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Multiple protein structure alignment at scale with FoldMason

Cameron L. M. Gilchrist, Milot Mirdita, Martin Steinegger

2026Science22 citationsDOI

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 Flaviviridae 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.

Topics & Concepts

Pairwise comparisonComputer scienceMatching (statistics)Structural alignmentProtein structureMultiple sequence alignmentSequence alignmentProtein structure predictionPhylogenetic treeScale (ratio)Alignment-free sequence analysisData miningAlgorithmStructural genomicsComputational biologyArtificial intelligenceStructural variationPattern recognition (psychology)Structural biologyData structureStructural bioinformaticsQuality (philosophy)Biological systemProtein evolutionVisualizationProtein methodsProtein Structure and DynamicsEnzyme Structure and FunctionBacteriophages and microbial interactions
Multiple protein structure alignment at scale with FoldMason | Litcius