Meta-analysis of genome-wide association studies identifies 8 novel loci involved in shape variation of human head hair

ABSTRACT: Shape variation of human head hair shows striking variation within and between human populations, while its genetic basis is far from being understood. We performed a series of genome-wide association studies (GWASs) and replication studies in a total of 28 964 subjects from 9 cohorts from...

Full description

Autores:
Bedoya Berrío, Gabriel de Jesús
Ruíz Linares, Andrés
Chen, Yan
Zhu, Gu
Hysi, Pirro G.
Wu, Sijie
Adhikari, Kaustubh
Breslin, Krystal
Pospiech, Ewelina
Hamer, Merel A.
Peng, Fuduan
Muralidharan, Charanya
Acuna Alonzo, Victor
Canizales Quinteros, Samuel
Gallo, Carla
Poletti, Giovanni
Rothhammer, Francisco
Bortolini, Maria Catira
González José, Rolando
Zeng, Changqing
Xu, Shuhua
Jin, Li
Uitterlinden, André G.
Ikram, M Arfan
van Duijn, Cornelia M.
Nijsten, Tamar
Walsh, Susan
Branicki, Wojciech
Wang, Sijia
Liu, Fan
Spector, Timothy D.
Martin, Nicholas G.
Medland, Sarah E.
Kayser, Manfred
Tipo de recurso:
Review article
Fecha de publicación:
2018
Institución:
Universidad de Antioquia
Repositorio:
Repositorio UdeA
Idioma:
eng
OAI Identifier:
oai:bibliotecadigital.udea.edu.co:10495/42108
Acceso en línea:
https://hdl.handle.net/10495/42108
Palabra clave:
Predisposición Genética a la Enfermedad
Genetic Predisposition to Disease
Estudio de Asociación del Genoma Completo
Genome-Wide Association Study
Polimorfismo de Nucleótido Simple
Polymorphism, Single Nucleotide
Cabello
Hair
https://id.nlm.nih.gov/mesh/D020022
https://id.nlm.nih.gov/mesh/D055106
https://id.nlm.nih.gov/mesh/D020641
https://id.nlm.nih.gov/mesh/D006197
Rights
openAccess
License
http://creativecommons.org/licenses/by-nc/2.5/co/
id UDEA2_bb3ba905c54ca9bfadcfd7c15baeead1
oai_identifier_str oai:bibliotecadigital.udea.edu.co:10495/42108
network_acronym_str UDEA2
network_name_str Repositorio UdeA
repository_id_str
dc.title.spa.fl_str_mv Meta-analysis of genome-wide association studies identifies 8 novel loci involved in shape variation of human head hair
title Meta-analysis of genome-wide association studies identifies 8 novel loci involved in shape variation of human head hair
spellingShingle Meta-analysis of genome-wide association studies identifies 8 novel loci involved in shape variation of human head hair
Predisposición Genética a la Enfermedad
Genetic Predisposition to Disease
Estudio de Asociación del Genoma Completo
Genome-Wide Association Study
Polimorfismo de Nucleótido Simple
Polymorphism, Single Nucleotide
Cabello
Hair
https://id.nlm.nih.gov/mesh/D020022
https://id.nlm.nih.gov/mesh/D055106
https://id.nlm.nih.gov/mesh/D020641
https://id.nlm.nih.gov/mesh/D006197
title_short Meta-analysis of genome-wide association studies identifies 8 novel loci involved in shape variation of human head hair
title_full Meta-analysis of genome-wide association studies identifies 8 novel loci involved in shape variation of human head hair
title_fullStr Meta-analysis of genome-wide association studies identifies 8 novel loci involved in shape variation of human head hair
title_full_unstemmed Meta-analysis of genome-wide association studies identifies 8 novel loci involved in shape variation of human head hair
title_sort Meta-analysis of genome-wide association studies identifies 8 novel loci involved in shape variation of human head hair
dc.creator.fl_str_mv Bedoya Berrío, Gabriel de Jesús
Ruíz Linares, Andrés
Chen, Yan
Zhu, Gu
Hysi, Pirro G.
Wu, Sijie
Adhikari, Kaustubh
Breslin, Krystal
Pospiech, Ewelina
Hamer, Merel A.
