Disentangling Signatures of Selection Before and After European Colonization in Latin Americans

ABSTRACT: Throughout human evolutionary history, large-scale migrations have led to intermixing (i.e., admixture) between previously separated human groups. Although classical and recent work have shown that studying admixture can yield novel historical insights, the extent to which this process con...

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Autores:
Bedoya Berrío, Gabriel de Jesús
Arias Pérez, William Hernán
Jaramillo Alzate, Claudia Milena
Mendoza Revilla, Javier
Chacón Duque, Juan Camilo
Fuentes Guajardo, Macarena
Ormond, Louise
Ke, Wang
Hurtado, Malena
Villegas, Valeria
Granja, Vanessa
Acuña Alonzo, Victor
Barquera, Rodrigo
Gómez Valdés, Jorge
Villamil Ramírez, Hugo
Silva de Cerqueira, Caio C.
Badillo Rivera, Keyla M.
Nieves Colón, Maria A.
R Gignoux, Christopher
Wojcik, Genevieve L.
Moreno Estrada, Andrés
Hünemeier, Tábita
Ramallo, Virginia
Schuler-Faccini, Lavinia
González José, Rolando
Bortolini, Maria Cátira
Canizales Quinteros, Samuel
Gallo, Carla
Poletti, Giovanni
Rothhammer, Francisco
Balding, David
Fumagalli, Matteo
Adhikari, Kaustubh
Ruíz Linares, Andrés
Hellenthal, Garrett
Tipo de recurso:
Article of investigation
Fecha de publicación:
2022
Institución:
Universidad de Antioquia
Repositorio:
Repositorio UdeA
Idioma:
eng
OAI Identifier:
oai:bibliotecadigital.udea.edu.co:10495/41087
Acceso en línea:
https://hdl.handle.net/10495/41087
Palabra clave:
Genetics, Population
Genética de Población
Genome, Human
Genoma Humano
Genomics
Genómica
Polymorphism, Single Nucleotide
Polimorfismo de Nucleótido Simple
Hispanic or Latino
Hispánicos o Latinos
https://id.nlm.nih.gov/mesh/D005828
https://id.nlm.nih.gov/mesh/D015894
https://id.nlm.nih.gov/mesh/D023281
https://id.nlm.nih.gov/mesh/D020641
https://id.nlm.nih.gov/mesh/D006630
Rights
openAccess
License
http://creativecommons.org/licenses/by/2.5/co/
id UDEA2_7082bcea26b94424253fe4825204a738
oai_identifier_str oai:bibliotecadigital.udea.edu.co:10495/41087
network_acronym_str UDEA2
network_name_str Repositorio UdeA
repository_id_str
dc.title.spa.fl_str_mv Disentangling Signatures of Selection Before and After European Colonization in Latin Americans
title Disentangling Signatures of Selection Before and After European Colonization in Latin Americans
spellingShingle Disentangling Signatures of Selection Before and After European Colonization in Latin Americans
Genetics, Population
Genética de Población
Genome, Human
Genoma Humano
Genomics
Genómica
Polymorphism, Single Nucleotide
Polimorfismo de Nucleótido Simple
Hispanic or Latino
Hispánicos o Latinos
https://id.nlm.nih.gov/mesh/D005828
https://id.nlm.nih.gov/mesh/D015894
https://id.nlm.nih.gov/mesh/D023281
https://id.nlm.nih.gov/mesh/D020641
https://id.nlm.nih.gov/mesh/D006630
title_short Disentangling Signatures of Selection Before and After European Colonization in Latin Americans
title_full Disentangling Signatures of Selection Before and After European Colonization in Latin Americans
title_fullStr Disentangling Signatures of Selection Before and After European Colonization in Latin Americans
title_full_unstemmed Disentangling Signatures of Selection Before and After European Colonization in Latin Americans
title_sort Disentangling Signatures of Selection Before and After European Colonization in Latin Americans
dc.creator.fl_str_mv Bedoya Berrío, Gabriel de Jesús
Arias Pérez, William Hernán
Jaramillo Alzate, Claudia Milena
Mendoza Revilla, Javier
Chacón Duque, Juan Camilo
Fuentes Guajardo, Macarena
Ormond, Louise
Ke, Wang
Hurtado, Malena
Villegas, Valeria
Granja, Vanessa
Acuña Alonzo, Victor
Barquera, Rodrigo
Gómez Valdés, Jorge
Villamil Ramírez, Hugo
Silva de Cerqueira, Caio C.
