{"id":"https://openalex.org/W4404914054","doi":"https://doi.org/10.1371/journal.pcbi.1012617","title":"Mapping genes for human face shape: Exploration of univariate phenotyping strategies","display_name":"Mapping genes for human face shape: Exploration of univariate phenotyping strategies","publication_year":2024,"publication_date":"2024-12-02","ids":{"openalex":"https://openalex.org/W4404914054","doi":"https://doi.org/10.1371/journal.pcbi.1012617","pmid":"https://pubmed.ncbi.nlm.nih.gov/39621772"},"language":"en","primary_location":{"id":"doi:10.1371/journal.pcbi.1012617","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1012617","pdf_url":null,"source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1371/journal.pcbi.1012617","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101532080","display_name":"Meng Yuan","orcid":"https://orcid.org/0000-0003-0922-8012"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Meng Yuan","raw_affiliation_strings":["Department of Electrical Engineering, ESAT/PSI, KU Leuven, Leuven, Belgium","Department of Human Genetics, KU Leuven, Leuven, Belgium","Medical Imaging Research Center, University Hospitals Leuven, Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, ESAT/PSI, KU Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Department of Human Genetics, KU Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Medical Imaging Research Center, University Hospitals Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5030057584","display_name":"Seppe Goovaerts","orcid":"https://orcid.org/0000-0001-5176-8552"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Seppe Goovaerts","raw_affiliation_strings":["Department of Human Genetics, KU Leuven, Leuven, Belgium","Medical Imaging Research Center, University Hospitals Leuven, Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Human Genetics, KU Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Medical Imaging Research Center, University Hospitals Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033249557","display_name":"Michiel Vanneste","orcid":"https://orcid.org/0000-0003-0222-5740"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Michiel Vanneste","raw_affiliation_strings":["Department of Human Genetics, KU Leuven, Leuven, Belgium","Medical Imaging Research Center, University Hospitals Leuven, Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Human Genetics, KU Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Medical Imaging Research Center, University Hospitals Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031945469","display_name":"Harold Matthews","orcid":"https://orcid.org/0000-0002-0524-0025"},"institutions":[{"id":"https://openalex.org/I4210150290","display_name":"Murdoch Children's Research Institute","ror":"https://ror.org/048fyec77","country_code":"AU","type":"nonprofit","lineage":["https://openalex.org/I4210150290"]},{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["AU","BE"],"is_corresponding":true,"raw_author_name":"Harold Matthews","raw_affiliation_strings":["Department of Human Genetics, KU Leuven, Leuven, Belgium","Medical Imaging Research Center, University Hospitals Leuven, Leuven, Belgium","Murdoch Children's Research Institute, Melbourne, Victoria, Australia"],"affiliations":[{"raw_affiliation_string":"Department of Human Genetics, KU Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Medical Imaging Research Center, University Hospitals Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Murdoch Children's Research Institute, Melbourne, Victoria, Australia","institution_ids":["https://openalex.org/I4210150290"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5020534674","display_name":"Hanne Hoskens","orcid":"https://orcid.org/0000-0002-1467-6461"},"institutions":[{"id":"https://openalex.org/I168635309","display_name":"University of Calgary","ror":"https://ror.org/03yjb2x39","country_code":"CA","type":"education","lineage":["https://openalex.org/I168635309"]},{"id":"https://openalex.org/I2802127220","display_name":"Alberta Children's Hospital","ror":"https://ror.org/00sx29x36","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2802127220"]},{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE","CA"],"is_corresponding":true,"raw_author_name":"Hanne Hoskens","raw_affiliation_strings":["Department of Cell Biology & Anatomy, Cumming School of Medicine, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada","Department of Electrical Engineering, ESAT/PSI, KU Leuven, Leuven, Belgium","Department of Human Genetics, KU Leuven, Leuven, Belgium","Medical Imaging Research Center, University Hospitals