SlideShare a Scribd company logo
1 of 64
Download to read offline
| 1
Country Long Distance
Australia +61 3 8488 8993
Austria +43 (0) 7 2088 2171
Belgium +32 (0) 42 68 0164
Canada +1 (647) 497-9386
Denmark +45 (0) 89 88 04 43
Finland +358 (0) 931 58 4587
France +33 (0) 182 880 933
Germany +49 (0) 692 5736 7304
Ireland +353 (0) 19 036 186
Country Long Distance
Italy +39 0 294 75 15 36
Netherlands +31 (0) 108 080 115
New Zealand +64 (0) 9 801 0293
Norway +47 21 03 72 89
Spain +34 911 23 4247
Sweden +46 (0) 852 500 292
Switzerland +41 (0) 435 0824 40
United Kingdom +44 (0) 330 221 9921
United States +1 (646) 307-1726
TO USE YOUR COMPUTER'S AUDIO: When the webinar begins, you will be connected to audio using
your computer's microphone and speakers (VoIP). A headset is recommended.
--OR--
TO USE YOUR TELEPHONE: If you prefer to use your phone, you must select "Use Telephone" after
joining the webinar and call in using the numbers below.
Dial your country’s number and then use Access Code: 131-004-283
Next Generation Sequence Data Analysis in Pathway Studio
Our Webinar will begin in a few minutes
Next Generation
Sequence Data
Analysis in
Pathway Studio
For Current Pathway
Studio Users
May 6, 2014
| 3
Pathway Studio Web Now Includes Analysis
Capabilities for NGS (Variant and RNA-Seq data)
Pathway Studio Web customers with a subscription to the
Mammal+ChemEffect+DiseaseFx database
can now analyze Next Generation Sequencing (NGS) data results
using new tools released in Pathway Studio Web v. 11.0
Variant analysis requires the data included in the
ChemEffect and DiseaseFx database.
| 4
Types of Output and Analysis Options for NGS Data
Two data output types can be analyzed in Pathway Studio
RNA-Seq Whole Genome Sequence
or Exome Sequence
RNA-Seq Analysis
in Pathway Studio
Web
| 6
Analysis of RNA-Seq Data in Pathway Studio Web
File Format Requirements
X
?
1. Gene Identifiers that can be used in
Pathway Studio
a) Identifiers in the database
b) Identifiers that are mapped (using
a mapping file) to identifiers in the
database
2. Normalized measured values for each
gene
a) Can be RPKM, FPKM or fold
change
b) Need to pedestal data to avoid “0”
values. Zero values will remove
genes from inclusion in enrichment
analysis.
Cannot have multiple values in one field
Identifiers not in the database require a mapping file
| 7
Analysis of RNA-Seq Data in Pathway Studio Web
File Format Requirements
Gene ID Normalized Measured Values
| 8
Analysis of RNA-Seq Data in Pathway Studio Web
The import steps are similar to the Gene Expression analysis options
for microarray data.
| 9
Analysis of RNA-Seq Data in Pathway Studio Web
Variant Analysis
| 11
Variant Analysis in Pathway Studio
Data from the dbSNP database is includes in Pathway Studio
http://www.ncbi.nlm.nih.gov/snp
| 12
Variant Analysis in Pathway Studio
Data from the dbNSFP and 1000 Genomes databases are includes
in Pathway Studio
1000 Genomes [http://www.1000genomes.org/about] A Catalog of
Human Genetic Variation information provided by The 1000 Genomes
Project Consortium
dbNSFP [https://sites.google.com/site/jpopgen/dbNSFP and
http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4109890/#R19 ] A
database developed for functional prediction and annotation of all
potential non-synonymous single-nucleotide variants (nsSNVs) in the
human genome.
| 13
Variant Analysis in Pathway Studio
Search dbSNP database
Find variants in an individual genome
Analyze variants in a population
Upload genomic files
| 14
Variant Analysis in Pathway Studio
Search the dbSNP database – targeted filters
• Is the mutation within the coding region of a gene, the intron, the
regulatory region for expression of the gene, or is it in a region between
genes?
• Does the SNP affect the protein’s sequence, and if so, will the amino acid
change have a profound deleterious effect on the structure and function
of the protein, or will the change be well tolerated by the protein (not
impact its function and activity)?
• Is the mutation in a specific protein’s amino acid position or within a
region of the protein sequence that is known to be generally conserved
(very few changes) within the human population?
• Is the protein mutation within a region that is known to be conserved
(very few changes) across species other than just human?
• What chromosome and region of a chromosome is the SNP is located
on?
| 15
Variant Analysis in Pathway Studio
Search the dbSNP database – targeted filters
• What diseases or cell processes are associated with the gene containing
the SNP of interest? (This information is derived from Elsevier’s Pathway
Studio database.)
• Is there any known clinical impact reported for a specific SNP (such as:
pathogenic, drug response, etc.)?
• Does the SNP alter the splicing of the gene, or terminate the protein
sequence prematurely?
• How common or frequently is a particular SNP found within the standard
1000 Genome Project reference data?
[http://www.1000genomes.org/about]
| 16
Variant Analysis in Pathway Studio
Search dbSNP database
| 17
Variant Analysis in Pathway Studio
Search the dbSNP database – targeted filters
| 18
Variant Analysis in Pathway Studio
Search the dbSNP database – filter definitions
| 19
Variant Analysis in Pathway Studio
Search the dbSNP database – filter definitions
| 20
Variant Analysis in Pathway Studio
Search the dbSNP database – filter definitions
| 21
Variant Analysis in Pathway Studio
Search the dbSNP database – filter definitions
| 22
Variant Analysis in Pathway Studio
Search the dbSNP database – filter definitions
| 23
Variant Analysis in Pathway Studio
Search the dbSNP database – filter definitions
| 24
Variant Analysis in Pathway Studio
Search the dbSNP database – example
Example biological query:
Find SNP(s) that are potentially deleterious to the function of a protein(s) that
are known to be associated with Hodgkin Lymphoma.
| 25
Variant Analysis in Pathway Studio
Search the dbSNP database – example
Example biological query:
Find SNP(s) that are potentially deleterious to the function of a protein(s) that
are known to be associated with Hodgkin Lymphoma.
| 26
Variant Analysis in Pathway Studio
Search the dbSNP database – example filter definitions
Example biological query:
Find SNP(s) that are potentially deleterious to the function of a protein(s) that
are known to be associated with Hodgkin Lymphoma.
| 27
Variant Analysis in Pathway Studio
Search the dbSNP database – example
Example biological query:
Find SNP(s) that are potentially deleterious to the function of a protein(s) that
are known to be associated with Hodgkin Lymphoma.
| 28
Variant Analysis in Pathway Studio
Search the dbSNP database – example
Example biological query:
Find SNP(s) that are potentially deleterious to the function of a protein(s) that
are known to be associated with Hodgkin Lymphoma.
| 29
Variant Analysis in Pathway Studio
Search the dbSNP database – example
Example biological query:
Find SNP(s) that are potentially deleterious to the function of a protein(s) that
are known to be associated with Hodgkin Lymphoma.
| 30
Variant Analysis in Pathway Studio
Example biological query:
Find SNP(s) that are potentially deleterious to the function of a protein(s) that
are known to be associated with Hodgkin Lymphoma.
Search the dbSNP database – example
Importing Genomic
Data into Pathway
Studio Web
| 32
Variant Analysis in Pathway Studio
Importing individual genomic data into Pathway Studio
Upload genomic files
| 33
Variant Analysis in Pathway Studio
Importing individual genomic data into Pathway Studio – file formats
The format required for both genomic or exome
data is .vcf files
[http://www.1000genomes.org/node/101].
The time to upload a file is dependent on the size
of the file and the number of files.
.vcf files need to have been generated using the
same version of the reference genome as is loaded
into the database.
| 34
Variant Analysis in Pathway Studio
Importing individual genomic data into Pathway Studio
| 35
Variant Analysis in Pathway Studio
Importing individual genomic data into Pathway Studio
| 36
Variant Analysis in Pathway Studio
Importing individual genomic data into Pathway Studio
Find variants in an individual genome
| 37
Variant Analysis in Pathway Studio
Importing individual genomic data into Pathway Studio
Analysis of an
Individual Genome
| 39
Variant Analysis in Pathway Studio
Search single exome file for interesting variants
Example biological query:
Question: Are there any novel (not yet reported) potentially damaging variants in this
dataset in genes known through Elsevier’s text-mining to be associated with the
cellular processes apoptosis.
| 40
Variant Analysis in Pathway Studio
Example biological query:
Question: Are there any novel (not yet reported) potentially damaging variants in this
dataset in genes known through Elsevier’s text-mining to be associated with the
cellular processes apoptosis.
Search single exome file for interesting variants
| 41
Variant Analysis in Pathway Studio
Example biological query:
Question: Are there any novel (not yet reported) potentially damaging variants in this
dataset in genes known through Elsevier’s text-mining to be associated with the
cellular processes apoptosis.
Search single exome file for interesting variants
| 42
Variant Analysis in Pathway Studio
Example biological query:
Question: Are there any novel (not yet reported) potentially damaging variants in this
dataset in genes known through Elsevier’s text-mining to be associated with the
cellular processes apoptosis.
Search single exome file for interesting variants
| 43
Variant Analysis in Pathway Studio
Example biological query:
Question: Are there any novel (not yet reported) potentially damaging variants in this
dataset in genes known through Elsevier’s text-mining to be associated with the
cellular processes apoptosis.
Search single exome file for interesting variants
| 44
Variant Analysis in Pathway Studio
Example biological query:
Question: Are there any novel (not yet reported) potentially damaging variants in this
dataset in genes known through Elsevier’s text-mining to be associated with the
cellular processes apoptosis.
Search single exome file for interesting variants
Analysis of an
Multiple Genomes
| 46
Variant Analysis in Pathway Studio
Variant analysis of multiple genomes – import
Upload genomic files
| 47
Variant Analysis in Pathway Studio
Variant analysis of multiple genomes – import
| 48
Variant Analysis in Pathway Studio
Analyze variants in a population
| 49
Variant Analysis in Pathway Studio
Variant analysis of multiple genomes - comparisons
| 50
Variant Analysis in Pathway Studio
Variant analysis of multiple genomes - comparisons
| 51
Variant Analysis in Pathway Studio
Variant analysis of multiple genomes - comparisons
| 52
Variant Analysis in Pathway Studio
Variant analysis of multiple genomes
Example biological query:
Question: Find homozygous variants that are present in at least three of the case
samples but not in any of the control samples that are also in the coding region and
are known to be associated with breast cancer.
| 53
Variant Analysis in Pathway Studio
Variant analysis of multiple genomes
Example biological query:
Question: Find homozygous variants that are present in at least three of the case
samples but not in any of the control samples that are also in the coding region and
are known to be associated with breast cancer.
| 54
Variant Analysis in Pathway Studio
Variant analysis of multiple genomes
Example biological query:
Question: Find homozygous variants that are present in at least three of the case
samples but not in any of the control samples that are also in the coding region and
are known to be associated with breast cancer.
| 55
Variant Analysis in Pathway Studio
Variant analysis of multiple genomes
Example biological query:
Question: Find homozygous variants that are present in at least three of the case
samples but not in any of the control samples that are also in the coding region and
are known to be associated with breast cancer.
| 56
Variant Analysis in Pathway Studio
Variant analysis of multiple genomes
Example biological query:
Question: Find homozygous variants that are present in at least three of the case
samples but not in any of the control samples that are also in the coding region and
are known to be associated with breast cancer.
| 57
Variant Analysis in Pathway Studio
Variant analysis of multiple genomes
Example biological query:
Question: Find homozygous variants that are present in at least three of the case
samples but not in any of the control samples that are also in the coding region and
are known to be associated with breast cancer.
Note: in the Case and Control column, the
number of times the specific variant is identified
are represented by four numbers in this order:
• homozygous
• heterozygous
• hemizygous
• ambiguous
| 58
Variant Analysis in Pathway Studio
Variant analysis of multiple genomes
Example biological query:
Question: Find homozygous variants that are present in at least three of the case
samples but not in any of the control samples that are also in the coding region and
are known to be associated with breast cancer.
| 59
Variant Analysis in Pathway Studio
Variant analysis of multiple genomes
Example biological query:
Question: Find homozygous variants that are present in at least three of the case
samples but not in any of the control samples that are also in the coding region and
are known to be associated with breast cancer.
| 60
NGS data analysis Pathway Studio
Where to find help
| 61
Variant Analysis in Pathway Studio
http://help.elsevier.com/app/answers/detail/a_id/5549/p/9047/
Where to find help
| 62
Variant Analysis in Pathway Studio
Where to find help
| 63
Variant Analysis in Pathway Studio
Where to find help
http://help.elsevier.com/app/pathway_select/p/9048
Questions?

