{"id":"https://openalex.org/W3153939879","doi":"https://doi.org/10.1155/2021/5520281","title":"SGPNet: A Three\u2010Dimensional Multitask Residual Framework for Segmentation and IDH Genotype Prediction of Gliomas","display_name":"SGPNet: A Three\u2010Dimensional Multitask Residual Framework for Segmentation and IDH Genotype Prediction of Gliomas","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3153939879","doi":"https://doi.org/10.1155/2021/5520281","mag":"3153939879"},"language":"en","primary_location":{"id":"doi:10.1155/2021/5520281","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/5520281","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/5520281.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/cin/2021/5520281.pdf","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100318978","display_name":"Yao Wang","orcid":"https://orcid.org/0000-0002-3034-1354"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210108141","display_name":"Ministry of Education","ror":"https://ror.org/01hw7wf62","country_code":"IR","type":"government","lineage":["https://openalex.org/I4210108141"]}],"countries":["CN","IR"],"is_corresponding":false,"raw_author_name":"Yao Wang","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun 130012, China","Key Laboratory of Symbol Computation and Knowledge Engineering, Ministry of Education,","School of Artificial Intelligence, Jilin University, Changchun 130012, China","Key Laboratory of Symbol Computation and Knowledge Engineering, Ministry of Education, College of Computer Science and Technology, Jilin University, Changchun 130012"],"raw_orcid":"https://orcid.org/0000-0002-3034-1354","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun 130012, China","institution_ids":["https://openalex.org/I194450716"]},{"raw_affiliation_string":"Key Laboratory of Symbol Computation and Knowledge Engineering, Ministry of Education,","institution_ids":["https://openalex.org/I4210108141"]},{"raw_affiliation_string":"School of Artificial Intelligence, Jilin University, Changchun 130012, China","institution_ids":["https://openalex.org/I194450716"]},{"raw_affiliation_string":"Key Laboratory of Symbol Computation and Knowledge Engineering, Ministry of Education, College of Computer Science and Technology, Jilin University, Changchun 130012","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100322699","display_name":"Yan Wang","orcid":"https://orcid.org/0000-0002-4751-0708"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210108141","display_name":"Ministry of Education","ror":"https://ror.org/01hw7wf62","country_code":"IR","type":"government","lineage":["https://openalex.org/I4210108141"]}],"countries":["CN","IR"],"is_corresponding":true,"raw_author_name":"Yan Wang","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun 130012, China","Key Laboratory of Symbol Computation and Knowledge Engineering, Ministry of Education,","School of Artificial Intelligence, Jilin University, Changchun 130012, China","School of Artificial Intelligence, Jilin University, Changchun 130012","Key Laboratory of Symbol Computation and Knowledge Engineering, Ministry of Education, College of Computer Science and Technology, Jilin University, Changchun 130012"],"raw_orcid":"https://orcid.org/0000-0002-4751-0708","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun 130012, China","institution_ids":["https://openalex.org/I194450716"]},{"raw_affiliation_string":"Key Laboratory of Symbol Computation and Knowledge Engineering, Ministry of Education,","institution_ids":["https://openalex.org/I4210108141"]},{"raw_affiliation_string":"School of Artificial Intelligence, Jilin University, Changchun 130012, China","institution_ids":["https://openalex.org/I194450716"]},{"raw_affiliation_string":"School of Artificial Intelligence, Jilin University, Changchun 130012","institution_ids":["https://openalex.org/I194450716"]},{"raw_affiliation_string":"Key Laboratory of Symbol Computation and Knowledge Engineering, Ministry of Education, College of Computer Science and Technology, Jilin University, Changchun 130012","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5085202900","display_name":"Chunjie Guo","orcid":"https://orcid.org/0000-0002-5784-0479"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210125137","display_name":"First Hospital of Jilin University","ror":"https://ror.org/034haf133","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210125137"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chunjie Guo","raw_affiliation_strings":["Department of Radiology, The First Hospital of Jilin University, Changchun 130012"],"raw_orcid":"https://orcid.org/0000-0002-5784-0479","affiliations":[{"raw_affiliation_string":"Department of Radiology, The First Hospital of Jilin University, Changchun 130012","institution_ids":["https://openalex.org/I4210125137","https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5004587392","display_name":"Shuangquan Zhang","orcid":"https://orcid.org/0000-0001-9245-5982"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210108141","display_name":"Ministry of Education","ror":"https://ror.org/01hw7wf62","country_code":"IR","type":"government","lineage":["https://openalex.org/I4210108141"]}],"countries":["CN","IR"],"is_corresponding":false,"raw_author_name":"Shuangquan Zhang","raw_affiliation_strings":["College of Computer Science and Technology, Jilin University, Changchun 130012, China","Key Laboratory of Symbol Computation and Knowledge Engineering, Ministry of Education,","Key