SlideShare une entreprise Scribd logo
1  sur  70
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

Contenu connexe

Tendances

Fluorescence in situ Hybridization FISH #glok92
Fluorescence in situ Hybridization FISH #glok92Fluorescence in situ Hybridization FISH #glok92
Fluorescence in situ Hybridization FISH #glok92glok Productions
 
Fundamentals of Fluorescence in situ Hybridization
Fundamentals of Fluorescence in situ Hybridization Fundamentals of Fluorescence in situ Hybridization
Fundamentals of Fluorescence in situ Hybridization Amartya Pradhan
 
Fluorescence in situ hybridization (FISH)
Fluorescence in situ hybridization (FISH)Fluorescence in situ hybridization (FISH)
Fluorescence in situ hybridization (FISH)Nur Atikah Amira
 
Fluorescent in-situ Hybridization (FISH)
Fluorescent in-situ Hybridization (FISH)Fluorescent in-situ Hybridization (FISH)
Fluorescent in-situ Hybridization (FISH)BioGenex
 
Fish fluorescence in situ hybridization
Fish  fluorescence in situ hybridizationFish  fluorescence in situ hybridization
Fish fluorescence in situ hybridizationNityaBansal2
 
Fluorescent in situ hybridization (fish) assay
Fluorescent in situ hybridization (fish) assayFluorescent in situ hybridization (fish) assay
Fluorescent in situ hybridization (fish) assayCreative-Bioarray
 
Fluorescence in situ hybridization
Fluorescence in situ hybridizationFluorescence in situ hybridization
Fluorescence in situ hybridizationTukaramBorkar
 
An introduction to fluorescent in situ hybridization.
An introduction to fluorescent in situ hybridization.An introduction to fluorescent in situ hybridization.
An introduction to fluorescent in situ hybridization.Utkarsh Sharma
 
Genomic in situ Hybridization
Genomic in situ HybridizationGenomic in situ Hybridization
Genomic in situ HybridizationKuldeep Sharma
 

Tendances (14)

In Situ Hybridization
In Situ HybridizationIn Situ Hybridization
In Situ Hybridization
 
Fluorescence in situ Hybridization FISH #glok92
Fluorescence in situ Hybridization FISH #glok92Fluorescence in situ Hybridization FISH #glok92
Fluorescence in situ Hybridization FISH #glok92
 
RFLP
RFLPRFLP
RFLP
 
Fundamentals of Fluorescence in situ Hybridization
Fundamentals of Fluorescence in situ Hybridization Fundamentals of Fluorescence in situ Hybridization
Fundamentals of Fluorescence in situ Hybridization
 
Fluorescence in situ hybridization (FISH)
Fluorescence in situ hybridization (FISH)Fluorescence in situ hybridization (FISH)
Fluorescence in situ hybridization (FISH)
 
Fluorescent in-situ Hybridization (FISH)
Fluorescent in-situ Hybridization (FISH)Fluorescent in-situ Hybridization (FISH)
Fluorescent in-situ Hybridization (FISH)
 
Fish fluorescence in situ hybridization
Fish  fluorescence in situ hybridizationFish  fluorescence in situ hybridization
Fish fluorescence in situ hybridization
 
Fluorescent in situ hybridization (fish) assay
Fluorescent in situ hybridization (fish) assayFluorescent in situ hybridization (fish) assay
Fluorescent in situ hybridization (fish) assay
 
Fluorescence in situ hybridization
Fluorescence in situ hybridizationFluorescence in situ hybridization
Fluorescence in situ hybridization
 
In situ hybridization
In situ hybridizationIn situ hybridization
In situ hybridization
 
An introduction to fluorescent in situ hybridization.
An introduction to fluorescent in situ hybridization.An introduction to fluorescent in situ hybridization.
An introduction to fluorescent in situ hybridization.
 
