{"id":"https://openalex.org/W2302979210","doi":"https://doi.org/10.1093/bioinformatics/btw052","title":"metaCCA: summary statistics-based multivariate meta-analysis of genome-wide association studies using canonical correlation analysis","display_name":"metaCCA: summary statistics-based multivariate meta-analysis of genome-wide association studies using canonical correlation analysis","publication_year":2016,"publication_date":"2016-02-19","ids":{"openalex":"https://openalex.org/W2302979210","doi":"https://doi.org/10.1093/bioinformatics/btw052","mag":"2302979210","pmid":"https://pubmed.ncbi.nlm.nih.gov/27153689"},"language":"en","primary_location":{"id":"doi:10.1093/bioinformatics/btw052","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/btw052","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/32/13/1981/16920004/btw052.pdf","source":{"id":"https://openalex.org/S52395412","display_name":"Bioinformatics","issn_l":"1367-4803","issn":["1367-4803","1367-4811"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},"type":"review","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://academic.oup.com/bioinformatics/article-pdf/32/13/1981/16920004/btw052.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017141939","display_name":"Anna Cicho\u0144ska","orcid":"https://orcid.org/0000-0003-1072-8858"},"institutions":[{"id":"https://openalex.org/I32943570","display_name":"Helsinki Institute for Information Technology","ror":"https://ror.org/05kph4940","country_code":"FI","type":"facility","lineage":["https://openalex.org/I133731052","https://openalex.org/I32943570","https://openalex.org/I9927081"]},{"id":"https://openalex.org/I4210133586","display_name":"Institute for Molecular Medicine Finland","ror":"https://ror.org/030sbze61","country_code":"FI","type":"facility","lineage":["https://openalex.org/I133731052","https://openalex.org/I4210133586"]},{"id":"https://openalex.org/I133731052","display_name":"University of Helsinki","ror":"https://ror.org/040af2s02","country_code":"FI","type":"education","lineage":["https://openalex.org/I133731052"]},{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Anna Cichonska","raw_affiliation_strings":["1 Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland,","2 Helsinki Institute for Information Technology HIIT, Department of Computer Science, Aalto University, Espoo, Finland,"],"affiliations":[{"raw_affiliation_string":"1 Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland,","institution_ids":["https://openalex.org/I4210133586","https://openalex.org/I133731052"]},{"raw_affiliation_string":"2 Helsinki Institute for Information Technology HIIT, Department of Computer Science, Aalto University, Espoo, Finland,","institution_ids":["https://openalex.org/I32943570","https://openalex.org/I9927081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091883185","display_name":"Juho Rousu","orcid":"https://orcid.org/0000-0002-0705-4314"},"institutions":[{"id":"https://openalex.org/I32943570","display_name":"Helsinki Institute for Information Technology","ror":"https://ror.org/05kph4940","country_code":"FI","type":"facility","lineage":["https://openalex.org/I133731052","https://openalex.org/I32943570","https://openalex.org/I9927081"]},{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Juho Rousu","raw_affiliation_strings":["2 Helsinki Institute for Information Technology HIIT, Department of Computer Science, Aalto University, Espoo, Finland,"],"affiliations":[{"raw_affiliation_string":"2 Helsinki Institute for Information Technology HIIT, Department of Computer Science, Aalto University, Espoo, Finland,","institution_ids":["https://openalex.org/I32943570","https://openalex.org/I9927081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089920272","display_name":"Pekka Marttinen","orcid":"https://orcid.org/0000-0001-7078-7927"},"institutions":[{"id":"https://openalex.org/I9927081","display_name":"Aalto University","ror":"https://ror.org/020hwjq30","country_code":"FI","type":"education","lineage":["https://openalex.org/I9927081"]},{"id":"https://openalex.org/I32943570","display_name":"Helsinki Institute for Information Technology","ror":"https://ror.org/05kph4940","country_code":"FI","type":"facility","lineage":["https://openalex.org/I133731052","https://openalex.org/I32943570","https://openalex.org/I9927081"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Pekka