{"id":"https://openalex.org/W3044653271","doi":"https://doi.org/10.1093/bioinformatics/btaa649","title":"Strategy for improved characterization of human metabolic phenotypes using a COmbined Multi-block Principal components Analysis with Statistical Spectroscopy (COMPASS)","display_name":"Strategy for improved characterization of human metabolic phenotypes using a COmbined Multi-block Principal components Analysis with Statistical Spectroscopy (COMPASS)","publication_year":2020,"publication_date":"2020-07-15","ids":{"openalex":"https://openalex.org/W3044653271","doi":"https://doi.org/10.1093/bioinformatics/btaa649","mag":"3044653271","pmid":"https://pubmed.ncbi.nlm.nih.gov/32692809"},"language":"en","primary_location":{"id":"doi:10.1093/bioinformatics/btaa649","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/btaa649","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/36/21/5229/36150482/btaa649.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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://academic.oup.com/bioinformatics/article-pdf/36/21/5229/36150482/btaa649.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5044979998","display_name":"Ruey Leng Loo","orcid":"https://orcid.org/0000-0001-5307-5709"},"institutions":[{"id":"https://openalex.org/I176790772","display_name":"Murdoch University","ror":"https://ror.org/00r4sry34","country_code":"AU","type":"education","lineage":["https://openalex.org/I176790772"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Ruey Leng Loo","raw_affiliation_strings":["Centre for Computational and Systems Medicine , Perth, WA 6150, Australia","The Australian National Phenome Centre, Health Futures Institute, Murdoch University , Perth, WA 6150, Australia"],"raw_orcid":"https://orcid.org/0000-0001-5307-5709","affiliations":[{"raw_affiliation_string":"Centre for Computational and Systems Medicine , Perth, WA 6150, Australia","institution_ids":[]},{"raw_affiliation_string":"The Australian National Phenome Centre, Health Futures Institute, Murdoch University , Perth, WA 6150, Australia","institution_ids":["https://openalex.org/I176790772"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085565066","display_name":"Queenie Chan","orcid":"https://orcid.org/0000-0001-9278-230X"},"institutions":[{"id":"https://openalex.org/I4210134973","display_name":"MRC Biostatistics Unit","ror":"https://ror.org/046vje122","country_code":"GB","type":"facility","lineage":["https://openalex.org/I241749","https://openalex.org/I4210087105","https://openalex.org/I4210134973","https://openalex.org/I90344618"]},{"id":"https://openalex.org/I4392738229","display_name":"MRC Centre for Environment and Health","ror":"https://ror.org/01vw4c203","country_code":null,"type":"facility","lineage":["https://openalex.org/I4210087105","https://openalex.org/I4392738229","https://openalex.org/I47508984","https://openalex.org/I90344618"]},{"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":["GB"],"is_corresponding":false,"raw_author_name":"Queenie Chan","raw_affiliation_strings":["Department of Epidemiology and Biostatistics , London W2 1PG, UK","MRC Centre for Environment and Health, School of Public Health, Imperial College London , London W2 1PG, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Epidemiology and Biostatistics , London W2 1PG, UK","institution_ids":["https://openalex.org/I4210134973"]},{"raw_affiliation_string":"MRC Centre for Environment and Health, School of Public Health, Imperial College London , London W2 1PG, UK","institution_ids":["https://openalex.org/I4392738229","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5006288795","display_name":"Henrik Antti","orcid":"https://orcid.org/0000-0003-1423-9517"},"institutions":[{"id":"https://openalex.org/I90267481","display_name":"Ume\u00e5 University","ror":"https://ror.org/05kb8h459","country_code":"SE","type":"education","lineage":["https://openalex.org/I90267481"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Henrik Antti","raw_affiliation_strings":["Department of Chemistry, Umea Universitet , 901 87 Ume\u00e5, Sweden"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Chemistry, Umea Universitet , 901 87 Ume\u00e5, Sweden","institution_ids":["https://openalex.org/I90267481"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004085589","display_name":"Jia V. Li","orcid":"https://orcid.org/0000-0002-5763-6670"},"institutions":[{"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":["GB"],"is_corresponding":false,"raw_author_name":"Jia V Li","raw_affiliation_strings":["Department of Surgery and Cancer, Imperial College London , London W2 1PG, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgery and Cancer, Imperial College London , London W2 1PG, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053747302","display_name":"Hutan