Leuven, Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Cell Biology & Anatomy, Cumming School of Medicine, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada","institution_ids":["https://openalex.org/I2802127220","https://openalex.org/I168635309"]},{"raw_affiliation_string":"Department of Electrical Engineering, ESAT/PSI, KU Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Department of Human Genetics, KU Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Medical Imaging Research Center, University Hospitals Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029369497","display_name":"Stephen Richmond","orcid":"https://orcid.org/0000-0001-5449-5318"},"institutions":[{"id":"https://openalex.org/I79510175","display_name":"Cardiff University","ror":"https://ror.org/03kk7td41","country_code":"GB","type":"education","lineage":["https://openalex.org/I79510175"]}],"countries":["GB"],"is_corresponding":true,"raw_author_name":"Stephen Richmond","raw_affiliation_strings":["Applied Clinical Research and Public Health, School of Dentistry, Cardiff University, Cardiff, United Kingdom"],"affiliations":[{"raw_affiliation_string":"Applied Clinical Research and Public Health, School of Dentistry, Cardiff University, Cardiff, United Kingdom","institution_ids":["https://openalex.org/I79510175"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017487346","display_name":"Ophir D. Klein","orcid":"https://orcid.org/0000-0002-6254-7082"},"institutions":[{"id":"https://openalex.org/I1282927834","display_name":"Cedars-Sinai Medical Center","ror":"https://ror.org/02pammg90","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I1282927834"]},{"id":"https://openalex.org/I180670191","display_name":"University of California, San Francisco","ror":"https://ror.org/043mz5j54","country_code":"US","type":"education","lineage":["https://openalex.org/I180670191"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Ophir D. Klein","raw_affiliation_strings":["Department of Pediatrics, Cedars-Sinai Guerin Children's, Los Angeles, California, United States of America","Departments of Orofacial Sciences and Pediatrics, and Institute for Human Genetics, University of California, San Francisco, San Francisco, California, United States of America"],"affiliations":[{"raw_affiliation_string":"Department of Pediatrics, Cedars-Sinai Guerin Children's, Los Angeles, California, United States of America","institution_ids":["https://openalex.org/I1282927834"]},{"raw_affiliation_string":"Departments of Orofacial Sciences and Pediatrics, and Institute for Human Genetics, University of California, San Francisco, San Francisco, California, United States of America","institution_ids":["https://openalex.org/I180670191"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079793510","display_name":"Richard A. Spritz","orcid":"https://orcid.org/0000-0002-8325-0026"},"institutions":[{"id":"https://openalex.org/I921990950","display_name":"University of Colorado Denver","ror":"https://ror.org/02hh7en24","country_code":"US","type":"education","lineage":["https://openalex.org/I921990950"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Richard A. Spritz","raw_affiliation_strings":["Human Medical Genetics and Genomics Program, University of Colorado School of Medicine, Aurora, Colorado, United States of America"],"affiliations":[{"raw_affiliation_string":"Human Medical Genetics and Genomics Program, University of Colorado School of Medicine, Aurora, Colorado, United States of America","institution_ids":["https://openalex.org/I921990950"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5017527161","display_name":"Benedikt Hallgr\u00edmsson","orcid":"https://orcid.org/0000-0002-7192-9103"},"institutions":[{"id":"https://openalex.org/I168635309","display_name":"University of Calgary","ror":"https://ror.org/03yjb2x39","country_code":"CA","type":"education","lineage":["https://openalex.org/I168635309"]},{"id":"https://openalex.org/I2802127220","display_name":"Alberta Children's Hospital","ror":"https://ror.org/00sx29x36","country_code":"CA","type":"healthcare","lineage":["https://openalex.org/I2802127220"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Benedikt Hallgrimsson","raw_affiliation_strings":["Department of Cell Biology & Anatomy, Cumming School of Medicine, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Cell Biology & Anatomy, Cumming School of Medicine, Alberta Children's Hospital Research Institute, University of Calgary, Calgary, Alberta, Canada","institution_ids":["https://openalex.org/I2802127220","https://openalex.org/I168635309"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088022576","display_name":"Susan