Evidence map›Paper›PMID 41923414›Full record

ArticleMolecular ecology2026

Mild Warming Induces Divergent Plastic Responses in Gene Expression Among Populations of a Temperate Butterfly.

N Verspagen, M Frapin, R Das Roy, H Mäkinen, M Saastamoinen, M F DiLeo

Abstract read
In one paragraph

Article in Molecular ecology, 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

6 authors.

N VerspagenDepartment of Organismal and Evolutionary Biology, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0002-3526-3965
M FrapinDepartment of Organismal and Evolutionary Biology, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0002-9540-6518
R Das RoyBiodata Analytics Unit, Institute of Biotechnology, University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0002-3276-7279
H MäkinenBiodata Analytics Unit, Institute of Biotechnology, University of Helsinki, Helsinki, Finland.
M SaastamoinenDepartment of Organismal and Evolutionary Biology, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0001-7009-2527
M F DiLeoDepartment of Organismal and Evolutionary Biology, Faculty of Biological and Environmental Sciences, University of Helsinki, Helsinki, Finland.ORCID https://orcid.org/0000-0003-0101-5274

Funding

LUOVA Doctoral ProgrammeNatural Sciences and Engineering Research Council of CanadaResearch Council of Finland 316227
6 · The paper itself

Abstract

In response to potentially stressful conditions, for example due to climate change, organisms can move, adjust through phenotypic plasticity and evolve. Evolution can act on mean trait values, or on plasticity itself. Whether phenotypic plasticity, evolution, or evolution of plasticity is the dominant response to environmental change is still subject to debate. Representing a close link between genotype and phenotype, gene expression studies are an effective tool to study these questions, especially combined with environmental clines. Therefore, we used a common garden experiment to quantify gene expression across two populations of Glanville fritillary butterflies originating from different latitudes in Europe, tested at two temperature treatments. We investigated gene expression patterns using differential expression analysis and weighted gene co-expression network analysis (WGCNA) to disentangle genetic from plastic effects. We found that, regardless of population of origin, most differentially expressed genes and co-expression modules were responsive to temperature. We also found strong evidence for variation in plasticity between populations (GxE) in both gene-by-gene and co-expression analyses, but only little evidence for genetic assimilation or compensation. While a large proportion of differentially expressed genes showed a reaction norm reversal, this was not the case for co-expression modules. This indicates the importance of considering coordinated, low-level changes across many genes. Biological processes overrepresented in genes and gene co-expression modules differentially expressed with temperature and/or the population by temperature interaction were generally related to cellular maintenance and growth. Our results highlight the importance of intraspecific differences in phenotypic plasticity in response to mild warming.

Indexed as

ButterfliesGene ExpressionAnimalsClimate ChangeEuropeGenetics, PopulationGenotypePhenotypeTemperatureenvironmental gradientinsectintraspecific variationphenotypic plasticityRNAseqtranscriptome

Identifiers

PMID41923414
PMCPMC13044392

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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.