{"id":"https://openalex.org/W4220862431","doi":"https://doi.org/10.1186/s12859-021-04550-5","title":"Exploring dynamic metabolomics data with multiway data analysis: a simulation study","display_name":"Exploring dynamic metabolomics data with multiway data analysis: a simulation study","publication_year":2022,"publication_date":"2022-01-10","ids":{"openalex":"https://openalex.org/W4220862431","doi":"https://doi.org/10.1186/s12859-021-04550-5","pmid":"https://pubmed.ncbi.nlm.nih.gov/35012453"},"language":"en","primary_location":{"id":"doi:10.1186/s12859-021-04550-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-021-04550-5","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-021-04550-5","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-021-04550-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100386293","display_name":"Lu Li","orcid":"https://orcid.org/0000-0001-7225-6572"},"institutions":[{"id":"https://openalex.org/I4210153474","display_name":"Simula Metropolitan Center for Digital Engineering","ror":"https://ror.org/04xtarr15","country_code":"NO","type":"nonprofit","lineage":["https://openalex.org/I184531372","https://openalex.org/I2799829267","https://openalex.org/I4210153474"]}],"countries":["NO"],"is_corresponding":true,"raw_author_name":"Lu Li","raw_affiliation_strings":["Machine Intelligence Department, Simula Metropolitan Center for Digital Engineering, Oslo, Norway. lu@simula.no","Machine Intelligence Department, Simula Metropolitan Center for Digital Engineering, Oslo, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Machine Intelligence Department, Simula Metropolitan Center for Digital Engineering, Oslo, Norway. lu@simula.no","institution_ids":["https://openalex.org/I4210153474"]},{"raw_affiliation_string":"Machine Intelligence Department, Simula Metropolitan Center for Digital Engineering, Oslo, Norway","institution_ids":["https://openalex.org/I4210153474"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055133594","display_name":"Huub C. J. Hoefsloot","orcid":"https://orcid.org/0000-0001-9963-0413"},"institutions":[{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Huub Hoefsloot","raw_affiliation_strings":["Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I887064364"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5002560487","display_name":"Albert A. de Graaf","orcid":"https://orcid.org/0000-0002-1067-3570"},"institutions":[{"id":"https://openalex.org/I148297040","display_name":"Netherlands Organisation for Applied Scientific Research","ror":"https://ror.org/01bnjb948","country_code":"NL","type":"nonprofit","lineage":["https://openalex.org/I148297040"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Albert A. de Graaf","raw_affiliation_strings":["Netherlands Organisation for Applied Scientific Research (TNO), Zeist, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Netherlands Organisation for Applied Scientific Research (TNO), Zeist, The Netherlands","institution_ids":["https://openalex.org/I148297040"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046236337","display_name":"Evrim Acar","orcid":"https://orcid.org/0000-0002-3737-292X"},"institutions":[{"id":"https://openalex.org/I4210153474","display_name":"Simula Metropolitan Center for Digital Engineering","ror":"https://ror.org/04xtarr15","country_code":"NO","type":"nonprofit","lineage":["https://openalex.org/I184531372","https://openalex.org/I2799829267","https://openalex.org/I4210153474"]}],"countries":["NO"],"is_corresponding":false,"raw_author_name":"Evrim Acar","raw_affiliation_strings":["Machine Intelligence Department, Simula Metropolitan Center for Digital Engineering, Oslo, Norway. evrim@simula.no","Machine Intelligence Department, Simula Metropolitan Center for Digital Engineering, Oslo, Norway"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Machine Intelligence Department, Simula Metropolitan Center for Digital Engineering, Oslo, Norway. evrim@simula.no","institution_ids":["https://openalex.org/I4210153474"]},{"raw_affiliation_string":"Machine Intelligence Department, Simula Metropolitan Center for Digital Engineering, Oslo, Norway","institution_ids":["https://openalex.org/I4210153474"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5083251527","display_name":"Age K. Smilde","orcid":"https://orcid.org/0000-0002-3052-4644"},"institutions":[{"id":"https://openalex.org/I4210153474","display_name":"Simula Metropolitan Center for Digital Engineering","ror":"https://ror.org/04xtarr15","country_code":"NO","type":"nonprofit","lineage":["https://openalex.org/I184531372","https://openalex.org/I2799829267","https://openalex.org/I4210153474"]},{"id":"https://openalex.org/I887064364","display_name":"University of Amsterdam","ror":"https://ror.org/04dkp9463","country_code":"NL","type":"education","lineage":["https://openalex.org/I887064364"]}],"countries":["NL","NO"],"is_corresponding":false,"raw_author_name":"Age