{"id":"https://openalex.org/W2672234266","doi":"https://doi.org/10.1109/icassp.2017.7952323","title":"Integration of multiple genomic imaging data for the study of schizophrenia using joint nonnegative matrix factorization","display_name":"Integration of multiple genomic imaging data for the study of schizophrenia using joint nonnegative matrix factorization","publication_year":2017,"publication_date":"2017-03-01","ids":{"openalex":"https://openalex.org/W2672234266","doi":"https://doi.org/10.1109/icassp.2017.7952323","mag":"2672234266"},"language":"en","primary_location":{"id":"doi:10.1109/icassp.2017.7952323","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp.2017.7952323","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","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/A5082659189","display_name":"Min Wang","orcid":"https://orcid.org/0000-0002-2285-2074"},"institutions":[{"id":"https://openalex.org/I114832834","display_name":"Tulane University","ror":"https://ror.org/04vmvtb21","country_code":"US","type":"education","lineage":["https://openalex.org/I114832834"]},{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN","US"],"is_corresponding":false,"raw_author_name":"Min Wang","raw_affiliation_strings":["Department of Biomedical Engineering, Tulane University, New Orleans, LA, USA","School of Mathematical Sciences, University of Electronic Science and Technology of China, Chengdu, Sichuan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Tulane University, New Orleans, LA, USA","institution_ids":["https://openalex.org/I114832834"]},{"raw_affiliation_string":"School of Mathematical Sciences, University of Electronic Science and Technology of China, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065782725","display_name":"Ting\u2010Zhu Huang","orcid":"https://orcid.org/0000-0001-7766-230X"},"institutions":[{"id":"https://openalex.org/I150229711","display_name":"University of Electronic Science and Technology of China","ror":"https://ror.org/04qr3zq92","country_code":"CN","type":"education","lineage":["https://openalex.org/I150229711"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Ting-Zhu Huang","raw_affiliation_strings":["School of Mathematical Sciences, University of Electronic Science and Technology of China, Chengdu, Sichuan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Mathematical Sciences, University of Electronic Science and Technology of China, Chengdu, Sichuan, China","institution_ids":["https://openalex.org/I150229711"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032850756","display_name":"Vince D. Calhoun","orcid":"https://orcid.org/0000-0001-9058-0747"},"institutions":[{"id":"https://openalex.org/I1334567473","display_name":"Mind Research Network","ror":"https://ror.org/032cjfs80","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I1334567473"]},{"id":"https://openalex.org/I169521973","display_name":"University of New Mexico","ror":"https://ror.org/05fs6jp91","country_code":"US","type":"education","lineage":["https://openalex.org/I169521973"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vince D. Calhoun","raw_affiliation_strings":["The Mind Research Network, University of New Mexico, NM, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Mind Research Network, University of New Mexico, NM, USA","institution_ids":["https://openalex.org/I1334567473","https://openalex.org/I169521973"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064967477","display_name":"Jian Fang","orcid":"https://orcid.org/0000-0001-5524-764X"},"institutions":[{"id":"https://openalex.org/I114832834","display_name":"Tulane University","ror":"https://ror.org/04vmvtb21","country_code":"US","type":"education","lineage":["https://openalex.org/I114832834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jian Fang","raw_affiliation_strings":["Department of Biomedical Engineering, Tulane University, New Orleans, LA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Tulane University, New Orleans, LA, USA","institution_ids":["https://openalex.org/I114832834"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100339106","display_name":"Yu\u2010Ping Wang","orcid":"https://orcid.org/0000-0001-9340-5864"},"institutions":[{"id":"https://openalex.org/I114832834","display_name":"Tulane University","ror":"https://ror.org/04vmvtb21","country_code":"US","type":"education","lineage":["https://openalex.org/I114832834"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Yu-Ping Wang","raw_affiliation_strings":["Department of Biomedical Engineering, Tulane University, New