Ashrafian","orcid":"https://orcid.org/0000-0003-1668-0672"},"institutions":[{"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":["GB"],"is_corresponding":false,"raw_author_name":"H Ashrafian","raw_affiliation_strings":["Department of Surgery and Cancer, Imperial College London , London W2 1PG, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Surgery and Cancer, Imperial College London , London W2 1PG, UK","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034710571","display_name":"Paul Elliott","orcid":"https://orcid.org/0000-0002-7511-5684"},"institutions":[{"id":"https://openalex.org/I4210134973","display_name":"MRC Biostatistics Unit","ror":"https://ror.org/046vje122","country_code":"GB","type":"facility","lineage":["https://openalex.org/I241749","https://openalex.org/I4210087105","https://openalex.org/I4210134973","https://openalex.org/I90344618"]},{"id":"https://openalex.org/I4392738229","display_name":"MRC Centre for Environment and Health","ror":"https://ror.org/01vw4c203","country_code":null,"type":"facility","lineage":["https://openalex.org/I4210087105","https://openalex.org/I4392738229","https://openalex.org/I47508984","https://openalex.org/I90344618"]},{"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":["GB"],"is_corresponding":false,"raw_author_name":"Paul Elliott","raw_affiliation_strings":["Department of Epidemiology and Biostatistics , London W2 1PG, UK","MRC Centre for Environment and Health, School of Public Health, Imperial College London , London W2 1PG, UK"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Epidemiology and Biostatistics , London W2 1PG, UK","institution_ids":["https://openalex.org/I4210134973"]},{"raw_affiliation_string":"MRC Centre for Environment and Health, School of Public Health, Imperial College London , London W2 1PG, UK","institution_ids":["https://openalex.org/I4392738229","https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5111487938","display_name":"Jeremiah Stamler","orcid":null},"institutions":[{"id":"https://openalex.org/I111979921","display_name":"Northwestern University","ror":"https://ror.org/000e0be47","country_code":"US","type":"education","lineage":["https://openalex.org/I111979921"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jeremiah Stamler","raw_affiliation_strings":["Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University , Chicago, IL, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Preventive Medicine, Feinberg School of Medicine, Northwestern University , Chicago, IL, USA","institution_ids":["https://openalex.org/I111979921"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018207002","display_name":"Jeremy K. Nicholson","orcid":"https://orcid.org/0000-0002-8123-8349"},"institutions":[{"id":"https://openalex.org/I176790772","display_name":"Murdoch University","ror":"https://ror.org/00r4sry34","country_code":"AU","type":"education","lineage":["https://openalex.org/I176790772"]}],"countries":["AU"],"is_corresponding":false,"raw_author_name":"Jeremy K Nicholson","raw_affiliation_strings":["Centre for Computational and Systems Medicine , Perth, WA 6150, Australia","The Australian National Phenome Centre, Health Futures Institute, Murdoch University , Perth, WA 6150, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Computational and Systems Medicine , Perth, WA 6150, Australia","institution_ids":[]},{"raw_affiliation_string":"The Australian National Phenome Centre, Health Futures Institute, Murdoch University , Perth, WA 6150, Australia","institution_ids":["https://openalex.org/I176790772"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037616278","display_name":"Elaine Holmes","orcid":"https://orcid.org/0000-0002-0556-8389"},"institutions":[{"id":"https://openalex.org/I176790772","display_name":"Murdoch University","ror":"https://ror.org/00r4sry34","country_code":"AU","type":"education","lineage":["https://openalex.org/I176790772"]},{"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":["AU","GB"],"is_corresponding":false,"raw_author_name":"Elaine Holmes","raw_affiliation_strings":["Centre for Computational and Systems Medicine , Perth, WA 6150, Australia","Department of Surgery and Cancer, Imperial College London , London W2 1PG, UK","The Australian National Phenome Centre, Health Futures Institute, Murdoch University , Perth, WA 6150, Australia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Centre for Computational and Systems Medicine , Perth, WA 6150, Australia","institution_ids":[]},{"raw_affiliation_string":"Department of Surgery and Cancer, Imperial College London , London W2 1PG, UK","institution_ids":["https://openalex.org/I47508984"]},{"raw_affiliation_string":"The Australian National Phenome Centre, Health Futures Institute, Murdoch University , Perth, WA 6150, Australia","institution_ids":["https://openalex.org/I176790772"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5036893096","display_name":"Julien