Peng, Fuduan
Muralidharan, Charanya
Acuna Alonzo, Victor
Canizales Quinteros, Samuel
Gallo, Carla
Poletti, Giovanni
Rothhammer, Francisco
Bortolini, Maria Catira
González José, Rolando
Zeng, Changqing
Xu, Shuhua
Jin, Li
Uitterlinden, André G.
Ikram, M Arfan
van Duijn, Cornelia M.
Nijsten, Tamar
Walsh, Susan
Branicki, Wojciech
Wang, Sijia
Liu, Fan
Spector, Timothy D.
Martin, Nicholas G.
Medland, Sarah E.
Kayser, Manfred
dc.contributor.author.none.fl_str_mv Bedoya Berrío, Gabriel de Jesús
Ruíz Linares, Andrés
Chen, Yan
Zhu, Gu
Hysi, Pirro G.
Wu, Sijie
Adhikari, Kaustubh
Breslin, Krystal
Pospiech, Ewelina
Hamer, Merel A.
Peng, Fuduan
Muralidharan, Charanya
Acuna Alonzo, Victor
Canizales Quinteros, Samuel
Gallo, Carla
Poletti, Giovanni
Rothhammer, Francisco
Bortolini, Maria Catira
González José, Rolando
Zeng, Changqing
Xu, Shuhua
Jin, Li
Uitterlinden, André G.
Ikram, M Arfan
van Duijn, Cornelia M.
Nijsten, Tamar
Walsh, Susan
Branicki, Wojciech
Wang, Sijia
Liu, Fan
Spector, Timothy D.
Martin, Nicholas G.
Medland, Sarah E.
Kayser, Manfred
dc.contributor.researchgroup.spa.fl_str_mv Genética Molecular (GENMOL)
dc.subject.decs.none.fl_str_mv Predisposición Genética a la Enfermedad
Genetic Predisposition to Disease
Estudio de Asociación del Genoma Completo
Genome-Wide Association Study
Polimorfismo de Nucleótido Simple
Polymorphism, Single Nucleotide
Cabello
Hair
topic Predisposición Genética a la Enfermedad
Genetic Predisposition to Disease
Estudio de Asociación del Genoma Completo
Genome-Wide Association Study
Polimorfismo de Nucleótido Simple
Polymorphism, Single Nucleotide
Cabello
Hair
https://id.nlm.nih.gov/mesh/D020022
https://id.nlm.nih.gov/mesh/D055106
https://id.nlm.nih.gov/mesh/D020641
https://id.nlm.nih.gov/mesh/D006197
dc.subject.meshuri.none.fl_str_mv https://id.nlm.nih.gov/mesh/D020022
https://id.nlm.nih.gov/mesh/D055106
https://id.nlm.nih.gov/mesh/D020641
https://id.nlm.nih.gov/mesh/D006197
description ABSTRACT: Shape variation of human head hair shows striking variation within and between human populations, while its genetic basis is far from being understood. We performed a series of genome-wide association studies (GWASs) and replication studies in a total of 28 964 subjects from 9 cohorts from multiple geographic origins. A meta-analysis of three European GWASs identified 8 novel loci (1p36.23 ERRFI1/SLC45A1, 1p36.22 PEX14, 1p36.13 PADI3, 2p13.3 TGFA, 11p14.1 LGR4, 12q13.13 HOXC13, 17q21.2 KRTAP, and 20q13.33 PTK6), and confirmed 4 previously known ones (1q21.3 TCHH/TCHHL1/LCE3E, 2q35 WNT10A, 4q21.21 FRAS1, and 10p14 LINC00708/GATA3), all showing genome-wide significant association with hair shape (P < 5e-8). All except one (1p36.22 PEX14) were replicated with nominal significance in at least one of the 6 additional cohorts of European, Native American and East Asian origins. Three additional previously known genes (EDAR, OFCC1, and PRSS53) were confirmed at the nominal significance level. A multivariable regression model revealed that 14 SNPs from different genes significantly and independently contribute to hair shape variation, reaching a cross-validated AUC value of 0.66 (95% CI: 0.62-0.70) and an AUC value of 0.64 in an independent validation cohort, providing an improved accuracy compared with a previous model. Prediction outcomes of 2504 individuals from a multiethnic sample were largely consistent with general knowledge on the global distribution of hair shape variation. Our study thus delivers target genes and DNA variants for future functional studies to further evaluate the molecular basis of hair shape in humans.