More Related Content

What's hot

2011-10-11 Open PHACTS at BioIT World Europe
2011-10-11 Open PHACTS at BioIT World Europe2011-10-11 Open PHACTS at BioIT World Europe
2011-10-11 Open PHACTS at BioIT World Europeopen_phacts
 
Gene Ontology Enrichment Network Analysis -Tutorial
Gene Ontology Enrichment Network Analysis -TutorialGene Ontology Enrichment Network Analysis -Tutorial
Gene Ontology Enrichment Network Analysis -TutorialDmitry Grapov
 
SEEK for Science: A Data and Model Management Platform to support Open and Re...
SEEK for Science: A Data and Model Management Platform to support Open and Re...SEEK for Science: A Data and Model Management Platform to support Open and Re...
SEEK for Science: A Data and Model Management Platform to support Open and Re...Carole Goble
 
Reproducibility and Scientific Research: why, what, where, when, who, how
Reproducibility and Scientific Research: why, what, where, when, who, how Reproducibility and Scientific Research: why, what, where, when, who, how
Reproducibility and Scientific Research: why, what, where, when, who, how Carole Goble
 
Martin Ringwald, Mouse Gene Expression DB, fged_seattle_2013
Martin Ringwald, Mouse Gene Expression DB, fged_seattle_2013Martin Ringwald, Mouse Gene Expression DB, fged_seattle_2013
Martin Ringwald, Mouse Gene Expression DB, fged_seattle_2013Functional Genomics Data Society
 