Cish
CishCish
Cish
 
Chromosome painting
Chromosome paintingChromosome painting
Chromosome painting
 
Genomic in situ Hybridization
Genomic in situ HybridizationGenomic in situ Hybridization
Genomic in situ Hybridization
 

En vedette

0 os papagaios do brasil - lindo !!!
0   os papagaios do brasil - lindo !!!0   os papagaios do brasil - lindo !!!
0 os papagaios do brasil - lindo !!!luzberto
 
Marine Renewable Energy – ICE Conference Delegate Pack – DHI
Marine Renewable Energy – ICE Conference Delegate Pack – DHIMarine Renewable Energy – ICE Conference Delegate Pack – DHI
Marine Renewable Energy – ICE Conference Delegate Pack – DHIStephen Flood
 
Rencana strategis tahun 2010 2014
Rencana strategis tahun 2010 2014Rencana strategis tahun 2010 2014
Rencana strategis tahun 2010 2014Eka Ramadhani
 
Links til gode råd
Links til gode rådLinks til gode råd
Links til gode rådloui027k
 
Appbistro + TabSite Joint Webinar "Five Misconceptions when marketing your Fa...
Appbistro + TabSite Joint Webinar "Five Misconceptions when marketing your Fa...Appbistro + TabSite Joint Webinar "Five Misconceptions when marketing your Fa...
Appbistro + TabSite Joint Webinar "Five Misconceptions when marketing your Fa...appbistro
 
Writing Institute Day 7 Log
Writing Institute Day 7 LogWriting Institute Day 7 Log
Writing Institute Day 7 LogLesley Roessing
 
Bezpieczne przechowywanie materiału biologicznego i informacji medycznej w ba...
Bezpieczne przechowywanie materiału biologicznego i informacji medycznej w ba...Bezpieczne przechowywanie materiału biologicznego i informacji medycznej w ba...
Bezpieczne przechowywanie materiału biologicznego i informacji medycznej w ba...Wrocław Research Centre EIT+
 
Modernizacja polskiego systemu politycznego - jednomandatowe okręgi wyborcze
Modernizacja polskiego systemu politycznego- jednomandatowe okręgi wyborczeModernizacja polskiego systemu politycznego- jednomandatowe okręgi wyborcze
Modernizacja polskiego systemu politycznego - jednomandatowe okręgi wyborczeMichał Jan Bagiński
 
ภารกิจการเรียนรู้ บทที่ 5
ภารกิจการเรียนรู้ บทที่ 5ภารกิจการเรียนรู้ บทที่ 5
ภารกิจการเรียนรู้ บทที่ 5Poko At Kku ComEd
 
Class 13 the future
Class 13  the futureClass 13  the future
Class 13 the futureMelissa Liu
 
Ortho Canada K-Tape For Me Gentle Pain Therapy
Ortho Canada K-Tape For Me Gentle Pain TherapyOrtho Canada K-Tape For Me Gentle Pain Therapy
Ortho Canada K-Tape For Me Gentle Pain Therapyorthocanada1
 
Mapa conceptual gerencia de proyectos
Mapa conceptual gerencia de proyectosMapa conceptual gerencia de proyectos
Mapa conceptual gerencia de proyectosSusy Ortiz
 
Why tall guys dress like shit?
Why tall guys dress like shit?Why tall guys dress like shit?
Why tall guys dress like shit?Ivars Krutainis
 
Pengukuran pencapaian sasaran tahun 2012
Pengukuran pencapaian sasaran tahun 2012Pengukuran pencapaian sasaran tahun 2012
Pengukuran pencapaian sasaran tahun 2012Eka Ramadhani
 
Moving Beyond Access: University Institutional Repositories, Copyright and Di...
Moving Beyond Access: University Institutional Repositories, Copyright and Di...Moving Beyond Access: University Institutional Repositories, Copyright and Di...
Moving Beyond Access: University Institutional Repositories, Copyright and Di...Harrison Inefuku
 
員工觀點_生產與作業管理
員工觀點_生產與作業管理員工觀點_生產與作業管理
員工觀點_生產與作業管理Ching Chuang 羅
 
Bruin Financial Brochure
Bruin Financial BrochureBruin Financial Brochure
Bruin Financial Brochuretara1516
 

En vedette (20)

A L E X
A L E XA L E X
A L E X
 
0 os papagaios do brasil - lindo !!!
0   os papagaios do brasil - lindo !!!0   os papagaios do brasil - lindo !!!
0 os papagaios do brasil - lindo !!!
 