Laboratory of Symbol Computation and Knowledge Engineering, Ministry of Education, College of Computer Science and Technology, Jilin University, Changchun 130012"],"raw_orcid":"https://orcid.org/0000-0001-9245-5982","affiliations":[{"raw_affiliation_string":"College of Computer Science and Technology, Jilin University, Changchun 130012, China","institution_ids":["https://openalex.org/I194450716"]},{"raw_affiliation_string":"Key Laboratory of Symbol Computation and Knowledge Engineering, Ministry of Education,","institution_ids":["https://openalex.org/I4210108141"]},{"raw_affiliation_string":"Key Laboratory of Symbol Computation and Knowledge Engineering, Ministry of Education, College of Computer Science and Technology, Jilin University, Changchun 130012","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101678291","display_name":"Lili Yang","orcid":"https://orcid.org/0000-0001-5473-4470"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]},{"id":"https://openalex.org/I4210125137","display_name":"First Hospital of Jilin University","ror":"https://ror.org/034haf133","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210125137"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Lili Yang","raw_affiliation_strings":["Key Laboratory of Symbol Computation and Knowledge Engineering, Ministry of Education, College of Computer Science and Technology, Jilin University, Changchun 130012","Department of Obstetrics, The First Hospital of Jilin University, Changchun 130012"],"raw_orcid":"https://orcid.org/0000-0001-5473-4470","affiliations":[{"raw_affiliation_string":"Key Laboratory of Symbol Computation and Knowledge Engineering, Ministry of Education, College of Computer Science and Technology, Jilin University, Changchun 130012","institution_ids":["https://openalex.org/I194450716"]},{"raw_affiliation_string":"Department of Obstetrics, The First Hospital of Jilin University, Changchun 130012","institution_ids":["https://openalex.org/I4210125137","https://openalex.org/I194450716"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100322699","https://openalex.org/A5101678291"],"corresponding_institution_ids":["https://openalex.org/I194450716","https://openalex.org/I4210108141","https://openalex.org/I4210125137"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":1.1474,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.7749048,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"2021","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9991000294685364,"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"}},"topics":[{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.9991000294685364,"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/T12702","display_name":"Brain Tumor Detection and Classification","score":0.9987000226974487,"subfield":{"id":"https://openalex.org/subfields/2808","display_name":"Neurology"},"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/T10129","display_name":"Glioma Diagnosis and Treatment","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/2716","display_name":"Genetics"},"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/residual","display_name":"Residual","score":0.7725166082382202},{"id":"https://openalex.org/keywords/genotype","display_name":"Genotype","score":0.6424190998077393},{"id":"https://openalex.org/keywords/segmentation","display_name":"Segmentation","score":0.6284980177879333},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5774266719818115},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.38842999935150146},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3224586844444275},{"id":"https://openalex.org/keywords/computational-biology","display_name":"Computational biology","score":0.32204127311706543},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.1877952218055725},{"id":"https://openalex.org/keywords/genetics","display_name":"Genetics","score":0.1460094451904297},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.11773538589477539},{"id":"https://openalex.org/keywords/gene","display_name":"Gene","score":0.11267468333244324}],"concepts":[{"id":"https://openalex.org/C155512373","wikidata":"https://www.wikidata.org/wiki/Q287450","display_name":"Residual","level":2,"score":0.7725166082382202},{"id":"https://openalex.org/C135763542","wikidata":"https://www.wikidata.org/wiki/Q106016","display_name":"Genotype","level":3,"score":0.6424190998077393},{"id":"https://openalex.org/C89600930","wikidata":"https://www.wikidata.org/wiki/Q1423946","display_name":"Segmentation","level":2,"score":0.6284980177879333},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5774266719818115},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.38842999935150146},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3224586844444275},{"id":"https://openalex.org/C70721500","wikidata":"https://www.wikidata.org/wiki/Q177005","display_name":"Computational biology","level":1,"score":0.32204127311706543},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.1877952218055725},{"id":"https://openalex.org/C54355233","wikidata":"https://www.wikidata.org/wiki/Q7162","display_name":"Genetics","level":1,"score":0.1460094451904297},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.11773538589477539},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.11267468333244324}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2021/5520281","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/5520281","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/5520281.