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Finding Novel Variants with Omixon Variant Toolkit Attila Berces, PhD CEO, Omixon
Omixon Bioinformatics Accurate variant analysis Cloud computing Usability ,[object Object]
cloud computing service
consultancy,[object Object]
Late breaking development Omixon Read Mapper for Illumina, Ion Torrent and Roche
Omixon read mapper Scientific advances Sensitive handling of indels, especially tandem repeats Match/mismatch w/ local base composition Variable indexing density Letter space (Illumina, SOLiD5500, Roche, Ion Torrent) homopolymer error correction
Omixon read mapper User benefits Identify variants with more confidence higher coverage Identify difficult-to-find variants Save on consumables lower coverage Accurate read mapping at fast computational speed
Re-mapping validation Synthetic,  51 bpIllumina reads, experimental QVs
Sensitive handling of short repeats
Homo/hetero zygos double substitution
Four times exon coverage [0-96] BWA [0-432] Omixon
Higherexomecoverage [0-10] BWA [0-24] Omixon
Identify more valid variants BWA Omixon
Find homopolymerindels BWA Omixon
Why focus on variant analysis accuracy?
With scalable throughput and up to 99.99% accuracy, the SOLiD™ System enables you ……
Illumina sequencing systems, powered by TruSeq technology, deliver  the most accurate data across a broad range of applications.
What is limiting the accuracy of variant analysis?
DNP example 100 % accurate synthetic SOLiD v.4 reads reproducing naturally occurring DNPs
Found DNPs Bioscope: bioscope-v1.3-rBS131_55029_20101119113500;   BFAST 0.6.4f (2011-03-11);  parameters: Clark MJ, Homer N, O'Connor BD, Chen Z,  Eskin A, et al. PLoS Genet 6(1) SHRiMP 2.1.1b ( February 8, 2011) parameters: gmapper-cs -L database reads.csfasta -V -w 150% -n 1 -r 50% -v 55% -l 40% -Z -h 60% -a -1  (mapping in overly sensitive mode)
BFAST SHRiMP
… and with real data
Omixon Omixon Bioscope BFAST SHRiMP
Omixon Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
First conclusion Read accuracy is not the limiting factor in accurate variant analysis
Sanger validation
Visual inspection of short reads and variant calls
Sanger validation of inferred variants Omixon Omixon Omixon Omixon Omixon
Sanger validation of inferred variants Omixon Omixon Omixon Omixon Omixon
Second conclusion As variant density increases the performance of most tools go down
What types are the variants were only found by Omixon? DNPs TNPs Small indels, especially next to SNPs 9-12 bpindels Homopolymerindels Homopolymerindel and SNP together Indels in palindromes Variants within GA repeats Pairwise substitution in TATA box
Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
Omixon Bioscope BFAST SHRiMP
Benefits of the Omixon plug-in for CLC bio workbench/server
Benefits of CLC bio plug-in Omixon CLC bio
Benefits of CLC bio plug-in Omixon CLC bio
Benefits of CLC bio plug-in Omixon CLC bio
Benefits of CLC bio plug-in Omixon CLC bio
Benefits of CLC bio plug-in Omixon CLC bio
Outstanding challenges
The sensitivity specificity challenge
How is Omixon different?
Sequencer-specific algorithms SOLiD Illumina SOLiD 5500 Application-specific algorithms Exome-sequencing RNA-seq No sensitivity vs.specificitytrade-off Alignment based on DNA mutation model
Codon-based alignment
Please view our poster.
No Smith-Waterman No artifacts to correct downstream Quality values used in alignment Quality recalibration is the result not the input of the process
Our SOLiD Alignment Tools Csuros, Juhos, Berces "Fast Mapping and Precise Alignment of AB SOLiD Color Reads to Reference DNA" Springer Lecture Notes in Bioinformatics6293:176-188, 2010.
Computational Challenge

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Omixon accurate variant detection slideshare version 2011 aug 17

Notas del editor

  1. (double, triple substitutions, indels next to SNPs,10-30 bpindels, homopolymerindels, indels in palindromes, variants within GA repeats or TATA box)