Molecular render representing ESMFold

ESMFold

MSA-free structure prediction from a protein language model

ESMFold predicts 3D protein structures directly from single sequences using a large protein language model, eliminating MSA database searches. Predictions run orders of magnitude faster than MSA-based pipelines while retaining useful accuracy on single-domain proteins. Ideal for rapid folding of metagenomic proteins and large sequence libraries.

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At a glance

Input
Protein sequence (FASTA)
Output
Predicted structure (PDB)
Developed by
Meta AI
Published
Lin et al., Science 2023 · 2022
#msa-free#language-model#fast