{"id":"https://openalex.org/W1989756883","doi":"https://doi.org/10.1504/ijdmb.2013.053310","title":"Clinical and molecular models of Glioblastoma multiforme survival","display_name":"Clinical and molecular models of Glioblastoma multiforme survival","publication_year":2013,"publication_date":"2013-01-01","ids":{"openalex":"https://openalex.org/W1989756883","doi":"https://doi.org/10.1504/ijdmb.2013.053310","mag":"1989756883","pmid":"https://pubmed.ncbi.nlm.nih.gov/23819258","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/4018825"},"language":"en","primary_location":{"id":"doi:10.1504/ijdmb.2013.053310","doi":"https://doi.org/10.1504/ijdmb.2013.053310","is_oa":true,"landing_page_url":"https://doi.org/10.1504/ijdmb.2013.053310","pdf_url":"https://www.inderscienceonline.com/doi/epdf/10.1504/IJDMB.2013.053310","source":{"id":"https://openalex.org/S35771696","display_name":"International Journal of Data Mining and Bioinformatics","issn_l":"1748-5673","issn":["1748-5673","1748-5681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","doyens","jufo-1","norway-1","poland-20","russia-white-list-3"],"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Data Mining and Bioinformatics","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"bronze","oa_url":"https://www.inderscienceonline.com/doi/epdf/10.1504/IJDMB.2013.053310","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5005005415","display_name":"Stephen Piccolo","orcid":"https://orcid.org/0000-0003-2001-5640","observed_orcids":["https://orcid.org/0000-0003-2001-5640"]},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Stephen R. Piccolo","raw_affiliation_strings":["Department of Pharmacology and Toxicology, University of Utah, 201 Presidents Circle, Salt Lake City, 84112 UT, USA. stephen.piccolo@hsc.utah.edu","Department of Pharmacology and Toxicology, University of Utah, 201 Presidents Circle, Salt Lake City, 84112 UT, USA#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Pharmacology and Toxicology, University of Utah, 201 Presidents Circle, Salt Lake City, 84112 UT, USA. stephen.piccolo@hsc.utah.edu","institution_ids":["https://openalex.org/I223532165"]},{"raw_affiliation_string":"Department of Pharmacology and Toxicology, University of Utah, 201 Presidents Circle, Salt Lake City, 84112 UT, USA#TAB#","institution_ids":["https://openalex.org/I223532165"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5091504996","display_name":"Lewis J. Frey","orcid":"https://orcid.org/0000-0001-5388-280X","observed_orcids":["https://orcid.org/0000-0001-5388-280X"]},"institutions":[{"id":"https://openalex.org/I223532165","display_name":"University of Utah","ror":"https://ror.org/03r0ha626","country_code":"US","type":"education","lineage":["https://openalex.org/I223532165"]},{"id":"https://openalex.org/I2801159745","display_name":"Huntsman Cancer Institute","ror":"https://ror.org/03v7tx966","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I2801159745","https://openalex.org/I4210148268"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Lewis J. Frey","raw_affiliation_strings":["Department of Biomedical Informatics and Huntsman Cancer Institute , University of Utah , 26 South 2000 East Room 5775 HSEB , Salt Lake City , UT 84112 , USA","Department of Biomedical Informatics and Huntsman Cancer Institute, University of Utah, 26 South 2000 East Room 5775 HSEB, Salt Lake City, UT 84112, USA#TAB#"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedical Informatics and Huntsman Cancer Institute , University of Utah , 26 South 2000 East Room 5775 HSEB , Salt Lake City , UT 84112 , USA","institution_ids":["https://openalex.org/I223532165","https://openalex.org/I2801159745"]},{"raw_affiliation_string":"Department of Biomedical Informatics and Huntsman Cancer Institute, University of Utah, 26 South 2000 East Room 5775 HSEB, Salt Lake City, UT 