EnrichNet: Graph-based statistic and web-application for gene/protein set enr...
EnrichNet: Graph-based statistic and web-application for gene/protein set enr...EnrichNet: Graph-based statistic and web-application for gene/protein set enr...
EnrichNet: Graph-based statistic and web-application for gene/protein set enr...Enrico Glaab
 
Metabolomics Society meeting 2011 - presentatie Kees
Metabolomics Society meeting 2011 - presentatie KeesMetabolomics Society meeting 2011 - presentatie Kees
Metabolomics Society meeting 2011 - presentatie Keesthehyve
 
150219 agbt giab_poster_marc
150219 agbt giab_poster_marc150219 agbt giab_poster_marc
150219 agbt giab_poster_marcGenomeInABottle
 
Ondex: Data integration and visualisation
Ondex: Data integration and visualisationOndex: Data integration and visualisation
Ondex: Data integration and visualisationBiogeeks
 
Aug2015 Giab nist integration methods
Aug2015 Giab nist integration methodsAug2015 Giab nist integration methods
Aug2015 Giab nist integration methodsGenomeInABottle
 
Pharos: Putting targets in context
Pharos: Putting targets in contextPharos: Putting targets in context
Pharos: Putting targets in contextRajarshi Guha
 
Automation of (Biological) Data Analysis and Report Generation
Automation of (Biological) Data Analysis and Report GenerationAutomation of (Biological) Data Analysis and Report Generation
Automation of (Biological) Data Analysis and Report GenerationDmitry Grapov
 
Complex Systems Biology Informed Data Analysis and Machine Learning
Complex Systems Biology Informed Data Analysis and Machine LearningComplex Systems Biology Informed Data Analysis and Machine Learning
Complex Systems Biology Informed Data Analysis and Machine LearningDmitry Grapov
 
Giab aug2015 intro and update 150821.pptx
Giab aug2015 intro and update 150821.pptxGiab aug2015 intro and update 150821.pptx
Giab aug2015 intro and update 150821.pptxGenomeInABottle
 
DataFAIRy bioassays pilot -- lessons learned and future outlook
DataFAIRy bioassays pilot -- lessons learned and future outlookDataFAIRy bioassays pilot -- lessons learned and future outlook
DataFAIRy bioassays pilot -- lessons learned and future outlookIsabella Feierberg
 
Guide to Immunopharmacology update
Guide to Immunopharmacology updateGuide to Immunopharmacology update
Guide to Immunopharmacology updateChris Southan
 
Advanced Bioinformatics for Genomics and BioData Driven Research
Advanced Bioinformatics for Genomics and BioData Driven ResearchAdvanced Bioinformatics for Genomics and BioData Driven Research
Advanced Bioinformatics for Genomics and BioData Driven ResearchEuropean Bioinformatics Institute
 
2020.04.07 automated molecular design and the bradshaw platform webinar
2020.04.07 automated molecular design and the bradshaw platform webinar2020.04.07 automated molecular design and the bradshaw platform webinar
2020.04.07 automated molecular design and the bradshaw platform webinarPistoia Alliance
 

What's hot (20)

2011-10-11 Open PHACTS at BioIT World Europe
2011-10-11 Open PHACTS at BioIT World Europe2011-10-11 Open PHACTS at BioIT World Europe
2011-10-11 Open PHACTS at BioIT World Europe
 
Gene Ontology Enrichment Network Analysis -Tutorial
Gene Ontology Enrichment Network Analysis -TutorialGene Ontology Enrichment Network Analysis -Tutorial
Gene Ontology Enrichment Network Analysis -Tutorial
 
SEEK for Science: A Data and Model Management Platform to support Open and Re...
SEEK for Science: A Data and Model Management Platform to support Open and Re...SEEK for Science: A Data and Model Management Platform to support Open and Re...
SEEK for Science: A Data and Model Management Platform to support Open and Re...
 
Cshl minseqe 2013_ouellette
Cshl minseqe 2013_ouelletteCshl minseqe 2013_ouellette
Cshl minseqe 2013_ouellette
 
Reproducibility and Scientific Research: why, what, where, when, who, how
Reproducibility and Scientific Research: why, what, where, when, who, how Reproducibility and Scientific Research: why, what, where, when, who, how
Reproducibility and Scientific Research: why, what, where, when, who, how
 
Martin Ringwald, Mouse Gene Expression DB, fged_seattle_2013
Martin Ringwald, Mouse Gene Expression DB, fged_seattle_2013Martin Ringwald, Mouse Gene Expression DB, fged_seattle_2013
Martin Ringwald, Mouse Gene Expression DB, fged_seattle_2013
 
EnrichNet: Graph-based statistic and web-application for gene/protein set enr...
EnrichNet: Graph-based statistic and web-application for gene/protein set enr...EnrichNet: Graph-based statistic and web-application for gene/protein set enr...
EnrichNet: Graph-based statistic and web-application for gene/protein set enr...
 
Metabolomics Society meeting 2011 - presentatie Kees
Metabolomics Society meeting 2011 - presentatie KeesMetabolomics Society meeting 2011 - presentatie Kees
Metabolomics Society meeting 2011 - presentatie Kees
 
150219 agbt giab_poster_marc
150219 agbt giab_poster_marc150219 agbt giab_poster_marc
150219 agbt giab_poster_marc
 
Ondex: Data integration and visualisation
Ondex: Data integration and visualisationOndex: Data integration and visualisation
Ondex: Data integration and visualisation
 
Aug2015 Giab nist integration methods
Aug2015 Giab nist integration methodsAug2015 Giab nist integration methods
Aug2015 Giab nist integration methods
 
Pharos: Putting targets in context
Pharos: Putting targets in contextPharos: Putting targets in context
Pharos: Putting targets in context
 
Clicking Past Google
Clicking Past GoogleClicking Past Google
Clicking Past Google
 
Automation of (Biological) Data Analysis and Report Generation
Automation of (Biological) Data Analysis and Report GenerationAutomation of (Biological) Data Analysis and Report Generation
Automation of (Biological) Data Analysis and Report Generation
 
Complex Systems Biology Informed Data Analysis and Machine Learning
Complex Systems Biology Informed Data Analysis and Machine LearningComplex Systems Biology Informed Data Analysis and Machine Learning
Complex Systems Biology Informed Data Analysis and Machine Learning
 
Giab aug2015 intro and update 150821.pptx
Giab aug2015 intro and update 150821.pptxGiab aug2015 intro and update 150821.pptx
Giab aug2015 intro and update 150821.pptx
 
DataFAIRy bioassays pilot -- lessons learned and future outlook
DataFAIRy bioassays pilot -- lessons learned and future outlookDataFAIRy bioassays pilot -- lessons learned and future outlook
DataFAIRy bioassays pilot -- lessons learned and future outlook
 
Guide to Immunopharmacology update
Guide to Immunopharmacology updateGuide to Immunopharmacology update
Guide to Immunopharmacology update
 
Advanced Bioinformatics for Genomics and BioData Driven Research
Advanced Bioinformatics for Genomics and BioData Driven ResearchAdvanced Bioinformatics for Genomics and BioData Driven Research
Advanced Bioinformatics for Genomics and BioData Driven Research
 
