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March 16, 2026Systematic Biology1 citationsOpen Access

Bayesian test of gene flow between sister lineages using genomic data

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ZYZiheng YangRutgers, The State University of New JerseyXJXiyun JiaoSouthern University of Science and TechnologySCSirui ChengAcademy of Mathematics and Systems Science

Key Points

  • This research aims to improve the detection of gene flow between sister lineages using a Bayesian approach.
  • Developed a theory for the Savage-Dickey density ratio under nonstandard conditions.
  • Utilized a genomic dataset from Sceloporus lizards for analysis.
  • Assessed false-positive rates and power of the Bayesian test for introgression.
  • Found that the Bayesian test showed low false-positive rates and high power for detecting gene flow.
  • Established that species split time significantly influences information content in genomic data.
  • Demonstrated the effectiveness of the Bayesian test in assessing gene flow at varying rates.

Abstract

Abstract Inference of interspecific gene flow using genomic data is important to reliable reconstruction of species phylogenies and to our understanding of the speciation process. Gene flow is harder to detect if it involves sister lineages than nonsisters; for example, most heuristic methods based on data summaries are unable to infer gene flow between sisters. Likelihood-based methods can identify introgression between sisters but the test exhibits several nonstandard features, including boundary problems, indeterminate parameters, and multiple routes from the alternative to the null hypotheses. In the Bayesian test, those irregularities pose challenges to the use of the Savage-Dickey (S-D) density ratio to calculate the Bayes factor. Here we develop a theory for applying the S-D approach under nonstandard conditions. We show that the Bayesian test of introgression between sister lineages has low false-positive rates and high power. We discuss issues surrounding the estimation of the rate of gene flow between sister lineages, especially at very low or very high rates, and suggest that evidence for gene flow between sisters be assessed via a Bayesian test. We find that the species split time has a major impact on the information content in the data, with more information at deeper divergence. We use a genomic dataset from Sceloporus lizards to illustrate the test of gene flow between sister lineages.

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Cite This Study

Yang et al. (2026) studied this question.

synapsesocial.com/papers/69b79e6e8166e15b153abb66https://doi.org/10.1093/sysbio/syag028
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