{"id":"https://openalex.org/W2081195764","doi":"https://doi.org/10.1109/bibm.2014.6999157","title":"A new approach for multi-omic data integration","display_name":"A new approach for multi-omic data integration","publication_year":2014,"publication_date":"2014-11-01","ids":{"openalex":"https://openalex.org/W2081195764","doi":"https://doi.org/10.1109/bibm.2014.6999157","mag":"2081195764"},"language":"en","primary_location":{"id":"doi:10.1109/bibm.2014.6999157","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm.2014.6999157","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5102508019","display_name":"Yiming Zuo","orcid":null},"institutions":[{"id":"https://openalex.org/I184565670","display_name":"Georgetown University","ror":"https://ror.org/05vzafd60","country_code":"US","type":"education","lineage":["https://openalex.org/I184565670"]},{"id":"https://openalex.org/I2799903593","display_name":"Georgetown University Medical Center","ror":"https://ror.org/00hjz7x27","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799903593"]},{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yiming Zuo","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Virginia Polytechnic Institute and State University, Arlington, VA, USA","Lombardi Comprehensive Cancer Center, Georgetown University, Washington, DC, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Virginia Polytechnic Institute and State University, Arlington, VA, USA","institution_ids":["https://openalex.org/I859038795"]},{"raw_affiliation_string":"Lombardi Comprehensive Cancer Center, Georgetown University, Washington, DC, USA","institution_ids":["https://openalex.org/I2799903593","https://openalex.org/I184565670"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076006520","display_name":"Guoqiang Yu","orcid":"https://orcid.org/0000-0002-6743-7413"},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Guoqiang Yu","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Virginia Polytechnic Institute and State University, Arlington, VA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Virginia Polytechnic Institute and State University, Arlington, VA, USA","institution_ids":["https://openalex.org/I859038795"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101934783","display_name":"Chi Zhang","orcid":"https://orcid.org/0000-0002-4143-170X"},"institutions":[{"id":"https://openalex.org/I184565670","display_name":"Georgetown University","ror":"https://ror.org/05vzafd60","country_code":"US","type":"education","lineage":["https://openalex.org/I184565670"]},{"id":"https://openalex.org/I2799903593","display_name":"Georgetown University Medical Center","ror":"https://ror.org/00hjz7x27","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2799903593"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Chi Zhang","raw_affiliation_strings":["Lombardi Comprehensive Cancer Center, Georgetown University, Washington, DC, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lombardi Comprehensive Cancer Center, Georgetown University, Washington, DC, USA","institution_ids":["https://openalex.org/I2799903593","https://openalex.org/I184565670"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5025125310","display_name":"Habtom W. Ressom","orcid":"https://orcid.org/0000-0001-9296-2132"},"institutions":[{"id":"https://openalex.org/I859038795","display_name":"Virginia Tech","ror":"https://ror.org/02smfhw86","country_code":"US","type":"education","lineage":["https://openalex.org/I859038795"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Habtom W Ressom","raw_affiliation_strings":["Department of Electrical and Computer Engineering, Virginia Polytechnic Institute and State University, Arlington, VA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Electrical and Computer Engineering, Virginia Polytechnic Institute and State University, Arlington, VA, USA","institution_ids":["https://openalex.org/I859038795"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.427,"has_fulltext":false,"cited_by_count":5,"citation_normalized_percentile":{"value":0.64159825,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"10","issue":null,"first_page":"214","last_page":"217"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9997000098228455,"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/T10887","display_name":"Bioinformatics and Genomic Networks","score":0.9997000098228455,"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/T10885","display_name":"Gene expression and cancer classification","score":0.9991999864578247,"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/T10836","display_name":"Metabolomics and Mass Spectrometry Studies","score":0.9979000091552734,"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/computer-science","display_name":"Computer science","score":0.6450235843658447},{"id":"https://openalex.org/keywords/data-integration","display_name":"Data integration","score":0.6382149457931519},{"id":"https://openalex.org/keywords/proteomics","display_name":"Proteomics","score":0.5776235461235046},{"id":"https://openalex.org/keywords/genomics","display_name":"Genomics","score":0.5325253009796143},{"id":"https://openalex.org/keywords/omics","display_name":"Omics","score":0.5280222296714783},{"id":"https://openalex.org/keywords/glycomics","display_name":"Glycomics","score":0.5125229358673096},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.49637943506240845},{"id":"https://openalex.org/keywords/biomarker-discovery","display_name":"Biomarker