{"id":"https://openalex.org/W3165002506","doi":"https://doi.org/10.1109/isbi48211.2021.9433879","title":"Integrative Radiomics Models To Predict Biopsy Results For Negative Prostate MRI","display_name":"Integrative Radiomics Models To Predict Biopsy Results For Negative Prostate MRI","publication_year":2021,"publication_date":"2021-04-13","ids":{"openalex":"https://openalex.org/W3165002506","doi":"https://doi.org/10.1109/isbi48211.2021.9433879","mag":"3165002506","pmid":"https://pubmed.ncbi.nlm.nih.gov/35082974"},"language":"en","primary_location":{"id":"doi:10.1109/isbi48211.2021.9433879","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi48211.2021.9433879","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8786598","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5004849715","display_name":"Haoxin Zheng","orcid":"https://orcid.org/0000-0002-8081-1940"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":true,"raw_author_name":"Haoxin Zheng","raw_affiliation_strings":["Computer Science, University of California - Los Angeles, Los Angeles, CA 90095, USA","Radiological Sciences, University of California - Los Angeles, Los Angeles, CA 90095, USA","Computer Science, University of California - Los Angeles, Los Angeles, CA, USA","Radiological Sciences, University of California - Los Angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science, University of California - Los Angeles, Los Angeles, CA 90095, USA","institution_ids":[]},{"raw_affiliation_string":"Radiological Sciences, University of California - Los Angeles, Los Angeles, CA 90095, USA","institution_ids":[]},{"raw_affiliation_string":"Computer Science, University of California - Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Radiological Sciences, University of California - Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103108672","display_name":"Qi Miao","orcid":"https://orcid.org/0000-0003-2235-8997"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Qi Miao","raw_affiliation_strings":["Radiological Sciences, University of California - Los Angeles, Los Angeles, CA 90095, USA","Radiological Sciences, University of California - Los Angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Radiological Sciences, University of California - Los Angeles, Los Angeles, CA 90095, USA","institution_ids":[]},{"raw_affiliation_string":"Radiological Sciences, University of California - Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058617146","display_name":"Steven S. Raman","orcid":"https://orcid.org/0000-0003-0499-1676"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Steven S. Raman","raw_affiliation_strings":["Radiological Sciences, University of California - Los Angeles, Los Angeles, CA 90095, USA","Radiological Sciences, University of California - Los Angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Radiological Sciences, University of California - Los Angeles, Los Angeles, CA 90095, USA","institution_ids":[]},{"raw_affiliation_string":"Radiological Sciences, University of California - Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042438173","display_name":"Fabien Scalzo","orcid":"https://orcid.org/0000-0001-9755-8104"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Fabien Scalzo","raw_affiliation_strings":["Computer Science, University of California - Los Angeles, Los Angeles, CA 90095, USA","Neurology, University of California - Los Angeles, Los Angeles, CA 90095, USA","Computer Science, University of California - Los Angeles, Los Angeles, CA, USA","Neurology, University of California - Los Angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computer Science, University of California - Los Angeles, Los Angeles, CA 90095, USA","institution_ids":[]},{"raw_affiliation_string":"Neurology, University of California - Los Angeles, Los Angeles, CA 90095, USA","institution_ids":[]},{"raw_affiliation_string":"Computer Science, University of California - Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]},{"raw_affiliation_string":"Neurology, University of California - Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5059053660","display_name":"Kyunghyun Sung","orcid":"https://orcid.org/0000-0003-4175-5322"},"institutions":[{"id":"https://openalex.org/I161318765","display_name":"University of California, Los Angeles","ror":"https://ror.org/046rm7j60","country_code":"US","type":"education","lineage":["https://openalex.org/I161318765"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kyunghyun