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PMN, A Unified Resource For Plant Metabolism Peifen Zhang Carnegie Institution for Science

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Page 1: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced

PMN, A Unified Resource For Plant Metabolism

Peifen ZhangCarnegie Institution for Science

Page 2: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced

The PMN Resourcesplantcyc.org

• A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced plant genomes

Page 3: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced

Genome protein sequences

Enzymes

Reactions & pathways

Validated pathways

E2P2

Pathway Tools* (MetaCyc)

SAVI

The PMN Pipeline

Page 4: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced

Pathway Inference by Pathway Tools

A curated known pathway in the reference MetaCyc

An inferred pathway in SpirodelaCyc

Gene - reaction IDGene - reaction IDGene - reaction ID…………

E2P2 enzyme predictions of the Spirodela genome

An inferred pathway in BarleyCyc

Page 5: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced

The PMN Resourcesplantcyc.org

• A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced plant genomes

• Metabolic pathway databases inferred for 100 plant genomes

Page 6: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced
Page 7: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced

Green alga

Lower land plant

Dicot Monocot

Page 8: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced

The PMN Resourcesplantcyc.org

• A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced plant genomes

• Metabolic pathway databases inferred for 100 plant genomes

• A pan-plant metabolic pathway database PlantCyc• Experimental information of enzymes and pathways for over 400

plant species

Page 9: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced

PlantCyc

Morphine(Papaver somniferum) Taxol

(Taxus brevifolia)

Vicianin(Vicia sativa)

Alliin(Allium sativum)

Page 10: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced

PMN use case-1: my gene

• Search for the gene • find reaction

• find other genes annotated to the same reaction • find pathway

• find upstream and downstream genes

Page 11: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced
Page 12: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced
Page 13: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced

Use case-2: given a list of genes, find enrichment of pathways

Page 14: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced
Page 15: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced

Overlay omics data on pathways

Page 16: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced

Virtual data integration in PlantCyc

Page 17: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced
Page 18: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced

Comparative analysis

Page 19: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced
Page 20: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced

Future Development

• Further enhance accuracy of enzyme function predictions

• Annotate transporters and subcellular location of reactions

• Develop genome-scale metabolic models

• Provide online database creation service

• Provide web app for integrated view of metabolism with other information such as gene expression

Page 21: PMN, A Unified Resource For Plant Metabolism A...The PMN Resources plantcyc.org •A pipeline for high quality enzyme function prediction and metabolic pathway inference from sequenced

Team and Funding Sources

• Sue Rhee (PI)• Pascal Schläpfer (Postdoc)• Jiun Yen (Postdoc)• Bo Xue (Research Assistant)• Angela Xu (Research Assistant)• Kevin Radja (Research Assistant)• Galyna Vakulenko (Intern)• Garret Huntress (IT support)

• Peter Karp (Collaborator)