Wist","orcid":"https://orcid.org/0000-0002-3416-2572"},"institutions":[{"id":"https://openalex.org/I91732220","display_name":"Universidad del Valle","ror":"https://ror.org/00jb9vg53","country_code":"CO","type":"education","lineage":["https://openalex.org/I91732220"]}],"countries":["CO"],"is_corresponding":true,"raw_author_name":"Julien Wist","raw_affiliation_strings":["Chemistry Department, Universidad del Valle , Cali, Colombia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Chemistry Department, Universidad del Valle , Cali, Colombia","institution_ids":["https://openalex.org/I91732220"]}]}],"institutions":[],"countries_distinct_count":5,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5036893096"],"corresponding_institution_ids":["https://openalex.org/I91732220"],"apc_list":{"value":3989,"currency":"USD","value_usd":3989},"apc_paid":{"value":3989,"currency":"USD","value_usd":3989},"fwci":0.0756,"has_fulltext":true,"cited_by_count":3,"citation_normalized_percentile":{"value":0.40533877,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":"36","issue":"21","first_page":"5229","last_page":"5236"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10836","display_name":"Metabolomics and Mass Spectrometry Studies","score":0.6506999731063843,"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"}},"topics":[{"id":"https://openalex.org/T10836","display_name":"Metabolomics and Mass Spectrometry Studies","score":0.6506999731063843,"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/T10640","display_name":"Spectroscopy and Chemometric Analyses","score":0.08160000294446945,"subfield":{"id":"https://openalex.org/subfields/1602","display_name":"Analytical Chemistry"},"field":{"id":"https://openalex.org/fields/16","display_name":"Chemistry"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10378","display_name":"Advanced MRI Techniques and Applications","score":0.03669999912381172,"subfield":{"id":"https://openalex.org/subfields/2741","display_name":"Radiology, Nuclear Medicine and Imaging"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.8224978446960449},{"id":"https://openalex.org/keywords/compass","display_name":"Compass","score":0.6673712730407715},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6589517593383789},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.5836281776428223},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.543441653251648},{"id":"https://openalex.org/keywords/source-code","display_name":"Source code","score":0.5351978540420532},{"id":"https://openalex.org/keywords/block","display_name":"Block (permutation group theory)","score":0.5083085894584656},{"id":"https://openalex.org/keywords/software","display_name":"Software","score":0.44784608483314514},{"id":"https://openalex.org/keywords/correlation","display_name":"Correlation","score":0.44101226329803467},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.424612820148468},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.41679248213768005},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3894340693950653},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.14518505334854126},{"id":"https://openalex.org/keywords/cartography","display_name":"Cartography","score":0.12042161822319031},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.08800911903381348}],"concepts":[{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.8224978446960449},{"id":"https://openalex.org/C2778361833","wikidata":"https://www.wikidata.org/wiki/Q34735","display_name":"Compass","level":2,"score":0.6673712730407715},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6589517593383789},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.5836281776428223},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.543441653251648},{"id":"https://openalex.org/C43126263","wikidata":"https://www.wikidata.org/wiki/Q128751","display_name":"Source code","level":2,"score":0.5351978540420532},{"id":"https://openalex.org/C2777210771","wikidata":"https://www.wikidata.org/wiki/Q4927124","display_name":"Block (permutation group theory)","level":2,"score":0.5083085894584656},{"id":"https://openalex.org/C2777904410","wikidata":"https://www.wikidata.org/wiki/Q7397","display_name":"Software","level":2,"score":0.44784608483314514},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.44101226329803467},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.424612820148468},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.41679248213768005},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3894340693950653},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.14518505334854126},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.12042161822319031},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.08800911903381348},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