Walsh","orcid":"https://orcid.org/0000-0002-7064-1589"},"institutions":[{"id":"https://openalex.org/I4388446366","display_name":"Indiana University Indianapolis","ror":"https://ror.org/03eftgw80","country_code":"US","type":"education","lineage":["https://openalex.org/I4388446366","https://openalex.org/I592451"]},{"id":"https://openalex.org/I55769427","display_name":"Indiana University \u2013 Purdue University Indianapolis","ror":"https://ror.org/05gxnyn08","country_code":"US","type":"education","lineage":["https://openalex.org/I55769427","https://openalex.org/I592451"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Susan Walsh","raw_affiliation_strings":["Department of Biology, Indiana University Indianapolis, Indianapolis, Indiana, United States of America"],"affiliations":[{"raw_affiliation_string":"Department of Biology, Indiana University Indianapolis, Indianapolis, Indiana, United States of America","institution_ids":["https://openalex.org/I55769427","https://openalex.org/I4388446366"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066801964","display_name":"Mark D. Shriver","orcid":"https://orcid.org/0000-0003-0006-0479"},"institutions":[{"id":"https://openalex.org/I130769515","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231","country_code":"US","type":"education","lineage":["https://openalex.org/I130769515"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Mark D. Shriver","raw_affiliation_strings":["Department of Anthropology, Pennsylvania State University, State College, Pennsylvania, United States of America"],"affiliations":[{"raw_affiliation_string":"Department of Anthropology, Pennsylvania State University, State College, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I130769515"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5033510739","display_name":"John R. Shaffer","orcid":"https://orcid.org/0000-0003-1897-1131"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"John R. Shaffer","raw_affiliation_strings":["Center for Craniofacial and Dental Genetics, Department of Oral and Craniofacial Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America","Department of Human Genetics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America"],"affiliations":[{"raw_affiliation_string":"Center for Craniofacial and Dental Genetics, Department of Oral and Craniofacial Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I170201317"]},{"raw_affiliation_string":"Department of Human Genetics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044858589","display_name":"Seth M. Weinberg","orcid":"https://orcid.org/0000-0001-9467-4556"},"institutions":[{"id":"https://openalex.org/I170201317","display_name":"University of Pittsburgh","ror":"https://ror.org/01an3r305","country_code":"US","type":"education","lineage":["https://openalex.org/I170201317"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Seth M. Weinberg","raw_affiliation_strings":["Center for Craniofacial and Dental Genetics, Department of Oral and Craniofacial Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America","Department of Anthropology, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America","Department of Human Genetics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America"],"affiliations":[{"raw_affiliation_string":"Center for Craniofacial and Dental Genetics, Department of Oral and Craniofacial Sciences, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I170201317"]},{"raw_affiliation_string":"Department of Anthropology, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I170201317"]},{"raw_affiliation_string":"Department of Human Genetics, University of Pittsburgh, Pittsburgh, Pennsylvania, United States of America","institution_ids":["https://openalex.org/I170201317"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088298306","display_name":"Hilde Peeters","orcid":"https://orcid.org/0000-0002-7295-3375"},"institutions":[{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["BE"],"is_corresponding":true,"raw_author_name":"Hilde Peeters","raw_affiliation_strings":["Department of Human Genetics, KU Leuven, Leuven, Belgium"],"affiliations":[{"raw_affiliation_string":"Department of Human Genetics, KU Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5054286392","display_name":"Peter Claes","orcid":"https://orcid.org/0000-0001-9489-9819"},"institutions":[{"id":"https://openalex.org/I4210150290","display_name":"Murdoch Children's Research Institute","ror":"https://ror.org/048fyec77","country_code":"AU","type":"nonprofit","lineage":["https://openalex.org/I4210150290"]},{"id":"https://openalex.org/I99464096","display_name":"KU