Orleans, LA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Engineering, Tulane University, New Orleans, LA, USA","institution_ids":["https://openalex.org/I114832834"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.266,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.55244487,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":null,"issue":null,"first_page":"1083","last_page":"1087"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.988099992275238,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T10241","display_name":"Functional Brain Connectivity Studies","score":0.988099992275238,"subfield":{"id":"https://openalex.org/subfields/2805","display_name":"Cognitive Neuroscience"},"field":{"id":"https://openalex.org/fields/28","display_name":"Neuroscience"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.9872000217437744,"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/T11213","display_name":"Genomic variations and chromosomal abnormalities","score":0.9836999773979187,"subfield":{"id":"https://openalex.org/subfields/1311","display_name":"Genetics"},"field":{"id":"https://openalex.org/fields/13","display_name":"Biochemistry, Genetics and Molecular Biology"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/non-negative-matrix-factorization","display_name":"Non-negative matrix factorization","score":0.8498756885528564},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.566335916519165},{"id":"https://openalex.org/keywords/matrix-decomposition","display_name":"Matrix decomposition","score":0.538038969039917},{"id":"https://openalex.org/keywords/single-nucleotide-polymorphism","display_name":"Single-nucleotide polymorphism","score":0.5315228700637817},{"id":"https://openalex.org/keywords/epigenetics","display_name":"Epigenetics","score":0.5027225017547607},{"id":"https://openalex.org/keywords/voxel","display_name":"Voxel","score":0.4925580620765686},{"id":"https://openalex.org/keywords/functional-magnetic-resonance-imaging","display_name":"Functional magnetic resonance imaging","score":0.48388728499412537},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4683285057544708},{"id":"https://openalex.org/keywords/dna-methylation","display_name":"DNA methylation","score":0.4636574387550354},{"id":"https://openalex.org/keywords/snp","display_name":"SNP","score":0.45066016912460327},{"id":"https://openalex.org/keywords/imaging-genetics","display_name":"Imaging genetics","score":0.43740102648735046},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.4285479784011841},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.40055906772613525},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.3680429756641388},{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.365561306476593},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3354637622833252},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.2600098252296448},{"id":"https://openalex.org/keywords/neuroscience","display_name":"Neuroscience","score":0.1948651373386383},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.0739172101020813}],"concepts":[{"id":"https://openalex.org/C152671427","wikidata":"https://www.wikidata.org/wiki/Q10843505","display_name":"Non-negative matrix factorization","level":4,"score":0.8498756885528564},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.566335916519165},{"id":"https://openalex.org/C42355184","wikidata":"https://www.wikidata.org/wiki/Q1361088","display_name":"Matrix decomposition","level":3,"score":0.538038969039917},{"id":"https://openalex.org/C153209595","wikidata":"https://www.wikidata.org/wiki/Q501128","display_name":"Single-nucleotide polymorphism","level":4,"score":0.5315228700637817},{"id":"https://openalex.org/C41091548","wikidata":"https://www.wikidata.org/wiki/Q26939","display_name":"Epigenetics","level":3,"score":0.5027225017547607},{"id":"https://openalex.org/C54170458","wikidata":"https://www.wikidata.org/wiki/Q663554","display_name":"Voxel","level":2,"score":0.4925580620765686},{"id":"https://openalex.org/C2779226451","wikidata":"https://www.wikidata.org/wiki/Q903809","display_name":"Functional magnetic resonance imaging","level":2,"score":0.48388728499412537},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4683285057544708},{"id":"https://openalex.org/C190727270","wikidata":"https://www.wikidata.org/wiki/Q874745","display_name":"DNA methylation","level":4,"score":0.4636574387550354},{"id":"https://openalex.org/C139275648","wikidata":"https://www.wikidata.org/wiki/Q17134011","display_name":"SNP","level":5,"score":0.45066016912460327},{"id":"https://openalex.org/C18183760","wikidata":"https://www.wikidata.org/wiki/Q6002833","display_name":"Imaging