2020.04.07 automated molecular design and the bradshaw platform webinar
2020.04.07 automated molecular design and the bradshaw platform webinar2020.04.07 automated molecular design and the bradshaw platform webinar
2020.04.07 automated molecular design and the bradshaw platform webinar
 

Similar to Next Generation Sequence with Pathway Studio

Giab jan2016 intro and update 160128
Giab jan2016 intro and update 160128Giab jan2016 intro and update 160128
Giab jan2016 intro and update 160128GenomeInABottle
 
Genome in a Bottle - Towards new benchmarks for the “dark matter” of the huma...
Genome in a Bottle - Towards new benchmarks for the “dark matter” of the huma...Genome in a Bottle - Towards new benchmarks for the “dark matter” of the huma...
Genome in a Bottle - Towards new benchmarks for the “dark matter” of the huma...GenomeInABottle
 
Giab for jax long read 190917
Giab for jax long read 190917Giab for jax long read 190917
Giab for jax long read 190917GenomeInABottle
 
2013 02-14 - ngs webinar - sellappan
2013 02-14 - ngs webinar - sellappan2013 02-14 - ngs webinar - sellappan
2013 02-14 - ngs webinar - sellappanElsa von Licy
 
Experimental Designs in Next Generation Sequencing
Experimental Designs in Next Generation Sequencing Experimental Designs in Next Generation Sequencing
Experimental Designs in Next Generation Sequencing GuttiPavan
 
GIAB update for GRC GIAB workshop 191015
GIAB update for GRC GIAB workshop 191015GIAB update for GRC GIAB workshop 191015
GIAB update for GRC GIAB workshop 191015GenomeInABottle
 
GIAB Benchmarks for SVs and Repeats for stanford genetics sv 200511
GIAB Benchmarks for SVs and Repeats for stanford genetics sv 200511GIAB Benchmarks for SVs and Repeats for stanford genetics sv 200511
GIAB Benchmarks for SVs and Repeats for stanford genetics sv 200511GenomeInABottle
 
Seminario en CIFASIS, Rosario, Argentina - Seminar in CIFASIS, Rosario, Argen...
Seminario en CIFASIS, Rosario, Argentina - Seminar in CIFASIS, Rosario, Argen...Seminario en CIFASIS, Rosario, Argentina - Seminar in CIFASIS, Rosario, Argen...
Seminario en CIFASIS, Rosario, Argentina - Seminar in CIFASIS, Rosario, Argen...Alejandra Gonzalez-Beltran
 
Aug2014 abrf interlaboratory study plans
Aug2014 abrf interlaboratory study plansAug2014 abrf interlaboratory study plans
Aug2014 abrf interlaboratory study plansGenomeInABottle
 
2012 10-24 - ngs webinar
2012 10-24 - ngs webinar2012 10-24 - ngs webinar
2012 10-24 - ngs webinarElsa von Licy
 
GIAB Integrating multiple technologies to form benchmark SVs 180517
GIAB Integrating multiple technologies to form benchmark SVs 180517GIAB Integrating multiple technologies to form benchmark SVs 180517
GIAB Integrating multiple technologies to form benchmark SVs 180517GenomeInABottle
 
Bioinformatics (Exam point of view)
Bioinformatics (Exam point of view)Bioinformatics (Exam point of view)
Bioinformatics (Exam point of view)Sijo A
 
Cpgr services brochure 14 may 2013 - v 16
Cpgr services brochure   14 may 2013 - v 16Cpgr services brochure   14 may 2013 - v 16
Cpgr services brochure 14 may 2013 - v 16Reinhard Hiller
 
GIAB for AMP GeT-RM Forum
GIAB for AMP GeT-RM ForumGIAB for AMP GeT-RM Forum
GIAB for AMP GeT-RM ForumGenomeInABottle
 
QIAseq Targeted DNA, RNA and Fusion Gene Panels
QIAseq Targeted DNA, RNA and Fusion Gene PanelsQIAseq Targeted DNA, RNA and Fusion Gene Panels
QIAseq Targeted DNA, RNA and Fusion Gene PanelsQIAGEN
 

Similar to Next Generation Sequence with Pathway Studio (20)

Giab jan2016 intro and update 160128
Giab jan2016 intro and update 160128Giab jan2016 intro and update 160128
Giab jan2016 intro and update 160128
 
Variant analysis and whole exome sequencing
Variant analysis and whole exome sequencingVariant analysis and whole exome sequencing
Variant analysis and whole exome sequencing
 
Ngs webinar 2013
Ngs webinar 2013Ngs webinar 2013
Ngs webinar 2013
 
Genome in a Bottle - Towards new benchmarks for the “dark matter” of the huma...
Genome in a Bottle - Towards new benchmarks for the “dark matter” of the huma...Genome in a Bottle - Towards new benchmarks for the “dark matter” of the huma...
Genome in a Bottle - Towards new benchmarks for the “dark matter” of the huma...
 
Giab for jax long read 190917
Giab for jax long read 190917Giab for jax long read 190917
Giab for jax long read 190917
 
2013 02-14 - ngs webinar - sellappan
2013 02-14 - ngs webinar - sellappan2013 02-14 - ngs webinar - sellappan
2013 02-14 - ngs webinar - sellappan
 
Experimental Designs in Next Generation Sequencing
Experimental Designs in Next Generation Sequencing Experimental Designs in Next Generation Sequencing
Experimental Designs in Next Generation Sequencing
 
GIAB update for GRC GIAB workshop 191015
GIAB update for GRC GIAB workshop 191015GIAB update for GRC GIAB workshop 191015
GIAB update for GRC GIAB workshop 191015
 
GIAB Benchmarks for SVs and Repeats for stanford genetics sv 200511
GIAB Benchmarks for SVs and Repeats for stanford genetics sv 200511GIAB Benchmarks for SVs and Repeats for stanford genetics sv 200511
GIAB Benchmarks for SVs and Repeats for stanford genetics sv 200511
 
Seminario en CIFASIS, Rosario, Argentina - Seminar in CIFASIS, Rosario, Argen...
Seminario en CIFASIS, Rosario, Argentina - Seminar in CIFASIS, Rosario, Argen...Seminario en CIFASIS, Rosario, Argentina - Seminar in CIFASIS, Rosario, Argen...
Seminario en CIFASIS, Rosario, Argentina - Seminar in CIFASIS, Rosario, Argen...
 