Badillo Rivera, Keyla M.
Nieves Colón, Maria A.
R Gignoux, Christopher
Wojcik, Genevieve L.
Moreno Estrada, Andrés
Hünemeier, Tábita
Ramallo, Virginia
Schuler-Faccini, Lavinia
González José, Rolando
Bortolini, Maria Cátira
Canizales Quinteros, Samuel
Gallo, Carla
Poletti, Giovanni
Rothhammer, Francisco
Balding, David
Fumagalli, Matteo
Adhikari, Kaustubh
Ruíz Linares, Andrés
Hellenthal, Garrett
dc.contributor.author.none.fl_str_mv Bedoya Berrío, Gabriel de Jesús
Arias Pérez, William Hernán
Jaramillo Alzate, Claudia Milena
Mendoza Revilla, Javier
Chacón Duque, Juan Camilo
Fuentes Guajardo, Macarena
Ormond, Louise
Ke, Wang
Hurtado, Malena
Villegas, Valeria
Granja, Vanessa
Acuña Alonzo, Victor
Barquera, Rodrigo
Gómez Valdés, Jorge
Villamil Ramírez, Hugo
Silva de Cerqueira, Caio C.
Badillo Rivera, Keyla M.
Nieves Colón, Maria A.
R Gignoux, Christopher
Wojcik, Genevieve L.
Moreno Estrada, Andrés
Hünemeier, Tábita
Ramallo, Virginia
Schuler-Faccini, Lavinia
González José, Rolando
Bortolini, Maria Cátira
Canizales Quinteros, Samuel
Gallo, Carla
Poletti, Giovanni
Rothhammer, Francisco
Balding, David
Fumagalli, Matteo
Adhikari, Kaustubh
Ruíz Linares, Andrés
Hellenthal, Garrett
dc.contributor.researchgroup.spa.fl_str_mv Genética Molecular (GENMOL)
dc.subject.decs.none.fl_str_mv Genetics, Population
Genética de Población
Genome, Human
Genoma Humano
Genomics
Genómica
Polymorphism, Single Nucleotide
Polimorfismo de Nucleótido Simple
Hispanic or Latino
Hispánicos o Latinos
topic Genetics, Population
Genética de Población
Genome, Human
Genoma Humano
Genomics
Genómica
Polymorphism, Single Nucleotide
Polimorfismo de Nucleótido Simple
Hispanic or Latino
Hispánicos o Latinos
https://id.nlm.nih.gov/mesh/D005828
https://id.nlm.nih.gov/mesh/D015894
https://id.nlm.nih.gov/mesh/D023281
https://id.nlm.nih.gov/mesh/D020641
https://id.nlm.nih.gov/mesh/D006630
dc.subject.meshuri.none.fl_str_mv https://id.nlm.nih.gov/mesh/D005828
https://id.nlm.nih.gov/mesh/D015894
https://id.nlm.nih.gov/mesh/D023281
https://id.nlm.nih.gov/mesh/D020641
https://id.nlm.nih.gov/mesh/D006630
description ABSTRACT: Throughout human evolutionary history, large-scale migrations have led to intermixing (i.e., admixture) between previously separated human groups. Although classical and recent work have shown that studying admixture can yield novel historical insights, the extent to which this process contributed to adaptation remains underexplored. Here, we introduce a novel statistical model, specific to admixed populations, that identifies loci under selection while determining whether the selection likely occurred post-admixture or prior to admixture in one of the ancestral source populations. Through extensive simulations, we show that this method is able to detect selection, even in recently formed admixed populations, and to accurately differentiate between selection occurring in the ancestral or admixed population. We apply this method to genome-wide SNP data of ∼4,000 individuals in five admixed Latin American cohorts from Brazil, Chile, Colombia, Mexico, and Peru. Our approach replicates previous reports of selection in the human leukocyte antigen region that are consistent with selection post-admixture. We also report novel signals of selection in genomic regions spanning 47 genes, reinforcing many of these signals with an alternative, commonly used local-ancestry-inference approach. These signals include several genes involved in immunity, which may reflect responses to endemic pathogens of the Americas and to the challenge of infectious disease brought by European contact. In addition, some of the strongest signals inferred to be under selection in the Native American ancestral groups of modern Latin Americans overlap with genes implicated in energy metabolism phenotypes, plausibly reflecting adaptations to novel dietary sources available in the Americas.
