Cassava genome hub

43
Cassava Genome Hub Updates on cassava genomics big data management and analysis. Anestis Gkanogiannis CIRAD June 24, 2016

Transcript of Cassava genome hub

Page 1: Cassava genome hub

Cassava Genome HubUpdates on cassava genomics big data management and analysis.

Anestis Gkanogiannis

CIRAD

June 24, 2016

Page 2: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

Table of Contents

1 Introduction2 Big Data3 The Cassava Genome Hub

ArchitectureTechnologiesData

ToolsJBrowseSNiPlayGIGWADiffExDBGenetic MapQuerying ToolsGalaxy

4 Usecase

Page 3: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

Who am I?

Born and raised in the Greek island of Evia.

Physicist, 1998 - 2003, BSc, UOC, Crete, Greece

Informatician

2003 -2005, MSc in Information Retrieval, AUEB, Athens2005 - 2011, PhD in Machine Learning, AUEB, Athens

2011 - 2013, Text Analysis, UNB, Fredericton, Canada

2013 - 2015, Bacterial Genomics, Genoscope, Paris,France

2015 - 2016, Plant Genomics, CIRAD, Montpellier, France

2016 - ??

Page 4: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

Who am I?

Born and raised in the Greek island of Evia.

Physicist, 1998 - 2003, BSc, UOC, Crete, Greece

Informatician

2003 -2005, MSc in Information Retrieval, AUEB, Athens2005 - 2011, PhD in Machine Learning, AUEB, Athens

2011 - 2013, Text Analysis, UNB, Fredericton, Canada

2013 - 2015, Bacterial Genomics, Genoscope, Paris,France

2015 - 2016, Plant Genomics, CIRAD, Montpellier, France

2016 - ??

Page 5: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

Who are we?

Page 6: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

Table of Contents

1 Introduction2 Big Data3 The Cassava Genome Hub

ArchitectureTechnologiesData

ToolsJBrowseSNiPlayGIGWADiffExDBGenetic MapQuerying ToolsGalaxy

4 Usecase

Page 7: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

Definition

Everyone is talking about it.

Any combination of Very hot subject in Omics.

Page 8: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

Definition

Everyone is talking about it. Any combination of

Very hot subject in Omics.

Page 9: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

Definition

Everyone is talking about it. Any combination of Very hot subject in Omics.

Page 10: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

Table of Contents

1 Introduction2 Big Data3 The Cassava Genome Hub

ArchitectureTechnologiesData

ToolsJBrowseSNiPlayGIGWADiffExDBGenetic MapQuerying ToolsGalaxy

4 Usecase

Page 11: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

http://www.cassavagenome.org

Page 12: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

Table of Contents

1 Introduction2 Big Data3 The Cassava Genome Hub

ArchitectureTechnologiesData

ToolsJBrowseSNiPlayGIGWADiffExDBGenetic MapQuerying ToolsGalaxy

4 Usecase

Page 13: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

Page 14: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

Technologies

Page 15: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

Data

VolumeTens of TB of raw sequence data.

Hundreds of GB of processed and analyzed data.

Velocity

New and improved assemblies and annotation.

New sequencing technologies and lower cost.

Variety

Genomic sequences, RNASeq,RADSeq, etc.

Annotation

Variants

Metabolomic

Page 16: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

Data

Public/Private Type Technology Description Publication Samples

Public Genomic WGS Assembly and annotation V6 Prochnik et al, 2012Public Genomic WGS Genetic Variants Bredeson et al, 2016 61Private Genomic RADSeq Genetic Variants in progress 1100Private Genomic WGS Genetic Variants in progress 34Public Transcriptomic RNASeq Response to Xanthomonas Munoz-Bodnar et al, 2014 12(2*6)Public Transcriptomic RNASeq Response to Xanthomonas Cohn et al, 2014 18(3*6)Private Transcriptomic RNASeq Response to White Fly in progress 16(2*8)

Table: Resources of data available

Page 17: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

Table of Contents

1 Introduction2 Big Data3 The Cassava Genome Hub

ArchitectureTechnologiesData

ToolsJBrowseSNiPlayGIGWADiffExDBGenetic MapQuerying ToolsGalaxy

4 Usecase

Page 18: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

JBrowse

A fast, embeddableGenome Browser builtcompletely withJavaScript and HTML5.