discovery","score":0.4910578727722168},{"id":"https://openalex.org/keywords/proteogenomics","display_name":"Proteogenomics","score":0.4754186272621155},{"id":"https://openalex.org/keywords/systems-biology","display_name":"Systems biology","score":0.42198094725608826},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.3451848030090332},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3401554822921753},{"id":"https://openalex.org/keywords/bioinformatics","display_name":"Bioinformatics","score":0.30520346760749817},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.21556580066680908},{"id":"https://openalex.org/keywords/genome","display_name":"Genome","score":0.1593935191631317}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6450235843658447},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.6382149457931519},{"id":"https://openalex.org/C46111723","wikidata":"https://www.wikidata.org/wiki/Q471857","display_name":"Proteomics","level":3,"score":0.5776235461235046},{"id":"https://openalex.org/C189206191","wikidata":"https://www.wikidata.org/wiki/Q222046","display_name":"Genomics","level":4,"score":0.5325253009796143},{"id":"https://openalex.org/C157585117","wikidata":"https://www.wikidata.org/wiki/Q158666","display_name":"Omics","level":2,"score":0.5280222296714783},{"id":"https://openalex.org/C106686826","wikidata":"https://www.wikidata.org/wiki/Q741206","display_name":"Glycomics","level":4,"score":0.5125229358673096},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.49637943506240845},{"id":"https://openalex.org/C124535831","wikidata":"https://www.wikidata.org/wiki/Q4915074","display_name":"Biomarker discovery","level":4,"score":0.4910578727722168},{"id":"https://openalex.org/C145741570","wikidata":"https://www.wikidata.org/wiki/Q7251534","display_name":"Proteogenomics","level":5,"score":0.4754186272621155},{"id":"https://openalex.org/C152662350","wikidata":"https://www.wikidata.org/wiki/Q815297","display_name":"Systems biology","level":2,"score":0.42198094725608826},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3451848030090332},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3401554822921753},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.30520346760749817},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.21556580066680908},{"id":"https://openalex.org/C141231307","wikidata":"https://www.wikidata.org/wiki/Q7020","display_name":"Genome","level":3,"score":0.1593935191631317},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/bibm.2014.6999157","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bibm.2014.6999157","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2014 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":18,"referenced_works":["https://openalex.org/W1967827763","https://openalex.org/W1984359045","https://openalex.org/W1985017566","https://openalex.org/W2031190080","https://openalex.org/W2082253757","https://openalex.org/W2086045146","https://openalex.org/W2132555912","https://openalex.org/W2146233532","https://openalex.org/W2151128232","https://openalex.org/W2155918921","https://openalex.org/W2156031219","https://openalex.org/W2156087087","https://openalex.org/W2164468903","https://openalex.org/W2165015714","https://openalex.org/W2315438426","https://openalex.org/W4253242484","https://openalex.org/W4292053589","https://openalex.org/W6682227116"],"related_works":["https://openalex.org/W2010459175","https://openalex.org/W2039411572","https://openalex.org/W4366828104","https://openalex.org/W2782266634","https://openalex.org/W2190722838","https://openalex.org/W2048448616","https://openalex.org/W50389399","https://openalex.org/W2154003189","https://openalex.org/W2014200075","https://openalex.org/W2034442997"],"abstract_inverted_index":{"Recent":[0],"technological":[1],"advances":[2],"have":[3],"enabled":[4],"the":[5,31,97,111],"generation":[6],"of":[7,23,33,67,99],"various":[8,102],"omic":[9],"data":[10,25,54,74,100],"(e.g.,":[11],"genomics,":[12],"proteomics,":[13],"metabolomics":[14],"and":[15,49,62,80,108],"glycomics)":[16],"in":[17],"a":[18,34,42],"high-throughput":[19],"manner.":[20],"The":[21,65],"integration":[22,98],"multi-omic":[24,53,73],"sets":[26,55,75],"is":[27],"desirable":[28],"to":[29,45,91,113],"unravel":[30],"complexity":[32],"biological":[35],"system.":[36],"In":[37],"this":[38,68],"paper,":[39],"we":[40],"propose":[41],"new":[43],"approach":[44,70],"investigate":[46],"both":[47],"inter":[48],"intra":[50],"relationships":[51],"for":[52,119],"by":[56,87],"using":[57],"regularized":[58],"canonical":[59],"correlation":[60],"analysis":[61,90],"graphical":[63],"lasso.":[64],"application":[66],"novel":[69],"on":[71],"real":[72],"helps":[76],"identify":[77],"hub":[78],"proteins":[79],"their":[81],"neighbors":[82],"that":[83],"may":[84],"be":[85],"missed":[86],"typical":[88],"statistical":[89],"serve":[92],"as":[93],"biomarker":[94,117],"candidates.":[95],"Also,":[96],"from":[101],"cellular":[103],"components":[104],"(i.e.,":[105],"proteins,":[106],"metabolites":[107],"glycans)":[109],"offers":[110],"potential":[112],"discover":[114],"more":[115],"reliable":[116],"candidates":[118],"complex":[120],"disease.":[121]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2019,"cited_by_count":1},{"year":2017,"cited_by_count":1},{"year":2016,"cited_by_count":1},{"year":2015,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
