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Quantifying mechanisms in neurodegenerative diseases (NDDs) using candidate mechanism perturbation amplitude (CMPA) algorithm.

Reagon KarkiAlpha Tom KodamullilCharles Tapley HoytMartin Hofmann-Apitius
Published in: BMC bioinformatics (2019)
This study is one of the first attempts that enable quantification of mechanisms represented as biological networks. We have been able to quantify the magnitude of regulation of a biological network and illustrate that the magnitudes are different across spatial and temporal resolution.
Keyphrases
  • machine learning
  • deep learning
  • single molecule
  • resting state
  • network analysis