C2524010","wikidata":"https://www.wikidata.org/wiki/Q8087","display_name":"Geometry","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C144024400","wikidata":"https://www.wikidata.org/wiki/Q21201","display_name":"Sociology","level":0,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C149923435","wikidata":"https://www.wikidata.org/wiki/Q37732","display_name":"Demography","level":1,"score":0.0}],"mesh":[{"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":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012984","descriptor_name":"Software","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D013057","descriptor_name":"Spectrum Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013057","descriptor_name":"Spectrum Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013057","descriptor_name":"Spectrum Analysis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D013057","descriptor_name":"Spectrum 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}],"locations_count":6,"locations":[{"id":"doi:10.1093/bioinformatics/btaa649","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/btaa649","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/36/21/5229/36150482/btaa649.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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},{"id":"pmid:32692809","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/32692809","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":"Journal Article"},{"id":"pmh:oai:europepmc.org:6763426","is_oa":true,"landing_page_url":"http://europepmc.org/pmc/articles/PMC7850059","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:7850059","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/7850059","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"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":"Bioinformatics","raw_type":"Text"},{"id":"pmh:oai:DiVA.org:umu-183594","is_oa":true,"landing_page_url":"http://urn.kb.se/resolve?urn=urn:nbn:se:umu:diva-183594","pdf_url":null,"source":{"id":"https://openalex.org/S4306400361","display_name":"DiVA at Ume\u00e5 University (Ume\u00e5 University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I90267481","host_organization_name":"Ume\u00e5 University","host_organization_lineage":["https://openalex.org/I90267481"],"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":"info:eu-repo/semantics/article"},{"id":"pmh:oai:spiral.imperial.ac.uk:10044/1/82811","is_oa":true,"landing_page_url":"http://hdl.handle.net/10044/1/82811","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":"5236","raw_type":"Journal Article"}],"best_oa_location":{"id":"doi:10.1093/bioinformatics/btaa649","is_oa":true,"landing_page_url":"https://doi.org/10.1093/bioinformatics/btaa649","pdf_url":"https://academic.oup.com/bioinformatics/article-pdf/36/21/5229/36150482/btaa649.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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.5,"id":"https://metadata.un.org/sdg/3"}],"awards":[{"id":"https://openalex.org/G1131383725","display_name":"International Population Study on Macronutrients and BP - INTERMAP","funder_award_id":"5r01hl050490-19","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G1159704108","display_name":null,"funder_award_id":"090357003","funder_id":"https://openalex.org/F4320320912","funder_display_name":"Ministry of Education, Culture, Sports, Science and Technology"},{"id":"https://openalex.org/G1502031688","display_name":null,"funder_award_id":"MR/S019669/1","funder_id":"https://openalex.org/F4320334626","funder_display_name":"Medical Research Council"},{"id":"https://openalex.org/G1537394178","display_name":"AMINO ACIDS IN URINE, DIET &BP:  INT'L POPULATION STUDY","funder_award_id":"5r01hl065461-04","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G1549180631","display_name":null,"funder_award_id":"R01-HL84228","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G2552539001","display_name":null,"funder_award_id":"R01-HL65461","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G3292807831","display_name":null,"funder_award_id":"17H01553","funder_id":"https://openalex.org/F4320320912","funder_display_name":"Ministry of Education, Culture, Sports, Science and Technology"},{"id":"https://openalex.org/G354383869","display_name":null,"funder_award_id":"R01HL50490","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G3747896343","display_name":"Metabolic Pathways Underlying the Contrasting Sodium-BP and DASH/OmniHeart-BP Relationships","funder_award_id":"5r01hl135486-04","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G4340926429","display_name":null,"funder_award_id":"090357003","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"},{"id":"https://openalex.org/G6055795182","display_name":"Metabolomics-Measured Urinary Metabolites, Diet and BP, 17 Random