Multiple protein structure alignment at scale with FoldMason

Protein structure is conserved beyond sequence, making multiple structural alignment (MSTA) essential for analyzing distantly related proteins. Computational prediction methods have vastly extended our repository of available protein structures, requiring fast and accurate MSTA methods. We introduce FoldMason, a progressive MSTA method that leverages the pairwise structural aligners Foldseek and TM-align for the multiple alignment of hundreds of thousands of protein structures, matching or exceeding the alignment quality of state-of-the-art MSTA methods while being two orders of magnitude faster. Using <i>Flaviviridae</i> glycoproteins, we demonstrate that FoldMason's MSTAs support phylogenetic analysis beyond the "twilight zone." FoldMason computes confidence scores, offers interactive visualizations, and provides essential speed and accuracy for large-scale protein structure analysis in the era of accurate structure prediction. FoldMason is free, open-source software.

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Publication Details

Journal
Science
Published
2026-01-29
DOI
https://doi.org/10.1126/science.ads6733
Citations
5
Primary Topic
Protein Structure and Dynamics
Type
article
Field-Weighted Citation Impact
111.19
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article

Multiple protein structure alignment at scale with FoldMason

Milot Mirdita, Martin Steinegger, Cameron L. M. Gilchrist
5 citations
Science
Protein Structure and Dynamics
111.19
article

Multiple protein structure alignment at scale with FoldMason

Milot Mirdita, Martin Steinegger, Cameron L. M. Gilchrist
article en
5 citations

Abstract

Protein structure is conserved beyond sequence, making multiple structural alignment (MSTA) essential for analyzing distantly related proteins. Computational prediction methods have vastly extended our repository of available protein structures, requiring fast and accurate MSTA methods. We introduce FoldMason, a progressive MSTA method that leverages the pairwise structural aligners Foldseek and TM-align for the multiple alignment of hundreds of thousands of protein structures, matching or exceeding the alignment quality of state-of-the-art MSTA methods while being two orders of magnitude faster. Using <i>Flaviviridae</i> glycoproteins, we demonstrate that FoldMason's MSTAs support phylogenetic analysis beyond the "twilight zone." FoldMason computes confidence scores, offers interactive visualizations, and provides essential speed and accuracy for large-scale protein structure analysis in the era of accurate structure prediction. FoldMason is free, open-source software.

ScienceVol. 391(6784)
Seoul National University (KR), Korea Basic Science Institute (KR)
Openalex Percentile: Top 0%
Protein Structure and Dynamics
111.19
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