publishDate 2018
dc.date.issued.none.fl_str_mv 2018
dc.date.accessioned.none.fl_str_mv 2024-09-14T17:25:22Z
dc.date.available.none.fl_str_mv 2024-09-14T17:25:22Z
dc.type.spa.fl_str_mv Artículo de revisión
dc.type.coar.fl_str_mv http://purl.org/coar/resource_type/c_2df8fbb1
dc.type.coar.spa.fl_str_mv http://purl.org/coar/resource_type/c_dcae04bc
dc.type.redcol.spa.fl_str_mv https://purl.org/redcol/resource_type/ARTREV
dc.type.coarversion.spa.fl_str_mv http://purl.org/coar/version/c_970fb48d4fbd8a85
dc.type.driver.spa.fl_str_mv info:eu-repo/semantics/article
dc.type.version.spa.fl_str_mv info:eu-repo/semantics/publishedVersion
format http://purl.org/coar/resource_type/c_dcae04bc
status_str publishedVersion
dc.identifier.citation.spa.fl_str_mv Liu F, Chen Y, Zhu G, Hysi PG, Wu S, Adhikari K, Breslin K, Pospiech E, Hamer MA, Peng F, Muralidharan C, Acuna-Alonzo V, Canizales-Quinteros S, Bedoya G, Gallo C, Poletti G, Rothhammer F, Bortolini MC, Gonzalez-Jose R, Zeng C, Xu S, Jin L, Uitterlinden AG, Ikram MA, van Duijn CM, Nijsten T, Walsh S, Branicki W, Wang S, Ruiz-Linares A, Spector TD, Martin NG, Medland SE, Kayser M. Meta-analysis of genome-wide association studies identifies 8 novel loci involved in shape variation of human head hair. Hum Mol Genet. 2018 Feb 1;27(3):559-575. doi: 10.1093/hmg/ddx416. PMID: 29220522; PMCID: PMC5886212.
dc.identifier.issn.none.fl_str_mv 0964-6906
dc.identifier.uri.none.fl_str_mv https://hdl.handle.net/10495/42108
dc.identifier.doi.none.fl_str_mv 10.1093/hmg/ddx416
dc.identifier.eissn.none.fl_str_mv 1460-2083
identifier_str_mv Liu F, Chen Y, Zhu G, Hysi PG, Wu S, Adhikari K, Breslin K, Pospiech E, Hamer MA, Peng F, Muralidharan C, Acuna-Alonzo V, Canizales-Quinteros S, Bedoya G, Gallo C, Poletti G, Rothhammer F, Bortolini MC, Gonzalez-Jose R, Zeng C, Xu S, Jin L, Uitterlinden AG, Ikram MA, van Duijn CM, Nijsten T, Walsh S, Branicki W, Wang S, Ruiz-Linares A, Spector TD, Martin NG, Medland SE, Kayser M. Meta-analysis of genome-wide association studies identifies 8 novel loci involved in shape variation of human head hair. Hum Mol Genet. 2018 Feb 1;27(3):559-575. doi: 10.1093/hmg/ddx416. PMID: 29220522; PMCID: PMC5886212.
0964-6906
10.1093/hmg/ddx416
1460-2083
url https://hdl.handle.net/10495/42108
dc.language.iso.spa.fl_str_mv eng
language eng
dc.relation.ispartofjournalabbrev.spa.fl_str_mv Hum. Mol. Genet.