Marine Renewable Energy – ICE Conference Delegate Pack – DHI
Marine Renewable Energy – ICE Conference Delegate Pack – DHIMarine Renewable Energy – ICE Conference Delegate Pack – DHI
Marine Renewable Energy – ICE Conference Delegate Pack – DHI
 
Rencana strategis tahun 2010 2014
Rencana strategis tahun 2010 2014Rencana strategis tahun 2010 2014
Rencana strategis tahun 2010 2014
 
Links til gode råd
Links til gode rådLinks til gode råd
Links til gode råd
 
Appbistro + TabSite Joint Webinar "Five Misconceptions when marketing your Fa...
Appbistro + TabSite Joint Webinar "Five Misconceptions when marketing your Fa...Appbistro + TabSite Joint Webinar "Five Misconceptions when marketing your Fa...
Appbistro + TabSite Joint Webinar "Five Misconceptions when marketing your Fa...
 
Writing Institute Day 7 Log
Writing Institute Day 7 LogWriting Institute Day 7 Log
Writing Institute Day 7 Log
 
Bezpieczne przechowywanie materiału biologicznego i informacji medycznej w ba...
Bezpieczne przechowywanie materiału biologicznego i informacji medycznej w ba...Bezpieczne przechowywanie materiału biologicznego i informacji medycznej w ba...
Bezpieczne przechowywanie materiału biologicznego i informacji medycznej w ba...
 
Zielone zamówienia publiczne artykuł
Zielone zamówienia publiczne   artykułZielone zamówienia publiczne   artykuł
Zielone zamówienia publiczne artykuł
 
Modernizacja polskiego systemu politycznego - jednomandatowe okręgi wyborcze
Modernizacja polskiego systemu politycznego- jednomandatowe okręgi wyborczeModernizacja polskiego systemu politycznego- jednomandatowe okręgi wyborcze
Modernizacja polskiego systemu politycznego - jednomandatowe okręgi wyborcze
 
ภารกิจการเรียนรู้ บทที่ 5
ภารกิจการเรียนรู้ บทที่ 5ภารกิจการเรียนรู้ บทที่ 5
ภารกิจการเรียนรู้ บทที่ 5
 
Class 13 the future
Class 13  the futureClass 13  the future
Class 13 the future
 
Ortho Canada K-Tape For Me Gentle Pain Therapy
Ortho Canada K-Tape For Me Gentle Pain TherapyOrtho Canada K-Tape For Me Gentle Pain Therapy
Ortho Canada K-Tape For Me Gentle Pain Therapy
 
Mapa conceptual gerencia de proyectos
Mapa conceptual gerencia de proyectosMapa conceptual gerencia de proyectos
Mapa conceptual gerencia de proyectos
 
Why tall guys dress like shit?
Why tall guys dress like shit?Why tall guys dress like shit?
Why tall guys dress like shit?
 
Pengukuran pencapaian sasaran tahun 2012
Pengukuran pencapaian sasaran tahun 2012Pengukuran pencapaian sasaran tahun 2012
Pengukuran pencapaian sasaran tahun 2012
 
Moving Beyond Access: University Institutional Repositories, Copyright and Di...
Moving Beyond Access: University Institutional Repositories, Copyright and Di...Moving Beyond Access: University Institutional Repositories, Copyright and Di...
Moving Beyond Access: University Institutional Repositories, Copyright and Di...
 
Ewa Biłyk Industrial Symbiosis 2
Ewa Biłyk Industrial Symbiosis 2Ewa Biłyk Industrial Symbiosis 2
Ewa Biłyk Industrial Symbiosis 2
 
員工觀點_生產與作業管理
員工觀點_生產與作業管理員工觀點_生產與作業管理
員工觀點_生產與作業管理
 
Bruin Financial Brochure
Bruin Financial BrochureBruin Financial Brochure
Bruin Financial Brochure
 

Similaire à Omixon accurate variant detection slideshare version 2011 aug 17

Detection of genomic homology in eukaryotic genomes
Detection of genomic homology in eukaryotic genomesDetection of genomic homology in eukaryotic genomes
Detection of genomic homology in eukaryotic genomesKlaas Vandepoele
 