Samples","funder_award_id":"5r01hl084228-08","funder_id":"https://openalex.org/F4320332161","funder_display_name":"National Institutes of Health"},{"id":"https://openalex.org/G8330823651","display_name":null,"funder_award_id":"R01 HL135486","funder_id":"https://openalex.org/F4320337338","funder_display_name":"National Heart, Lung, and Blood Institute"}],"funders":[{"id":"https://openalex.org/F4320320912","display_name":"Ministry of Education, Culture, Sports, Science and Technology","ror":"https://ror.org/048rj2z13"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320334626","display_name":"Medical Research Council","ror":"https://ror.org/03x94j517"},{"id":"https://openalex.org/F4320337338","display_name":"National Heart, Lung, and Blood Institute","ror":"https://ror.org/012pb6c26"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3044653271.pdf","grobid_xml":"https://content.openalex.org/works/W3044653271.grobid-xml"},"referenced_works_count":28,"referenced_works":["https://openalex.org/W36814200","https://openalex.org/W172771616","https://openalex.org/W1966089218","https://openalex.org/W2013036395","https://openalex.org/W2013607204","https://openalex.org/W2015168397","https://openalex.org/W2018888813","https://openalex.org/W2047346998","https://openalex.org/W2071813447","https://openalex.org/W2073039202","https://openalex.org/W2073503722","https://openalex.org/W2083637865","https://openalex.org/W2089468765","https://openalex.org/W2089996359","https://openalex.org/W2091585999","https://openalex.org/W2101787747","https://openalex.org/W2104342628","https://openalex.org/W2111074526","https://openalex.org/W2120929142","https://openalex.org/W2134364540","https://openalex.org/W2144956608","https://openalex.org/W2152483944","https://openalex.org/W2152820192","https://openalex.org/W2185920390","https://openalex.org/W2503993098","https://openalex.org/W2775218904","https://openalex.org/W2993316704","https://openalex.org/W6607080111"],"related_works":["https://openalex.org/W2206872286","https://openalex.org/W2382913035","https://openalex.org/W2391335452","https://openalex.org/W2113447385","https://openalex.org/W2360876323","https://openalex.org/W2109954054","https://openalex.org/W2642723128","https://openalex.org/W1970764900","https://openalex.org/W2366280361","https://openalex.org/W638953695"],"abstract_inverted_index":{"MOTIVATION:":[0],"Large-scale":[1],"population":[2,131,156],"omics":[3],"data":[4,49,109,170],"can":[5],"provide":[6,81,130],"insight":[7],"into":[8],"associations":[9],"between":[10],"gene-environment":[11],"interactions":[12],"and":[13,143],"disease.":[14],"However,":[15],"existing":[16],"dimension":[17],"reduction":[18],"modelling":[19],"techniques":[20],"are":[21,70,127,171],"often":[22],"inefficient":[23],"for":[24,40,72,133,154],"extracting":[25],"detailed":[26],"information":[27],"from":[28,138],"these":[29],"complex":[30],"datasets.":[31,157],"RESULTS:":[32],"Here,":[33],"we":[34],"present":[35],"an":[36,150],"interactive":[37],"software":[38],"pipeline":[39],"exploratory":[41],"analyses":[42],"of":[43,76,92,117,119],"population-based":[44],"nuclear":[45],"magnetic":[46],"resonance":[47],"spectral":[48,77,108,125],"using":[50],"a":[51,73],"COmbined":[52],"Multi-block":[53],"Principal":[54,66],"components":[55],"Analysis":[56],"with":[57],"Statistical":[58,101],"Spectroscopy":[59],"(COMPASS)":[60],"within":[61,87],"the":[62,88,106,115,120,124],"R-library":[63],"hastaLaVista":[64],"framework.":[65],"component":[67],"analysis":[68],"models":[69],"generated":[71],"sequential":[74],"series":[75],"regions":[78],"(blocks)":[79],"to":[80,110,129],"more":[82],"granular":[83],"detail":[84],"defining":[85],"sub-populations":[86],"dataset.":[89],"Molecular":[90],"identification":[91],"key":[93],"differentiating":[94],"signals":[95],"is":[96,163],"subsequently":[97],"achieved":[98],"by":[99],"implementing":[100],"TOtal":[102],"Correlation":[103],"SpectroscopY":[104],"on":[105],"full":[107],"define":[111],"feature":[112],"patterns.":[113],"Finally,":[114],"distributions":[116],"cross-correlation":[118],"reference":[121],"patterns":[122],"across":[123],"dataset":[126],"used":[128],"statistics":[132],"identifying":[134],"underlying":[135],"features":[136],"arising":[137],"drug":[139],"intake,":[140],"latent":[141],"diseases":[142],"diet.":[144],"The":[145],"COMPASS":[146],"method":[147],"thus":[148],"provides":[149],"efficient":[151],"semi-automated":[152],"approach":[153],"screening":[155],"AVAILABILITY":[158],"AND":[159],"IMPLEMENTATION:":[160],"Source":[161],"code":[162],"available":[164,172],"at":[165,173],"https://github.com/cheminfo/COMPASS.":[166],"SUPPLEMENTARY":[167],"INFORMATION:":[168],"Supplementary":[169],"Bioinformatics":[174],"online.":[175]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-08-29T07:29:34.045763","created_date":"2025-10-10T00:00:00"}