Marttinen","raw_affiliation_strings":["2 Helsinki Institute for Information Technology HIIT, Department of Computer Science, Aalto University, Espoo, Finland,"],"affiliations":[{"raw_affiliation_string":"2 Helsinki Institute for Information Technology HIIT, Department of Computer Science, Aalto University, Espoo, Finland,","institution_ids":["https://openalex.org/I32943570","https://openalex.org/I9927081"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5082784196","display_name":"Antti J. Kangas","orcid":"https://orcid.org/0000-0001-7492-1732"},"institutions":[{"id":"https://openalex.org/I2799272722","display_name":"Oulu University Hospital","ror":"https://ror.org/045ney286","country_code":"FI","type":"healthcare","lineage":["https://openalex.org/I2799272722"]},{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Antti J. Kangas","raw_affiliation_strings":["3 Computational Medicine, University of Oulu, Oulu University Hospital and Biocenter Oulu, Oulu, Finland,"],"affiliations":[{"raw_affiliation_string":"3 Computational Medicine, University of Oulu, Oulu University Hospital and Biocenter Oulu, Oulu, Finland,","institution_ids":["https://openalex.org/I2799272722","https://openalex.org/I98381234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019754063","display_name":"Pasi Soininen","orcid":null},"institutions":[{"id":"https://openalex.org/I175532246","display_name":"University of Eastern Finland","ror":"https://ror.org/00cyydd11","country_code":"FI","type":"education","lineage":["https://openalex.org/I175532246"]},{"id":"https://openalex.org/I2799272722","display_name":"Oulu University Hospital","ror":"https://ror.org/045ney286","country_code":"FI","type":"healthcare","lineage":["https://openalex.org/I2799272722"]},{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Pasi Soininen","raw_affiliation_strings":["3 Computational Medicine, University of Oulu, Oulu University Hospital and Biocenter Oulu, Oulu, Finland,","4 NMR Metabolomics Laboratory, School of Pharmacy, University of Eastern Finland, Kuopio, Finland,"],"affiliations":[{"raw_affiliation_string":"3 Computational Medicine, University of Oulu, Oulu University Hospital and Biocenter Oulu, Oulu, Finland,","institution_ids":["https://openalex.org/I2799272722","https://openalex.org/I98381234"]},{"raw_affiliation_string":"4 NMR Metabolomics Laboratory, School of Pharmacy, University of Eastern Finland, Kuopio, Finland,","institution_ids":["https://openalex.org/I175532246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5081986241","display_name":"Terho Lehtim\u00e4ki","orcid":"https://orcid.org/0000-0002-2555-4427"},"institutions":[{"id":"https://openalex.org/I4210133601","display_name":"Fimlab (Finland)","ror":"https://ror.org/031y6w871","country_code":"FI","type":"company","lineage":["https://openalex.org/I4210133601"]},{"id":"https://openalex.org/I166825849","display_name":"Tampere University","ror":"https://ror.org/033003e23","country_code":"FI","type":"education","lineage":["https://openalex.org/I166825849"]},{"id":"https://openalex.org/I4210133110","display_name":"Tampere University","ror":null,"country_code":"FI","type":null,"lineage":["https://openalex.org/I4210133110"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Terho Lehtim\u00e4ki","raw_affiliation_strings":["5 Department of Clinical Chemistry, Fimlab Laboratories, University of Tampere School of Medicine, Tampere, Finland,"],"affiliations":[{"raw_affiliation_string":"5 Department of Clinical Chemistry, Fimlab Laboratories, University of Tampere School of Medicine, Tampere, Finland,","institution_ids":["https://openalex.org/I4210133601","https://openalex.org/I166825849","https://openalex.org/I4210133110"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060131080","display_name":"Olli T. Raitakari","orcid":"https://orcid.org/0000-0001-9365-3702"},"institutions":[{"id":"https://openalex.org/I155660961","display_name":"University of Turku","ror":"https://ror.org/05vghhr25","country_code":"FI","type":"education","lineage":["https://openalex.org/I155660961"]},{"id":"https://openalex.org/I2801970007","display_name":"Turku University Hospital","ror":"https://ror.org/05dbzj528","country_code":"FI","type":"healthcare","lineage":["https://openalex.org/I2801970007","https://openalex.org/I4210127022"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Olli