Drinking from a fire hose: analysis of metagenomic data Rachel Mackelprang, Ph.D. Assistant...

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Drinking from a fire hose: analysis of metagenomic data Rachel Mackelprang, Ph.D. Assistant Professor of Biology California State University Northridge Ph.D. Comics

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Goals & Questions The breadth vs depth conundrum Genomes/large conitgs? Hess et al Compare ecological patterns with genetic content? Tas et al Gene & pathway abundance? Mason et al. 2012

Transcript of Drinking from a fire hose: analysis of metagenomic data Rachel Mackelprang, Ph.D. Assistant...

Page 1: Drinking from a fire hose: analysis of metagenomic data Rachel Mackelprang, Ph.D. Assistant Professor of Biology California State University Northridge.

Drinking from a fire hose: analysis of metagenomic data

Rachel Mackelprang, Ph.D.Assistant Professor of Biology

California State University Northridge

Ph.D. Comics

Page 2: Drinking from a fire hose: analysis of metagenomic data Rachel Mackelprang, Ph.D. Assistant Professor of Biology California State University Northridge.

(Alas) There is no one pipeline

There’s more than one way to do it-Larry Wall

Questions and goalsCommunity complexity & diversity

Computational resources and expertise

Page 3: Drinking from a fire hose: analysis of metagenomic data Rachel Mackelprang, Ph.D. Assistant Professor of Biology California State University Northridge.

Goals & Questions

The breadth vs depth conundrum

Genomes/large conitgs?

Hess et al. 2011 Compare ecological patterns with genetic content?

Tas et al. 2014

Gene & pathway abundance?

Mason et al. 2012

Page 4: Drinking from a fire hose: analysis of metagenomic data Rachel Mackelprang, Ph.D. Assistant Professor of Biology California State University Northridge.

Computational Resources & Requirements

Environment 1 Environment 2

Gene 1

Gene 2

Gene 3

Gene 1

Gene 2

Gene 3

Assembly Direct Annotation of Reads

Large memory requirements

Freely Available ToolsVelvetABySS

Meta-IDBAALLPATHS

khmer

Loads of nodes

Freely Available ToolsBLAST

USEARCHPAUDA

HMMER3

Page 5: Drinking from a fire hose: analysis of metagenomic data Rachel Mackelprang, Ph.D. Assistant Professor of Biology California State University Northridge.

Community Characteristics

© Christian Lott www.co.nrcs.usda.govwww.cnx.org

Diversity

0.5 Tb per sample isn’t nearly enough

Sanger sequencing yielded reasonable

coverage

Page 6: Drinking from a fire hose: analysis of metagenomic data Rachel Mackelprang, Ph.D. Assistant Professor of Biology California State University Northridge.

Thank you

Looking forward to an interesting discussion