{"id":"https://openalex.org/W4409482562","doi":"https://doi.org/10.1007/s11042-025-20786-2","title":"Multimodality imaging in prostate cancer diagnosis using artificial intelligence: basic concepts and current state-of-the-art","display_name":"Multimodality imaging in prostate cancer diagnosis using artificial intelligence: basic concepts and current state-of-the-art","publication_year":2025,"publication_date":"2025-04-16","ids":{"openalex":"https://openalex.org/W4409482562","doi":"https://doi.org/10.1007/s11042-025-20786-2"},"language":"en","primary_location":{"id":"doi:10.1007/s11042-025-20786-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-025-20786-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-025-20786-2.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Multimedia Tools and Applications","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://link.springer.com/content/pdf/10.1007/s11042-025-20786-2.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5060445025","display_name":"Sarah M. Ayyad","orcid":"https://orcid.org/0000-0001-8356-1644"},"institutions":[{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]}],"countries":["EG"],"is_corresponding":true,"raw_author_name":"Sarah M. Ayyad","raw_affiliation_strings":["Computers and Systems Department, Faculty of Engineering, Mansoura University, Mansoura, Egypt","Faculty of Engineering, Mansoura National University, Mansoura, Egypt"],"raw_orcid":"https://orcid.org/0000-0001-8356-1644","affiliations":[{"raw_affiliation_string":"Computers and Systems Department, Faculty of Engineering, Mansoura University, Mansoura, Egypt","institution_ids":["https://openalex.org/I159247623"]},{"raw_affiliation_string":"Faculty of Engineering, Mansoura National University, Mansoura, Egypt","institution_ids":["https://openalex.org/I159247623"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5046427710","display_name":"Nahla B. Abdel-Hamid","orcid":null},"institutions":[{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Nahla B. Abdel-Hamid","raw_affiliation_strings":["Computers and Systems Department, Faculty of Engineering, Mansoura University, Mansoura, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computers and Systems Department, Faculty of Engineering, Mansoura University, Mansoura, Egypt","institution_ids":["https://openalex.org/I159247623"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5047703641","display_name":"Hesham Ali","orcid":"https://orcid.org/0000-0001-6675-7987"},"institutions":[{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]},{"id":"https://openalex.org/I882248123","display_name":"Delta University for Science and Technology","ror":"https://ror.org/0481xaz04","country_code":"EG","type":"education","lineage":["https://openalex.org/I882248123"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"H. Arafat Ali","raw_affiliation_strings":["Computers and Systems Department, Faculty of Engineering, Mansoura University, Mansoura, Egypt","Faulty of Artificial Intelligence, Delta University for Science and Technology, Mansoura, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computers and Systems Department, Faculty of Engineering, Mansoura University, Mansoura, Egypt","institution_ids":["https://openalex.org/I159247623"]},{"raw_affiliation_string":"Faulty of Artificial Intelligence, Delta University for Science and Technology, Mansoura, Egypt","institution_ids":["https://openalex.org/I882248123"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079381885","display_name":"Labib M. Labib","orcid":null},"institutions":[{"id":"https://openalex.org/I159247623","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75","country_code":"EG","type":"education","lineage":["https://openalex.org/I159247623"]}],"countries":["EG"],"is_corresponding":false,"raw_author_name":"Labib M. Labib","raw_affiliation_strings":["Computers and Systems Department, Faculty of Engineering, Mansoura University, Mansoura, Egypt"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Computers and Systems Department, Faculty of Engineering, Mansoura University, Mansoura, Egypt","institution_ids":["https://openalex.org/I159247623"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5060445025"],"corresponding_institution_ids":["https://openalex.org/I159247623"],"apc_list":null,"apc_paid":null,"fwci":8.6035,"has_fulltext":true,"cited_by_count":7,"citation_normalized_percentile":{"value":0.97791532,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":96,"max":100},"biblio":{"volume":"84","issue":"34","first_page":"42649","last_page":"42678"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10124","display_name":"Prostate Cancer Diagnosis and Treatment","score":0.9994999766349792,"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":0.9994999766349792,"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/T10543","display_name":"Prostate Cancer Treatment and Research","score":0.9994999766349792,"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":0.9979000091552734,"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/computer-science","display_name":"Computer