genetics","level":3,"score":0.43740102648735046},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.4285479784011841},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.40055906772613525},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.3680429756641388},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.365561306476593},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3354637622833252},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.2600098252296448},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.1948651373386383},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0739172101020813},{"id":"https://openalex.org/C135763542","wikidata":"https://www.wikidata.org/wiki/Q106016","display_name":"Genotype","level":3,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C150194340","wikidata":"https://www.wikidata.org/wiki/Q26972","display_name":"Gene expression","level":3,"score":0.0},{"id":"https://openalex.org/C158693339","wikidata":"https://www.wikidata.org/wiki/Q190524","display_name":"Eigenvalues and eigenvectors","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/icassp.2017.7952323","is_oa":false,"landing_page_url":"https://doi.org/10.1109/icassp.2017.7952323","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2017 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1803617653","https://openalex.org/W1902027874","https://openalex.org/W2001228388","https://openalex.org/W2014501270","https://openalex.org/W2020158922","https://openalex.org/W2020451388","https://openalex.org/W2064690543","https://openalex.org/W2064751940","https://openalex.org/W2073061970","https://openalex.org/W2079989484","https://openalex.org/W2089965579","https://openalex.org/W2116359130","https://openalex.org/W2117347068","https://openalex.org/W2117625762","https://openalex.org/W2117968640","https://openalex.org/W2120572720","https://openalex.org/W2120573105","https://openalex.org/W2122230573","https://openalex.org/W2132964759","https://openalex.org/W2144640466","https://openalex.org/W2150959782","https://openalex.org/W2151834457","https://openalex.org/W2155830939","https://openalex.org/W2167812429","https://openalex.org/W2562162676"],"related_works":["https://openalex.org/W2127243424","https://openalex.org/W4390394189","https://openalex.org/W2037504162","https://openalex.org/W2539013788","https://openalex.org/W2792706544","https://openalex.org/W1568451138","https://openalex.org/W2156699640","https://openalex.org/W2972997031","https://openalex.org/W2045265907","https://openalex.org/W2146544734"],"abstract_inverted_index":{"Schizophrenia":[0],"(SZ)":[1],"is":[2],"a":[3,8,22,78,95],"complex":[4],"disease":[5],"caused":[6],"by":[7,40],"lot":[9],"genetic":[10],"variants,":[11],"epigenetic":[12],"and":[13,46,107,123,130,143],"brain":[14,37,112],"region":[15],"abnormalities.":[16],"In":[17],"this":[18,116],"study,":[19],"we":[20],"adopted":[21],"joint":[23],"nonnegative":[24],"matrix":[25],"factorization":[26],"method":[27,71,117],"to":[28,49,60,118,140,148],"integrate":[29],"three":[30],"datasets":[31],"including":[32,127],"single":[33],"nucleotide":[34],"polymorphism":[35],"(SNP),":[36],"activity":[38],"measured":[39],"functional":[41,109],"magnetic":[42],"resonance":[43],"imaging":[44],"(fMRI)":[45],"DNA":[47,131],"Methylation":[48],"identify":[50,141],"multi-dimensional":[51,96,125],"modules":[52,103,126],"associated":[53,151],"with":[54,86,111,152],"SZ.":[55,153],"They":[56],"are":[57],"then":[58],"used":[59,139],"study":[61],"the":[62,90,119],"coordination":[63],"between":[64],"regulatory":[65],"mechanisms":[66],"at":[67],"multiple":[68,73],"levels.":[69],"This":[70],"projects":[72],"types":[74],"of":[75],"data":[76,121],"onto":[77],"common":[79],"feature":[80],"space,":[81],"in":[82,101],"which":[83,145],"heterogeneous":[84],"variables":[85],"large":[87],"coefficients":[88],"on":[89],"same":[91],"projected":[92],"bases":[93],"form":[94],"module.":[97],"The":[98],"genomic":[99],"factors":[100],"such":[102],"have":[104],"significant":[105],"correlations":[106],"likely":[108],"associations":[110],"activities.":[113],"We":[114],"applied":[115],"real":[120],"analysis":[122],"identified":[124],"SNP,":[128],"fMRI":[129],"methylation":[132],"sites.":[133],"These":[134],"selected":[135],"biomarkers":[136],"were":[137,146],"finally":[138],"genes":[142],"voxels,":[144],"confirmed":[147],"be":[149],"significantly":[150]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