84112, USA#TAB#","institution_ids":["https://openalex.org/I223532165","https://openalex.org/I2801159745"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5005005415"],"corresponding_institution_ids":["https://openalex.org/I223532165"],"apc_list":null,"apc_paid":null,"fwci":1.1741,"has_fulltext":true,"cited_by_count":26,"citation_normalized_percentile":{"value":0.77276675,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":93,"max":98},"biblio":{"volume":"7","issue":"3","first_page":"245","last_page":"245"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.9901999831199646,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.9901999831199646,"subfield":{"id":"https://openalex.org/subfields/2730","display_name":"Oncology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T10885","display_name":"Gene expression and cancer classification","score":0.004900000058114529,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.0015999999595806003,"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/glioblastoma","display_name":"glioblastoma","score":1.0},{"id":"https://openalex.org/keywords/survival-prediction","display_name":"survival prediction","score":0.9089999794960022},{"id":"https://openalex.org/keywords/prognostic-factors","display_name":"prognostic factors","score":0.9269999861717224},{"id":"https://openalex.org/keywords/feature-selection","display_name":"feature selection","score":0.8370000123977661},{"id":"https://openalex.org/keywords/dna-methylation","display_name":"DNA methylation","score":0.7979999780654907},{"id":"https://openalex.org/keywords/the-cancer-genome-atlas","display_name":"TCGA","score":0.6079999804496765},{"id":"https://openalex.org/keywords/brain-cancer","display_name":"brain cancer","score":0.5659999847412109}],"concepts":[{"id":"https://openalex.org/C2776194525","wikidata":"https://www.wikidata.org/wiki/Q282142","display_name":"Glioblastoma","level":2,"score":0.7332086563110352},{"id":"https://openalex.org/C190727270","wikidata":"https://www.wikidata.org/wiki/Q874745","display_name":"DNA methylation","level":4,"score":0.5165857076644897},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.5026140213012695},{"id":"https://openalex.org/C143998085","wikidata":"https://www.wikidata.org/wiki/Q162555","display_name":"Oncology","level":1,"score":0.4927578270435333},{"id":"https://openalex.org/C38180746","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate analysis","level":2,"score":0.47007304430007935},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.4526120126247406},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.43851420283317566},{"id":"https://openalex.org/C2994463257","wikidata":"https://www.wikidata.org/wiki/Q233309","display_name":"Brain cancer","level":3,"score":0.43199554085731506},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.39771977066993713},{"id":"https://openalex.org/C60644358","wikidata":"https://www.wikidata.org/wiki/Q128570","display_name":"Bioinformatics","level":1,"score":0.39594271779060364},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.3436836898326874},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.33234870433807373},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.30717188119888306},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.24998167157173157},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.22296375036239624},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.17338988184928894},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.1230570375919342},{"id":"https://openalex.org/C502942594","wikidata":"https://www.wikidata.org/wiki/Q3421914","display_name":"Cancer research","level":1,"score":0.11036884784698486},{"id":"https://openalex.org/C150194340","wikidata":"https://www.wikidata.org/wiki/Q26972","display_name":"Gene expression","level":3,"score":0.09560936689376831}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D001932","descriptor_name":"Brain Neoplasms","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":true},{"descriptor_ui":"D005909","descriptor_name":"Glioblastoma","qualifier_ui":"Q000175","qualifier_name":"diagnosis","is_major_topic":false},{"descriptor_ui":"D005909","descriptor_name":"Glioblastoma","qualifier_ui":"Q000235","qualifier_name":"genetics","is_major_topic":false},{"descriptor_ui":"D005909","descriptor_name":"Glioblastoma","qualifier_ui":"Q000401","qualifier_name":"mortality","is_major_topic":true},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008958","descriptor_name":"Models, Molecular","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D011379","descriptor_name":"Prognosis","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D015996","descriptor_name":"Survival