science","score":0.8494589924812317},{"id":"https://openalex.org/keywords/multimodality","display_name":"Multimodality","score":0.7137609720230103},{"id":"https://openalex.org/keywords/current","display_name":"Current (fluid)","score":0.6351970434188843},{"id":"https://openalex.org/keywords/state","display_name":"State (computer science)","score":0.4331223964691162},{"id":"https://openalex.org/keywords/prostate-cancer","display_name":"Prostate cancer","score":0.4248330295085907},{"id":"https://openalex.org/keywords/cancer","display_name":"Cancer","score":0.40257561206817627},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3944542407989502},{"id":"https://openalex.org/keywords/medical-physics","display_name":"Medical physics","score":0.37100887298583984},{"id":"https://openalex.org/keywords/medicine","display_name":"Medicine","score":0.1511451005935669},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.07607817649841309},{"id":"https://openalex.org/keywords/world-wide-web","display_name":"World Wide Web","score":0.07580545544624329}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8494589924812317},{"id":"https://openalex.org/C2780910867","wikidata":"https://www.wikidata.org/wiki/Q1952416","display_name":"Multimodality","level":2,"score":0.7137609720230103},{"id":"https://openalex.org/C148043351","wikidata":"https://www.wikidata.org/wiki/Q4456944","display_name":"Current (fluid)","level":2,"score":0.6351970434188843},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.4331223964691162},{"id":"https://openalex.org/C2780192828","wikidata":"https://www.wikidata.org/wiki/Q181257","display_name":"Prostate cancer","level":3,"score":0.4248330295085907},{"id":"https://openalex.org/C121608353","wikidata":"https://www.wikidata.org/wiki/Q12078","display_name":"Cancer","level":2,"score":0.40257561206817627},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3944542407989502},{"id":"https://openalex.org/C19527891","wikidata":"https://www.wikidata.org/wiki/Q1120908","display_name":"Medical physics","level":1,"score":0.37100887298583984},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.1511451005935669},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.07607817649841309},{"id":"https://openalex.org/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.07580545544624329},{"id":"https://openalex.org/C119599485","wikidata":"https://www.wikidata.org/wiki/Q43035","display_name":"Electrical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1007/s11042-025-20786-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-025-20786-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-025-20786-2.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Multimedia Tools and Applications","raw_type":"journal-article"}],"best_oa_location":{"id":"doi:10.1007/s11042-025-20786-2","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s11042-025-20786-2","pdf_url":"https://link.springer.com/content/pdf/10.1007/s11042-025-20786-2.pdf","source":{"id":"https://openalex.org/S110206669","display_name":"Multimedia Tools and Applications","issn_l":"1380-7501","issn":["1380-7501","1573-7721"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319900","host_organization_name":"Springer Science+Business Media","host_organization_lineage":["https://openalex.org/P4310319900","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Science+Business Media","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":"Multimedia Tools and Applications","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320325716","display_name":"Mansoura University","ror":"https://ror.org/01k8vtd75"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4409482562.pdf","grobid_xml":"https://content.openalex.org/works/W4409482562.grobid-xml"},"referenced_works_count":96,"referenced_works":["https://openalex.org/W1494521255","https://openalex.org/W1578291413","https://openalex.org/W1967062156","https://openalex.org/W1968053276","https://openalex.org/W1972445805","https://openalex.org/W2009422203","https://openalex.org/W2030005343","https://openalex.org/W2073117151","https://openalex.org/W2080129597","https://openalex.org/W2086279260","https://openalex.org/W2102480024","https://openalex.org/W2106033751","https://openalex.org/W2161069809","https://openalex.org/W2161112598","https://openalex.org/W2173635503","https://openalex.org/W2460401654","https://openalex.org/W2592905743","https://openalex.org/W2593423469","https://openalex.org/W2599717252","https://openalex.org/W2724858199","https://openalex.org/W2790296028","https://openalex.org/W2791547005","https://openalex.org/W2807563096","https://openalex.org/W2884277086","https://openalex.org/W2886327600","https://openalex.org/W2902344291","https://openalex.org/W2912074446","https://openalex.org/W2937995153","https://openalex.org/W2944403040","https://openalex.org/W2980323948","https://openalex.org/W2991143080","https://openalex.org/W2991901957","https://openalex.org/W2995095597","https://openalex.org/W2999075723","https://openalex.org/W3003