Evidence map›Paper›PMID 42875451›Full record

ArticleNature communications2026

Small viruses reveal bidirectional evolution between HK97-fold viruses and encapsulins via procapsids.

Abelardo Aguilar, Ingrid Miranda Perez, Omer Nadel, Stephen Nayfach, Luis Ruiz Pestana, Anca M Segall, Forest L Rohwer, Simon Roux, Simon White, Antoni Luque

Abstract read
In one paragraph

Article in Nature communications, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

10 authors.

Abelardo AguilarDepartment of Biology, University of Miami, Coral Gables, FL, USA.
Ingrid Miranda PerezDepartment of Biology, University of Miami, Coral Gables, FL, USA.
Omer NadelDepartment of Biology, University of Miami, Coral Gables, FL, USA.
Stephen NayfachProfluent Bio, Emeryville, CA, USA.ORCID http://orcid.org/0000-0003-4625-4164
Luis Ruiz PestanaDepartment of Civil and Architectural Engineering, University of Miami, Coral Gables, FL, USA.ORCID http://orcid.org/0000-0001-8028-5242
Anca M SegallDepartment of Biology, San Diego State University, San Diego, CA, USA.ORCID http://orcid.org/0000-0002-8454-5248
Forest L RohwerDepartment of Biology, San Diego State University, San Diego, CA, USA.
Simon RouxDepartment of Energy Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA.ORCID http://orcid.org/0000-0002-5831-5895
Simon WhiteDepartment of Molecular and Cell Biology, University of Connecticut, Storrs, CT, USA.ORCID http://orcid.org/0000-0002-9227-9461
Antoni LuqueDepartment of Biology, University of Miami, Coral Gables, FL, USA. antoni.luque@miami.edu.ORCID http://orcid.org/0000-0002-5817-4914

Funding

Gordon and Betty Moore Foundation (Gordon E. and Betty I. Moore Foundation) GBMF9871National Science Foundation (NSF) 2424579
6 · The paper itself

Abstract

The HK97-fold is an ancient, conserved protein structure that assembles protein shells, forming the capsids of Duplodnaviria viruses and prokaryotic biochemical compartments called encapsulsins. It has been proposed that encapsulins evolved from HK97-fold viruses. But the higher complexity of viral capsids represents a biophysical paradox in the evolution of HK97-fold protein shells. To resolve this problem, we hypothesize the existence of simpler HK97-fold viral capsids associated with smaller genomes than those of known HK97-fold viruses. Such small viral genomes are searched in environmental metagenomes across public databases, including IMG/M and MGnify. Using hidden Markov models and protein language models, we identify and characterize small viral genomes encoding HK97-fold proteins that exhibit molecular similarities to encapsulins yet lack portal and tail genes. The phylogenetic analyses of HK97-fold proteins reveal independent mixed groups of viruses and encapsulins, and structural analyses identify similarities between encapsulins and procapsids, the immature state of viral capsids. The observations support a bidirectional evolution between encapsulins and HK97-fold viruses enabled by the viral procapsid state. Using biophysical and genomic arguments, we introduce an evolutionary model of HK97-fold protein shells, predicting that they emerged as lower-symmetry biochemical compartments and that HK97-fold viral capsids may retain biochemical functions.

Indexed as

CapsidCapsid ProteinsDNA VirusesEvolution, MolecularGenome, ViralModels, MolecularPhylogenyProtein FoldingCapsid Proteins

Identifiers

PMID42875451
PMCPMC13669383

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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.