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Systems-level reconstruction of kinase phosphosignaling networks regulating endothelial barrier integrity using temporal data.

Ling WeiFred D MastJohn D AitchisonAlexis Kaushansky
Published in: bioRxiv : the preprint server for biology (2024)
Phosphosignaling networks control cellular processes. We built kinase-mediated regulatory networks elicited by thrombin stimulation of brain endothelial cells using two computational strategies: Temporal Pathway Synthesizer (TPS), which uses phosphoproetiomics data as input, and Temporally REsolved KInase Network Generation (TREKING), which uses kinase inhibitor screens. TPS and TREKING predicted overlapping barrier-regulatory kinases connected with unique network topology. Each strategy effectively describes regulatory signaling networks and is broadly applicable across biological systems.
Keyphrases
  • endothelial cells
  • transcription factor
  • protein kinase
  • electronic health record
  • genome wide
  • multiple sclerosis
  • dna methylation
  • blood brain barrier
  • data analysis
  • artificial intelligence
  • cerebral ischemia