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MoDLE: high-performance stochastic modeling of DNA loop extrusion interactions.

Roberto RossiniVipin KumarAnthony MathelierTorbjørn RognesJonas Paulsen
Published in: Genome biology (2022)
DNA loop extrusion emerges as a key process establishing genome structure and function. We introduce MoDLE, a computational tool for fast, stochastic modeling of molecular contacts from DNA loop extrusion capable of simulating realistic contact patterns genome wide in a few minutes. MoDLE accurately simulates contact maps in concordance with existing molecular dynamics approaches and with Micro-C data and does so orders of magnitude faster than existing approaches. MoDLE runs efficiently on machines ranging from laptops to high performance computing clusters and opens up for exploratory and predictive modeling of 3D genome structure in a wide range of settings.
Keyphrases
  • molecular dynamics
  • genome wide
  • circulating tumor
  • single molecule
  • cell free
  • transcription factor
  • dna methylation
  • density functional theory
  • nucleic acid
  • artificial intelligence
  • neural network