dc.relation.citationendpage.spa.fl_str_mv 575
dc.relation.citationissue.spa.fl_str_mv 3
dc.relation.citationstartpage.spa.fl_str_mv 559
dc.relation.citationvolume.spa.fl_str_mv 27
dc.relation.ispartofjournal.spa.fl_str_mv Human Molecular Genetics
dc.rights.uri.*.fl_str_mv http://creativecommons.org/licenses/by-nc/2.5/co/
dc.rights.uri.spa.fl_str_mv https://creativecommons.org/licenses/by-nc/4.0/
dc.rights.accessrights.spa.fl_str_mv info:eu-repo/semantics/openAccess
dc.rights.coar.spa.fl_str_mv http://purl.org/coar/access_right/c_abf2
rights_invalid_str_mv http://creativecommons.org/licenses/by-nc/2.5/co/
https://creativecommons.org/licenses/by-nc/4.0/
http://purl.org/coar/access_right/c_abf2
eu_rights_str_mv openAccess
dc.format.extent.spa.fl_str_mv 17 páginas
dc.format.mimetype.spa.fl_str_mv application/pdf
dc.publisher.spa.fl_str_mv Oxford University Press
dc.publisher.place.spa.fl_str_mv Oxford, Inglaterra
institution Universidad de Antioquia
bitstream.url.fl_str_mv https://bibliotecadigital.udea.edu.co/bitstreams/de044928-0130-4247-a099-7112d3f55aca/download
https://bibliotecadigital.udea.edu.co/bitstreams/4a9de007-f7cb-4a45-b8ed-3a8c693d4061/download
https://bibliotecadigital.udea.edu.co/bitstreams/bc761d89-b38e-446e-bbc8-094c417c3313/download
https://bibliotecadigital.udea.edu.co/bitstreams/6482991f-8afb-4444-aa0d-a1e2eb0694fa/download
https://bibliotecadigital.udea.edu.co/bitstreams/bb312054-1f57-4dab-92f4-497fe486a6fa/download
bitstream.checksum.fl_str_mv d8a7d3e485fb536a2241a89ecbf334ae
8a4605be74aa9ea9d79846c1fba20a33
c0c92b0ffc8b7d22d9cf56754a416a76
6b234e827a2420b64a769ec9f5f6aeee
ce157ae8835fa792ad7df84bd6fed6c2
bitstream.checksumAlgorithm.fl_str_mv MD5
MD5
MD5
MD5
MD5
repository.name.fl_str_mv Repositorio Institucional de la Universidad de Antioquia
repository.mail.fl_str_mv aplicacionbibliotecadigitalbiblioteca@udea.edu.co
_version_ 1851052271097348096
spelling Bedoya Berrío, Gabriel de JesúsRuíz Linares, AndrésChen, YanZhu, GuHysi, Pirro G.Wu, SijieAdhikari, KaustubhBreslin, KrystalPospiech, EwelinaHamer, Merel A.Peng, FuduanMuralidharan, CharanyaAcuna Alonzo, VictorCanizales Quinteros, SamuelGallo, CarlaPoletti, GiovanniRothhammer, FranciscoBortolini, Maria CatiraGonzález José, RolandoZeng, ChangqingXu, ShuhuaJin, LiUitterlinden, André G.Ikram, M Arfanvan Duijn, Cornelia M.Nijsten, TamarWalsh, SusanBranicki, WojciechWang, SijiaLiu, FanSpector, Timothy D.Martin, Nicholas G.Medland, Sarah E.Kayser, ManfredGenética Molecular (GENMOL)2024-09-14T17:25:22Z2024-09-14T17:25:22Z2018Liu F, Chen Y, Zhu G, Hysi PG, Wu S, Adhikari K, Breslin K, Pospiech E, Hamer MA, Peng F, Muralidharan C, Acuna-Alonzo V, Canizales-Quinteros S, Bedoya G, Gallo C, Poletti G, Rothhammer F, Bortolini MC, Gonzalez-Jose R, Zeng C, Xu S, Jin L, Uitterlinden AG, Ikram MA, van Duijn CM, Nijsten T, Walsh S, Branicki W, Wang S, Ruiz-Linares A, Spector TD, Martin NG, Medland SE, Kayser M. Meta-analysis of genome-wide association studies identifies 8 novel loci involved in shape variation of human head hair. Hum Mol Genet. 2018 Feb 1;27(3):559-575. doi: 10.1093/hmg/ddx416. PMID: 29220522; PMCID: PMC5886212.0964-6906https://hdl.handle.net/10495/4210810.1093/hmg/ddx4161460-2083ABSTRACT: Shape variation of human head hair shows striking variation within and between human populations, while its genetic basis is far from being understood. We performed a series of genome-wide association studies (GWASs) and replication studies in a total of 28 964 subjects from 9 cohorts from multiple geographic origins. A meta-analysis of three European GWASs identified 8 novel loci (1p36.23 ERRFI1/SLC45A1, 1p36.22 PEX14, 1p36.13 PADI3, 2p13.3 TGFA, 11p14.1 LGR4, 12q13.13 HOXC13, 17q21.2 KRTAP, and 20q13.33 PTK6), and confirmed 4 previously known ones (1q21.3 TCHH/TCHHL1/LCE3E, 