Simulating 500 million years of evolution with a language model

T Hayes, R Rao, H Akin, NJ Sofroniew, D Oktay, Z Lin… - bioRxiv, 2024 - biorxiv.org
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 …

When will RNA get its AlphaFold moment?

B Schneider, BA Sweeney, A Bateman… - Nucleic Acids …, 2023 - academic.oup.com
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 …

Assessment of three‐dimensional RNA structure prediction in CASP15

R Das, RC Kretsch, AJ Simpkin… - Proteins: Structure …, 2023 - Wiley Online Library
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 …

[HTML][HTML] Integrating end-to-end learning with deep geometrical potentials for ab initio RNA structure prediction

Y Li, C Zhang, C Feng, R Pearce… - Nature …, 2023 - nature.com
RNAs are fundamental in living cells and perform critical functions determined by their
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 …

Comparative analysis of RNA 3D structure prediction methods: towards enhanced modeling of RNA–ligand interactions

C Nithin, S Kmiecik, R Błaszczyk… - Nucleic Acids …, 2024 - academic.oup.com
Accurate RNA structure models are crucial for designing small molecule ligands that
modulate their functions. This study assesses six standalone RNA 3D structure prediction …

Assessment of protein–ligand complexes in CASP15

X Robin, G Studer, J Durairaj… - Proteins: Structure …, 2023 - Wiley Online Library
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 …

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 …

The structure assessment web server: for proteins, complexes and more

AM Waterhouse, G Studer, X Robin… - Nucleic Acids …, 2024 - academic.oup.com
The 'structure assessment'web server is a one-stop shop for interactive evaluation 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 …