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:81b66eb4d33e45809436a50475c4929d","is_oa":false,"landing_page_url":"https://doaj.org/article/81b66eb4d33e45809436a50475c4929d","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Computational Intelligence and Neuroscience, Vol 2021 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2021/5520281","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/5520281","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/5520281.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16","score":0.6700000166893005}],"awards":[{"id":"https://openalex.org/G2241915452","display_name":"\u878d\u5408\u591a\u7ec4\u5b66\u6570\u636e\u7684\u80f0\u817a\u764c\u4f53\u6db2\u6807\u5fd7\u7269\u7cbe\u51c6\u6316\u6398\u4e0e\u673a\u7406\u7814\u7a76","funder_award_id":"62072212","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5486878680","display_name":null,"funder_award_id":"81600923","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322174","display_name":"People's Government of Jilin Province","ror":"https://ror.org/02fzqav45"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3153939879.pdf","grobid_xml":"https://content.openalex.org/works/W3153939879.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W1641498739","https://openalex.org/W1901129140","https://openalex.org/W1996908572","https://openalex.org/W2056753605","https://openalex.org/W2070603556","https://openalex.org/W2083927153","https://openalex.org/W2105348749","https://openalex.org/W2119180969","https://openalex.org/W2126817554","https://openalex.org/W2128739912","https://openalex.org/W2151794156","https://openalex.org/W2155943701","https://openalex.org/W2194775991","https://openalex.org/W2366536035","https://openalex.org/W2460918282","https://openalex.org/W2464708700","https://openalex.org/W2513185582","https://openalex.org/W2751069891","https://openalex.org/W2770261599","https://openalex.org/W2774320778","https://openalex.org/W2788093030","https://openalex.org/W2806597033","https://openalex.org/W2883420106","https://openalex.org/W2887570919","https://openalex.org/W2906035496","https://openalex.org/W2969728700","https://openalex.org/W2970546341","https://openalex.org/W3000469557","https://openalex.org/W3088261055","https://openalex.org/W3097282414","https://openalex.org/W3101310341"],"related_works":["https://openalex.org/W2560215812","https://openalex.org/W2949601986","https://openalex.org/W2134373856","https://openalex.org/W2788972299","https://openalex.org/W2385665726","https://openalex.org/W2498789492","https://openalex.org/W2347271704","https://openalex.org/W2521347458","https://openalex.org/W2391157579","https://openalex.org/W3209312100"],"abstract_inverted_index":{"Glioma":[0],"is":[1,207,217],"the":[2,12,21,50,57,84,87,93,124,128,140,155,178,184,202,211],"main":[3],"type":[4],"of":[5,14,26,42,59,65,86,90,95,157,180,186,194,204],"malignant":[6],"brain":[7],"tumor":[8],"in":[9,232],"adults,":[10],"and":[11,24,39,44,68,92,113,138,165,219],"status":[13],"isocitrate":[15],"dehydrogenase":[16],"(IDH)":[17],"mutation":[18],"highly":[19,226],"affects":[20],"diagnosis,":[22],"treatment,":[23],"prognosis":[25],"gliomas.":[27],"Radiographic":[28],"medical":[29,66,74],"imaging":[30],"provides":[31],"a":[32,80,103,225],"noninvasive":[33],"platform":[34],"for":[35,73,83,111,135,210],"sampling":[36],"both":[37],"inter":[38],"intralesion":[40],"heterogeneity":[41],"gliomas,":[43],"previous":[45,152],"research":[46],"has":[47],"shown":[48],"that":[49,126,201],"IDH":[51,69,96,187,212],"genotype":[52,70,114,188,213],"can":[53,222],"be":[54,230],"predicted":[55],"from":[56],"fusion":[58],"multimodality":[60],"radiology":[61],"images.":[62],"The":[63,117,166,197],"features":[64,134],"images":[67],"are":[71,120],"vital":[72],"treatment;":[75],"however,":[76],"it":[77],"still":[78],"lacks":[79],"multitask":[81,107],"framework":[82,216],"segmentation":[85,112],"lesion":[88,181,205],"areas":[89,182,206],"gliomas":[91],"prediction":[94,115,189],"genotype.":[97],"In":[98],"this":[99],"paper,":[100],"we":[101,174],"propose":[102],"novel":[104],"three\u2010dimensional":[105],"(3D)":[106],"deep":[108],"learning":[109,195],"model":[110,144],"(SGPNet).":[116],"residual":[118],"units":[119],"also":[121],"introduced":[122],"into":[123],"SGPNet":[125],"allows":[127],"output":[129],"blocks":[130],"to":[131,229],"extract":[132],"hierarchical":[133],"different":[136,192],"tasks":[137],"facilitate":[139],"information":[141,203],"propagation.":[142],"Our":[143,215],"reduces":[145],"26.6%":[146],"classification":[147],"error":[148],"rates":[149],"comparing":[150],"with":[151],"models":[153],"on":[154,183],"datasets":[156],"Multimodal":[158],"Brain":[159],"Tumor":[160],"Segmentation":[161],"Challenge":[162],"(BRATS)":[163],"2020":[164],"Cancer":[167],"Genome":[168],"Atlas":[169],"(TCGA)":[170],"gliomas\u2019":[171],"databases.":[172],"Furthermore,":[173],"first":[175],"practically":[176],"investigate":[177],"influence":[179],"performance":[185],"by":[190],"setting":[191],"groups":[193],"targets.":[196],"experimental":[198],"results":[199],"indicate":[200],"more":[208],"important":[209],"prediction.":[214],"effective":[218],"generalizable,":[220],"which":[221],"serve":[223],"as":[224],"automated":[227],"tool":[228],"applied":[231],"clinical":[233],"decision":[234],"making.":[235]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":12},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":3}],"updated_date":"2026-06-06T09:05:17.133730","created_date":"2025-10-10T00:00:00"}