publishDate 2022
dc.date.issued.none.fl_str_mv 2022
dc.date.accessioned.none.fl_str_mv 2024-08-11T12:06:28Z
dc.date.available.none.fl_str_mv 2024-08-11T12:06:28Z
dc.type.spa.fl_str_mv Artículo de investigación
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dc.identifier.citation.spa.fl_str_mv Mendoza-Revilla J, Chacón-Duque JC, Fuentes-Guajardo M, Ormond L, Wang K, Hurtado M, Villegas V, Granja V, Acuña-Alonzo V, Jaramillo C, Arias W, Barquera R, Gómez-Valdés J, Villamil-Ramírez H, Silva de Cerqueira CC, Badillo Rivera KM, Nieves-Colón MA, Gignoux CR, Wojcik GL, Moreno-Estrada A, Hünemeier T, Ramallo V, Schuler-Faccini L, Gonzalez-José R, Bortolini MC, Canizales-Quinteros S, Gallo C, Poletti G, Bedoya G, Rothhammer F, Balding D, Fumagalli M, Adhikari K, Ruiz-Linares A, Hellenthal G. Disentangling Signatures of Selection Before and After European Colonization in Latin Americans. Mol Biol Evol. 2022 Apr 11;39(4):msac076. doi: 10.1093/molbev/msac076.
dc.identifier.issn.none.fl_str_mv 0737-4038
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/10495/41087
dc.identifier.doi.none.fl_str_mv 10.1093/molbev/msac076
dc.identifier.eissn.none.fl_str_mv 1537-1719
identifier_str_mv Mendoza-Revilla J, Chacón-Duque JC, Fuentes-Guajardo M, Ormond L, Wang K, Hurtado M, Villegas V, Granja V, Acuña-Alonzo V, Jaramillo C, Arias W, Barquera R, Gómez-Valdés J, Villamil-Ramírez H, Silva de Cerqueira CC, Badillo Rivera KM, Nieves-Colón MA, Gignoux CR, Wojcik GL, Moreno-Estrada A, Hünemeier T, Ramallo V, Schuler-Faccini L, Gonzalez-José R, Bortolini MC, Canizales-Quinteros S, Gallo C, Poletti G, Bedoya G, Rothhammer F, Balding D, Fumagalli M, Adhikari K, Ruiz-Linares A, Hellenthal G. Disentangling Signatures of Selection Before and After European Colonization in Latin Americans. Mol Biol Evol. 2022 Apr 11;39(4):msac076. doi: 10.1093/molbev/msac076.