T. Raitakari","raw_affiliation_strings":["6 Department of Clinical Physiology and Nuclear Medicine, University of Turku and Turku University Hospital, Turku, Finland,","7 Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku and Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland,","Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku and Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland,"],"affiliations":[{"raw_affiliation_string":"6 Department of Clinical Physiology and Nuclear Medicine, University of Turku and Turku University Hospital, Turku, Finland,","institution_ids":["https://openalex.org/I2801970007"]},{"raw_affiliation_string":"7 Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku and Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland,","institution_ids":["https://openalex.org/I2801970007","https://openalex.org/I155660961"]},{"raw_affiliation_string":"Research Centre of Applied and Preventive Cardiovascular Medicine, University of Turku and Department of Clinical Physiology and Nuclear Medicine, Turku University Hospital, Turku, Finland,","institution_ids":["https://openalex.org/I2801970007","https://openalex.org/I155660961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068508022","display_name":"Marjo\u2010Riitta J\u00e4rvelin","orcid":"https://orcid.org/0000-0002-2149-0630"},"institutions":[{"id":"https://openalex.org/I2799272722","display_name":"Oulu University Hospital","ror":"https://ror.org/045ney286","country_code":"FI","type":"healthcare","lineage":["https://openalex.org/I2799272722"]},{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["FI","GB"],"is_corresponding":false,"raw_author_name":"Marjo-Riitta J\u00e4rvelin","raw_affiliation_strings":["10 Biocenter Oulu, University of Oulu, Oulu, Finland,","11 Unit of Primary Care, Oulu University Hospital, Oulu, Finland,","8 Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment & Health, School of Public Health, Imperial College London, London, UK,","9 Centre for Life Course Epidemiology, Faculty of Medicine, University of Oulu, Oulu, Finland,"],"affiliations":[{"raw_affiliation_string":"10 Biocenter Oulu, University of Oulu, Oulu, Finland,","institution_ids":["https://openalex.org/I98381234"]},{"raw_affiliation_string":"11 Unit of Primary Care, Oulu University Hospital, Oulu, Finland,","institution_ids":["https://openalex.org/I2799272722"]},{"raw_affiliation_string":"8 Department of Epidemiology and Biostatistics, MRC-PHE Centre for Environment & Health, School of Public Health, Imperial College London, London, UK,","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"9 Centre for Life Course Epidemiology, Faculty of Medicine, University of Oulu, Oulu, Finland,","institution_ids":["https://openalex.org/I98381234"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5066237154","display_name":"Veikko Salomaa","orcid":"https://orcid.org/0000-0001-7563-5324"},"institutions":[{"id":"https://openalex.org/I39624965","display_name":"Finnish Institute for Health and Welfare","ror":"https://ror.org/03tf0c761","country_code":"FI","type":"funder","lineage":["https://openalex.org/I39624965"]}],"countries":["FI"],"is_corresponding":false,"raw_author_name":"Veikko Salomaa","raw_affiliation_strings":["12 National Institute for Health and Welfare, Helsinki, Finland,"],"affiliations":[{"raw_affiliation_string":"12 National Institute for Health and Welfare, Helsinki, Finland,","institution_ids":["https://openalex.org/I39624965"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078073418","display_name":"Mika Ala\u2010Korpela","orcid":"https://orcid.org/0000-0001-5905-1206"},"institutions":[{"id":"https://openalex.org/I2799272722","display_name":"Oulu University Hospital","ror":"https://ror.org/045ney286","country_code":"FI","type":"healthcare","lineage":["https://openalex.org/I2799272722"]},{"id":"https://openalex.org/I36234482","display_name":"University of Bristol","ror":"https://ror.org/0524sp257","country_code":"GB","type":"education","lineage":["https://openalex.org/I36234482"]},{"id":"https://openalex.org/I175532246","display_name":"University of Eastern