BetAware-Deep is web server for predicting the topology of TransMembrane Beta-Barrel (TMBB) proteins in Gram-negative bacteria. BetaWare-Deep can also discriminate TMBB from non-TMBB proteins. The predictor is based on deep learning approaches (LSTM) combined with Grammatical-Restrained Hidden Conditional Random Fields (GRHCRFs).
For details see: Madeo G, Savojardo C, Martelli PL, Casadio R (2021) BetAware-Deep: An Accurate Web Server for Discrimination and Topology Prediction of Prokaryotic Transmembrane β-barrel Proteins. Journal of Molecular Biology, 433(11), 166729.