Leuven","ror":"https://ror.org/05f950310","country_code":"BE","type":"education","lineage":["https://openalex.org/I99464096"]}],"countries":["AU","BE"],"is_corresponding":true,"raw_author_name":"Peter Claes","raw_affiliation_strings":["Department of Electrical Engineering, ESAT/PSI, KU Leuven, Leuven, Belgium","Department of Human Genetics, KU Leuven, Leuven, Belgium","Medical Imaging Research Center, University Hospitals Leuven, Leuven, Belgium","Murdoch Children's Research Institute, Melbourne, Victoria, Australia"],"affiliations":[{"raw_affiliation_string":"Department of Electrical Engineering, ESAT/PSI, KU Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Department of Human Genetics, KU Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Medical Imaging Research Center, University Hospitals Leuven, Leuven, Belgium","institution_ids":["https://openalex.org/I99464096"]},{"raw_affiliation_string":"Murdoch Children's Research Institute, Melbourne, Victoria, Australia","institution_ids":["https://openalex.org/I4210150290"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":15,"corresponding_author_ids":["https://openalex.org/A5017487346","https://openalex.org/A5017527161","https://openalex.org/A5020534674","https://openalex.org/A5029369497","https://openalex.org/A5030057584","https://openalex.org/A5031945469","https://openalex.org/A5033249557","https://openalex.org/A5033510739","https://openalex.org/A5044858589","https://openalex.org/A5054286392","https://openalex.org/A5066801964","https://openalex.org/A5079793510","https://openalex.org/A5088022576","https://openalex.org/A5088298306","https://openalex.org/A5101532080"],"corresponding_institution_ids":["https://openalex.org/I1282927834","https://openalex.org/I130769515","https://openalex.org/I168635309","https://openalex.org/I170201317","https://openalex.org/I180670191","https://openalex.org/I2802127220","https://openalex.org/I4210150290","https://openalex.org/I4388446366","https://openalex.org/I55769427","https://openalex.org/I79510175","https://openalex.org/I921990950","https://openalex.org/I99464096"],"apc_list":{"value":2655,"currency":"USD","value_usd":2655},"apc_paid":{"value":2655,"currency":"USD","value_usd":2655},"fwci":4.0084,"has_fulltext":true,"cited_by_count":4,"citation_normalized_percentile":{"value":0.94622492,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":98},"biblio":{"volume":"20","issue":"12","first_page":"e1012617","last_page":"e1012617"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12417","display_name":"Morphological variations and asymmetry","score":0.9923999905586243,"subfield":{"id":"https://openalex.org/subfields/2608","display_name":"Geometry and Topology"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T12417","display_name":"Morphological variations and asymmetry","score":0.9923999905586243,"subfield":{"id":"https://openalex.org/subfields/2608","display_name":"Geometry and Topology"},"field":{"id":"https://openalex.org/fields/26","display_name":"Mathematics"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10594","display_name":"Genetic and phenotypic traits in livestock","score":0.9189000129699707,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/landmark","display_name":"Landmark","score":0.6175988912582397},{"id":"https://openalex.org/keywords/univariate","display_name":"Univariate","score":0.5312240719795227},{"id":"https://openalex.org/keywords/genome-wide-association-study","display_name":"Genome-wide association study","score":0.5001735687255859},{"id":"https://openalex.org/keywords/quantitative-trait-locus","display_name":"Quantitative trait locus","score":0.490621954202652},{"id":"https://openalex.org/keywords/craniofacial","display_name":"Craniofacial","score":0.47007375955581665},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46503111720085144},{"id":"https://openalex.org/keywords/heritability","display_name":"Heritability","score":0.46245288848876953},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4297829568386078},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.4241065979003906},{"id":"https://openalex.org/keywords/bivariate-analysis","display_name":"Bivariate analysis","score":0.4178960919380188},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.40197092294692993},{"id":"https://openalex.org/keywords/evolutionary-biology","display_name":"Evolutionary biology","score":0.35687029361724854},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.33542078733444214},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.26333606243133545},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.2598918676376343},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.22156983613967896},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.10201787948608398},{"id":"https://openalex.org/keywords/single-nucleotide-polymorphism","display_name":"Single-nucleotide