Data from: Detecting hybridization by likelihood calculation of gene tree extra lineages given explicit models

dc.contributor.authorOlave, Melisa
dc.contributor.authorAvila, Luciano J.
dc.contributor.authorSites Jr., Jack W.
dc.contributor.authorMorando, Mariana
dc.contributor.authorSites, Jack W.
dc.date.accessioned2025-11-18T09:27:24Z
dc.date.available2025-11-18T09:27:24Z
dc.date.created2017-06-16T15:08:30Z
dc.date.issued2018
dc.description.abstractExplanations for gene tree discordance with respect to a species tree are commonly attributed to deep coalescence (also known as incomplete lineage sorting [ILS]), as well as different evolutionary processes such as hybridization, horizontal gene transfer and gene duplication. Among these, deep coalescence is usually quantified as the number of extra lineages and has been studied as the principal source of discordance among gene trees, while the other processes that could contribute to gene tree discordance have not been fully explored. This is an important issue for hybridization because interspecific gene flow is well documented and widespread across many plant and animal groups. Here, we propose a new way to detect gene flow when ILS is present that evaluates the likelihood of different models with various levels of gene flow, by comparing the expected gene tree discordance, using the number of extra lineages. This approach consists of proposing a model, simulating a set of gene trees to infer a distribution of expected extra lineages given the model, and calculating a likelihood function by comparing the fit of the real gene trees to the simulated distribution. To count extra lineages, the gene tree is first reconciled within the species tree, and for a given species tree branch the number of gene lineages minus one is counted. We develop a set of R functions to parallelize software to allow simulations, and to compare hypotheses via a likelihood ratio test to evaluate the presence of gene flow when ILS is present, in a fast and simple way. Our results show high accuracy under very challenging scenarios of high impact of ILS and low gene flow levels, even using a modest dataset of five to ten loci and five to ten individuals per species. We present a powerful and fast method to detect hybridization in presence of ILS. We discuss its advantage with large dataset (such as genomic scale), and also identifies possible issues that should be explored with more complex models in future studies.
dc.description.versionpublisheddeu
dc.identifier.doi10.5061/dryad.q084s
dc.identifier.urihttps://kops.uni-konstanz.de/handle/123456789/75260
dc.language.isoeng
dc.relation.isreferencedby10.1111/2041-210x.12846
dc.rightsCreative Commons Zero v1.0 Universal
dc.rights.urihttps://creativecommons.org/publicdomain/zero/1.0/legalcode
dc.subjectLikelihood
dc.subjectdeep coalescence
dc.subjectmodel-based analysis
dc.subjectLiolaemus
dc.subject.ddc570
dc.titleData from: Detecting hybridization by likelihood calculation of gene tree extra lineages given explicit modelseng
dspace.entity.typeDataset
kops.citation.bibtex
kops.citation.iso690OLAVE, Melisa, Luciano J. AVILA, Jack W. SITES JR., Mariana MORANDO, Jack W. SITES, 2018. Data from: Detecting hybridization by likelihood calculation of gene tree extra lineages given explicit modelsdeu
kops.citation.iso690OLAVE, Melisa, Luciano J. AVILA, Jack W. SITES JR., Mariana MORANDO, Jack W. SITES, 2018. Data from: Detecting hybridization by likelihood calculation of gene tree extra lineages given explicit modelseng
kops.citation.rdf
<rdf:RDF
    xmlns:dcterms="http://purl.org/dc/terms/"
    xmlns:dc="http://purl.org/dc/elements/1.1/"
    xmlns:rdf="http://www.w3.org/1999/02/22-rdf-syntax-ns#"
    xmlns:bibo="http://purl.org/ontology/bibo/"
    xmlns:dspace="http://digital-repositories.org/ontologies/dspace/0.1.0#"
    xmlns:foaf="http://xmlns.com/foaf/0.1/"
    xmlns:void="http://rdfs.org/ns/void#"
    xmlns:xsd="http://www.w3.org/2001/XMLSchema#" > 
  <rdf:Description rdf:about="https://kops.uni-konstanz.de/server/rdf/resource/123456789/75260">
    <dc:creator>Sites, Jack W.</dc:creator>
    <void:sparqlEndpoint rdf:resource="http://localhost/fuseki/dspace/sparql"/>