Finland","ror":"https://ror.org/00cyydd11","country_code":"FI","type":"education","lineage":["https://openalex.org/I175532246"]},{"id":"https://openalex.org/I90344618","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517","country_code":"GB","type":"funder","lineage":["https://openalex.org/I4210087105","https://openalex.org/I90344618"]},{"id":"https://openalex.org/I98381234","display_name":"University of Oulu","ror":"https://ror.org/03yj89h83","country_code":"FI","type":"education","lineage":["https://openalex.org/I98381234"]}],"countries":["FI","GB"],"is_corresponding":false,"raw_author_name":"Mika Ala-Korpela","raw_affiliation_strings":["13 Computational Medicine, School of Social and Community Medicine and the Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK,","3 Computational Medicine, University of Oulu, Oulu University Hospital and Biocenter Oulu, Oulu, Finland,","4 NMR Metabolomics Laboratory, School of Pharmacy, University of Eastern Finland, Kuopio, Finland,"],"affiliations":[{"raw_affiliation_string":"13 Computational Medicine, School of Social and Community Medicine and the Medical Research Council Integrative Epidemiology Unit, University of Bristol, Bristol, UK,","institution_ids":["https://openalex.org/I90344618","https://openalex.org/I36234482"]},{"raw_affiliation_string":"3 Computational Medicine, University of Oulu, Oulu University Hospital and Biocenter Oulu, Oulu, Finland,","institution_ids":["https://openalex.org/I2799272722","https://openalex.org/I98381234"]},{"raw_affiliation_string":"4 NMR Metabolomics Laboratory, School of Pharmacy, University of Eastern Finland, Kuopio, Finland,","institution_ids":["https://openalex.org/I175532246"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058300698","display_name":"Samuli Ripatti","orcid":"https://orcid.org/0000-0002-0504-1202"},"institutions":[{"id":"https://openalex.org/I4210133586","display_name":"Institute for Molecular Medicine Finland","ror":"https://ror.org/030sbze61","country_code":"FI","type":"facility","lineage":["https://openalex.org/I133731052","https://openalex.org/I4210133586"]},{"id":"https://openalex.org/I133731052","display_name":"University of Helsinki","ror":"https://ror.org/040af2s02","country_code":"FI","type":"education","lineage":["https://openalex.org/I133731052"]},{"id":"https://openalex.org/I2802476451","display_name":"Wellcome Sanger Institute","ror":"https://ror.org/05cy4wa09","country_code":"GB","type":"nonprofit","lineage":["https://openalex.org/I2802476451","https://openalex.org/I87048295"]}],"countries":["FI","GB"],"is_corresponding":false,"raw_author_name":"Samuli Ripatti","raw_affiliation_strings":["1 Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland,","14 Public Health, University of Helsinki, Helsinki, Finland and","15 Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK"],"affiliations":[{"raw_affiliation_string":"1 Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland,","institution_ids":["https://openalex.org/I4210133586","https://openalex.org/I133731052"]},{"raw_affiliation_string":"14 Public Health, University of Helsinki, Helsinki, Finland and","institution_ids":["https://openalex.org/I133731052"]},{"raw_affiliation_string":"15 Wellcome Trust Sanger Institute, Wellcome Trust Genome Campus, Hinxton, UK","institution_ids":["https://openalex.org/I2802476451"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064582174","display_name":"Matti Pirinen","orcid":"https://orcid.org/0000-0002-1664-1350"},"institutions":[{"id":"https://openalex.org/I4210133586","display_name":"Institute for Molecular Medicine Finland","ror":"https://ror.org/030sbze61","country_code":"FI","type":"facility","lineage":["https://openalex.org/I133731052","https://openalex.org/I4210133586"]},{"id":"https://openalex.org/I133731052","display_name":"University of Helsinki","ror":"https://ror.org/040af2s02","country_code":"FI","type":"education","lineage":["https://openalex.org/I133731052"]}],"countries":["FI"],"is_corresponding":true,"raw_author_name":"Matti Pirinen","raw_affiliation_strings":["1 Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland,"],"affiliations":[{"raw_affiliation_string":"1 Institute for Molecular Medicine Finland FIMM, University of