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Pathway crosstalk perturbation network modeling for identification of connectivity changes induced by diabetic neuropathy and pioglitazone.

Guillermo de Anda-JáureguiKai GuoBrett A McGregorEva L FeldmanJunguk Hur
Published in: BMC systems biology (2019)
The PXPN model is a novel, flexible method used to integrate high-throughput data derived from perturbation experiments; it is agnostic to the type of data and enrichment function used, and it is applicable to a wide range of biological phenomena of interest.
Keyphrases
  • high throughput
  • electronic health record
  • big data
  • type diabetes
  • white matter
  • single cell
  • machine learning
  • deep learning