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Network Analysis

CETSA responses are not independent. Proteins often show coordinated stability changes due to shared pathways or complexes.

Co-stabilization network

The pipeline constructs a network where:

  • Nodes represent proteins
  • Edges represent correlation of dose–response profiles

Steps

  • Compute correlation matrix across proteins
  • Apply threshold to define edges
  • Build graph representation
  • Detect modules using community detection

Modules

Modules represent groups of proteins with similar response patterns.

These often correspond to:

  • protein complexes
  • metabolic pathways
  • co-regulated systems

Interpretation

  • Dense modules suggest coordinated biological processes
  • Edge weights reflect similarity in response behavior
  • Network structure reveals system-level organization

This layer converts CETSA data into a functional interaction landscape.