Helsinki, Helsinki, Finland,","institution_ids":["https://openalex.org/I4210133586","https://openalex.org/I133731052"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":12,"corresponding_author_ids":["https://openalex.org/A5017141939","https://openalex.org/A5064582174"],"corresponding_institution_ids":["https://openalex.org/I133731052","https://openalex.org/I32943570","https://openalex.org/I4210133586","https://openalex.org/I9927081"],"apc_list":{"value":3618,"currency":"USD","value_usd":3618},"apc_paid":{"value":3618,"currency":"USD","value_usd":3618},"fwci":15.9207,"has_fulltext":false,"cited_by_count":141,"citation_normalized_percentile":{"value":0.9917351,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":100},"biblio":{"volume":"32","issue":"13","first_page":"1981","last_page":"1989"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10261","display_name":"Genetic Associations and Epidemiology","score":0.9977999925613403,"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"}},"topics":[{"id":"https://openalex.org/T10261","display_name":"Genetic Associations and Epidemiology","score":0.9977999925613403,"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"}},{"id":"https://openalex.org/T10836","display_name":"Metabolomics and Mass Spectrometry Studies","score":0.9975000023841858,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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"}},{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/1312","display_name":"Molecular Biology"},"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/univariate","display_name":"Univariate","score":0.8811630010604858},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.843611478805542},{"id":"https://openalex.org/keywords/canonical-correlation","display_name":"Canonical correlation","score":0.6969337463378906},{"id":"https://openalex.org/keywords/multivariate-analysis","display_name":"Multivariate analysis","score":0.6795058846473694},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.555501401424408},{"id":"https://openalex.org/keywords/multivariate-analysis-of-variance","display_name":"Multivariate analysis of variance","score":0.49646884202957153},{"id":"https://openalex.org/keywords/sample-size-determination","display_name":"Sample size determination","score":0.4892828166484833},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.47052064538002014},{"id":"https://openalex.org/keywords/genome-wide-association-study","display_name":"Genome-wide association study","score":0.4455106854438782},{"id":"https://openalex.org/keywords/covariance","display_name":"Covariance","score":0.42213913798332214},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3733941912651062},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.3625296354293823},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.27186107635498047},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.26445335149765015},{"id":"https://openalex.org/keywords/genotype","display_name":"Genotype","score":0.2051433026790619},{"id":"https://openalex.org/keywords/single-nucleotide-polymorphism","display_name":"Single-nucleotide polymorphism","score":0.19875913858413696},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.1533784568309784}],"concepts":[{"id":"https://openalex.org/C199163554","wikidata":"https://www.wikidata.org/wiki/Q1681619","display_name":"Univariate","level":3,"score":0.8811630010604858},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.843611478805542},{"id":"https://openalex.org/C153874254","wikidata":"https://www.wikidata.org/wiki/Q115542","display_name":"Canonical correlation","level":2,"score":0.6969337463378906},{"id":"https://openalex.org/C38180746","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate analysis","level":2,"score":0.6795058846473694},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.555501401424408},{"id":"https://openalex.org/C192424360","wikidata":"https://www.wikidata.org/wiki/Q929408","display_name":"Multivariate analysis of variance","level":2,"score":0.49646884202957153},{"id":"https://openalex.org/C129848803","wikidata":"https://www.wikidata.org/wiki/Q2564360","display_name":"Sample size determination","level":2,"score":0.4892828166484833},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.47052064538002014},{"id":"https://openalex.org/C106208931","wikidata":"https://www.wikidata.org/wiki/Q1098876","display_name":"Genome-wide association