» Articles » PMID: 37156916

Fast and Accurate Protein Structure Search with Foldseek

Overview
Journal Nat Biotechnol
Specialty Biotechnology
Date 2023 May 8
PMID 37156916
Authors
Affiliations
Soon will be listed here.
Abstract

As structure prediction methods are generating millions of publicly available protein structures, searching these databases is becoming a bottleneck. Foldseek aligns the structure of a query protein against a database by describing tertiary amino acid interactions within proteins as sequences over a structural alphabet. Foldseek decreases computation times by four to five orders of magnitude with 86%, 88% and 133% of the sensitivities of Dali, TM-align and CE, respectively.

Citing Articles

NanoAbLLaMA: construction of nanobody libraries with protein large language models.

Wang X, Chen H, Chen B, Liang L, Mei F, Huang B Front Chem. 2025; 13:1545136.

PMID: 40070407 PMC: 11893428. DOI: 10.3389/fchem.2025.1545136.


Filamentation activates bacterial Avs5 antiviral protein.

Wang Y, Tian Y, Yang X, Yu F, Zheng J Nat Commun. 2025; 16(1):2408.

PMID: 40069208 PMC: 11897194. DOI: 10.1038/s41467-025-57732-7.


Regularly updated benchmark sets for statistically correct evaluations of AlphaFold applications.

Dobson L, Tusnady G, Tompa P Brief Bioinform. 2025; 26(2).

PMID: 40067116 PMC: 11894802. DOI: 10.1093/bib/bbaf104.


Amidase and lysozyme dual functions in TseP reveal a new family of chimeric effectors in the type VI secretion system.

Wang Z, An Y, Zhao T, Pei T, Wang D, Liang X Elife. 2025; 13.

PMID: 40063082 PMC: 11893102. DOI: 10.7554/eLife.101125.


DRAMMA: a multifaceted machine learning approach for novel antimicrobial resistance gene detection in metagenomic data.

Rannon E, Shaashua S, Burstein D Microbiome. 2025; 13(1):67.

PMID: 40055840 PMC: 11887096. DOI: 10.1186/s40168-025-02055-4.


References
1.
Jumper J, Evans R, Pritzel A, Green T, Figurnov M, Ronneberger O . Highly accurate protein structure prediction with AlphaFold. Nature. 2021; 596(7873):583-589. PMC: 8371605. DOI: 10.1038/s41586-021-03819-2. View

2.
Baek M, DiMaio F, Anishchenko I, Dauparas J, Ovchinnikov S, Lee G . Accurate prediction of protein structures and interactions using a three-track neural network. Science. 2021; 373(6557):871-876. PMC: 7612213. DOI: 10.1126/science.abj8754. View

3.
Varadi M, Anyango S, Deshpande M, Nair S, Natassia C, Yordanova G . AlphaFold Protein Structure Database: massively expanding the structural coverage of protein-sequence space with high-accuracy models. Nucleic Acids Res. 2021; 50(D1):D439-D444. PMC: 8728224. DOI: 10.1093/nar/gkab1061. View

4.
Lin Z, Akin H, Rao R, Hie B, Zhu Z, Lu W . Evolutionary-scale prediction of atomic-level protein structure with a language model. Science. 2023; 379(6637):1123-1130. DOI: 10.1126/science.ade2574. View

5.
Altschul S, Gish W, Miller W, Myers E, Lipman D . Basic local alignment search tool. J Mol Biol. 1990; 215(3):403-10. DOI: 10.1016/S0022-2836(05)80360-2. View