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Ion Torrent Data, Aligners & Variant Detection Venu Thatikonda

Ion Torrent Sequencer, Mappers, Variant Callers

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Page 1: Ion Torrent Sequencer, Mappers, Variant Callers

Ion Torrent Data, Aligners & Variant Detection

Venu Thatikonda

Page 2: Ion Torrent Sequencer, Mappers, Variant Callers

Sequencing platforms

SOLiD

Page 3: Ion Torrent Sequencer, Mappers, Variant Callers

Sample Sequence dataIon Torrent Sequencer

FastQ(SFF)

Page 4: Ion Torrent Sequencer, Mappers, Variant Callers

FastQ Format

Page 5: Ion Torrent Sequencer, Mappers, Variant Callers

General Workflow

Sequence data

Alignment / Mapping of short reads to Reference Sequence

Variant detection(SNPs, InDels)

Page 6: Ion Torrent Sequencer, Mappers, Variant Callers

Alignment / MappingWhy it is important ?

* Easiest way to find genetic variations in a sample

What are the problems ?•Short reads don’t contain position information•Reference sequence might be very long – computationally demanding•Ref. Seq might contain several places for a single read (Ex: Repetitive regions)•Allow mismatches during alignment•Instrument might produce sequence errors that are similar to real genetic variations

Page 7: Ion Torrent Sequencer, Mappers, Variant Callers

Aligners/Mappers

Bowtie2

BWA-SW

CLC Mapper

CUSHAW3

GMAP

GSNAP

Hpg-Aligner

Novoalign

NextGenMap

OSA

segemehl

SMALT

STAR

MOSAIK

SNAP TMAP

Page 8: Ion Torrent Sequencer, Mappers, Variant Callers

Choosing best mapper

•No one point solution for all applications arised from HTS•Depends on the instrument used and application

Efficient detection of Mutation – TMAP Bowtie2 SHRIMP2 SSAHA2 Segmehl

SMALT – deals with repeat regions

Page 9: Ion Torrent Sequencer, Mappers, Variant Callers

Variant Detection

Page 10: Ion Torrent Sequencer, Mappers, Variant Callers

Tools used for Variant Detection

GATKGATK - UnifiedGenotyper

GATK - HaplotypeCaller

VarScanpileup2SNP

pileup2InDel

FreeBayes, MAQ, samtools, SOAPsnp, SNVmix, VariantHunter etc.

VarScan – Conserved parameters

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Page 11: Ion Torrent Sequencer, Mappers, Variant Callers

Thank you !