study","level":5,"score":0.4455106854438782},{"id":"https://openalex.org/C178650346","wikidata":"https://www.wikidata.org/wiki/Q201984","display_name":"Covariance","level":2,"score":0.42213913798332214},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3733941912651062},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.3625296354293823},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.27186107635498047},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.26445335149765015},{"id":"https://openalex.org/C135763542","wikidata":"https://www.wikidata.org/wiki/Q106016","display_name":"Genotype","level":3,"score":0.2051433026790619},{"id":"https://openalex.org/C153209595","wikidata":"https://www.wikidata.org/wiki/Q501128","display_name":"Single-nucleotide polymorphism","level":4,"score":0.19875913858413696},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.1533784568309784},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005838","descriptor_name":"Genotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005838","descriptor_name":"Genotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005838","descriptor_name":"Genotype","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005838","descriptor_name":"Genotype","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":"D010641","descriptor_name":"Phenotype","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":false},{"descriptor_ui":"D010641","descriptor_name":"Phenotype","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":false},{"descriptor_ui":"D015999","descriptor_name":"Multivariate Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015999","descriptor_name":"Multivariate Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015999","descriptor_name":"Multivariate Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D015999","descriptor_name":"Multivariate Analysis","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":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D020641","descriptor_name":"Polymorphism, Single Nucleotide","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D055106","descriptor_name":"Genome-Wide Association Study","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055106","descriptor_name":"Genome-Wide Association Study","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055106","descriptor_name":"Genome-Wide Association Study","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055106","descriptor_name":"Genome-Wide Association Study","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":8,"locations":[{"id":"doi:10.1093/bioinformatics/btw052","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/btw052","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/32/13/1981/16920004/btw052.pdf","source":{"id":"https://openalex.org/S52395412","display_name":"Bioinformatics","issn_l":"1367-4803","issn":["1367-4803","1367-4811"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},{"id":"pmid:27153689","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/27153689","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":"Bioinformatics (Oxford, England)","raw_type":null},{"id":"pmh:oai:erepo.uef.fi:123456789/274","is_oa":true,"landing_page_url":"https://erepo.uef.fi/handle/123456789/274","pdf_url":null,"source":{"id":"https://openalex.org/S4306402418","display_name":"UEF eRepo (University of Eastern Finland)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I175532246","host_organization_name":"University of Eastern Finland","host_organization_lineage":["https://openalex.org/I175532246"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"http://purl.org/eprint/type/JournalArticle"},{"id":"pmh:oai:aaltodoc.aalto.fi:123456789/25008","is_oa":true,"landing_page_url":"https://aaltodoc.aalto.fi/handle/123456789/25008","pdf_url":null,"source":{"id":"https://openalex.org/S4306401663","display_name":"Aaltodoc (Aalto University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I9927081","host_organization_name":"Aalto University","host_organization_lineage":["https://openalex.org/I9927081"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"publishedVersion"},{"id":"pmh:oai:europepmc.org:3885725","is_oa":false,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4920109","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"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":"Text"},{"id":"pmh:oai:helda.helsinki.fi:10138/167568","is_oa":true,"landing_page_url":"http://hdl.handle.net/10138/167568","pdf_url":null,"source":{"id":"https://openalex.org/S4210213322","display_name":"Ty\u00f6v\u00e4entutkimus