Part A: Network Analysis with Cytoscape

Goals and Motivations

By the end of these sessions you should be able to:

  • Understand the major applications of network biology
  • Find relevant networks and pathways
  • Import your data into Cytoscape
  • Perform basic topological and other network analyses
  • Master network layouts and data visualization
  • Know where to find relevant Cytoscape apps and tutorials
  • Be able to analyze RNA-seq data using Cytoscape.

Introduction to Network Biology

Why Networks?

Networks are everywhere… especially in biology!

  • Molecular networks
  • Understand the major applications of network biology
  • Find relevant networks and pathways
  • Cell-cell communication
  • Nervous systems
  • Social networks

Transcriptomics

  • In the early days:

  • Then came microarrays:

  • And now, the network view:

Single Cell Transcriptomics

Proteomics

Networks are powerful tools…

  • Reduce complexity
  • More efficient than tables
  • Great for data integration
  • Intuitive visualization

Advantages of Networks as Tool

Analysis

  • Topological properties
  • Hubs and subnetworks
  • Classify, cluster and diffuse
  • Data integration

Visualization

  • Data overlays
  • Layouts and animation
  • Exploratory analysis
  • Context and interpretation

Applications in Research

(Click Here for more network examples:)

Biological Network Taxonomy

Pathways

  • Metabolic
  • Signaling
  • Regulatory
  • Disease

Interactions

Similarity


We will now go to the next session (1 B) to understand terms about public repositories.

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