    <dcterms:rights rdf:resource="https://creativecommons.org/publicdomain/zero/1.0/legalcode"/>
    <dc:creator>Olave, Melisa</dc:creator>
    <dc:contributor>Sites Jr., Jack W.</dc:contributor>
    <dc:creator>Morando, Mariana</dc:creator>
    <dc:creator>Avila, Luciano J.</dc:creator>
    <dcterms:issued>2018</dcterms:issued>
    <dc:contributor>Olave, Melisa</dc:contributor>
    <bibo:uri rdf:resource="https://kops.uni-konstanz.de/handle/123456789/75260"/>
    <dc:contributor>Avila, Luciano J.</dc:contributor>
    <dspace:isPartOfCollection rdf:resource="https://kops.uni-konstanz.de/server/rdf/resource/123456789/71914"/>
    <dc:contributor>Morando, Mariana</dc:contributor>
    <dc:language>eng</dc:language>
    <dcterms:title>Data from: Detecting hybridization by likelihood calculation of gene tree extra lineages given explicit models</dcterms:title>
    <dcterms:isReferencedBy>10.1111/2041-210x.12846</dcterms:isReferencedBy>
    <dc:creator>Sites Jr., Jack W.</dc:creator>
    <foaf:homepage rdf:resource="http://localhost:8080/"/>
    <dcterms:created rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2017-06-16T15:08:30Z</dcterms:created>
    <dcterms:abstract>Explanations for gene tree discordance with respect to a species tree are commonly attributed to deep coalescence (also known as incomplete lineage sorting [ILS]), as well as different evolutionary processes such as hybridization, horizontal gene transfer and gene duplication. Among these, deep coalescence is usually quantified as the number of extra lineages and has been studied as the principal source of discordance among gene trees, while the other processes that could contribute to gene tree discordance have not been fully explored. This is an important issue for hybridization because interspecific gene flow is well documented and widespread across many plant and animal groups. Here, we propose a new way to detect gene flow when ILS is present that evaluates the likelihood of different models with various levels of gene flow, by comparing the expected gene tree discordance, using the number of extra lineages. This approach consists of proposing a model, simulating a set of gene trees to infer a distribution of expected extra lineages given the model, and calculating a likelihood function by comparing the fit of the real gene trees to the simulated distribution. To count extra lineages, the gene tree is first reconciled within the species tree, and for a given species tree branch the number of gene lineages minus one is counted. We develop a set of R functions to parallelize software to allow simulations, and to compare hypotheses via a likelihood ratio test to evaluate the presence of gene flow when ILS is present, in a fast and simple way. Our results show high accuracy under very challenging scenarios of high impact of ILS and low gene flow levels, even using a modest dataset of five to ten loci and five to ten individuals per species. We present a powerful and fast method to detect hybridization in presence of ILS. We discuss its advantage with large dataset (such as genomic scale), and also identifies possible issues that should be explored with more complex models in future studies.</dcterms:abstract>
    <dc:contributor>Sites, Jack W.</dc:contributor>
    <dc:rights>Creative Commons Zero v1.0 Universal</dc:rights>
    <dcterms:isPartOf rdf:resource="https://kops.uni-konstanz.de/server/rdf/resource/123456789/71914"/>
    <dcterms:available rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2025-11-18T09:27:24Z</dcterms:available>
    <dc:date rdf:datatype="http://www.w3.org/2001/XMLSchema#dateTime">2025-11-18T09:27:24Z</dc:date>
  </rdf:Description>
</rdf:RDF>
kops.datacite.repositoryDRYAD
kops.description.funding{"first":"nsf","second":"OISE 0530267"}
kops.flag.knbibliographytrue
relation.isAuthorOfDataset3494763d-853c-4177-93bd-d19d79955c07
relation.isAuthorOfDataset.latestForDiscovery3494763d-853c-4177-93bd-d19d79955c07
relation.isPublicationOfDatasetc1490161-6fb9-49aa-975b-e63de02164b7
relation.isPublicationOfDatasetDetecting hybridization by likelihood calculation of gene tree extra lineages given explicit models
relation.isPublicationOfDataset.latestForDiscoveryc1490161-6fb9-49aa-975b-e63de02164b7

Dateien