polymorphism","score":0.09415629506111145}],"concepts":[{"id":"https://openalex.org/C2780297707","wikidata":"https://www.wikidata.org/wiki/Q4895393","display_name":"Landmark","level":2,"score":0.6175988912582397},{"id":"https://openalex.org/C199163554","wikidata":"https://www.wikidata.org/wiki/Q1681619","display_name":"Univariate","level":3,"score":0.5312240719795227},{"id":"https://openalex.org/C106208931","wikidata":"https://www.wikidata.org/wiki/Q1098876","display_name":"Genome-wide association study","level":5,"score":0.5001735687255859},{"id":"https://openalex.org/C81941488","wikidata":"https://www.wikidata.org/wiki/Q853421","display_name":"Quantitative trait locus","level":3,"score":0.490621954202652},{"id":"https://openalex.org/C2781245598","wikidata":"https://www.wikidata.org/wiki/Q5182134","display_name":"Craniofacial","level":2,"score":0.47007375955581665},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46503111720085144},{"id":"https://openalex.org/C161890455","wikidata":"https://www.wikidata.org/wiki/Q1503548","display_name":"Heritability","level":2,"score":0.46245288848876953},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4297829568386078},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.4241065979003906},{"id":"https://openalex.org/C64341305","wikidata":"https://www.wikidata.org/wiki/Q4919225","display_name":"Bivariate analysis","level":2,"score":0.4178960919380188},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.40197092294692993},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.35687029361724854},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.33542078733444214},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.26333606243133545},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.2598918676376343},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.22156983613967896},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.10201787948608398},{"id":"https://openalex.org/C153209595","wikidata":"https://www.wikidata.org/wiki/Q501128","display_name":"Single-nucleotide polymorphism","level":4,"score":0.09415629506111145},{"id":"https://openalex.org/C135763542","wikidata":"https://www.wikidata.org/wiki/Q106016","display_name":"Genotype","level":3,"score":0.0}],"mesh":[{"descriptor_ui":"D002874","descriptor_name":"Chromosome Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D002874","descriptor_name":"Chromosome Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D002874","descriptor_name":"Chromosome Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D002874","descriptor_name":"Chromosome Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D002874","descriptor_name":"Chromosome Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D002874","descriptor_name":"Chromosome Mapping","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D005145","descriptor_name":"Face","qualifier_ui":"Q000033","qualifier_name":"anatomy & histology","is_major_topic":true},{"descriptor_ui":"D005145","descriptor_name":"Face","qualifier_ui":"Q000033","qualifier_name":"anatomy & histology","is_major_topic":true},{"descriptor_ui":"D005145","descriptor_name":"Face","qualifier_ui":"Q000033","qualifier_name":"anatomy & histology","is_major_topic":true},{"descriptor_ui":"D005145","descriptor_name":"Face","qualifier_ui":"Q000033","qualifier_name":"anatomy & histology","is_major_topic":true},{"descriptor_ui":"D005145","descriptor_name":"Face","qualifier_ui":"Q000033","qualifier_name":"anatomy & histology","is_major_topic":true},{"descriptor_ui":"D005145","descriptor_name":"Face","qualifier_ui":"Q000033","qualifier_name":"anatomy & histology","is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D019295","descriptor_name":"Computational Biology","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":true},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D021621","descriptor_name":"Imaging, Three-Dimensional","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":false},{"descriptor_ui":"D025341","descriptor_name":"Principal Component Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D025341","descriptor_name":"Principal Component Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D025341","descriptor_name":"Principal Component Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D025341","descriptor_name":"Principal Component Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D025341","descriptor_name":"Principal