K. Smilde","raw_affiliation_strings":["Machine Intelligence Department, Simula Metropolitan Center for Digital Engineering, Oslo, Norway","Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, The Netherlands"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Machine Intelligence Department, Simula Metropolitan Center for Digital Engineering, Oslo, Norway","institution_ids":["https://openalex.org/I4210153474"]},{"raw_affiliation_string":"Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, The Netherlands","institution_ids":["https://openalex.org/I887064364"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100386293"],"corresponding_institution_ids":["https://openalex.org/I4210153474"],"apc_list":{"value":1690,"currency":"GBP","value_usd":2072},"apc_paid":{"value":1690,"currency":"GBP","value_usd":2072},"fwci":1.6337,"has_fulltext":true,"cited_by_count":13,"citation_normalized_percentile":{"value":0.83193277,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"23","issue":"1","first_page":"31","last_page":"31"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12303","display_name":"Tensor decomposition and applications","score":0.9061999917030334,"subfield":{"id":"https://openalex.org/subfields/2605","display_name":"Computational Mathematics"},"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/T12303","display_name":"Tensor decomposition and applications","score":0.9061999917030334,"subfield":{"id":"https://openalex.org/subfields/2605","display_name":"Computational Mathematics"},"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/T10836","display_name":"Metabolomics and Mass Spectrometry Studies","score":0.03460000082850456,"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/T10066","display_name":"Gut microbiota and health","score":0.006200000178068876,"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/metabolomics","display_name":"Metabolomics","score":0.7452068328857422},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7035679817199707},{"id":"https://openalex.org/keywords/variation","display_name":"Variation (astronomy)","score":0.5279425978660583},{"id":"https://openalex.org/keywords/dynamic-data","display_name":"Dynamic data","score":0.5081040859222412},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.48661383986473083},{"id":"https://openalex.org/keywords/bioinformatics","display_name":"Bioinformatics","score":0.263271689414978},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.15956908464431763}],"concepts":[{"id":"https://openalex.org/C21565614","wikidata":"https://www.wikidata.org/wiki/Q12149006","display_name":"Metabolomics","level":2,"score":0.7452068328857422},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7035679817199707},{"id":"https://openalex.org/C2778334786","wikidata":"https://www.wikidata.org/wiki/Q1586270","display_name":"Variation (astronomy)","level":2,"score":0.5279425978660583},{"id":"https://openalex.org/C197298091","wikidata":"https://www.wikidata.org/wiki/Q5318963","display_name":"Dynamic data","level":2,"score":0.5081040859222412},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.48661383986473083},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.263271689414978},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.15956908464431763},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","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/C44870925","wikidata":"https://www.wikidata.org/wiki/Q37547","display_name":"Astrophysics","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003198","descriptor_name":"Computer Simulation","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":"D055432","descriptor_name":"Metabolomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055432","descriptor_name":"Metabolomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055432","descriptor_name":"Metabolomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D055432","descriptor_name":"Metabolomics","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true}],"locations_count":9,"locations":[{"id":"doi:10.1186/s12859-021-04550-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-021-04550-5","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-021-04550-5","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},{"id":"pmid:35012453","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35012453","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":"BMC bioinformatics","raw_type":null},{"id":"pmh:oai:dare.uva.nl:openaire_cris_publications/12e81bbe-c226-4b30-8988-a00c391b2d42","is_oa":true,"landing_page_url":"https://handle.uba.uva.nl/personal/pure/en/publications/exploring-dynamic-metabolomics-data-with-multiway-data-analysis(12e81bbe-c226-4b30-8988-a00c391b2d42).