A Comparison of NGS Platforms.
A Comparison of NGS Platforms.A Comparison of NGS Platforms.
A Comparison of NGS Platforms.mkim8
 
ECCMID 2015 - So I have sequenced my genome ... what now?
ECCMID 2015 - So I have sequenced my genome ... what now?ECCMID 2015 - So I have sequenced my genome ... what now?
ECCMID 2015 - So I have sequenced my genome ... what now?Nick Loman
 
Bio305 genome analysis and annotation 2012
Bio305 genome analysis and annotation 2012Bio305 genome analysis and annotation 2012
Bio305 genome analysis and annotation 2012Mark Pallen
 
Overview of methods for variant calling from next-generation sequence data
Overview of methods for variant calling from next-generation sequence dataOverview of methods for variant calling from next-generation sequence data
Overview of methods for variant calling from next-generation sequence dataThomas Keane
 
Closing the Gap in Time: From Raw Data to Real Science
Closing the Gap in Time: From Raw Data to Real ScienceClosing the Gap in Time: From Raw Data to Real Science
Closing the Gap in Time: From Raw Data to Real ScienceJustin Johnson
 
NGS Applications I (UEB-UAT Bioinformatics Course - Session 2.1.2 - VHIR, Bar...
NGS Applications I (UEB-UAT Bioinformatics Course - Session 2.1.2 - VHIR, Bar...NGS Applications I (UEB-UAT Bioinformatics Course - Session 2.1.2 - VHIR, Bar...
NGS Applications I (UEB-UAT Bioinformatics Course - Session 2.1.2 - VHIR, Bar...VHIR Vall d’Hebron Institut de Recerca
 
Ngs microbiome
Ngs microbiomeNgs microbiome
Ngs microbiomejukais
 
Forsharing cshl2011 sequencing
Forsharing cshl2011 sequencingForsharing cshl2011 sequencing
Forsharing cshl2011 sequencingSean Davis
 
New Molecular Approaches to Identify 21st Century Microbes - Dr Melissa Mille...
New Molecular Approaches to Identify 21st Century Microbes - Dr Melissa Mille...New Molecular Approaches to Identify 21st Century Microbes - Dr Melissa Mille...
New Molecular Approaches to Identify 21st Century Microbes - Dr Melissa Mille...Eastern Pennsylvania Branch ASM
 
Lecture bioinformatics Part2.next generation
Lecture bioinformatics Part2.next generationLecture bioinformatics Part2.next generation
Lecture bioinformatics Part2.next generationMohamedHasan816582
 
2014 anu-canberra-streaming
2014 anu-canberra-streaming2014 anu-canberra-streaming
2014 anu-canberra-streamingc.titus.brown
 
Target Enrichment with NGS: Cardiomyopathy as a case study - BMR Genomics
Target Enrichment with NGS: Cardiomyopathy as a case study - BMR GenomicsTarget Enrichment with NGS: Cardiomyopathy as a case study - BMR Genomics
Target Enrichment with NGS: Cardiomyopathy as a case study - BMR GenomicsAndrea Telatin
 
2014 whitney-research
2014 whitney-research2014 whitney-research
2014 whitney-researchc.titus.brown
 
Apollo Collaborative genome annotation editing
Apollo Collaborative genome annotation editing Apollo Collaborative genome annotation editing
Apollo Collaborative genome annotation editing Monica Munoz-Torres
 
20100516 bioinformatics kapushesky_lecture08
20100516 bioinformatics kapushesky_lecture0820100516 bioinformatics kapushesky_lecture08
20100516 bioinformatics kapushesky_lecture08Computer Science Club
 
PROKARYOTIC TRANSCRIPTOMICS AND METAGENOMICS
PROKARYOTIC TRANSCRIPTOMICS AND METAGENOMICSPROKARYOTIC TRANSCRIPTOMICS AND METAGENOMICS
PROKARYOTIC TRANSCRIPTOMICS AND METAGENOMICSLubna MRL
 