Component Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D025341","descriptor_name":"Principal Component Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055106","descriptor_name":"Genome-Wide Association Study","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D055106","descriptor_name":"Genome-Wide Association Study","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D055106","descriptor_name":"Genome-Wide Association Study","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D055106","descriptor_name":"Genome-Wide Association Study","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D055106","descriptor_name":"Genome-Wide Association Study","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D055106","descriptor_name":"Genome-Wide Association Study","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":8,"locations":[{"id":"doi:10.1371/journal.pcbi.1012617","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1012617","pdf_url":null,"source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},{"id":"pmid:39621772","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/39621772","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLoS computational biology","raw_type":null},{"id":"pmh:oai:scholarworks.indianapolis.iu.edu:1805/45414","is_oa":true,"landing_page_url":"https://hdl.handle.net/1805/45414","pdf_url":"https://scholarworks.indianapolis.iu.edu/bitstreams/69cba026-97e2-4f01-87f1-92e224076907/download","source":{"id":"https://openalex.org/S4306400987","display_name":"IUScholarWorks (Indiana University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I592451","host_organization_name":"Indiana University","host_organization_lineage":["https://openalex.org/I592451"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PMC","raw_type":"Article"},{"id":"pmh:oai:https://orca.cardiff.ac.uk:174753","is_oa":true,"landing_page_url":null,"pdf_url":"https://orca.cardiff.ac.uk/id/eprint/174753/1/journal.pcbi.1012617.pdf","source":{"id":"https://openalex.org/S4306401195","display_name":"ORCA Online Research @Cardiff (Cardiff University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79510175","host_organization_name":"Cardiff University","host_organization_lineage":["https://openalex.org/I79510175"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"PeerReviewed"},{"id":"pmh:oai:lirias2repo.kuleuven.be:20.500.12942/758937","is_oa":true,"landing_page_url":"https://lirias.kuleuven.be/handle/20.500.12942/758937","pdf_url":"https://lirias.kuleuven.be/retrieve/d87bc6df-5fe4-4fab-b23d-ff9908a9fc5f","source":{"id":"https://openalex.org/S4306401954","display_name":"Lirias (KU Leuven)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I99464096","host_organization_name":"KU Leuven","host_organization_lineage":["https://openalex.org/I99464096"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Plos Computational Biology, vol. 20 (12), Art.No. ARTN e1012617","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pubmedcentral.nih.gov:11661606","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/11661606","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC11661606/pdf/pcbi.1012617.pdf","source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PLoS Comput Biol","raw_type":"Text"},{"id":"pmh:oai:RePEc:plo:pcbi00:1012617","is_oa":false,"landing_page_url":"https://journals.plos.org/ploscompbiol/article?id=10.1371/journal.pcbi.1012617","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:6b26a37bab2c41cfa4c709c15ce8a448","is_oa":true,"landing_page_url":"https://doaj.org/article/6b26a37bab2c41cfa4c709c15ce8a448","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"PLoS Computational Biology, Vol 20, Iss 12, p e1012617 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1371/journal.pcbi.1012617","is_oa":true,"landing_page_url":"https://doi.org/10.1371/journal.pcbi.1012617","pdf_url":null,"source":{"id":"https://openalex.org/S86033158","display_name":"PLoS Computational Biology","issn_l":"1553-734X","issn":["1553-734X","1553-7358"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310315706","host_organization_name":"Public Library of Science","host_organization_lineage":["https://openalex.org/P4310315706"],"host_organization_lineage_names":["Public Library of Science"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"PLOS Computational Biology","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1684393010","display_name":null,"funder_award_id":"217065/Z/19/Z","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G1793884970","display_name":null,"funder_award_id":"217065/Z/19/Z","funder_id":"https://openalex.org/F4320320360","funder_display_name":"University