Charles L. Brooks

Deciphering protein evolution and fitness landscapes with latent space models

2019 · Nature Communications

Protein sequences contain rich information about protein evolution, fitness landscapes, and stability. Here we investigate how latent space models trained using variational auto-encoders can infer these properties from sequences. Using both simulated and real sequences, …