0737-4038
10.1093/molbev/msac076
1537-1719
url https://hdl.handle.net/10495/41087
dc.language.iso.spa.fl_str_mv eng
language eng
dc.relation.ispartofjournalabbrev.spa.fl_str_mv Mol. Biol. Evol.
dc.relation.citationendpage.spa.fl_str_mv 26
dc.relation.citationissue.spa.fl_str_mv 4
dc.relation.citationstartpage.spa.fl_str_mv 1
dc.relation.citationvolume.spa.fl_str_mv 39
dc.relation.ispartofjournal.spa.fl_str_mv Molecular Biology and Evolution
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spelling Bedoya Berrío, Gabriel de JesúsArias Pérez, William HernánJaramillo Alzate, Claudia MilenaMendoza Revilla, JavierChacón Duque, Juan CamiloFuentes Guajardo, MacarenaOrmond, LouiseKe, WangHurtado, MalenaVillegas, ValeriaGranja, VanessaAcuña Alonzo, VictorBarquera, RodrigoGómez Valdés, JorgeVillamil Ramírez, HugoSilva de Cerqueira, Caio C.Badillo Rivera, Keyla M.Nieves Colón, Maria A.R Gignoux, ChristopherWojcik, Genevieve L.Moreno Estrada, AndrésHünemeier, TábitaRamallo, VirginiaSchuler-Faccini, LaviniaGonzález José, RolandoBortolini, Maria CátiraCanizales Quinteros, SamuelGallo, CarlaPoletti, GiovanniRothhammer, FranciscoBalding, DavidFumagalli, MatteoAdhikari, KaustubhRuíz Linares, AndrésHellenthal, GarrettGenética Molecular (GENMOL)2024-08-11T12:06:28Z2024-08-11T12:06:28Z2022Mendoza-Revilla J, Chacón-Duque JC, Fuentes-Guajardo M, Ormond L, Wang K, Hurtado M, Villegas V, Granja V, Acuña-Alonzo V, Jaramillo C, Arias W, Barquera R, Gómez-Valdés J, Villamil-Ramírez H, Silva de Cerqueira CC, Badillo Rivera KM, Nieves-Colón MA, Gignoux CR, Wojcik GL, Moreno-Estrada A, Hünemeier T, Ramallo V, Schuler-Faccini L, Gonzalez-José R, Bortolini MC, Canizales-Quinteros S, Gallo C, Poletti G, Bedoya G, Rothhammer F, Balding D, Fumagalli M, Adhikari K, Ruiz-Linares A, Hellenthal G. Disentangling Signatures of Selection Before and After European Colonization in Latin Americans. Mol Biol Evol. 2022 Apr 11;39(4):msac076. doi: 10.1093/molbev/msac076.0737-4038https://hdl.handle.net/10495/4108710.1093/molbev/msac0761537-1719ABSTRACT: Throughout human evolutionary history, large-scale migrations have led to intermixing (i.e., admixture) between previously separated human groups. Although classical and recent work have shown that studying admixture can yield novel historical insights, the extent to which this process contributed to adaptation remains underexplored. Here, we introduce a novel statistical model, specific to admixed populations, that identifies loci under selection while determining whether the selection likely occurred post-admixture or prior to admixture in one of the ancestral source populations. Through extensive simulations, we show that this method is able to detect selection, even in recently formed admixed populations, and to accurately differentiate between selection occurring in the ancestral or admixed population. We apply this method to genome-wide SNP data of ∼4,000 individuals in five admixed Latin American cohorts from Brazil, Chile, Colombia, Mexico, and Peru. Our approach replicates previous reports of selection in the human leukocyte antigen region that are consistent with selection post-admixture. We also report novel signals of selection in genomic regions spanning 47 genes, reinforcing many of these signals with an alternative, commonly used local-ancestry-inference approach. These signals include several genes involved in immunity, which may reflect responses to endemic pathogens of the Americas and to the challenge of infectious disease brought by European contact. In addition, some of the strongest signals inferred to be under selection in the Native American ancestral groups of modern Latin Americans overlap