Microbial Genomics and Bioinformatics: BM405 (2015)
Microbial Genomics and Bioinformatics: BM405 (2015)Microbial Genomics and Bioinformatics: BM405 (2015)
Microbial Genomics and Bioinformatics: BM405 (2015)Leighton Pritchard
 
Investigating Term Reuse and Overlap in Biomedical Ontologies
Investigating Term Reuse and Overlap in Biomedical OntologiesInvestigating Term Reuse and Overlap in Biomedical Ontologies
Investigating Term Reuse and Overlap in Biomedical OntologiesMaulik Kamdar
 

Similaire à Omixon accurate variant detection slideshare version 2011 aug 17 (20)

Detection of genomic homology in eukaryotic genomes
Detection of genomic homology in eukaryotic genomesDetection of genomic homology in eukaryotic genomes
Detection of genomic homology in eukaryotic genomes
 
A Comparison of NGS Platforms.
A Comparison of NGS Platforms.A Comparison of NGS Platforms.
A Comparison of NGS Platforms.
 
ECCMID 2015 - So I have sequenced my genome ... what now?
ECCMID 2015 - So I have sequenced my genome ... what now?ECCMID 2015 - So I have sequenced my genome ... what now?
ECCMID 2015 - So I have sequenced my genome ... what now?
 
Bio305 genome analysis and annotation 2012
Bio305 genome analysis and annotation 2012Bio305 genome analysis and annotation 2012
Bio305 genome analysis and annotation 2012
 
Overview of methods for variant calling from next-generation sequence data
Overview of methods for variant calling from next-generation sequence dataOverview of methods for variant calling from next-generation sequence data
Overview of methods for variant calling from next-generation sequence data
 
Closing the Gap in Time: From Raw Data to Real Science
Closing the Gap in Time: From Raw Data to Real ScienceClosing the Gap in Time: From Raw Data to Real Science
Closing the Gap in Time: From Raw Data to Real Science
 
NGS Applications I (UEB-UAT Bioinformatics Course - Session 2.1.2 - VHIR, Bar...
NGS Applications I (UEB-UAT Bioinformatics Course - Session 2.1.2 - VHIR, Bar...NGS Applications I (UEB-UAT Bioinformatics Course - Session 2.1.2 - VHIR, Bar...
NGS Applications I (UEB-UAT Bioinformatics Course - Session 2.1.2 - VHIR, Bar...
 
Ngs microbiome
Ngs microbiomeNgs microbiome
Ngs microbiome
 
Forsharing cshl2011 sequencing
Forsharing cshl2011 sequencingForsharing cshl2011 sequencing
Forsharing cshl2011 sequencing
 
New Molecular Approaches to Identify 21st Century Microbes - Dr Melissa Mille...
New Molecular Approaches to Identify 21st Century Microbes - Dr Melissa Mille...New Molecular Approaches to Identify 21st Century Microbes - Dr Melissa Mille...
New Molecular Approaches to Identify 21st Century Microbes - Dr Melissa Mille...
 
Lecture bioinformatics Part2.next generation
Lecture bioinformatics Part2.next generationLecture bioinformatics Part2.next generation
Lecture bioinformatics Part2.next generation
 
2014 anu-canberra-streaming
2014 anu-canberra-streaming2014 anu-canberra-streaming
2014 anu-canberra-streaming
 
Target Enrichment with NGS: Cardiomyopathy as a case study - BMR Genomics
Target Enrichment with NGS: Cardiomyopathy as a case study - BMR GenomicsTarget Enrichment with NGS: Cardiomyopathy as a case study - BMR Genomics
Target Enrichment with NGS: Cardiomyopathy as a case study - BMR Genomics
 
2014 whitney-research
2014 whitney-research2014 whitney-research
2014 whitney-research
 
Apollo Collaborative genome annotation editing
Apollo Collaborative genome annotation editing Apollo Collaborative genome annotation editing
Apollo Collaborative genome annotation editing
 
20100516 bioinformatics kapushesky_lecture08
20100516 bioinformatics kapushesky_lecture0820100516 bioinformatics kapushesky_lecture08
20100516 bioinformatics kapushesky_lecture08
 
