The power and pitfalls of AlphaFold2 for structure prediction beyond rigid globular proteins

V Agarwal, AC McShan - Nature Chemical Biology, 2024 - nature.com
Artificial intelligence-driven advances in protein structure prediction in recent years have
raised the question: has the protein structure-prediction problem been solved? Here, with a …

Advances in AI for protein structure prediction: implications for cancer drug discovery and development

X Qiu, H Li, G Ver Steeg, A Godzik - Biomolecules, 2024 - mdpi.com
Recent advancements in AI-driven technologies, particularly in protein structure prediction,
are significantly resha** the landscape of drug discovery and development. This review …

Simulating 500 million years of evolution with a language model

T Hayes, R Rao, H Akin, NJ Sofroniew, D Oktay, Z Lin… - Science, 2025 - science.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 at scale on …

The PRIDE database at 20 years: 2025 update

Y Perez-Riverol, C Bandla, DJ Kundu… - Nucleic Acids …, 2025 - academic.oup.com
Abstract The PRoteomics IDEntifications (PRIDE) database (https://www. ebi. ac. uk/pride/) is
the world's leading mass spectrometry (MS)-based proteomics data repository and one of …

[HTML][HTML] Bilingual language model for protein sequence and structure

M Heinzinger, K Weissenow… - NAR Genomics and …, 2024 - pmc.ncbi.nlm.nih.gov
Adapting language models to protein sequences spawned the development of powerful
protein language models (pLMs). Concurrently, AlphaFold2 broke through in protein …

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 …

InterPro: the protein sequence classification resource in 2025<? mode longmeta?>

M Blum, A Andreeva, LC Florentino… - Nucleic Acids …, 2025 - academic.oup.com
Abstract InterPro (https://www. ebi. ac. uk/interpro) is a freely accessible resource for the
classification of protein sequences into families. It integrates predictive models, known as …

RCSB protein Data Bank: exploring protein 3D similarities via comprehensive structural alignments

S Bittrich, J Segura, JM Duarte, SK Burley… - …, 2024 - academic.oup.com
Motivation Tools for pairwise alignments between 3D structures of proteins are of
fundamental importance for structural biology and bioinformatics, enabling visual …

The 2022 Nucleic Acids Research database issue and the online molecular biology database collection

DJ Rigden, XM Fernández - Nucleic acids research, 2022 - academic.oup.com
Abstract The 2022 Nucleic Acids Research Database Issue contains 185 papers, including
87 papers reporting on new databases and 85 updates from resources previously published …

Rapid and sensitive protein complex alignment with foldseek-multimer

W Kim, M Mirdita, E Levy Karin, CLM Gilchrist… - Nature …, 2025 - nature.com
Advances in computational structure prediction will vastly augment the hundreds of
thousands of currently available protein complex structures. Translating these into …