Rate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019175","descriptor_name":"DNA Methylation","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D053208","descriptor_name":"Kaplan-Meier Estimate","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1504/ijdmb.2013.053310","doi":"https://doi.org/10.1504/ijdmb.2013.053310","is_oa":true,"landing_page_url":"https://doi.org/10.1504/ijdmb.2013.053310","pdf_url":"https://www.inderscienceonline.com/doi/epdf/10.1504/IJDMB.2013.053310","source":{"id":"https://openalex.org/S35771696","display_name":"International Journal of Data Mining and Bioinformatics","issn_l":"1748-5673","issn":["1748-5673","1748-5681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","doyens","jufo-1","norway-1","poland-20","russia-white-list-3"],"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Data Mining and Bioinformatics","raw_type":"journal-article"},{"id":"pmid:23819258","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/23819258","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,"listed_in":[],"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":"International journal of data mining and bioinformatics","raw_type":"Journal Article"},{"id":"pmh:oai:europepmc.org:2997467","doi":null,"is_oa":true,"landing_page_url":"http://europepmc.org/articles/PMC4018825","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,"listed_in":[],"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"","raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:4018825","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/4018825","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,"listed_in":[],"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":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":"Int J Data Min Bioinform","raw_type":"Text"},{"id":"pmh:oai:scholarsarchive.byu.edu:facpub-8417","doi":null,"is_oa":false,"landing_page_url":"https://scholarsarchive.byu.edu/facpub/7506","pdf_url":null,"source":{"id":"https://openalex.org/S4377196308","display_name":"ScholarsArchive  (Brigham Young University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I100005738","host_organization_name":"Brigham Young University","host_organization_lineage":["https://openalex.org/I100005738"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Faculty Publications","raw_type":"text"}],"best_oa_location":{"id":"doi:10.1504/ijdmb.2013.053310","doi":"https://doi.org/10.1504/ijdmb.2013.053310","is_oa":true,"landing_page_url":"https://doi.org/10.1504/ijdmb.2013.053310","pdf_url":"https://www.inderscienceonline.com/doi/epdf/10.1504/IJDMB.2013.053310","source":{"id":"https://openalex.org/S35771696","display_name":"International Journal of Data Mining and Bioinformatics","issn_l":"1748-5673","issn":["1748-5673","1748-5681"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["cwts-core","doyens","jufo-1","norway-1","poland-20","russia-white-list-3"],"host_organization":"https://openalex.org/P4310317825","host_organization_name":"Inderscience Publishers","host_organization_lineage":["https://openalex.org/P4310317825"],"host_organization_lineage_names":["Inderscience Publishers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Data Mining and Bioinformatics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.9537000060081482}],"study_designs":[],"awards":[{"id":"https://openalex.org/G9000856706","display_name":"University of Utah Biomedical Informatics Training Grant","funder_award_id":"T15LM007124","funder_id":"https://openalex.org/F4320337372","funder_display_name":"U.S. National Library of Medicine"}],"funders":[{"id":"https://openalex.org/F4320309309","display_name":"Brigham Young University","ror":"https://ror.org/047rhhm47"},{"id":"https://openalex.org/F4320310050","display_name":"University of Utah","ror":"https://ror.org/03r0ha626"},{"id":"https://openalex.org/F4320337372","display_name":"U.S. National Library of