Evidence map›Paper›PMID 39578229›Full record

ArticleThe FEBS journal2025

Paradigms of convergent evolution in enzymes.

Ioannis G Riziotis, Jenny C Kafas, Gabriel Ong, Neera Borkakoti, António J M Ribeiro, Janet M Thornton

Abstract read
In one paragraph

Article in The FEBS journal, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

9 citing papers in PubMed.

  1. Article
  2. Review
  3. Investigating enzyme function by geometric matching of catalytic motifs.Protein science : a publication of the Protein Society · 2026
    Article
  4. Article
  5. The genetic foundations of convergent traits.Nature reviews. Genetics · 2026
    Review
  6. Review
  7. Article
  8. Article
  9. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Ioannis G RiziotisEuropean Bioinformatics Institute (EMBL-EBI), Cambridge, UK.ORCID 0000-0002-4035-1839
Jenny C KafasEuropean Bioinformatics Institute (EMBL-EBI), Cambridge, UK.
Gabriel OngEuropean Bioinformatics Institute (EMBL-EBI), Cambridge, UK.
Neera BorkakotiEuropean Bioinformatics Institute (EMBL-EBI), Cambridge, UK.ORCID 0000-0002-5878-1490
António J M RibeiroEuropean Bioinformatics Institute (EMBL-EBI), Cambridge, UK.ORCID 0000-0002-2533-1231
Janet M ThorntonEuropean Bioinformatics Institute (EMBL-EBI), Cambridge, UK.ORCID 0000-0003-0824-4096

Funding

EMBL International PhD ProgrammeEuropean Molecular Biology Laboratory
6 · The paper itself

Abstract

There are many occurrences of enzymes catalysing the same reaction but having significantly different structures. Leveraging the comprehensive information on enzymes stored in the Mechanism and Catalytic Site Atlas (M-CSA), we present a collection of 34 cases for which there is sufficient evidence of functional convergence without an evolutionary link. For each case, we compare enzymes which have identical Enzyme Commission numbers (i.e. catalyse the same reaction), but different identifiers in the CATH data resource (i.e. different folds). We focus on similarities between their sequences, structures, active site geometries, cofactors and catalytic mechanisms. These features are then assessed to evaluate whether all the evidence for these structurally diverse proteins supports their independent evolution to catalyse the same chemical reaction. Our approach combines published literature information with knowledge-based computational resources from, amongst others, M-CSA, PDBe and PDBsum, supported by tailor-made software to explore active site structures and assess similarities in mechanism. We find that there are multiple types of convergent functional evolution observed to date, and it is necessary to investigate sequence, structure, active site geometry and enzyme mechanisms to describe such convergence accurately.

Indexed as

EnzymesEvolution, MolecularCatalytic DomainDatabases, ProteinHumansModels, MolecularProtein ConformationSoftwareEnzymesactive siteconvergenceenzymeevolutionmechanism

Identifiers

PMID39578229
PMCPMC11796326

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.