PROKARYOTIC TRANSCRIPTOMICS AND METAGENOMICS
PROKARYOTIC TRANSCRIPTOMICS AND METAGENOMICSPROKARYOTIC TRANSCRIPTOMICS AND METAGENOMICS
PROKARYOTIC TRANSCRIPTOMICS AND METAGENOMICS
 
TaqMan® Gene Expression Products
TaqMan® Gene Expression ProductsTaqMan® Gene Expression Products
TaqMan® Gene Expression Products
 
Microbial Genomics and Bioinformatics: BM405 (2015)
Microbial Genomics and Bioinformatics: BM405 (2015)Microbial Genomics and Bioinformatics: BM405 (2015)
Microbial Genomics and Bioinformatics: BM405 (2015)
 
Investigating Term Reuse and Overlap in Biomedical Ontologies
Investigating Term Reuse and Overlap in Biomedical OntologiesInvestigating Term Reuse and Overlap in Biomedical Ontologies
Investigating Term Reuse and Overlap in Biomedical Ontologies
 

Dernier

Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls JaipurCall Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipurparulsinha
 
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Call Girls in Nagpur High Profile
 
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Dipal Arora
 
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on DeliveryCall Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Deliverynehamumbai
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escortsaditipandeya
 
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...narwatsonia7
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableDipal Arora
 
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...CALL GIRLS
 
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls ServiceKesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Servicemakika9823
 
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night EnjoyCall Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoybabeytanya
 
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort ServicePremium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Servicevidya singh
 
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiRussian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiAlinaDevecerski
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...hotbabesbook
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escortsvidya singh
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...chandars293
 
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...narwatsonia7
 
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomLucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomdiscovermytutordmt
 

Dernier (20)

Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls JaipurCall Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
Call Girls Service Jaipur Grishma WhatsApp ❤8445551418 VIP Call Girls Jaipur
 
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Ludhiana Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Kochi Just Call 9907093804 Top Class Call Girl Service Available
 
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
Book Paid Powai Call Girls Mumbai 𖠋 9930245274 𖠋Low Budget Full Independent H...
 
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
Call Girls Bhubaneswar Just Call 9907093804 Top Class Call Girl Service Avail...
 
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Nagpur Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on DeliveryCall Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
Call Girls Colaba Mumbai ❤️ 9920874524 👈 Cash on Delivery
 
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore EscortsVIP Call Girls Indore Kirti 💚😋  9256729539 🚀 Indore Escorts
VIP Call Girls Indore Kirti 💚😋 9256729539 🚀 Indore Escorts
 
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
VIP Call Girls Tirunelveli Aaradhya 8250192130 Independent Escort Service Tir...
 
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service AvailableCall Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
Call Girls Coimbatore Just Call 9907093804 Top Class Call Girl Service Available
 
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
Call Girls Service Surat Samaira ❤️🍑 8250192130 👄 Independent Escort Service ...
 
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls ServiceKesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
Kesar Bagh Call Girl Price 9548273370 , Lucknow Call Girls Service
 
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night EnjoyCall Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoy
Call Girl Number in Panvel Mumbai📲 9833363713 💞 Full Night Enjoy
 
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort ServicePremium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
Premium Call Girls Cottonpet Whatsapp 7001035870 Independent Escort Service
 
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls DelhiRussian Escorts Girls  Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
Russian Escorts Girls Nehru Place ZINATHI 🔝9711199012 ☪ 24/7 Call Girls Delhi
 
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
Night 7k to 12k Chennai City Center Call Girls 👉👉 7427069034⭐⭐ 100% Genuine E...
 
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore EscortsCall Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
Call Girls Horamavu WhatsApp Number 7001035870 Meeting With Bangalore Escorts
 
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
The Most Attractive Hyderabad Call Girls Kothapet 𖠋 6297143586 𖠋 Will You Mis...
 
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
Top Rated Bangalore Call Girls Richmond Circle ⟟ 8250192130 ⟟ Call Me For Gen...
 
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel roomLucknow Call girls - 8800925952 - 24x7 service with hotel room
Lucknow Call girls - 8800925952 - 24x7 service with hotel room
 

Omixon accurate variant detection slideshare version 2011 aug 17

Notes de l'éditeur

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