Evidence map›Paper›PMID 42126263›Full record

ArticleMolecular biology and evolution2026

Beyond genomes: functional signatures reveal evolutionary patterns across the tree of life.

Antonio Muñoz-Mérida, Antonio Jesús Muñoz-Pajares

Abstract read
In one paragraph

Article in Molecular biology and evolution, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Review
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

2 authors.

Antonio Muñoz-MéridaCentro de Investigação em Biodiversidade e Recursos Genéticos, CIBIO, InBIO Laboratório Associado, Universidade do Porto, Campus de Vairão, Vairão 4485-661, Portugal.ORCID 0000-0001-7173-2741
Antonio Jesús Muñoz-PajaresDepartamento de Genética, Facultad de Ciencias, Universidad de Granada, Granada, Spain.ORCID 0000-0002-2505-8116

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Protein function evolution provides a powerful lens to uncover biological complexity. Here, we introduce the concept of the pan-functionome-the full set of protein functions encoded by the proteome of individuals belonging to a taxonomic group-and explore its evolutionary implications. By analyzing over 1,000 annotated proteomes across major branches of life, we identify systematic differences in functional composition that reflect deep evolutionary patterns. The number of biological processes per protein increases nonlinearly over time, with functional diversification rather than protein expansion driving organismal complexity. Distinct taxonomic divisions invest differently in biological processes, highlighting signatures of multicellularity, metabolism, and stress response. Phylogenetic analyses suggest that the evolution of protein functions follows a non-neutral model. Furthermore, functional profiles allow robust taxonomic classification and reveal unique adaptations in individual organisms. Our findings suggest that the functionome provides a complementary perspective on evolution, with potential applications in taxonomy, evolutionary biology, and comparative genomics.

Indexed as

Biological EvolutionEvolution, MolecularProteomeAnimalsPhylogenyProteomicsProteomeFunctionomicsGO Slim TermsProteomics

Identifiers

PMID42126263
PMCPMC13234848

What OpenQuestion holds

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LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

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.