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Li, L, Hoefsloot, H, de Graaf, A A, Acar, E & Smilde, A K 2022, 'Exploring dynamic metabolomics data with multiway data analysis : a simulation study', BMC Bioinformatics, vol. 23, no. 1, 31. https://doi.org/10.1186/s12859-021-04550-5","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:pure.amsterdamumc.nl:openaire/f131c269-e061-4e08-b4d0-59ec5b03979d","is_oa":true,"landing_page_url":"https://pure.amsterdamumc.nl/en/publications/f131c269-e061-4e08-b4d0-59ec5b03979d","pdf_url":"https://pure.amsterdamumc.nl/ws/files/140612669/Exploring-dynamic-metabolomics-data-with-multiway-data-analysis.pdf","source":{"id":"https://openalex.org/S7407055222","display_name":"Pure Amsterdam UMC","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Li, L, Hoefsloot, H, de Graaf, A A, Acar, E & Smilde, A K 2022, 'Exploring dynamic metabolomics data with multiway data analysis : a simulation study', BMC bioinformatics, vol. 23, no. 1, 31. https://doi.org/10.1186/s12859-021-04550-5","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:amcpub:oai:pure.amc.nl:publications/76ff5030-157e-40e8-b15a-a85b536fcef0","is_oa":true,"landing_page_url":"https://pure.amc.nl/en/publications/exploring-dynamic-metabolomics-data-with-multiway-data-analysis(76ff5030-157e-40e8-b15a-a85b536fcef0).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"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":"BMC bioinformatics, 23(1):31. BioMed Central","raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:dare.uva.nl:publications/12e81bbe-c226-4b30-8988-a00c391b2d42","is_oa":true,"landing_page_url":"https://hdl.handle.net/11245.1/12e81bbe-c226-4b30-8988-a00c391b2d42","pdf_url":null,"source":{"id":"https://openalex.org/S4306400088","display_name":"UvA-DARE (University of Amsterdam)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I887064364","host_organization_name":"University of Amsterdam","host_organization_lineage":["https://openalex.org/I887064364"],"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":"Li, L, Hoefsloot, H, de Graaf, A A, Acar, E & Smilde, A K 2022, 'Exploring dynamic metabolomics data with multiway data analysis : a simulation study', BMC Bioinformatics, vol. 23, no. 1, 31. https://doi.org/10.1186/s12859-021-04550-5","raw_type":"info:eu-repo/semantics/publishedVersion"},{"id":"pmh:oai:doaj.org/article:c749bd728cf54db6a88d5df49e99146c","is_oa":true,"landing_page_url":"https://doaj.org/article/c749bd728cf54db6a88d5df49e99146c","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Bioinformatics, Vol 23, Iss 1, Pp 1-22 (2022)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8750750","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8750750","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":"BMC Bioinformatics","raw_type":"Text"},{"id":"pmh:uvapub:oai:dare.uva.nl:publications/12e81bbe-c226-4b30-8988-a00c391b2d42","is_oa":true,"landing_page_url":"https://dare.uva.nl/personal/pure/en/publications/exploring-dynamic-metabolomics-data-with-multiway-data-analysis(12e81bbe-c226-4b30-8988-a00c391b2d42).html","pdf_url":null,"source":{"id":"https://openalex.org/S4306401843","display_name":"Data Archiving and Networked Services (DANS)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1322597698","host_organization_name":"Royal Netherlands Academy of Arts and Sciences","host_organization_lineage":["https://openalex.org/I1322597698"],"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":"BMC Bioinformatics, 23(1):31. BioMed Central","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.1186/s12859-021-04550-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12859-021-04550-5","pdf_url":"https://bmcbioinformatics.biomedcentral.com/counter/pdf/10.1186/s12859-021-04550-5","source":{"id":"https://openalex.org/S19032547","display_name":"BMC Bioinformatics","issn_l":"1471-2105","issn":["1471-2105"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1949557574","display_name":null,"funder_award_id":"300489","funder_id":"https://openalex.org/F4320323299","funder_display_name":"Norges Forskningsr\u00e5d"},{"id":"https://openalex.org/G5583507441","display_name":null,"funder_award_id":"NNF19OC0057934","funder_id":"https://openalex.org/F4320325957","funder_display_name":"Novo Nordisk Fonden"}],"funders":[{"id":"https://openalex.org/F4320321008","display_name":"Universiteit van Amsterdam","ror":"https://ror.org/04dkp9463"},{"id":"https://openalex.org/F4320322436","display_name":"Novo Nordisk","ror":"https://ror.org/0435rc536"},{"id":"https://openalex.org/F4320323299","display_name":"Norges Forskningsr\u00e5d","ror":"https://ror.org/00epmv149"},{"id":"https://openalex.org/F4320325957","display_name":"Novo Nordisk