949976","https://openalex.org/W3004777721","https://openalex.org/W3023993509","https://openalex.org/W3038619380","https://openalex.org/W3046869081","https://openalex.org/W3047319026","https://openalex.org/W3080638124","https://openalex.org/W3088047456","https://openalex.org/W3092425903","https://openalex.org/W3094324843","https://openalex.org/W3094475019","https://openalex.org/W3099251286","https://openalex.org/W3108411134","https://openalex.org/W3115784662","https://openalex.org/W3119494456","https://openalex.org/W3125281938","https://openalex.org/W3126594864","https://openalex.org/W3134489851","https://openalex.org/W3140854437","https://openalex.org/W3142507299","https://openalex.org/W3164751758","https://openalex.org/W3180972814","https://openalex.org/W3199683118","https://openalex.org/W3206385269","https://openalex.org/W3217311030","https://openalex.org/W4200584507","https://openalex.org/W4210385745","https://openalex.org/W4210476117","https://openalex.org/W4210791546","https://openalex.org/W4213171605","https://openalex.org/W4213300896","https://openalex.org/W4213438507","https://openalex.org/W4214744406","https://openalex.org/W4221121216","https://openalex.org/W4221134279","https://openalex.org/W4229058157","https://openalex.org/W4242515591","https://openalex.org/W4283325213","https://openalex.org/W4286770808","https://openalex.org/W4294305479","https://openalex.org/W4304893223","https://openalex.org/W4306165395","https://openalex.org/W4309524780","https://openalex.org/W4313444785","https://openalex.org/W4315645819","https://openalex.org/W4315779699","https://openalex.org/W4316654313","https://openalex.org/W4317360477","https://openalex.org/W4321429573","https://openalex.org/W4323309632","https://openalex.org/W4381951150","https://openalex.org/W4385955695","https://openalex.org/W4388460259","https://openalex.org/W4390752849","https://openalex.org/W4399871523","https://openalex.org/W4400916588","https://openalex.org/W4401028528","https://openalex.org/W4401587065","https://openalex.org/W4401862720","https://openalex.org/W4403846199","https://openalex.org/W6903174074","https://openalex.org/W6977925318"],"related_works":["https://openalex.org/W4205899436","https://openalex.org/W2462138927","https://openalex.org/W3111427900","https://openalex.org/W4302009627","https://openalex.org/W4212781403","https://openalex.org/W4388989680","https://openalex.org/W2901011898","https://openalex.org/W3160379098","https://openalex.org/W2373442452","https://openalex.org/W2748609568"],"abstract_inverted_index":{"Abstract":[0,217],"The":[1,37,150],"early":[2],"diagnosis":[3,29,174],"of":[4,20,30,40,90,127,131,147,170,210],"prostate":[5],"cancer":[6],"(PCa)":[7],"is":[8,60,108,177,195],"highly":[9],"recommended,":[10],"as":[11,68],"the":[12,21,24,34,87,112,168,183,206,211],"tumor":[13],"will":[14],"not":[15],"spread":[16],"to":[17,53,82,110,122,197],"other":[18],"organs":[19],"body":[22],"and":[23,44,94,99,143,213],"bones.":[25],"Moreover,":[26],"a":[27,74,105,125,199],"late":[28],"PCa":[31,57,119,136,191],"could":[32],"lower":[33],"survival":[35],"rate.":[36],"growing":[38],"development":[39],"Artificial":[41],"Intelligence":[42],"(AI)":[43],"Machine":[45],"Learning":[46],"(ML)":[47],"in":[48,56,64,102,135,161,173],"medical":[49,65,92,97,132],"images":[50,93],"has":[51,80,167],"led":[52],"significant":[54],"improvement":[55],"diagnosis.":[58,192],"Multimodality":[59],"now":[61],"commonly":[62],"applied":[63],"imaging":[66,133,160,166],"diagnosis,":[67,137],"it":[69,194],"provides":[70],"comprehensive":[71,106],"information":[72],"about":[73],"target":[75],"(tissue":[76],"or":[77],"tumor).":[78],"It":[79,176],"shown":[81],"be":[83],"useful":[84],"for":[85,96,118,186,190,202],"advancing":[86],"clinical":[88,139],"reliability":[89],"using":[91],"ML":[95],"diagnostics":[98],"analysis.":[100],"Hence,":[101],"this":[103,180],"paper,":[104],"survey":[107],"provided":[109],"explore":[111],"state-of-the-art":[113],"Computer-Aided":[114],"Diagnosis":[115],"Systems":[116],"(CADs)":[117],"detection":[120],"attributed":[121],"multimodality":[123,159,165],"imaging,":[124],"background":[126],"PCa.":[128],"different":[129],"types":[130],"used":[134],"related":[138,148],"workflows,":[140],"future":[141,214],"perspectives,":[142],"some":[144,209],"common":[145],"limitations":[146],"work.":[149],"review":[151,156],"exhibits":[152],"an":[153],"extensive":[154],"literature":[155],"done":[157],"on":[158],"PCa,":[162],"highlights":[163],"that":[164,179],"potential":[169],"wide":[171],"applicability":[172],"systems.":[175],"expected":[178,196],"study":[181],"enhances":[182],"understanding":[184],"necessary":[185],"developing":[187,203],"CAD":[188],"systems":[189],"Additionally,":[193],"establish":[198],"great":[200],"basis":[201],"multimodal":[204],"images,":[205],"relevant":[207],"datasets,":[208],"challenges,":[212],"topics.":[215],"Graphical":[216]},"counts_by_year":[{"year":2026,"cited_by_count":4},{"year":2025,"cited_by_count":3}],"updated_date":"2026-05-11T08:15:01.531666","created_date":"2025-10-10T00:00:00"}
