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VolcanoFinder: genomic scans for adaptive introgression
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Abstract
Recent research shows that introgression between closely-related species is an important source of adaptive alleles for a wide range of taxa. Typically, detection of adaptive introgression from genomic data relies on comparative analyses that require sequence data from both the recipient and the donor species. However, in many cases, the donor is unknown or the data is not currently available. Here, we introduce a genome-scan method—
VolcanoFinder
—to detect recent events of adaptive introgression using polymorphism data from the recipient species only.
VolcanoFinder
detects adaptive introgression sweeps from the pattern of excess intermediate-frequency polymorphism they produce in the flanking region of the genome, a pattern which appears as a volcano-shape in pairwise genetic diversity.
Using coalescent theory, we derive analytical predictions for these patterns. Based on these results, we develop a composite-likelihood test to detect signatures of adaptive introgression relative to the genomic background. Simulation results show that
VolcanoFinder
has high statistical power to detect these signatures, even for older sweeps and for soft sweeps initiated by multiple migrant haplotypes. Finally, we implement
VolcanoFinder
to detect archaic introgression in European and sub-Saharan African human populations, and uncovered interesting candidates in both populations, such as
TSHR
in Europeans and
TCHH-RPTN
in Africans. We discuss their biological implications and provide guidelines for identifying and circumventing artifactual signals during empirical applications of
VolcanoFinder
.
Author summary
The process by which beneficial alleles are introduced into a species from a closely-related species is termed adaptive introgression. We present an analytically-tractable model for the effects of adaptive introgression on non-adaptive genetic variation in the genomic region surrounding the beneficial allele. The result we describe is a characteristic volcano-shaped pattern of increased variability that arises around the positively-selected site, and we introduce an open-source method
VolcanoFinder
to detect this signal in genomic data. Importantly,
VolcanoFinder
is a population-genetic likelihood-based approach, rather than a comparative-genomic approach, and can therefore probe genomic variation data from a single population for footprints of adaptive introgression, even from
a priori
unknown and possibly extinct donor species.
Title: VolcanoFinder: genomic scans for adaptive introgression
Description:
Abstract
Recent research shows that introgression between closely-related species is an important source of adaptive alleles for a wide range of taxa.
Typically, detection of adaptive introgression from genomic data relies on comparative analyses that require sequence data from both the recipient and the donor species.
However, in many cases, the donor is unknown or the data is not currently available.
Here, we introduce a genome-scan method—
VolcanoFinder
—to detect recent events of adaptive introgression using polymorphism data from the recipient species only.
VolcanoFinder
detects adaptive introgression sweeps from the pattern of excess intermediate-frequency polymorphism they produce in the flanking region of the genome, a pattern which appears as a volcano-shape in pairwise genetic diversity.
Using coalescent theory, we derive analytical predictions for these patterns.
Based on these results, we develop a composite-likelihood test to detect signatures of adaptive introgression relative to the genomic background.
Simulation results show that
VolcanoFinder
has high statistical power to detect these signatures, even for older sweeps and for soft sweeps initiated by multiple migrant haplotypes.
Finally, we implement
VolcanoFinder
to detect archaic introgression in European and sub-Saharan African human populations, and uncovered interesting candidates in both populations, such as
TSHR
in Europeans and
TCHH-RPTN
in Africans.
We discuss their biological implications and provide guidelines for identifying and circumventing artifactual signals during empirical applications of
VolcanoFinder
.
Author summary
The process by which beneficial alleles are introduced into a species from a closely-related species is termed adaptive introgression.
We present an analytically-tractable model for the effects of adaptive introgression on non-adaptive genetic variation in the genomic region surrounding the beneficial allele.
The result we describe is a characteristic volcano-shaped pattern of increased variability that arises around the positively-selected site, and we introduce an open-source method
VolcanoFinder
to detect this signal in genomic data.
Importantly,
VolcanoFinder
is a population-genetic likelihood-based approach, rather than a comparative-genomic approach, and can therefore probe genomic variation data from a single population for footprints of adaptive introgression, even from
a priori
unknown and possibly extinct donor species.
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