Fonden","ror":"https://ror.org/04txyc737"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4220862431.pdf","grobid_xml":"https://content.openalex.org/works/W4220862431.grobid-xml"},"referenced_works_count":42,"referenced_works":["https://openalex.org/W40848148","https://openalex.org/W49160414","https://openalex.org/W67471658","https://openalex.org/W343638764","https://openalex.org/W1480059945","https://openalex.org/W1814521481","https://openalex.org/W1963826206","https://openalex.org/W1994219736","https://openalex.org/W1997024666","https://openalex.org/W2000215628","https://openalex.org/W2001357509","https://openalex.org/W2011635427","https://openalex.org/W2024165284","https://openalex.org/W2033393326","https://openalex.org/W2042901969","https://openalex.org/W2050858598","https://openalex.org/W2057503509","https://openalex.org/W2060538120","https://openalex.org/W2060580528","https://openalex.org/W2061370212","https://openalex.org/W2071729267","https://openalex.org/W2077109639","https://openalex.org/W2085946009","https://openalex.org/W2112451877","https://openalex.org/W2119741678","https://openalex.org/W2123131608","https://openalex.org/W2136065080","https://openalex.org/W2139895170","https://openalex.org/W2140862024","https://openalex.org/W2141280932","https://openalex.org/W2147546965","https://openalex.org/W2148779027","https://openalex.org/W2149957412","https://openalex.org/W2155322442","https://openalex.org/W2258054274","https://openalex.org/W2490308495","https://openalex.org/W2734770034","https://openalex.org/W2752855740","https://openalex.org/W2984741565","https://openalex.org/W2998826672","https://openalex.org/W3000266016","https://openalex.org/W3080327921"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2386430105","https://openalex.org/W2356521405","https://openalex.org/W2518702994","https://openalex.org/W2364715216","https://openalex.org/W1968092302","https://openalex.org/W2888412392","https://openalex.org/W2001594935","https://openalex.org/W1877359076"],"abstract_inverted_index":{"BACKGROUND:":[0],"Analysis":[1],"of":[2,13,30,85,91,94,97,140,147,176,214,232,246,269,290],"dynamic":[3,153,174,221,272],"metabolomics":[4,36,154,222],"data":[5,37,64,78,114,126,142,157,170,195,216,223,248],"holds":[6],"the":[7,28,70,86,89,130,138,149,210,229,244,256,266,270,288,295],"promise":[8],"to":[9,27,49,102,128,208,227,236,242],"improve":[10],"our":[11],"understanding":[12],"underlying":[14,71,131,150,296],"mechanisms":[15,72,151,297],"in":[16,24,125,133,145,152,218],"metabolism.":[17],"For":[18,81],"example,":[19],"it":[20],"may":[21],"detect":[22],"changes":[23],"metabolism":[25],"due":[26],"onset":[29],"a":[31,42,50,53,57,92,180,184,189],"disease.":[32],"Dynamic":[33],"or":[34,105],"time-resolved":[35],"can":[38,162,286],"be":[39,163],"arranged":[40],"as":[41,118,199,201],"three-way":[43],"array":[44],"with":[45,158,196,282],"entries":[46],"organized":[47],"according":[48],"subjects":[51],"mode,":[52],"metabolites":[54],"mode":[55],"and":[56,73,110,188,212,224,279,292,298],"time":[58],"mode.":[59],"While":[60],"such":[61,77,82,220],"time-evolving":[62],"multiway":[63,134,141,215,247],"sets":[65],"are":[66,206],"increasingly":[67],"collected,":[68],"revealing":[69,148],"their":[74,225,299],"dynamics":[75],"from":[76,172],"remains":[79],"challenging.":[80],"data,":[83,155],"one":[84],"complexities":[87],"is":[88,252],"presence":[90],"superposition":[93],"several":[95],"sources":[96,231,289],"variation:":[98],"induced":[99,197],"variation":[100,198],"(due":[101],"experimental":[103],"conditions":[104],"inborn":[106],"errors),":[107],"individual":[108,202],"variation,":[109],"measurement":[111],"error.":[112],"Multiway":[113],"analysis":[115,143,217,249],"(also":[116],"known":[117,159],"tensor":[119,275],"factorizations)":[120],"has":[121],"been":[122],"successfully":[123],"used":[124],"mining":[127],"find":[129],"patterns":[132],"data.":[135],"To":[136],"explore":[137],"performance":[139],"methods":[144,250,277],"terms":[146],"simulated":[156,169],"ground":[160,257],"truth":[161],"studied.":[164],"RESULTS:":[165],"We":[166,193,234],"focus":[167],"on":[168],"arising":[171],"different":[173,230],"models":[175],"increasing":[177,267],"complexity,":[178],"i.e.,":[179],"simple":[181],"linear":[182],"system,":[183],"yeast":[185],"glycolysis":[186],"model,":[187],"human":[190],"cholesterol":[191],"model.":[192],"generate":[194],"well":[200],"variation.":[203],"Systematic":[204],"experiments":[205,262],"performed":[207],"demonstrate":[209,263],"advantages":[211],"limitations":[213],"analyzing":[219],"capacity":[226],"disentangle":[228,287],"variations.":[233],"choose":[235],"use":[237],"simulations":[238],"since":[239],"we":[240],"want":[241],"understand":[243],"capability":[245],"which":[251],"facilitated":[253],"by":[254],"knowing":[255],"truth.":[258],"CONCLUSION:":[259],"Our":[260],"numerical":[261],"that":[264],"despite":[265],"complexity":[268],"studied":[271],"metabolic":[273],"models,":[274],"factorization":[276],"CANDECOMP/PARAFAC(CP)":[278],"Parallel":[280],"Profiles":[281],"Linear":[283],"Dependences":[284],"(Paralind)":[285],"variations":[291],"thereby":[293],"reveal":[294],"dynamics.":[300]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":8},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":3}],"updated_date":"2026-06-17T08:01:34.144755","created_date":"2025-10-10T00:00:00"}