Vuosikirja","issn_l":"0784-1272","issn":["0784-1272","1459-7780"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Article"},{"id":"pmh:oai:open-archive.highwire.org:bioinfo:32/13/1981","is_oa":false,"landing_page_url":"http://bioinformatics.oxfordjournals.org/cgi/content/short/32/13/1981","pdf_url":null,"source":{"id":"https://openalex.org/S4406923041","display_name":"HighWire Press Open Archive","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"TEXT"},{"id":"pmh:oai:spiral.imperial.ac.uk:10044/1/41173","is_oa":true,"landing_page_url":"http://hdl.handle.net/10044/1/41173","pdf_url":null,"source":{"id":"https://openalex.org/S4306401396","display_name":"Spiral (Imperial College London)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I47508984","host_organization_name":"Imperial College London","host_organization_lineage":["https://openalex.org/I47508984"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"1989","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1093/bioinformatics/btw052","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/btw052","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/32/13/1981/16920004/btw052.pdf","source":{"id":"https://openalex.org/S52395412","display_name":"Bioinformatics","issn_l":"1367-4803","issn":["1367-4803","1367-4811"],"is_oa":false,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310311648","host_organization_name":"Oxford University Press","host_organization_lineage":["https://openalex.org/P4310311648","https://openalex.org/P4310311647"],"host_organization_lineage_names":["Oxford University Press","University of Oxford"],"type":"journal"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/17","display_name":"Partnerships for the goals","score":0.44999998807907104}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W2302979210.pdf","grobid_xml":"https://content.openalex.org/works/W2302979210.grobid-xml"},"referenced_works_count":41,"referenced_works":["https://openalex.org/W5609562","https://openalex.org/W1533942137","https://openalex.org/W1968886567","https://openalex.org/W1969851044","https://openalex.org/W1977391294","https://openalex.org/W1989568128","https://openalex.org/W1992436001","https://openalex.org/W2025341678","https://openalex.org/W2036070913","https://openalex.org/W2050730569","https://openalex.org/W2056165766","https://openalex.org/W2063655230","https://openalex.org/W2065397672","https://openalex.org/W2068509302","https://openalex.org/W2069716529","https://openalex.org/W2071949631","https://openalex.org/W2087036932","https://openalex.org/W2096791516","https://openalex.org/W2097572487","https://openalex.org/W2099086736","https://openalex.org/W2101357408","https://openalex.org/W2102732029","https://openalex.org/W2108530422","https://openalex.org/W2122492792","https://openalex.org/W2123921851","https://openalex.org/W2128335879","https://openalex.org/W2145506835","https://openalex.org/W2146519949","https://openalex.org/W2148749248","https://openalex.org/W2152603994","https://openalex.org/W2152885121","https://openalex.org/W2153118028","https://openalex.org/W2163328685","https://openalex.org/W2165408259","https://openalex.org/W2166124982","https://openalex.org/W2169718193","https://openalex.org/W2259938310","https://openalex.org/W6600234809","https://openalex.org/W6667490082","https://openalex.org/W6678189143","https://openalex.org/W6681294752"],"related_works":["https://openalex.org/W2899206237","https://openalex.org/W2371153315","https://openalex.org/W1828158523","https://openalex.org/W2047547195","https://openalex.org/W2263152475","https://openalex.org/W2138153301","https://openalex.org/W2299583982","https://openalex.org/W2073029688","https://openalex.org/W4206502560","https://openalex.org/W2053542176"],"abstract_inverted_index":{"Supplementary":[0],"data":[1],"are":[2],"available":[3],"at":[4],"Bioinformatics":[5],"online.":[6]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":12},{"year":2023,"cited_by_count":14},{"year":2022,"cited_by_count":13},{"year":2021,"cited_by_count":20},{"year":2020,"cited_by_count":21},{"year":2019,"cited_by_count":15},{"year":2018,"cited_by_count":19},{"year":2017,"cited_by_count":16},{"year":2016,"cited_by_count":3},{"year":2015,"cited_by_count":1}],"updated_date":"2026-04-05T17:49:38.594831","created_date":"2025-10-10T00:00:00"}
