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Simulations of Sequence Evolution: How (Un)realistic They Are and Why.

Johanna TrostJulia HaagDimitri H OhlerLaurent JacobAlexandros StamatakisBastien Boussau
Published in: Molecular biology and evolution (2024)
Our results show that we can distinguish between empirical and simulated MSAs with high accuracy using two distinct and independently developed classification approaches across all tested models of sequence evolution. Our findings suggest that the current state-of-the-art models fail to accurately replicate several aspects of empirical MSAs, including site-wise rates as well as amino acid and nucleotide composition.
Keyphrases
  • amino acid
  • machine learning
  • deep learning
  • molecular dynamics