of Bristol"},{"id":"https://openalex.org/G3653777572","display_name":null,"funder_award_id":"217065/Z/19/Z","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G3870727593","display_name":null,"funder_award_id":"C14/20/081","funder_id":"https://openalex.org/F4320322308","funder_display_name":"KU Leuven"},{"id":"https://openalex.org/G3987754321","display_name":null,"funder_award_id":"217065","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G4182683118","display_name":null,"funder_award_id":"092731","funder_id":"https://openalex.org/F4320320360","funder_display_name":"University of Bristol"},{"id":"https://openalex.org/G5278080124","display_name":null,"funder_award_id":"092731","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G5388806002","display_name":null,"funder_award_id":"unknown","funder_id":"https://openalex.org/F4320321730","funder_display_name":"Fonds Wetenschappelijk Onderzoek"},{"id":"https://openalex.org/G6597434134","display_name":null,"funder_award_id":"BOF-C1","funder_id":"https://openalex.org/F4320322308","funder_display_name":"KU Leuven"},{"id":"https://openalex.org/G6737906592","display_name":null,"funder_award_id":"092731","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G7228562981","display_name":null,"funder_award_id":"FWO, G0D1923N","funder_id":"https://openalex.org/F4320321730","funder_display_name":"Fonds Wetenschappelijk Onderzoek"},{"id":"https://openalex.org/G7511116699","display_name":null,"funder_award_id":"R01-DE027023","funder_id":"https://openalex.org/F4320337365","funder_display_name":"National Institute of Dental and Craniofacial Research"},{"id":"https://openalex.org/G7840498905","display_name":null,"funder_award_id":"U01DE024440","funder_id":"https://openalex.org/F4320337365","funder_display_name":"National Institute of Dental and Craniofacial Research"},{"id":"https://openalex.org/G7972489468","display_name":null,"funder_award_id":"217065","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G852454001","display_name":null,"funder_award_id":"92731","funder_id":"https://openalex.org/F4320311904","funder_display_name":"Wellcome Trust"},{"id":"https://openalex.org/G923935779","display_name":null,"funder_award_id":"BOF-C1, C14/20/081","funder_id":"https://openalex.org/F4320322681","funder_display_name":"Onderzoeksraad, KU Leuven"}],"funders":[{"id":"https://openalex.org/F4320309370","display_name":"University of Pennsylvania","ror":"https://ror.org/00b30xv10"},{"id":"https://openalex.org/F4320310419","display_name":"Pennsylvania State University","ror":"https://ror.org/04p491231"},{"id":"https://openalex.org/F4320311904","display_name":"Wellcome Trust","ror":"https://ror.org/029chgv08"},{"id":"https://openalex.org/F4320320350","display_name":"Cardiff University","ror":"https://ror.org/03kk7td41"},{"id":"https://openalex.org/F4320320360","display_name":"University of Bristol","ror":"https://ror.org/0524sp257"},{"id":"https://openalex.org/F4320321730","display_name":"Fonds Wetenschappelijk Onderzoek","ror":"https://ror.org/03qtxy027"},{"id":"https://openalex.org/F4320322308","display_name":"KU Leuven","ror":"https://ror.org/05f950310"},{"id":"https://openalex.org/F4320322681","display_name":"Onderzoeksraad, KU Leuven","ror":"https://ror.org/05f950310"},{"id":"https://openalex.org/F4320327336","display_name":"Vlaamse regering","ror":null},{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"},{"id":"https://openalex.org/F4320337365","display_name":"National Institute of Dental and Craniofacial Research","ror":"https://ror.org/004a2wv92"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":67,"referenced_works":["https://openalex.org/W29779864","https://openalex.org/W1569530544","https://openalex.org/W1979594866","https://openalex.org/W1980353549","https://openalex.org/W1980733718","https://openalex.org/W2009889728","https://openalex.org/W2017071524","https://openalex.org/W2030223911","https://openalex.org/W2031075660","https://openalex.org/W2078737216","https://openalex.org/W2110065044","https://openalex.org/W2112939554","https://openalex.org/W2117319483","https://openalex.org/W2118890802","https://openalex.org/W2123263006","https://openalex.org/W2135751677","https://openalex.org/W2137396992","https://openalex.org/W2143509157","https://openalex.org/W2153222781","https://openalex.org/W2153860431","https://openalex.org/W2160643014","https://openalex.org/W2161059540","https://openalex.org/W2165860473","https://openalex.org/W2168783124","https://openalex.org/W2176950688","https://openalex.org/W2197720486","https://openalex.org/W2401282820","https://openalex.org/W2442409313","https://openalex.org/W2509581937","https://