Aug2014 abrf interlaboratory study plans
Aug2014 abrf interlaboratory study plansAug2014 abrf interlaboratory study plans
Aug2014 abrf interlaboratory study plans
 
2012 10-24 - ngs webinar
2012 10-24 - ngs webinar2012 10-24 - ngs webinar
2012 10-24 - ngs webinar
 
GIAB Integrating multiple technologies to form benchmark SVs 180517
GIAB Integrating multiple technologies to form benchmark SVs 180517GIAB Integrating multiple technologies to form benchmark SVs 180517
GIAB Integrating multiple technologies to form benchmark SVs 180517
 
Bioinformatics (Exam point of view)
Bioinformatics (Exam point of view)Bioinformatics (Exam point of view)
Bioinformatics (Exam point of view)
 
Cpgr services brochure 14 may 2013 - v 16
Cpgr services brochure   14 may 2013 - v 16Cpgr services brochure   14 may 2013 - v 16
Cpgr services brochure 14 may 2013 - v 16
 
May 15 workshop
May 15  workshopMay 15  workshop
May 15 workshop
 
GIAB for AMP GeT-RM Forum
GIAB for AMP GeT-RM ForumGIAB for AMP GeT-RM Forum
GIAB for AMP GeT-RM Forum
 
May workshop
May workshopMay workshop
May workshop
 
171017 giab for giab grc workshop
171017 giab for giab grc workshop171017 giab for giab grc workshop
171017 giab for giab grc workshop
 
QIAseq Targeted DNA, RNA and Fusion Gene Panels
QIAseq Targeted DNA, RNA and Fusion Gene PanelsQIAseq Targeted DNA, RNA and Fusion Gene Panels
QIAseq Targeted DNA, RNA and Fusion Gene Panels
 

More from Ann-Marie Roche

How predictive models help Medicinal Chemists design better drugs_webinar
How predictive models help Medicinal Chemists design better drugs_webinarHow predictive models help Medicinal Chemists design better drugs_webinar
How predictive models help Medicinal Chemists design better drugs_webinarAnn-Marie Roche
 
Webinar: New RMC - Your lead_optimization Solution June082017
Webinar: New RMC - Your lead_optimization Solution June082017Webinar: New RMC - Your lead_optimization Solution June082017
Webinar: New RMC - Your lead_optimization Solution June082017Ann-Marie Roche
 
Oil&Gas Thought Leader Webinar - New Plays for Old Ideas - Dr.Gabor Tari
Oil&Gas Thought Leader Webinar - New Plays for Old Ideas - Dr.Gabor TariOil&Gas Thought Leader Webinar - New Plays for Old Ideas - Dr.Gabor Tari
Oil&Gas Thought Leader Webinar - New Plays for Old Ideas - Dr.Gabor TariAnn-Marie Roche
 
Oil&Gas Thought-Leader Webinar - New Plays for Old Ideas - Dr. Rob Forkner
Oil&Gas Thought-Leader Webinar - New Plays for Old Ideas - Dr. Rob ForknerOil&Gas Thought-Leader Webinar - New Plays for Old Ideas - Dr. Rob Forkner
Oil&Gas Thought-Leader Webinar - New Plays for Old Ideas - Dr. Rob ForknerAnn-Marie Roche
 
Oil&Gas Thought-Leader Webinar - New Plays for Old Ideas - Dr. Sander Houben
Oil&Gas Thought-Leader Webinar - New Plays for Old Ideas - Dr. Sander HoubenOil&Gas Thought-Leader Webinar - New Plays for Old Ideas - Dr. Sander Houben
Oil&Gas Thought-Leader Webinar - New Plays for Old Ideas - Dr. Sander HoubenAnn-Marie Roche
 
Embase for pharmacovigilance: Search and validation March 22 2017
Embase for pharmacovigilance: Search and validation March 22 2017Embase for pharmacovigilance: Search and validation March 22 2017
Embase for pharmacovigilance: Search and validation March 22 2017Ann-Marie Roche
 
Literature Management for Pharmacovigilance: Outsource or in-house solution? ...
Literature Management for Pharmacovigilance: Outsource or in-house solution? ...Literature Management for Pharmacovigilance: Outsource or in-house solution? ...
Literature Management for Pharmacovigilance: Outsource or in-house solution? ...Ann-Marie Roche
 
Finding the right medical device information in embase 11 2016
Finding the right medical device information in embase 11 2016Finding the right medical device information in embase 11 2016
Finding the right medical device information in embase 11 2016Ann-Marie Roche
 
Medical device reporting 27 sep2016
Medical device reporting 27 sep2016Medical device reporting 27 sep2016
Medical device reporting 27 sep2016Ann-Marie Roche
 
Literature monitoring for pv what are we doing at galderma elsevier webinar
Literature monitoring for pv   what are we doing at galderma elsevier webinarLiterature monitoring for pv   what are we doing at galderma elsevier webinar
Literature monitoring for pv what are we doing at galderma elsevier webinarAnn-Marie Roche
 
Drug analytics based on triple linking v1.0
Drug analytics based on triple linking v1.0Drug analytics based on triple linking v1.0
Drug analytics based on triple linking v1.0Ann-Marie Roche
 
Reaxys rmc unified platform_ webinar_
Reaxys rmc unified platform_ webinar_Reaxys rmc unified platform_ webinar_
Reaxys rmc unified platform_ webinar_Ann-Marie Roche
 
Pathway studiosymposium lorenzi
Pathway studiosymposium lorenziPathway studiosymposium lorenzi
Pathway studiosymposium lorenziAnn-Marie Roche
 
Searching literature databases for post authorisation safety studies (pass)
Searching literature databases for post authorisation safety studies (pass)Searching literature databases for post authorisation safety studies (pass)
Searching literature databases for post authorisation safety studies (pass)Ann-Marie Roche
 
Julie glanville embase sunrise seminar may 2016
Julie glanville embase sunrise seminar may 2016Julie glanville embase sunrise seminar may 2016
Julie glanville embase sunrise seminar may 2016Ann-Marie Roche
 
Ian crowlesmith embase retrospective mla 2016
Ian crowlesmith embase retrospective mla 2016Ian crowlesmith embase retrospective mla 2016
Ian crowlesmith embase retrospective mla 2016Ann-Marie Roche
 
Ivan krstic embase update mla 2016
Ivan krstic embase update mla 2016Ivan krstic embase update mla 2016
Ivan krstic embase update mla 2016Ann-Marie Roche
 
Kp bloch psm preparedness final rev
Kp bloch psm preparedness final revKp bloch psm preparedness final rev
Kp bloch psm preparedness final revAnn-Marie Roche
 

More from Ann-Marie Roche (20)

How predictive models help Medicinal Chemists design better drugs_webinar
How predictive models help Medicinal Chemists design better drugs_webinarHow predictive models help Medicinal Chemists design better drugs_webinar
How predictive models help Medicinal Chemists design better drugs_webinar
 
Webinar: New RMC - Your lead_optimization Solution June082017
Webinar: New RMC - Your lead_optimization Solution June082017Webinar: New RMC - Your lead_optimization Solution June082017
Webinar: New RMC - Your lead_optimization Solution June082017
 
Oil&Gas Thought Leader Webinar - New Plays for Old Ideas - Dr.Gabor Tari
Oil&Gas Thought Leader Webinar - New Plays for Old Ideas - Dr.Gabor TariOil&Gas Thought Leader Webinar - New Plays for Old Ideas - Dr.Gabor Tari
Oil&Gas Thought Leader Webinar - New Plays for Old Ideas - Dr.Gabor Tari
 
Oil&Gas Thought-Leader Webinar - New Plays for Old Ideas - Dr. Rob Forkner
Oil&Gas Thought-Leader Webinar - New Plays for Old Ideas - Dr. Rob ForknerOil&Gas Thought-Leader Webinar - New Plays for Old Ideas - Dr. Rob Forkner
Oil&Gas Thought-Leader Webinar - New Plays for Old Ideas - Dr. Rob Forkner
 
Oil&Gas Thought-Leader Webinar - New Plays for Old Ideas - Dr. Sander Houben
Oil&Gas Thought-Leader Webinar - New Plays for Old Ideas - Dr. Sander HoubenOil&Gas Thought-Leader Webinar - New Plays for Old Ideas - Dr. Sander Houben
Oil&Gas Thought-Leader Webinar - New Plays for Old Ideas - Dr. Sander Houben
 
Embase for pharmacovigilance: Search and validation March 22 2017
Embase for pharmacovigilance: Search and validation March 22 2017Embase for pharmacovigilance: Search and validation March 22 2017
Embase for pharmacovigilance: Search and validation March 22 2017
 
Literature Management for Pharmacovigilance: Outsource or in-house solution? ...
Literature Management for Pharmacovigilance: Outsource or in-house solution? ...Literature Management for Pharmacovigilance: Outsource or in-house solution? ...
Literature Management for Pharmacovigilance: Outsource or in-house solution? ...
 
