Simulating 500 million years of evolution with a language model
More than three billion years of evolution have produced an image of biology encoded into
the space of natural proteins. Here we show that language models trained on tokens …
the space of natural proteins. Here we show that language models trained on tokens …
When will RNA get its AlphaFold moment?
The protein structure prediction problem has been solved for many types of proteins by
AlphaFold. Recently, there has been considerable excitement to build off the success of …
AlphaFold. Recently, there has been considerable excitement to build off the success of …
Assessment of three‐dimensional RNA structure prediction in CASP15
The prediction of RNA three‐dimensional structures remains an unsolved problem. Here, we
report assessments of RNA structure predictions in CASP15, the first CASP exercise that …
report assessments of RNA structure predictions in CASP15, the first CASP exercise that …
[HTML][HTML] Integrating end-to-end learning with deep geometrical potentials for ab initio RNA structure prediction
RNAs are fundamental in living cells and perform critical functions determined by their
tertiary architectures. However, accurate modeling of 3D RNA structure remains a …
tertiary architectures. However, accurate modeling of 3D RNA structure remains a …
The impact of AI‐based modeling on the accuracy of protein assembly prediction: Insights from CASP15
B Ozden, A Kryshtafovych… - … : Structure, Function, and …, 2023 - Wiley Online Library
In CASP15, 87 predictors submitted around 11 000 models on 41 assembly targets. The
community demonstrated exceptional performance in overall fold and interface contact …
community demonstrated exceptional performance in overall fold and interface contact …
Comparative analysis of RNA 3D structure prediction methods: towards enhanced modeling of RNA–ligand interactions
Accurate RNA structure models are crucial for designing small molecule ligands that
modulate their functions. This study assesses six standalone RNA 3D structure prediction …
modulate their functions. This study assesses six standalone RNA 3D structure prediction …
Assessment of protein–ligand complexes in CASP15
CASP15 introduced a new category, ligand prediction, where participants were provided
with a protein or nucleic acid sequence, SMILES line notation, and stoichiometry for ligands …
with a protein or nucleic acid sequence, SMILES line notation, and stoichiometry for ligands …
The landscape of RNA 3D structure modeling with transformer networks
S Tarafder, R Roche… - Biology Methods and …, 2024 - academic.oup.com
Transformers are a powerful subclass of neural networks catalyzing the development of a
growing number of computational methods for RNA structure modeling. Here, we conduct an …
growing number of computational methods for RNA structure modeling. Here, we conduct an …
The structure assessment web server: for proteins, complexes and more
The 'structure assessment'web server is a one-stop shop for interactive evaluation and
benchmarking of structural models of macromolecular complexes including proteins and …
benchmarking of structural models of macromolecular complexes including proteins and …
[HTML][HTML] Advances in the Application of Protein Language Modeling for Nucleic Acid Protein Binding Site Prediction
B Wang, W Li - Genes, 2024 - mdpi.com
Protein and nucleic acid binding site prediction is a critical computational task that benefits a
wide range of biological processes. Previous studies have shown that feature selection …
wide range of biological processes. Previous studies have shown that feature selection …