Evidence map›Paper›PMID 42773112›Full record

ArticleNature communications2026

Parallel adaptation to geothermally-warmed habitats due to common structural variation and functional developmental pathways.

Matthew K Brachmann, Ana P B Costa, Shaun Robertson, Bethany Smith, Kate Donoghue, Natalie Pilakouta, Mark Whitehead, Xuan Liu, Bjarni Kristjánsson, Skúli Skúlason and 2 more

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

12 authors.

Matthew K BrachmannSchool of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, UK. matthew.brachmann@glasgow.ac.uk.ORCID 0000-0003-3870-0996
Ana P B CostaMarine Biology and Ecology, Rosenstiel School of Marine, Atmospheric and Earth Science, University of Miami, Miami, FL, USA.ORCID 0000-0002-5954-8762
Shaun RobertsonSchool of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, UK.
Bethany SmithSchool of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, UK.
Kate DonoghueSchool of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, UK.
Natalie PilakoutaSchool of Biology, University of St. Andrews, Andrews, UK.ORCID 0000-0001-8503-520X
Mark WhiteheadLiverpool Shared Research Facilities, University of Liverpool, Liverpool, UK.
Xuan LiuLiverpool Shared Research Facilities, University of Liverpool, Liverpool, UK.ORCID 0000-0001-5697-8540
Bjarni KristjánssonDepartment of Aquaculture and Fish Biology, Hólar University, Saudárkrókur, Iceland.
Skúli SkúlasonDepartment of Aquaculture and Fish Biology, Hólar University, Saudárkrókur, Iceland.
Colin SelmanSchool of Molecular Biosciences, University of Glasgow, Glasgow, UK.
Kevin ParsonsSchool of Biodiversity, One Health, and Veterinary Medicine, University of Glasgow, Glasgow, UK. kevin.parsons@glasgow.ac.uk.

Funding

RCUK | Biotechnology and Biological Sciences Research Council (BBSRC) BB/W002515/1RCUK | Natural Environment Research Council (NERC) NE/N016734/1
6 · The paper itself

Abstract

Climate change is causing rapid temperature increases that drive adaptive changes. Predicting these outcomes remains challenging as the extremes of warming have not yet been experienced by natural populations. Contemporary populations inhabiting geothermally-warmed environments can provide valuable insights, including phenotypic and genomic responses involved in adaptation to warming. Here, we examine independent instances of divergence between geothermal and ambient ecotypes of threespine stickleback. While we identify similar patterns of phenotypic divergence in appetite, fat storage, and fat loss (during starvation), genomic divergence of loci is non-parallel. However, at a functional level, the mapk signalling pathway differs across ecotype pairs and expression of mapk genes differs between ecotypes, are thermally plastic, and influenced by hybridization. We also identify an inversion on chromosome XXI, previously attributed to freshwater colonization, diverging in parallel between ecotypes. Candidate genes within the inversion are associated with metabolic traits, including appetite regulation and fat storage in correspondence with our phenotypic findings. Overall, polygenic adaptation conferring functionally similar outcomes and structural variation are key genomic mechanisms facilitating adaptation to warmed environments. Functional molecular pathways should be prioritized in conservation, as precise allelic changes are difficult to predict and potentially less relevant to thermal adaptation than previously thought.

Indexed as

AcclimatizationAdaptation, PhysiologicalEcosystemSmegmamorphaAnimalsClimate ChangeEcotypeMAP Kinase Signaling SystemPhenotype

Identifiers

PMID42773112
PMCPMC13598157

What Socratic holds

Textmetadata
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 Socratic graph.