2q35 WNT10A, 4q21.21 FRAS1, and 10p14 LINC00708/GATA3), all showing genome-wide significant association with hair shape (P < 5e-8). All except one (1p36.22 PEX14) were replicated with nominal significance in at least one of the 6 additional cohorts of European, Native American and East Asian origins. Three additional previously known genes (EDAR, OFCC1, and PRSS53) were confirmed at the nominal significance level. A multivariable regression model revealed that 14 SNPs from different genes significantly and independently contribute to hair shape variation, reaching a cross-validated AUC value of 0.66 (95% CI: 0.62-0.70) and an AUC value of 0.64 in an independent validation cohort, providing an improved accuracy compared with a previous model. Prediction outcomes of 2504 individuals from a multiethnic sample were largely consistent with general knowledge on the global distribution of hair shape variation. Our study thus delivers target genes and DNA variants for future functional studies to further evaluate the molecular basis of hair shape in humans.European UnionWellcome TrustCOL000672317 páginasapplication/pdfengOxford University PressOxford, Inglaterrahttp://creativecommons.org/licenses/by-nc/2.5/co/https://creativecommons.org/licenses/by-nc/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Meta-analysis of genome-wide association studies identifies 8 novel loci involved in shape variation of human head hairArtículo de revisiónhttp://purl.org/coar/resource_type/c_dcae04bchttp://purl.org/coar/resource_type/c_2df8fbb1https://purl.org/redcol/resource_type/ARTREVhttp://purl.org/coar/version/c_970fb48d4fbd8a85info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionPredisposición Genética a la EnfermedadGenetic Predisposition to DiseaseEstudio de Asociación del Genoma CompletoGenome-Wide Association StudyPolimorfismo de Nucleótido SimplePolymorphism, Single NucleotideCabelloHairhttps://id.nlm.nih.gov/mesh/D020022https://id.nlm.nih.gov/mesh/D055106https://id.nlm.nih.gov/mesh/D020641https://id.nlm.nih.gov/mesh/D006197Hum. Mol. Genet.575355927Human Molecular GeneticsEU FP7/2007– 2013RoR:019w4f821RoR:029chgv08PublicationORIGINALBedoyaGabriel_2018_Meta-analysis_Shape_Variations.pdfBedoyaGabriel_2018_Meta-analysis_Shape_Variations.pdfArtículo de revisiónapplication/pdf1373724https://bibliotecadigital.udea.edu.co/bitstreams/de044928-0130-4247-a099-7112d3f55aca/downloadd8a7d3e485fb536a2241a89ecbf334aeMD51trueAnonymousREADLICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://bibliotecadigital.udea.edu.co/bitstreams/4a9de007-f7cb-4a45-b8ed-3a8c693d4061/download8a4605be74aa9ea9d79846c1fba20a33MD53falseAnonymousREADCC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-8933https://bibliotecadigital.udea.edu.co/bitstreams/bc761d89-b38e-446e-bbc8-094c417c3313/downloadc0c92b0ffc8b7d22d9cf56754a416a76MD52falseAnonymousREADTEXTBedoyaGabriel_2018_Meta-analysis_Shape_Variations.pdf.txtBedoyaGabriel_2018_Meta-analysis_Shape_Variations.pdf.txtExtracted texttext/plain100438https://bibliotecadigital.udea.edu.co/bitstreams/6482991f-8afb-4444-aa0d-a1e2eb0694fa/download6b234e827a2420b64a769ec9f5f6aeeeMD54falseAnonymousREADTHUMBNAILBedoyaGabriel_2018_Meta-analysis_Shape_Variations.pdf.jpgBedoyaGabriel_2018_Meta-analysis_Shape_Variations.pdf.jpgGenerated Thumbnailimage/jpeg15079https://bibliotecadigital.udea.edu.co/bitstreams/bb312054-1f57-4dab-92f4-497fe486a6fa/downloadce157ae8835fa792ad7df84bd6fed6c2MD55falseAnonymousREAD10495/42108oai:bibliotecadigital.udea.edu.co:10495/421082025-03-26 19:39:30.137http://creativecommons.org/licenses/by-nc/2.5/co/open.accesshttps://bibliotecadigital.udea.edu.coRepositorio Institucional de la Universidad de Antioquiaaplicacionbibliotecadigitalbiblioteca@udea.edu.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