Sung","raw_affiliation_strings":["Radiological Sciences, University of California - Los Angeles, Los Angeles, CA 90095, USA","Radiological Sciences, University of California - Los Angeles, Los Angeles, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Radiological Sciences, University of California - Los Angeles, Los Angeles, CA 90095, USA","institution_ids":[]},{"raw_affiliation_string":"Radiological Sciences, University of California - Los Angeles, Los Angeles, CA, USA","institution_ids":["https://openalex.org/I161318765"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5004849715"],"corresponding_institution_ids":["https://openalex.org/I161318765"],"apc_list":null,"apc_paid":null,"fwci":0.1458,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.49672633,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"2021","issue":null,"first_page":"877","last_page":"881"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10124","display_name":"Prostate Cancer Diagnosis and Treatment","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T10124","display_name":"Prostate Cancer Diagnosis and Treatment","score":0.9987999796867371,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9968000054359436,"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"}},{"id":"https://openalex.org/T10543","display_name":"Prostate Cancer Treatment and Research","score":0.9817000031471252,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"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/radiomics","display_name":"Radiomics","score":0.7496871948242188},{"id":"https://openalex.org/keywords/prostate-cancer","display_name":"Prostate cancer","score":0.7269531488418579},{"id":"https://openalex.org/keywords/prostate","display_name":"Prostate","score":0.7205926179885864},{"id":"https://openalex.org/keywords/prostate-biopsy","display_name":"Prostate biopsy","score":0.6963752508163452},{"id":"https://openalex.org/keywords/biopsy","display_name":"Biopsy","score":0.6753103733062744},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.6746873259544373},{"id":"https://openalex.org/keywords/radiology","display_name":"Radiology","score":0.5417919158935547},{"id":"https://openalex.org/keywords/receiver-operating-characteristic","display_name":"Receiver operating characteristic","score":0.5175970792770386},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.21323204040527344},{"id":"https://openalex.org/keywords/internal-medicine","display_name":"Internal medicine","score":0.15909117460250854}],"concepts":[{"id":"https://openalex.org/C2778559731","wikidata":"https://www.wikidata.org/wiki/Q23808793","display_name":"Radiomics","level":2,"score":0.7496871948242188},{"id":"https://openalex.org/C2780192828","wikidata":"https://www.wikidata.org/wiki/Q181257","display_name":"Prostate cancer","level":3,"score":0.7269531488418579},{"id":"https://openalex.org/C2776235491","wikidata":"https://www.wikidata.org/wiki/Q9625","display_name":"Prostate","level":3,"score":0.7205926179885864},{"id":"https://openalex.org/C2781217009","wikidata":"https://www.wikidata.org/wiki/Q4086927","display_name":"Prostate biopsy","level":4,"score":0.6963752508163452},{"id":"https://openalex.org/C2775934546","wikidata":"https://www.wikidata.org/wiki/Q179991","display_name":"Biopsy","level":2,"score":0.6753103733062744},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6746873259544373},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.5417919158935547},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.5175970792770386},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.21323204040527344},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.15909117460250854}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/isbi48211.2021.9433879","is_oa":false,"landing_page_url":"https://doi.org/10.1109/isbi48211.2021.9433879","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2021 IEEE 18th International Symposium on Biomedical Imaging (ISBI)","raw_type":"proceedings-article"},{"id":"pmid:35082974","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/35082974","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":"Proceedings. IEEE International Symposium on Biomedical Imaging","raw_type":null},{"id":"pmh:oai:escholarship.org:ark:/13030/qt1rg5v26p","is_oa":false,"landing_page_url":"https://escholarship.org/uc/item/1rg5v26p","pdf_url":null,"source":{"id":"https://openalex.org/S4306400115","display_name":"eScholarship (California Digital Library)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I2801248553","host_organization_name":"California Digital Library","host_organization_lineage":["https://openalex.org/I2801248553"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8786598","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8786598","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc IEEE Int Symp Biomed Imaging","raw_type":"Text"}],"best_oa_location":{"id":"pmh:oai:pubmedcentral.nih.gov:8786598","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8786598","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proc IEEE Int Symp Biomed Imaging","raw_type":"Text"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","display_name":"Good health and well-being","score":0.6700000166893005}],"awards":[],"funders":[{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":20,"referenced_works":["https://openalex.org/W1969879877","https://openalex.org/W2009637031","https://openalex.org/W2047700377","https://openalex.org/W2086279260","https://openalex.org/W2117340355","https://openalex.org/W2137677098","https://openalex.org/W2602602904","https://openalex.org/W2767128594","https://openalex.org/W2781525129","https://openalex.org/W2790681451","https://openalex.org/W2792092640","https://openalex.org/W2801556653","https://openalex.org/W2888896143","https://openalex.org/W2912883486","https://openalex.org/W2922071185","https://openalex.org/W2936995645","https://openalex.org/W2957783438","https://openalex.org/W2998789541","https://openalex.org/W3001170150","https://openalex.org/W6948179336"],"related_works":["https://openalex.org/W2075763133","https://openalex.org/W2088520467","https://openalex.org/W2376423713","https://openalex.org/W1583600832","https://openalex.org/W2936837947","https://openalex.org/W2566665866","https://openalex.org/W2358184952","https://openalex.org/W3115500073","https://openalex.org/W3096156950","https://openalex.org/W2414890839"],"abstract_inverted_index":{"Multi-parametric":[0],"MRI":[1],"(mpMRI)":[2],"is":[3,14,31,41,90],"a":[4,183],"powerful":[5],"non-invasive":[6],"tool":[7],"for":[8],"diagnosing":[9],"prostate":[10,21,56,84,121],"cancer":[11],"(PCa)":[12],"and":[13,26,99,108,123,138,143,156,178],"widely":[15],"recommended":[16],"to":[17,33,81,105],"be":[18],"performed":[19],"before":[20],"biopsies.":[22,57],"Prostate":[23],"Imaging":[24],"Reporting":[25],"Data":[27],"System":[28],"version":[29],"(PI-RADS)":[30],"used":[32],"interpret":[34],"mpMRI.":[35],"However,":[36],"when":[37,87],"the":[38,83,93,145,152,157],"pre-biopsy":[39,88],"mpMRI":[40,89,114,127],"negative,":[42],"PI-RADS":[43],"1":[44],"or":[45],"2,":[46],"there":[47],"exists":[48],"no":[49],"consensus":[50],"on":[51,71],"which":[52],"patients":[53],"should":[54],"undergo":[55],"Recently,":[58],"radiomics":[59,97],"has":[60],"shown":[61],"great":[62],"abilities":[63],"in":[64,161],"quantitative":[65],"imaging":[66],"analysis":[67],"with":[68,102,140,168,182],"outstanding":[69],"performance":[70],"computer-aid":[72],"diagnosis":[73],"tasks.":[74],"We":[75,116],"proposed":[76,94,134],"an":[77],"integrative":[78],"radiomics-based":[79],"approach":[80,95],"predict":[82],"biopsy":[85,110,131],"results":[86,169],"negative.":[91],"Specifically,":[92],"combined":[96],"features":[98,101],"clinical":[100,120],"machine":[103],"learning":[104],"stratify":[106],"positive":[107],"negative":[109,113,126,146],"groups":[111],"among":[112],"patients.":[115],"retrospectively":[117],"reviewed":[118],"all":[119],"MRIs":[122],"identified":[124],"330":[125],"scans,":[128],"followed":[129],"by":[130],"results.":[132],"Our":[133],"model":[135],"was":[136],"trained":[137],"validated":[139],"10-fold":[141],"cross-validation":[142],"reached":[144],"predicted":[147],"value":[148],"(NPV)":[149],"of":[150,154,159,185],"0.99,":[151],"sensitivity":[153,181],"0.88,":[155],"specificity":[158],"0.63":[160],"receiver":[162],"operating":[163],"characteristic":[164],"(ROC)":[165],"analysis.":[166],"Compared":[167],"from":[170],"existing":[171],"methods,":[172],"ours":[173],"achieved":[174],"11.2%":[175],"higher":[176,180],"NPV":[177],"87.2%":[179],"cost":[184],"23.2%":[186],"less":[187],"specificity.":[188]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2023,"cited_by_count":1}],"updated_date":"2026-05-07T13:39:58.223016","created_date":"2025-10-10T00:00:00"}