Medicine","ror":"https://ror.org/0060t0j89"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W1989756883.pdf","grobid_xml":"https://content.openalex.org/works/W1989756883.grobid-xml"},"referenced_works_count":48,"referenced_works":["https://openalex.org/W1513603044","https://openalex.org/W1551136530","https://openalex.org/W1580788756","https://openalex.org/W1594031697","https://openalex.org/W1625504505","https://openalex.org/W1964940342","https://openalex.org/W1979300931","https://openalex.org/W1986902967","https://openalex.org/W2000718544","https://openalex.org/W2001258296","https://openalex.org/W2023044717","https://openalex.org/W2032797370","https://openalex.org/W2039872271","https://openalex.org/W2064214863","https://openalex.org/W2096287682","https://openalex.org/W2097522126","https://openalex.org/W2101415824","https://openalex.org/W2101995865","https://openalex.org/W2102000647","https://openalex.org/W2109103446","https://openalex.org/W2118017676","https://openalex.org/W2119000874","https://openalex.org/W2123151929","https://openalex.org/W2125055259","https://openalex.org/W2127640118","https://openalex.org/W2133990480","https://openalex.org/W2139984188","https://openalex.org/W2140785063","https://openalex.org/W2143426320","https://openalex.org/W2147518722","https://openalex.org/W2148603752","https://openalex.org/W2148894332","https://openalex.org/W2150638747","https://openalex.org/W2151794458","https://openalex.org/W2153635508","https://openalex.org/W2166591739","https://openalex.org/W2169590480","https://openalex.org/W2182468807","https://openalex.org/W2299879813","https://openalex.org/W2467512784","https://openalex.org/W2596938854","https://openalex.org/W3120421331","https://openalex.org/W3147894994","https://openalex.org/W4245077331","https://openalex.org/W4285719527","https://openalex.org/W6641097993","https://openalex.org/W6678449394","https://openalex.org/W6679229923"],"related_works":["https://openalex.org/W2344222116","https://openalex.org/W4393952628","https://openalex.org/W3111270902","https://openalex.org/W2768205901","https://openalex.org/W2129921538","https://openalex.org/W4213143645","https://openalex.org/W7124756368","https://openalex.org/W2899016929","https://openalex.org/W4283817151","https://openalex.org/W2561940110"],"abstract_inverted_index":{"Glioblastoma":[0],"multiforme":[1],"(GBM),":[2],"a":[3,12,59,76,97],"highly":[4],"aggressive":[5],"form":[6],"of":[7,15,25,47,55,88,105,116],"brain":[8],"cancer,":[9],"results":[10],"in":[11,96,140],"median":[13],"survival":[14],"12-15":[16],"months.":[17],"For":[18],"decades,":[19],"researchers":[20],"have":[21,34],"explored":[22],"the":[23,45,106,112],"effects":[24],"clinical":[26],"and":[27,33,83,93,100,114,126,144],"molecular":[28],"factors":[29],"on":[30,123],"this":[31,41,67,131],"disease":[32],"identified":[35],"several":[36],"candidate":[37],"prognostic":[38],"markers.":[39],"In":[40,130],"study,":[42],"we":[43,133],"evaluated":[44],"use":[46],"multivariate":[48],"classification":[49,94],"models":[50,108,120],"for":[51,66,86,147],"differentiating":[52],"between":[53],"subsets":[54],"patients":[56],"who":[57],"survive":[58],"relatively":[60],"long":[61],"or":[62],"short":[63],"time.":[64],"Data":[65],"study":[68],"came":[69],"from":[70],"The":[71,118],"Cancer":[72],"Genome":[73],"Atlas":[74],"(TCGA),":[75],"public":[77],"repository":[78],"containing":[79],"clinical,":[80],"treatment,":[81],"histological":[82],"biomolecular":[84],"variables":[85],"hundreds":[87],"patients.":[89],"We":[90],"applied":[91],"variable-selection":[92],"algorithms":[95,113],"cross-validated":[98],"design":[99],"observed":[101],"that":[102],"predictive":[103],"performance":[104],"resulting":[107],"varied":[109],"substantially":[110],"across":[111],"categories":[115],"data.":[117],"best-performing":[119],"were":[121],"based":[122],"age,":[124],"treatments":[125],"global":[127],"DNA":[128],"methylation.":[129],"paper,":[132],"summarise":[134],"our":[135],"findings,":[136],"discuss":[137],"lessons":[138],"learned":[139],"analysing":[141],"TCGA":[142],"data":[143],"offer":[145],"recommendations":[146],"performing":[148],"such":[149],"analyses.":[150]},"counts_by_year":[{"year":2021,"cited_by_count":7},{"year":2020,"cited_by_count":2},{"year":2019,"cited_by_count":6},{"year":2018,"cited_by_count":2},{"year":2017,"cited_by_count":2},{"year":2016,"cited_by_count":3},{"year":2014,"cited_by_count":4}],"updated_date":"2026-11-06T12:05:46.655746","created_date":"2016-06-24T00:00:00"}