openalex.org/W2518076847","https://openalex.org/W2565419990","https://openalex.org/W2738051399","https://openalex.org/W2789017128","https://openalex.org/W2796822548","https://openalex.org/W2809490239","https://openalex.org/W2891571047","https://openalex.org/W2901131776","https://openalex.org/W2907562204","https://openalex.org/W2937334947","https://openalex.org/W2946359821","https://openalex.org/W2950662663","https://openalex.org/W2952272238","https://openalex.org/W2952991874","https://openalex.org/W2969541832","https://openalex.org/W2988589326","https://openalex.org/W2990954116","https://openalex.org/W2997233412","https://openalex.org/W3029892634","https://openalex.org/W3084106352","https://openalex.org/W3113354915","https://openalex.org/W3118850632","https://openalex.org/W3128235783","https://openalex.org/W3132095271","https://openalex.org/W3144951232","https://openalex.org/W3160584563","https://openalex.org/W3163578704","https://openalex.org/W3186963896","https://openalex.org/W3194509158","https://openalex.org/W3195997474","https://openalex.org/W4223540770","https://openalex.org/W4225101416","https://openalex.org/W4293434244","https://openalex.org/W4313290006","https://openalex.org/W4362663646","https://openalex.org/W4375861888","https://openalex.org/W4389491049","https://openalex.org/W6750056667"],"related_works":["https://openalex.org/W4394590985","https://openalex.org/W2348840575","https://openalex.org/W2030498341","https://openalex.org/W3122841410","https://openalex.org/W2046205453","https://openalex.org/W2770017172","https://openalex.org/W89977309","https://openalex.org/W2183901182","https://openalex.org/W2030930882","https://openalex.org/W4300013323"],"abstract_inverted_index":{"Human":[0],"facial":[1,24,53,57,75,88,130,147],"shape,":[2],"while":[3],"strongly":[4],"heritable,":[5],"involves":[6],"both":[7],"genetic":[8,158,193,218],"and":[9,44,48,83,87,93,128,180,207,223],"structural":[10],"complexity,":[11],"necessitating":[12],"precise":[13],"phenotyping":[14,19,163,189],"for":[15,168],"accurate":[16],"assessment.":[17],"Common":[18],"strategies":[20,67,190,205],"include":[21],"simplifying":[22],"3D":[23,74],"features":[25],"into":[26],"univariate":[27],"traits":[28,173],"such":[29],"as":[30,113],"anthropometric":[31],"measurements":[32],"(e.g.,":[33,39,55],"inter-landmark":[34,80],"distances),":[35],"unsupervised":[36],"dimensionality":[37],"reductions":[38],"principal":[40],"component":[41],"analysis":[42],"(PCA)":[43],"auto-encoder":[45],"(AE)":[46],"approaches),":[47],"assessing":[49],"resemblance":[50,89,124,148],"to":[51,90,126,149,202,210],"particular":[52],"gestalts":[54,95,131,151],"syndromic":[56,94,129],"archetypes).":[58],"This":[59,160],"study":[60],"provides":[61],"a":[62,97,212],"comparative":[63],"assessment":[64],"of":[65,73,99,102,143,156,216],"these":[66,187,204],"in":[68,136,208],"genome-wide":[69],"association":[70],"studies":[71],"(GWASs)":[72],"shape.":[76,197],"Specifically,":[77],"we":[78],"investigated":[79],"distances,":[81],"PCA":[82],"AE-derived":[84],"latent":[85],"dimensions,":[86],"random,":[91],"extreme,":[92],"within":[96],"GWAS":[98],"8,426":[100],"individuals":[101],"recent":[103],"European":[104],"ancestry.":[105],"Inter-landmark":[106],"distances":[107],"exhibit":[108],"the":[109,133,141,153,217],"highest":[110,154],"SNP-based":[111],"heritability":[112],"estimated":[114],"via":[115],"LD":[116],"score":[117],"regression,":[118],"followed":[119],"by":[120],"AE":[121],"dimensions.":[122],"Conversely,":[123],"scores":[125],"extreme":[127],"display":[132],"lowest":[134],"heritability,":[135],"line":[137],"with":[138],"expectations.":[139],"Notably,":[140],"aggregation":[142],"multiple":[144],"GWASs":[145],"on":[146,195],"random":[150],"reveals":[152],"number":[155],"independent":[157],"loci.":[159],"novel,":[161],"easy-to-implement":[162],"approach":[164],"holds":[165],"significant":[166],"promise":[167],"capturing":[169],"genetically":[170],"relevant":[171],"morphological":[172],"derived":[174],"from":[175],"complex":[176],"biomedical":[177],"imaging":[178],"datasets,":[179],"its":[181],"applications":[182],"extend":[183],"beyond":[184],"faces.":[185],"Nevertheless,":[186],"different":[188,192],"capture":[191],"influences":[194],"craniofacial":[196,221],"Thus,":[198],"it":[199],"remains":[200],"valuable":[201],"explore":[203],"individually":[206],"combination":[209],"gain":[211],"more":[213],"comprehensive":[214],"understanding":[215],"factors":[219],"underlying":[220],"shape":[222],"related":[224],"traits.":[225]},"counts_by_year":[{"year":2025,"cited_by_count":4}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}
