Nature Communications (Nov 2022)

Deep learning to decompose macromolecules into independent Markovian domains

  • Andreas Mardt,
  • Tim Hempel,
  • Cecilia Clementi,
  • Frank Noé

DOI
https://doi.org/10.1038/s41467-022-34603-z
Journal volume & issue
Vol. 13, no. 1
pp. 1 – 11

Abstract

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Modeling the dynamics of large proteins reveals a fundamental scaling problem. Here, the authors tackle this challenge by decomposing a large system into smaller independent subsystems, simultaneously modeling each subsystem’s kinetics and ensuring their mutual independence.