Fundamentals of Analysis of Exomes

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Fundamentals of Analysis of Exomes

Diego Forero, MD, PhDAssistant Professor

Director, Laboratory of NeuroPsychiatric GeneticsDirector, Medical Research Office

School of MedicineAntonio Nariño University

Bogotá, ColombiaEditor, hum-molgen.org

diego.forero@uan.edu.co

Online Mendelian Inheritance in Man

Mendelian Disorders

Autosomal Sex-linked Total

Causal Gene Known

3.175 266 3.441

Causal Gene Unknown

1.633 140 1.773

CAUSAL GENES FOR MENDELIAN DISORDERS

0

100

200

300

400

500

600

2005 2006 2007 2008 2009 2010 2011 2012 2013

Year

Pa

pe

rs

2013: ~ 800 papers

2014: ~ 1200 papers

Forero DA, 2012

Exomes: Publication Trends

Total: 925 (Oct 2012)

GENOMICS: PLATFORMS

Majewski, J Med Genet 2011

Majewski, J Med Genet 2011

From Data Generation to Data Analysis

A timeline illustrating technological breakthroughs and hallmark publications for Mendelian disease gene

identification

Gilissen, Genom Biol 2011

A timeline illustrating technological breakthroughs and hallmark publications for Mendelian disease gene

identification

Gilissen, Genom Biol 2011

"We focus here on the variants in a person’s ‘exome,’ which is the set of exons in a genome..."

Ng, PLoS Genet 2008

First Published Exome

A representation of the relationship between the size of the mutational target and the frequency of disease for

disorders caused by de novo mutations

Gilissen, Genom Biol 2011

Majewski, J Med Genet 2011

Bamshad, Nat Rev Genet 2011

Strategies for finding disease-causing rare variants using exome sequencing

Typical heuristic filtering applied to exome sequencing projects aimed at novel gene discovery for Mendelian

disorders

Stitziel, Genom Biol 2011

Bamshad, Nat Rev Genet 2011

Mean number of coding variants in two populations

First identification of the causal gene for a monogenic disorder by exome sequencing

Freeman–Sheldon syndrome (MYH3)

Ng, Nature 2009

Pierce, Am J Hum Genet 2010

Exome Analysis for One Patient

Perrault syndrome (HSD17B4)

VarSifterhttp://research.nhgri.nih.gov/software/VarSifter/index.shtml

Exome Variant Server (6503 exomes)http://evs.gs.washington.edu/EVS/

wANNOVARhttp://wannovar.usc.edu/

Useful In Silico Tools

EVAhttp://plateforme-genomique-irib.univ-rouen.fr/EVA/index.php

TREAThttp://ndc.mayo.edu/mayo/research/biostat/stand-alone-packages.cfm

KGGSeqhttp://statgenpro.psychiatry.hku.hk/limx/kggseq/

Atlas2 Suite http://sourceforge.net/p/atlas2/wiki/Atlas2%20Suite/

IBD2http://compbio.charite.de/contao/index.php/ibd2.html

Useful In Silico Tools

Exomes-Service Providers

Axeq (USA)50x; Illumina TrueSeq/HiSeq200. $2,300 USD per sample

Macrogen (Korea)50x; Illumina TrueSeq/HiSeq200. $2,499 USD per sample

BaseClear (Netherlands)30x; Nimblegen/Illumina. € 2,499 per sample

PerkinElmer (USA)30x; Agilent/Illumina. $3,500 USD per sample

BGI Americas (USA)30x; $3,500 USD per sample

EdgeBio (USA)50x; SOLiD 4. $5,500 USD per sample

DNAVision (Belgium)

30x; Agilent/Illumina. 5,990 € per sample

Knome (USA)30x; Illumina. $8,750 USD per sample

Source BioScience (UK)50x; Agilent/Illumina. 5,850GBP per sample

http://www.ncbi.nlm.nih.gov/omim

Need for in-house exome data. Possible Noise from dbSNP and OMIM

Data from Human Gene Mutation Database?

Example of Data Provided

Candidate genes prioritization

Endeavourhttp://homes.esat.kuleuven.be/~bioiuser/endeavour/tool/endeavourweb.php

ToppGenehttp://toppgene.cchmc.org/prioritization.jsp

Thusberg J, Olatubosun A, Vihinen M.Performance of mutation pathogenicity prediction methods on missense variants.

Hum Mutat. 2011 Apr;32(4):358-68.

Tools for mutation pathogenicity prediction

MutPredhttp://mutpred.mutdb.org/

SNPs&GOhttp://snps-and-go.biocomp.unibo.it/snps-and-go/

PolyPhen-2http://genetics.bwh.harvard.edu/pph2/

SIFThttp://sift.bii.a-star.edu.sg/

Tools for mutation pathogenicity prediction

www.daforerog.co.cc

“This is an excellent resource for anyone who is generally interested in how these technologies work”. Stephen Turner, PhDCenter for Human Genetics Research, Vanderbilt University.

www.daforerog.co.cc

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