Page 19: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

JBrowse

A fast, embeddableGenome Browser builtcompletely withJavaScript and HTML5.

Page 20: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

JBrowse

A fast, embeddableGenome Browser builtcompletely withJavaScript and HTML5.

Page 21: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

SNiPlay

SNiPlay3: a web-basedapplication forexploration and largescale analyses of genomicvariations.

Page 22: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

SNiPlay

SNiPlay3: a web-basedapplication forexploration and largescale analyses of genomicvariations.

Page 23: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

SNiPlay

SNiPlay3: a web-basedapplication forexploration and largescale analyses of genomicvariations.

Page 24: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

SNiPlay

SNiPlay3: a web-basedapplication forexploration and largescale analyses of genomicvariations.

Page 25: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

GIGWA

A web-based tool thatprovides an easy andintuitive way to explorelarge amounts ofgenotyping data byfiltering it.

Data storage relies onMongoDB, which offersgood scalabilityproperties.

Can handle multipledatabases and may bedeployed in either single-or multi-user mode, whileit provides a wide rangeof popular exportformats.

Page 26: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

GIGWA

A web-based tool thatprovides an easy andintuitive way to explorelarge amounts ofgenotyping data byfiltering it.

Data storage relies onMongoDB, which offersgood scalabilityproperties.

Can handle multipledatabases and may bedeployed in either single-or multi-user mode, whileit provides a wide rangeof popular exportformats.

Page 27: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

DiffExDB

Explore differentialexpression analyses.Visualize heatmap ofRPKM expression values.

Page 28: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

DiffExDB

Explore differentialexpression analyses.Visualize heatmap ofRPKM expression values.

Page 29: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

DiffExDB

Explore differentialexpression analyses.Visualize heatmap ofRPKM expression values.

Page 30: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

CMap

A browser-based tool forthe visual comparison ofvarious maps (sequence,genetic, etc.).

Page 31: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

CMap

A browser-based tool forthe visual comparison ofvarious maps (sequence,genetic, etc.).

Page 32: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

QuigMap

A fast cross-platformgenetic map viewer.

Page 33: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

BLAST

blastn : Searchnucleotide databasesusing a nucleotide query.

blastp : Search proteindatabases using a proteinquery.

blastx, tblastn, tblastx

Page 34: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

BLAST

blastn : Searchnucleotide databasesusing a nucleotide query.

blastp : Search proteindatabases using a proteinquery.

blastx, tblastn, tblastx

Page 35: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

Advanced Search

Search for genomicfeatures, genomiclocations, enzymaticcodes, gene ontologyterms, etc.

Output as nucleotide ortranslated aminoacidsequences.

Page 36: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

Advanced Search

Search for genomicfeatures, genomiclocations, enzymaticcodes, gene ontologyterms, etc.

Output as nucleotide ortranslated aminoacidsequences.

Page 37: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

Pathway Tools

Creates a newPathway/GenomeDatabase (PGDB)containing the predictedmetabolic pathways.

Supports query,visualization, and analysisof PGDBs.

Page 38: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

Galaxy

A scientific workflow,data integration and dataanalysis platform thataims to makecomputational biologyaccessible to researchscientists that do nothave computerprogramming experience.

Provides means to buildmulti-step computationalanalyses. It provides agraphical user interfacefor specifying what datato operate on, what stepsto take, and what orderto do them in.

Page 39: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

ArchitectureTools

Galaxy

A scientific workflow,data integration and dataanalysis platform thataims to makecomputational biologyaccessible to researchscientists that do nothave computerprogramming experience.

Provides means to buildmulti-step computationalanalyses. It provides agraphical user interfacefor specifying what datato operate on, what stepsto take, and what orderto do them in.

Page 40: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

Table of Contents

1 Introduction2 Big Data3 The Cassava Genome Hub

ArchitectureTechnologiesData

ToolsJBrowseSNiPlayGIGWADiffExDBGenetic MapQuerying ToolsGalaxy

4 Usecase

Page 41: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

Usecase

Page 42: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

Usecase

Page 43: Cassava genome hub

IntroductionBig Data

The Cassava Genome HubUsecase

Thank you!