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''$)" /-3/3-' -$)/. $) ) )'.; 6*(. ) Victor Guryev European Research Institute for the Biology of Ageing September 29, 2014 Genomic resequencing in Medical diagnostics course Erasmus MC, Rotterdam

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Page 1: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

Victor Guryev European Research Institute for the Biology of Ageing

September 29, 2014

Genomic resequencing in Medical diagnostics course Erasmus MC, Rotterdam

Page 2: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

/a

/g

Page 3: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome
Page 4: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

Low coverage whole genome and deep exome sequencing of 2,500 individuals to discover 95% of variants at 1% frequency

Page 5: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

500 bp

90-100 bp Median base coverage: 12x

[Francioli et al, 2014] [Boomsma et al, 2013]

Page 6: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome
Page 7: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome
Page 8: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

1) Twice as many bases per slide ! 2) Structural information !!!

G

A

A

T

CONTIG 1 CONTIG 2

Molecular haplotyping (phasing)

Structural variants

Genome assembly

SINE SINE

Better repeat coverage

Profiling of transcript isoforms

Page 9: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome
Page 10: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

+ Fosmid libraries: 40kb tags

Protocol for Illumina [Williams et al 2012]

[van Heesch et al, 2013]

Page 11: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

Average coverage: 5 WGS /site

5 WGS/site 5 WGS/s 10 WGS/site

Page 12: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome
Page 13: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome
Page 14: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome
Page 15: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome
Page 16: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome
Page 17: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

Per individual genome (compared to reference genome) 3.7M SNPs 360k short indels (1-20bp) 5.2k medium deletions ( 20 – 100 bp) 3.3k large deletions ( 100+ bp)

Page 18: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

Q: Medium coverage de novo variants validation? A: Possible, but a lot of validation will be required because of FP due to under-covered positions in parents: 917 candidates -> 284 de novo indels;

601 candidates -> 41 de novo SVs.

Page 19: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome
Page 20: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome
Page 21: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome
Page 22: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

AluYa5

Repeat content in human genome

L1

Simple repeats

AluYb8

SVA

Page 23: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome
Page 24: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

Mechanism: polymerase errors Prevalence: up to 10% of all indels are non-simple

Tool example: GATK Haplotype Caller

Page 25: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

Father

Mother

Child

Mechanism: gene conversion Prevalence: currently only several cases

Tool example: assembly, discordant pairs

Page 26: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

Tool example: Mobster [Thung et al, 2014. Genome Biology 15:488]

Mechanism: (retro)transposition

Prevalence: very high (>13,000 MEIs in GoNL)

Page 27: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

210 Chr15: 40.85Mb Chr7:26.24Mb 1 534

Chr15: 40.85Mb Chr7: 26.24 Mb

to chr7

to chr15

------------------------------deletion------------------------

Tool example: Discordant pairs (123SV) Mechanism: (retro)transposition Prevalence: GoNL about 40 cases

Page 28: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome
Page 29: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

New ZF gene

ZF92

ZF98

ZF492

ZF730 ZF675 ZF724

ZF681

ZF430

ZF100

ZF431

ZF257

ZF273 ZF429 ZF734

ZF728

ZF726

ZF708

ZF85

ZF93

ZF253 ZF737

ZF724

Including: FGRF1, EVC, FKBP10, PLOD2

2 genes New ZF expressed =>

13 genes

GO-term analysis: anomality of the limb diaphyses

and bowing of the long bones

37kb, AF=28%

Page 30: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

WGS Father

WGS Child

WGS Mother

WES Father

WES Mother

WES Child

•  Same methodologies are applicable for WES •  RD analysis: need additional correction to account for variation in enrichment •  Very limited sensitivity if SV breakpoint is outside of enriched area

Tool examplea: GATK HaplotypeCaller, CONIFER, ExomeCNV

Page 31: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

Father, WGS

Mother, WGS

Child, WGS

Father, WES

Mother, WES

Child, WES

Gene annotation

Page 32: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

Father, WGS

Mother, WGS

Child, WGS

Father, WES

Mother, WES

Child, WES

Gene annotation

Page 33: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

1.  Next to the ‘SNP world’, there is a whole new world of structural alterations in our genomes.

2. Study design: # of libraries, type (PE, MP), insert sizes, read length 3. Combine methods for SV discovery: read depth, read-pair, split-reads, de novo assembly 4. Do verifications ( PCR/Sanger-Seq, aCGH, Enrichment -> NGS)

Page 34: Guryev NGS Diag SV Guryev - biosb.nlbiosb.nl/wp-content/uploads/2014/10/Day-2-Guryev-CNV-calling-in-Gene-Panels.pdfJIII " )*( . +-*% / BJ& C Low coverage whole genome and deep exome

GoNL SV Team Victor Guryev UMCG Wigard Kloosterman UMCU Laurent C. Francioli UMCU Jayne Y. Hehir-Kwa UMCN Tobias Marschall CWI/MPI Alexander Schoenhuth CWI Matthijs Moed LUMC Eric-Wubbo Lameijer LUMC Abdel Abdellaoui VU Slavik Koval EMC/LUMC Joep de Ligt UMCN Najaf Amin EMC Freerk van Dijk UMCG Lennart Karssen EM/Polyomica Leon Mei LUMC Kai Ye LUMC/WASHU

University of Washington Fereydoun Hormozdiari Evan E. Eichler

GoNL steering committee Paul de Bakker UMCU Dorret Boomsma VU Cornelia van Duin EMC Gert-Jan van Ommen LUMC Eline Slagboom LUMC Morris Swertz UMCG Cisca Wimenga UMCG

BGI Shenzen Jun Wang

ERIBA, RuG, UMC Groningen Diana Spierings Marianna Bevova Rene Wardenaar Tristan de Jong Peter Lansdorp