Beyond sequence similarity: cross-phyla protein annotation by structural prediction and alignment
F. Ruperti, N. Papadopoulos, J. Musser, M. Mirdita, M. Steinegger, D. Arendt
Abstract
BackgroundAnnotating protein function is a major goal in molecular biology, yet experimentally determined knowledge is often limited to a few model organisms. In non-model species, the sequence-based prediction of gene orthology can be used to infer function, however this approach loses predictive power with longer evolutionary distances. Here we propose a pipeline for the functional annotation of proteins using structural similarity, exploiting the fact that protein structures are directly linked to function and can be more conserved than protein sequences. ResultsWe propose a pipeline of openly available tools for the functional annotation of proteins via structural similarity (MorF: MorphologFinder) and use it to annotate the complete proteome of a sponge. Sponges are highly relevant for inferring the early history of animals, yet their proteomes remain sparsely annotated. MorF accurately predicts the functions of proteins with known homology in >90% cases, and annotates an additional 50% of the proteome beyond standard sequence-based methods. Using this, we uncover new functions for sponge cell types, including extensive FGF, TGF and Ephrin signalling in sponge epithelia, and redox metabolism and control in myopeptidocytes. Notably, we also annotate genes specific to the enigmatic sponge mesocytes, proposing they function to digest cell walls. ConclusionsOur work demonstrates that structural similarity is a powerful approach that complements and extends sequence similarity searches to identify homologous proteins over long evolutionary distances. We anticipate this to be a powerful approach that boosts discovery in numerous -omics datasets, especially for non-model organisms.
02 /Specification & Classification
Click any tag to browse matching papersReproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Functional domain annotation by structural similarity
Poorya Mirzavand Borujeni, Reza Salavati·NAR Genomics and BioinformaticsPeer-reviewed·Jan 5, 2024
- Functional profiling of the sequence stockpile: a review and assessment of in silico prediction tools
R. Prabakaran, Yana Bromberg·bioRxiv·Jul 12, 2023
- FASSO: An AlphaFold based method to assign functional annotations by combining sequence and structure orthology
Carson M. Andorf, Shatabdi Sen, … Margaret Roth Woodhouse·bioRxiv·Nov 10, 2022
- ProtPen combines sequence- and structure-based approaches to facilitate protein function predictions on a proteome-wide scale
Diya Mathai, Stefan Schulze·Journal of Proteome ResearchPeer-reviewed·Aug 14, 2026
- Learning sequence, structure, and function representations of proteins with language models
Tymor Hamamsy, Meet Barot, … Kyunghyun Cho·bioRxiv·Nov 26, 2023
- Biological foundation models illuminate annotation blind spots in evolutionarily divergent genomes
Toby B. Lanser, Sydney K. Caldwell, … Hildreth Robert Frost·bioRxiv·May 16, 2026