Finding the right medical device information in embase 11 2016
Finding the right medical device information in embase 11 2016Finding the right medical device information in embase 11 2016
Finding the right medical device information in embase 11 2016
 
Medical device reporting 27 sep2016
Medical device reporting 27 sep2016Medical device reporting 27 sep2016
Medical device reporting 27 sep2016
 
Eac webinar 09.21.2016
Eac webinar 09.21.2016Eac webinar 09.21.2016
Eac webinar 09.21.2016
 
Literature monitoring for pv what are we doing at galderma elsevier webinar
Literature monitoring for pv   what are we doing at galderma elsevier webinarLiterature monitoring for pv   what are we doing at galderma elsevier webinar
Literature monitoring for pv what are we doing at galderma elsevier webinar
 
Drug analytics based on triple linking v1.0
Drug analytics based on triple linking v1.0Drug analytics based on triple linking v1.0
Drug analytics based on triple linking v1.0
 
Knovel lss webinar
Knovel lss webinarKnovel lss webinar
Knovel lss webinar
 
Reaxys rmc unified platform_ webinar_
Reaxys rmc unified platform_ webinar_Reaxys rmc unified platform_ webinar_
Reaxys rmc unified platform_ webinar_
 
Pathway studiosymposium lorenzi
Pathway studiosymposium lorenziPathway studiosymposium lorenzi
Pathway studiosymposium lorenzi
 
Searching literature databases for post authorisation safety studies (pass)
Searching literature databases for post authorisation safety studies (pass)Searching literature databases for post authorisation safety studies (pass)
Searching literature databases for post authorisation safety studies (pass)
 
Julie glanville embase sunrise seminar may 2016
Julie glanville embase sunrise seminar may 2016Julie glanville embase sunrise seminar may 2016
Julie glanville embase sunrise seminar may 2016
 
Ian crowlesmith embase retrospective mla 2016
Ian crowlesmith embase retrospective mla 2016Ian crowlesmith embase retrospective mla 2016
Ian crowlesmith embase retrospective mla 2016
 
Ivan krstic embase update mla 2016
Ivan krstic embase update mla 2016Ivan krstic embase update mla 2016
Ivan krstic embase update mla 2016
 
Kp bloch psm preparedness final rev
Kp bloch psm preparedness final revKp bloch psm preparedness final rev
Kp bloch psm preparedness final rev
 

Recently uploaded

Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy GirlsCall Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girlsnehamumbai
 
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiCall Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiNehru place Escorts
 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...Garima Khatri
 
Call Girls Chennai Megha 9907093804 Independent Call Girls Service Chennai
Call Girls Chennai Megha 9907093804 Independent Call Girls Service ChennaiCall Girls Chennai Megha 9907093804 Independent Call Girls Service Chennai
Call Girls Chennai Megha 9907093804 Independent Call Girls Service ChennaiNehru place Escorts
 
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
 
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Miss joya
 
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Availablenarwatsonia7
 
Low Rate Call Girls Ambattur Anika 8250192130 Independent Escort Service Amba...
Low Rate Call Girls Ambattur Anika 8250192130 Independent Escort Service Amba...Low Rate Call Girls Ambattur Anika 8250192130 Independent Escort Service Amba...
Low Rate Call Girls Ambattur Anika 8250192130 Independent Escort Service Amba...narwatsonia7
 
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
 
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowSonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowRiya Pathan
 
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000aliya bhat
 
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...narwatsonia7
 
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 Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service BangaloreCall Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalorenarwatsonia7
 
Call Girl Chennai Indira 9907093804 Independent Call Girls Service Chennai
Call Girl Chennai Indira 9907093804 Independent Call Girls Service ChennaiCall Girl Chennai Indira 9907093804 Independent Call Girls Service Chennai
Call Girl Chennai Indira 9907093804 Independent Call Girls Service ChennaiNehru place Escorts
 
Call Girls Service Bellary Road Just Call 7001305949 Enjoy College Girls Service
Call Girls Service Bellary Road Just Call 7001305949 Enjoy College Girls ServiceCall Girls Service Bellary Road Just Call 7001305949 Enjoy College Girls Service
Call Girls Service Bellary Road Just Call 7001305949 Enjoy College Girls Servicenarwatsonia7
 
Russian Call Girls Chennai Madhuri 9907093804 Independent Call Girls Service ...
Russian Call Girls Chennai Madhuri 9907093804 Independent Call Girls Service ...Russian Call Girls Chennai Madhuri 9907093804 Independent Call Girls Service ...
Russian Call Girls Chennai Madhuri 9907093804 Independent Call Girls Service ...Nehru place Escorts
 
Call Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service NoidaCall Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service NoidaPooja Gupta
 

Recently uploaded (20)

Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy GirlsCall Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
Call Girls In Andheri East Call 9920874524 Book Hot And Sexy Girls
 
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service ChennaiCall Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
Call Girls Service Chennai Jiya 7001305949 Independent Escort Service Chennai
 
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
VIP Mumbai Call Girls Hiranandani Gardens Just Call 9920874524 with A/C Room ...
 
Call Girls Chennai Megha 9907093804 Independent Call Girls Service Chennai
Call Girls Chennai Megha 9907093804 Independent Call Girls Service ChennaiCall Girls Chennai Megha 9907093804 Independent Call Girls Service Chennai
Call Girls Chennai Megha 9907093804 Independent Call Girls Service Chennai
 
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
 
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
Low Rate Call Girls Pune Esha 9907093804 Short 1500 Night 6000 Best call girl...
 
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service AvailableCall Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
Call Girls Whitefield Just Call 7001305949 Top Class Call Girl Service Available
 
Low Rate Call Girls Ambattur Anika 8250192130 Independent Escort Service Amba...
Low Rate Call Girls Ambattur Anika 8250192130 Independent Escort Service Amba...Low Rate Call Girls Ambattur Anika 8250192130 Independent Escort Service Amba...
Low Rate Call Girls Ambattur Anika 8250192130 Independent Escort Service Amba...
 
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
 
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call NowSonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
Sonagachi Call Girls Services 9907093804 @24x7 High Class Babes Here Call Now
 
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCREscort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
Escort Service Call Girls In Sarita Vihar,, 99530°56974 Delhi NCR
 
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000Ahmedabad Call Girls CG Road 🔝9907093804  Short 1500  💋 Night 6000
Ahmedabad Call Girls CG Road 🔝9907093804 Short 1500 💋 Night 6000
 
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
Russian Call Girls in Delhi Tanvi ➡️ 9711199012 💋📞 Independent Escort Service...
 