with genes implicated in energy metabolism phenotypes, plausibly reflecting adaptations to novel dietary sources available in the Americas.Universidad de Antioquia. Vicerrectoría de investigación. Comité para el Desarrollo de la Investigación - CODILeverhulme TrustNational Natural Science Foundation of ChinaScience and Technology Commission of Shanghai MunicipalityMinistry of Science and Technology of ChinaShanghai Municipal Science and TechnologyAix-Marseille UniversitéWellcome TrustNIHR Biomedical Research Centre at The Royal Marsden and the ICRFundação de Amparo à Pesquisa do Estado do Rio Grande do SulCoordenação de Aperfeicoamento de Pessoal de Nível SuperiorConsejo Nacional de Ciencia, Tecnología e Innovación TecnológicaCOL000672326 páginasapplication/pdfengOxford University PressNueva York, Estados Unidoshttp://creativecommons.org/licenses/by/2.5/co/https://creativecommons.org/licenses/by/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Disentangling Signatures of Selection Before and After European Colonization in Latin AmericansArtículo de investigaciónhttp://purl.org/coar/resource_type/c_2df8fbb1https://purl.org/redcol/resource_type/ARThttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionGenetics, PopulationGenética de PoblaciónGenome, HumanGenoma HumanoGenomicsGenómicaPolymorphism, Single NucleotidePolimorfismo de Nucleótido SimpleHispanic or LatinoHispánicos o Latinoshttps://id.nlm.nih.gov/mesh/D005828https://id.nlm.nih.gov/mesh/D015894https://id.nlm.nih.gov/mesh/D023281https://id.nlm.nih.gov/mesh/D020641https://id.nlm.nih.gov/mesh/D006630Mol. Biol. Evol.264139Molecular Biology and EvolutionCODI 2013- 2014RPG-2018-208 to MF#31771393 to ARL18490750300 to ARL2020YFE0201600 to ARL2017SHZDZX01 to ARL and B13016 to ARLA*MIDEX098386/Z/12/Z to GHBB/R01356X/1Apoio a Núcleos de Excelência ProgramJM-R224-2014-FONDECYTRoR:03bp5hc83RoR:012mzw131RoR:01h0zpd94RoR:03kt66j61RoR:035xkbk20RoR:029chgv08RoR:014ktry78RoR:05k49za97RoR:00x0ma614RoR:05c7j7r25PublicationORIGINALBedoya_Gabriel_2022_Disentangling_European_Colonization.pdfBedoya_Gabriel_2022_Disentangling_European_Colonization.pdfArtículo de investigaciónapplication/pdf2304343https://bibliotecadigital.udea.edu.co/bitstreams/b8656950-ade3-4aa1-b992-7a99a24bc5ea/download8411a6bad3cc7a7deaf83e0d0c0e9524MD51trueAnonymousREADLICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://bibliotecadigital.udea.edu.co/bitstreams/edf8453d-b079-43d1-80ef-7e694f4e3082/download8a4605be74aa9ea9d79846c1fba20a33MD53falseAnonymousREADCC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8927https://bibliotecadigital.udea.edu.co/bitstreams/22ba96fe-82c3-4170-ba0a-8471b13b7e0d/download1646d1f6b96dbbbc38035efc9239ac9cMD52falseAnonymousREADTEXTBedoya_Gabriel_2022_Disentangling_European_Colonization.pdf.txtBedoya_Gabriel_2022_Disentangling_European_Colonization.pdf.txtExtracted texttext/plain100685https://bibliotecadigital.udea.edu.co/bitstreams/9f035322-ef1e-40bd-86ad-49e45a0f48a5/download4a9f62254a607b58ce7e6f307123b760MD54falseAnonymousREADTHUMBNAILBedoya_Gabriel_2022_Disentangling_European_Colonization.pdf.jpgBedoya_Gabriel_2022_Disentangling_European_Colonization.pdf.jpgGenerated Thumbnailimage/jpeg17558https://bibliotecadigital.udea.edu.co/bitstreams/d1302cf1-28db-43ce-adf1-2902909bc03e/downloadb1d3d76ab1181ff3111f0d2f8afa86f2MD55falseAnonymousREAD10495/41087oai:bibliotecadigital.udea.edu.co:10495/410872025-03-27 01:41:43.272http://creativecommons.org/licenses/by/2.5/co/open.accesshttps://bibliotecadigital.udea.edu.coRepositorio Institucional de la Universidad de Antioquiaaplicacionbibliotecadigitalbiblioteca@udea.edu.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