTCTGAgcgggcggc  60             ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||PacBio  2    CAGGCGCTCAGCTCCGTTTCGGTTTCACTTCCGGTGGAGGGCCGCCTCTGAGCGGGCGGC  61

Target  61   gggccgacggcgagcgcgggcggcggcggtgacggaggcgccgctgccagggggcgtgcg  120             ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||PacBio  62   GGGCCGACGGCGAGCGCGGGCGGCGGCGGTGACGGAGGCGCCGCTGCCAGGGGGCGTGCG  121

Target  121  gcagcgcggcggcggcggcggcggcggcggc­­­ggcgga­­­­­­ggcggcggcggcgg  171             |||||||||||||||||||||||||||||||   |||||       ||||||||||||||PacBio  122  GCAGCGCGGCGGCGGCGGCGGCGGCGGCGGCGGAGGCGGCGGCGGCGGCGGCGGCGGCGG  181

Target  172  cggcggcggcggcggcggcggcggcggcggcggcggcggcggcggcggcggcggcggcgg  231             ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||PacBio  182  CGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGG  241

Target  232  cggcggcggcggcggcggcggcggcggcggcggcggcggcggcggcggcggcggcggcgg  291             ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||PacBio  242  CGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGG  301

Target  292  cggcggcggcggcggcggcggcggcggcggcggcggcggcggcggcggcggcggcggcgg  351             ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||PacBio  302  CGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGG  361

Target  352  cggcggcggcggcggcggcggcggcggcggcggcggcggcggcggcTGGGCCTCGAGCGC  411             ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||PacBio  362  CGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCGGCTGGGCCTCGAGCGC  421

Target  412  CCGCAGCCCACCTCTCGGGGGCGGGCTCCCGGCGCTAGCAGGGCTGAAGAGAAGATGGAG  471             ||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||PacBio  422  CCGCAGCCCACCTCTCGGGGGCGGGCTCCCGGCGCTAGCAGGGCTGAAGAGAAGATGGAG  481

Target  472  GAGCTGGTGGTGGAAGTGCGGGGCTCCAATGGCGCT  507             ||||||||||||||||||||||||||||||||||||PacBio  482  GAGCTGGTGGTGGAAGTGCGGGGCTCCAATGGCGCT  517

CGG repeat sequencing

Page 26: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

Future analysis thoughts: Future analysis thoughts: - filter on Primers- filter on Primers - # Subreads- # Subreads

19 repeat units (length 295) 90 repeat units (length 507)Cluster Phase Length Est.Acc. Subreads Cluster Phase Length Est.Acc. SubreadsCluster0 Phase0 295 98.38 300 Cluster0 Phase0 516 99.07 300Cluster1 Phase0 607 99.21 69 Cluster1 Phase0 607 99.21 300Cluster2 Phase0 398 98.34 21 Cluster2 Phase0 288 98.34 31Cluster2 Phase1 368 97.41 15 Cluster3 Phase0 468 98.98 29Cluster3 Phase0 247 97.93 34 Cluster4 Phase0 502 99 28Cluster4 Phase0 464 98.97 29 Cluster5 Phase0 372 98.71 27Cluster5 Phase0 352 98.61 28 Cluster6 Phase0 858 99.43 20Cluster6 Phase0 307 98.33 21 Cluster6 Phase1 995 51.94 6

Cluster7 Phase0 565 99.15 26Cluster8 Phase0 565 97.83 26Cluster9 Phase0 457 98.92 24Cluster10 Phase0 518 99.08 24Cluster11 Phase0 353 98.44 24Cluster12 Phase0 573 99.17 23Cluster13 Phase0 387 98.72 23Cluster14 Phase0 408 98.82 23Cluster15 Phase0 560 99.14 22Cluster16 Phase0 494 98.94 22Cluster17 Phase0 596 99.15 21

BLASTs to targetBLASTs to control seq.

CGG repeat sequencing

Page 27: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

ConclusionsConclusions

Variety of Projects so far. Improved analysis methods, but nothing

standard yet...

Project Type Final Analysis

LINE Breakpoint long reads HGAP assembly

PAR long reads/ custom BWA-SW/multiplexed Varscan realign & phase

FMR1 long reads/ PB-Long Amplicon assemblyRepetitive/high GC

Future Phasing long reads PB-Long amplicon assembly,example Inc. Phasing

Page 28: Long Amplicon Sequencing of Repetitive Regions and Genomic ... · Laboratory for Cytogenetics and Genome Research Matthew.Hestand@med.kuleuven.be Matthew Hestand KU Leuven, Belgium

Laboratory for Cytogenetics and Genome Research [email protected] for Cytogenetics and Genome Research [email protected]

ThanksThanks

Joris Vermeesch1 Jeroen Van Houdt1

Matthias Declercq1 Martin A. Mensah1,2

Maarten H.D. Larmuseau3,4,5 Simon Ardui1

Greet Peeters1 Herman Van Biesen

Mala Isrie1 , Nancy Vanderheyden3, Erika L. Souche1, Radka Stoeva1, Hilde Van

Esch1, Koen Devriendt1, Thierry Voet1, Ronny Decorte3,4, Peter Robinson2

1 KU Leuven, Department of Human Genetics2 Institut fur Medizinische Genetik und Humangenetik, Charite-Universitatsmedizin Berlin3 UZ Leuven, Laboratory of Forensic Genetics and Molecular Archaeology4 KU Leuven, Department of Imaging & Pathology, Biomedical Forensic Sciences5 KU Leuven, Department of Biology, Laboratory of Biodiversity and Evolutionary Genomics