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
Russian Call Girls Chickpet - 7001305949 Booking and charges genuine rate for...
 
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 Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service BangaloreCall Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
Call Girl Bangalore Nandini 7001305949 Independent Escort Service Bangalore
 
Call Girl Chennai Indira 9907093804 Independent Call Girls Service Chennai
Call Girl Chennai Indira 9907093804 Independent Call Girls Service ChennaiCall Girl Chennai Indira 9907093804 Independent Call Girls Service Chennai
Call Girl Chennai Indira 9907093804 Independent Call Girls Service Chennai
 
Call Girls Service Bellary Road Just Call 7001305949 Enjoy College Girls Service
Call Girls Service Bellary Road Just Call 7001305949 Enjoy College Girls ServiceCall Girls Service Bellary Road Just Call 7001305949 Enjoy College Girls Service
Call Girls Service Bellary Road Just Call 7001305949 Enjoy College Girls Service
 
Russian Call Girls Chennai Madhuri 9907093804 Independent Call Girls Service ...
Russian Call Girls Chennai Madhuri 9907093804 Independent Call Girls Service ...Russian Call Girls Chennai Madhuri 9907093804 Independent Call Girls Service ...
Russian Call Girls Chennai Madhuri 9907093804 Independent Call Girls Service ...
 
Call Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service NoidaCall Girls Service Noida Maya 9711199012 Independent Escort Service Noida
Call Girls Service Noida Maya 9711199012 Independent Escort Service Noida
 

