Evidence map›Paper›PMID 41271722›Full record

ArticleNature communications2025

Estimation of genome-wide coupling in rattlesnake hybrids provides insight into the process of speciation and its progress.

Yannick Z Francioli, Justin M Bernstein, Richard H Adams, Hannah D Guss, Drew R Schield, Sierra N Smith, Siddharth S Gopalan, Dylan W Maag, Jesse M Meik, Tereza Jezkova and 5 more

Abstract read
In one paragraph

Article in Nature communications, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. Evolution of genome-wide barriers to gene flow during complex speciation in rattlesnakes.Proceedings of the National Academy of Sciences of the United States of America · 2026
    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

15 authors.

Yannick Z FrancioliDepartment of Biology, University of Texas at Arlington, Arlington, TX, USA.ORCID http://orcid.org/0000-0001-9653-0417
Justin M BernsteinDepartment of Biology, University of Texas at Arlington, Arlington, TX, USA.ORCID http://orcid.org/0000-0002-5249-3340
Richard H AdamsDepartment of Entomology and Plant Pathology, University of Arkansas Agricultural Experimental Station, University of Arkansas, Fayetteville, AR, USA.
Hannah D GussDepartment of Biology, University of Texas at Arlington, Arlington, TX, USA.
Drew R SchieldDepartment of Biology, University of Virginia, Charlottesville, VA, USA.
Sierra N SmithDepartment of Biology, University of Texas at Arlington, Arlington, TX, USA.
Siddharth S GopalanDepartment of Biology, University of Texas at Arlington, Arlington, TX, USA.ORCID http://orcid.org/0000-0003-3096-265X
Dylan W MaagDepartment of Biology, San Diego State University, San Diego, CA, USA.ORCID http://orcid.org/0000-0002-7255-7196
Jesse M MeikDepartment of Biological Sciences, Tarleton State University, Stephenville, TX, USA.
Tereza JezkovaDepartment of Biology, Miami University, Oxford, OH, USA.
Jeffery P DemuthDepartment of Biology, University of Texas at Arlington, Arlington, TX, USA.ORCID http://orcid.org/0000-0002-0471-3679
Rulon W ClarkDepartment of Biology, San Diego State University, San Diego, CA, USA.
Stephen P MackessyDepartment of Biological Sciences, University of Northern Colorado, Greeley, CO, USA.ORCID http://orcid.org/0000-0003-4515-2545
Zachariah GompertDepartment of Biology, Utah State University, Logan, UT, USA.ORCID http://orcid.org/0000-0003-2248-2488
Todd A CastoeDepartment of Biology, University of Texas at Arlington, Arlington, TX, USA. todd.castoe@uta.edu.ORCID http://orcid.org/0000-0002-5912-1574

Funding

National Science Foundation (NSF) DBI-2208959National Science Foundation (NSF) DEB-1655571National Science Foundation (NSF) IOS-2307044
6 · The paper itself

Abstract

Genomic coupling theory predicts that progress towards speciation involves a transition from the dominant effects of selection on individual barrier loci to the aggregate effects of direct and indirect selection across loci that collectively produce stronger barriers to gene flow through genetic associations. However, our ability to test this prediction and to understand the factors that lead to the buildup and maintenance of these associations has been limited by a lack of methods to estimate variation in coupling across the genome. Here we develop approaches to quantify coupling using window-based estimates of Barton's coupling coefficient and apply these to a dataset of 118 genomes from a rattlesnake hybrid zone. Our results provide empirical evidence for genomic coupling that is consistent with the predicted relationships of coupling with recombination, linkage, and inferences of selection. Applying these approaches, we find evidence for coupling within and among chromosomes, and highlight the roles of coupling in complex barrier effects, including the Large-Z effect, cytonuclear incompatibilities, and incompatibilities related to venom resistance. Together, our findings demonstrate the mechanism by which coupling is predicted to lead to speciation, and highlight how genome-wide quantification of coupling presents a promising framework for understanding progress towards speciation and the processes that underlie this progress.

Indexed as

CrotalusGenetic SpeciationGenomeHybridization, GeneticAnimalsGene FlowSelection, Genetic

Identifiers

PMID41271722
PMCPMC12638827

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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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.