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Gene Set Enrichment and Pathways Analysis

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Boehringer Mannheim Wall Charts. Metabolic Pathways. Cellular and Molecular ... Carbohydrate, Energy, Lipid, Nucleotide, Amino acid, Other amino acid, Glycan, ... – PowerPoint PPT presentation

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Title: Gene Set Enrichment and Pathways Analysis


1
Gene Set Enrichment and Pathways Analysis
A means to quickly understand the biological
context of one or more genes
2
Applications for Pathways Analysis
  • Microarray data
  • e.g., GenMAPP
  • One or more QTL

Chr. 1
Chr. 5
3
Pathway Types
  • Biochemical / Metabolic
  • Signaling and Cellular Processes
  • Protein Interaction
  • Receptor ligand
  • Phosphorylation
  • Gene Regulation
  • Transcription factor
  • Gene Networks
  • Combination of the above

4
Boehringer Mannheim Wall Charts
5
Boehringer Mannheim Wall Charts
  • Metabolic Pathways
  • Cellular and Molecular Processes

Searchable at http//www.expasy.org Click on
Roche Applied Sciences Biochemical Pathways
6
Major Public Pathway Resources
Related tools DAVID GenMAPP KEGG Array
  • KEGG
  • The Reactome Project (CSHL/EBI)
  • NetPath (HPRD)
  • Protein Interaction Databases
  • MIPS MMPI
  • BIND
  • DIP
  • Others
  • IntAct (EBI)
  • BioCarta
  • The Signaling Gateway (Nature)
  • NCBIs Gene Database
  • BBID-Biological Biochemical Image Database

7
Kyoto Encyclopedia of Genes and Genomes (KEGG)
  • Metabolism
  • Carbohydrate, Energy, Lipid, Nucleotide, Amino
    acid, Other amino acid, Glycan, PK/NRP,
    Cofactor/vitamin, Secondary metabolite,
    Xenobiotics
  • Genetic Information Processing
  • Environmental Information Processing
  • Cellular Processes
  • Human Diseases
  • Drug Development

http//www.genome.jp/kegg
8
KEGG
Scroll down to view pathways
9
KEGG
Scroll down to view disease pathways
10
KEGG
Type II diabetes mellitus
11
KEGG
12
Coloring KEGG Pathways
STEP 1 Enter data (fold change, position)
13
Coloring KEGG Pathways
STEP 2 Pick pathway
Type II diabetes
14
Coloring KEGG Pathways
15
The Reactome Project
16
The Reactome Project
17
The Reactome Project
18
The Reactome Project
19
NetPath (HPRD)
  • Part of Human Protein Reference Database

20
NetPath (HRPD)
Scroll down to get protein list
21
NetPath (HRPD)
22
NCBI Gene (Entrez Gene)
23
DAVID Bioinformatics (NIAID)
  • Functional Annotation
  • Maps a gene list to
  • KEGG
  • Gene Ontology
  • and over 40 other resources
  • Enrichment analysis
  • Probability that the number of genes with a
    particular annotation is significant compared to
    background
  • Functional annotation clustering
  • Functional Classification
  • Gene ID Conversion
  • Gene Name Batch Viewer

24
DAVID Functional Annotation
25
DAVID Functional Annotation
26
DAVID Functional Annotation
27
DAVID Functional Annotation
28
DAVID Functional Annotation
29
DAVID Functional Annotation
30
DAVID Functional Annotation
31
DAVID Functional Annotation
  • Enrichment analysis
  • For example, our input list of 300 genes has 3
    members of the p53 signaling pathway. Is that
    significant given there are 40 genes in the
    genome that are part of the pathway?
  • Fishers Exact Test
  • p 0.008

32
DAVID Functional Annotation
33
DAVID Functional Annotation
34
Summary
  • Pathways analysis
  • Quickly understand the biological context for a
    list of genes (microarray, QTL, etc.)
  • Public resources
  • Growing rapidly
  • Ability to paint diagrams
  • DAVID Bioinformatics
  • Powerful resource to map genes to many resources
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