Next Generation Sequence with Pathway Studio

  • 1. | 1 Country Long Distance Australia +61 3 8488 8993 Austria +43 (0) 7 2088 2171 Belgium +32 (0) 42 68 0164 Canada +1 (647) 497-9386 Denmark +45 (0) 89 88 04 43 Finland +358 (0) 931 58 4587 France +33 (0) 182 880 933 Germany +49 (0) 692 5736 7304 Ireland +353 (0) 19 036 186 Country Long Distance Italy +39 0 294 75 15 36 Netherlands +31 (0) 108 080 115 New Zealand +64 (0) 9 801 0293 Norway +47 21 03 72 89 Spain +34 911 23 4247 Sweden +46 (0) 852 500 292 Switzerland +41 (0) 435 0824 40 United Kingdom +44 (0) 330 221 9921 United States +1 (646) 307-1726 TO USE YOUR COMPUTER'S AUDIO: When the webinar begins, you will be connected to audio using your computer's microphone and speakers (VoIP). A headset is recommended. --OR-- TO USE YOUR TELEPHONE: If you prefer to use your phone, you must select "Use Telephone" after joining the webinar and call in using the numbers below. Dial your country’s number and then use Access Code: 131-004-283 Next Generation Sequence Data Analysis in Pathway Studio Our Webinar will begin in a few minutes
  • 2. Next Generation Sequence Data Analysis in Pathway Studio For Current Pathway Studio Users May 6, 2014
  • 3. | 3 Pathway Studio Web Now Includes Analysis Capabilities for NGS (Variant and RNA-Seq data) Pathway Studio Web customers with a subscription to the Mammal+ChemEffect+DiseaseFx database can now analyze Next Generation Sequencing (NGS) data results using new tools released in Pathway Studio Web v. 11.0 Variant analysis requires the data included in the ChemEffect and DiseaseFx database.
  • 4. | 4 Types of Output and Analysis Options for NGS Data Two data output types can be analyzed in Pathway Studio RNA-Seq Whole Genome Sequence or Exome Sequence
  • 6. | 6 Analysis of RNA-Seq Data in Pathway Studio Web File Format Requirements X ? 1. Gene Identifiers that can be used in Pathway Studio a) Identifiers in the database b) Identifiers that are mapped (using a mapping file) to identifiers in the database 2. Normalized measured values for each gene a) Can be RPKM, FPKM or fold change b) Need to pedestal data to avoid “0” values. Zero values will remove genes from inclusion in enrichment analysis. Cannot have multiple values in one field Identifiers not in the database require a mapping file
  • 7. | 7 Analysis of RNA-Seq Data in Pathway Studio Web File Format Requirements Gene ID Normalized Measured Values
  • 8. | 8 Analysis of RNA-Seq Data in Pathway Studio Web The import steps are similar to the Gene Expression analysis options for microarray data.
  • 9. | 9 Analysis of RNA-Seq Data in Pathway Studio Web
  • 11. | 11 Variant Analysis in Pathway Studio Data from the dbSNP database is includes in Pathway Studio http://www.ncbi.nlm.nih.gov/snp
  • 12. | 12 Variant Analysis in Pathway Studio Data from the dbNSFP and 1000 Genomes databases are includes in Pathway Studio 1000 Genomes [http://www.1000genomes.org/about] A Catalog of Human Genetic Variation information provided by The 1000 Genomes Project Consortium dbNSFP [https://sites.google.com/site/jpopgen/dbNSFP and http://www.ncbi.nlm.nih.gov/pmc/articles/PMC4109890/#R19 ] A database developed for functional prediction and annotation of all potential non-synonymous single-nucleotide variants (nsSNVs) in the human genome.
  • 13. | 13 Variant Analysis in Pathway Studio Search dbSNP database Find variants in an individual genome Analyze variants in a population Upload genomic files
  • 14. | 14 Variant Analysis in Pathway Studio Search the dbSNP database – targeted filters • Is the mutation within the coding region of a gene, the intron, the regulatory region for expression of the gene, or is it in a region between genes? • Does the SNP affect the protein’s sequence, and if so, will the amino acid change have a profound deleterious effect on the structure and function of the protein, or will the change be well tolerated by the protein (not impact its function and activity)? • Is the mutation in a specific protein’s amino acid position or within a region of the protein sequence that is known to be generally conserved (very few changes) within the human population? • Is the protein mutation within a region that is known to be conserved (very few changes) across species other than just human? • What chromosome and region of a chromosome is the SNP is located on?
  • 15. | 15 Variant Analysis in Pathway Studio Search the dbSNP database – targeted filters • What diseases or cell processes are associated with the gene containing the SNP of interest? (This information is derived from Elsevier’s Pathway Studio database.) • Is there any known clinical impact reported for a specific SNP (such as: pathogenic, drug response, etc.)? • Does the SNP alter the splicing of the gene, or terminate the protein sequence prematurely? • How common or frequently is a particular SNP found within the standard 1000 Genome Project reference data? [http://www.1000genomes.org/about]
  • 16. | 16 Variant Analysis in Pathway Studio Search dbSNP database
  • 17. | 17 Variant Analysis in Pathway Studio Search the dbSNP database – targeted filters
  • 18. | 18 Variant Analysis in Pathway Studio Search the dbSNP database – filter definitions
  • 19. | 19 Variant Analysis in Pathway Studio Search the dbSNP database – filter definitions
  • 20. | 20 Variant Analysis in Pathway Studio Search the dbSNP database – filter definitions
  • 21. | 21 Variant Analysis in Pathway Studio Search the dbSNP database – filter definitions
  • 22. | 22 Variant Analysis in Pathway Studio Search the dbSNP database – filter definitions
  • 23. | 23 Variant Analysis in Pathway Studio Search the dbSNP database – filter definitions
  • 24. | 24 Variant Analysis in Pathway Studio Search the dbSNP database – example Example biological query: Find SNP(s) that are potentially deleterious to the function of a protein(s) that are known to be associated with Hodgkin Lymphoma.
  • 25. | 25 Variant Analysis in Pathway Studio Search the dbSNP database – example Example biological query: Find SNP(s) that are potentially deleterious to the function of a protein(s) that are known to be associated with Hodgkin Lymphoma.
  • 26. | 26 Variant Analysis in Pathway Studio Search the dbSNP database – example filter definitions Example biological query: Find SNP(s) that are potentially deleterious to the function of a protein(s) that are known to be associated with Hodgkin Lymphoma.
  • 27. | 27 Variant Analysis in Pathway Studio Search the dbSNP database – example Example biological query: Find SNP(s) that are potentially deleterious to the function of a protein(s) that are known to be associated with Hodgkin Lymphoma.
  • 28. | 28 Variant Analysis in Pathway Studio Search the dbSNP database – example Example biological query: Find SNP(s) that are potentially deleterious to the function of a protein(s) that are known to be associated with Hodgkin Lymphoma.
  • 29. | 29 Variant Analysis in Pathway Studio Search the dbSNP database – example Example biological query: Find SNP(s) that are potentially deleterious to the function of a protein(s) that are known to be associated with Hodgkin Lymphoma.
  • 30. | 30 Variant Analysis in Pathway Studio Example biological query: Find SNP(s) that are potentially deleterious to the function of a protein(s) that are known to be associated with Hodgkin Lymphoma. Search the dbSNP database – example
  • 31. Importing Genomic Data into Pathway Studio Web
  • 32. | 32 Variant Analysis in Pathway Studio Importing individual genomic data into Pathway Studio Upload genomic files
  • 33. | 33 Variant Analysis in Pathway Studio Importing individual genomic data into Pathway Studio – file formats The format required for both genomic or exome data is .vcf files [http://www.1000genomes.org/node/101]. The time to upload a file is dependent on the size of the file and the number of files. .vcf files need to have been generated using the same version of the reference genome as is loaded into the database.
  • 34. | 34 Variant Analysis in Pathway Studio Importing individual genomic data into Pathway Studio
  • 35. | 35 Variant Analysis in Pathway Studio Importing individual genomic data into Pathway Studio
  • 36. | 36 Variant Analysis in Pathway Studio Importing individual genomic data into Pathway Studio Find variants in an individual genome
  • 37. | 37 Variant Analysis in Pathway Studio Importing individual genomic data into Pathway Studio
  • 39. | 39 Variant Analysis in Pathway Studio Search single exome file for interesting variants Example biological query: Question: Are there any novel (not yet reported) potentially damaging variants in this dataset in genes known through Elsevier’s text-mining to be associated with the cellular processes apoptosis.
  • 40. | 40 Variant Analysis in Pathway Studio Example biological query: Question: Are there any novel (not yet reported) potentially damaging variants in this dataset in genes known through Elsevier’s text-mining to be associated with the cellular processes apoptosis. Search single exome file for interesting variants
  • 41. | 41 Variant Analysis in Pathway Studio Example biological query: Question: Are there any novel (not yet reported) potentially damaging variants in this dataset in genes known through Elsevier’s text-mining to be associated with the cellular processes apoptosis. Search single exome file for interesting variants
  • 42. | 42 Variant Analysis in Pathway Studio Example biological query: Question: Are there any novel (not yet reported) potentially damaging variants in this dataset in genes known through Elsevier’s text-mining to be associated with the cellular processes apoptosis. Search single exome file for interesting variants
  • 43. | 43 Variant Analysis in Pathway Studio Example biological query: Question: Are there any novel (not yet reported) potentially damaging variants in this dataset in genes known through Elsevier’s text-mining to be associated with the cellular processes apoptosis. Search single exome file for interesting variants
  • 44. | 44 Variant Analysis in Pathway Studio Example biological query: Question: Are there any novel (not yet reported) potentially damaging variants in this dataset in genes known through Elsevier’s text-mining to be associated with the cellular processes apoptosis. Search single exome file for interesting variants
  • 46. | 46 Variant Analysis in Pathway Studio Variant analysis of multiple genomes – import Upload genomic files
  • 47. | 47 Variant Analysis in Pathway Studio Variant analysis of multiple genomes – import
  • 48. | 48 Variant Analysis in Pathway Studio Analyze variants in a population
  • 49. | 49 Variant Analysis in Pathway Studio Variant analysis of multiple genomes - comparisons
  • 50. | 50 Variant Analysis in Pathway Studio Variant analysis of multiple genomes - comparisons
  • 51. | 51 Variant Analysis in Pathway Studio Variant analysis of multiple genomes - comparisons
  • 52. | 52 Variant Analysis in Pathway Studio Variant analysis of multiple genomes Example biological query: Question: Find homozygous variants that are present in at least three of the case samples but not in any of the control samples that are also in the coding region and are known to be associated with breast cancer.
  • 53. | 53 Variant Analysis in Pathway Studio Variant analysis of multiple genomes Example biological query: Question: Find homozygous variants that are present in at least three of the case samples but not in any of the control samples that are also in the coding region and are known to be associated with breast cancer.
  • 54. | 54 Variant Analysis in Pathway Studio Variant analysis of multiple genomes Example biological query: Question: Find homozygous variants that are present in at least three of the case samples but not in any of the control samples that are also in the coding region and are known to be associated with breast cancer.
  • 55. | 55 Variant Analysis in Pathway Studio Variant analysis of multiple genomes Example biological query: Question: Find homozygous variants that are present in at least three of the case samples but not in any of the control samples that are also in the coding region and are known to be associated with breast cancer.
  • 56. | 56 Variant Analysis in Pathway Studio Variant analysis of multiple genomes Example biological query: Question: Find homozygous variants that are present in at least three of the case samples but not in any of the control samples that are also in the coding region and are known to be associated with breast cancer.
  • 57. | 57 Variant Analysis in Pathway Studio Variant analysis of multiple genomes Example biological query: Question: Find homozygous variants that are present in at least three of the case samples but not in any of the control samples that are also in the coding region and are known to be associated with breast cancer. Note: in the Case and Control column, the number of times the specific variant is identified are represented by four numbers in this order: • homozygous • heterozygous • hemizygous • ambiguous
  • 58. | 58 Variant Analysis in Pathway Studio Variant analysis of multiple genomes Example biological query: Question: Find homozygous variants that are present in at least three of the case samples but not in any of the control samples that are also in the coding region and are known to be associated with breast cancer.
  • 59. | 59 Variant Analysis in Pathway Studio Variant analysis of multiple genomes Example biological query: Question: Find homozygous variants that are present in at least three of the case samples but not in any of the control samples that are also in the coding region and are known to be associated with breast cancer.
  • 60. | 60 NGS data analysis Pathway Studio Where to find help
  • 61. | 61 Variant Analysis in Pathway Studio http://help.elsevier.com/app/answers/detail/a_id/5549/p/9047/ Where to find help
  • 62. | 62 Variant Analysis in Pathway Studio Where to find help
  • 63. | 63 Variant Analysis in Pathway Studio Where to find help http://help.elsevier.com/app/pathway_select/p/9048