{"id":"https://openalex.org/W4414073650","doi":"https://doi.org/10.3389/fninf.2025.1633273","title":"Generation of synthetic TSPO PET maps from structural MRI images","display_name":"Generation of synthetic TSPO PET maps from structural MRI images","publication_year":2025,"publication_date":"2025-09-08","ids":{"openalex":"https://openalex.org/W4414073650","doi":"https://doi.org/10.3389/fninf.2025.1633273","pmid":"https://pubmed.ncbi.nlm.nih.gov/40988654"},"language":"en","primary_location":{"id":"doi:10.3389/fninf.2025.1633273","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fninf.2025.1633273","pdf_url":"https://www.frontiersin.org/journals/neuroinformatics/articles/10.3389/fninf.2025.1633273/pdf","source":{"id":"https://openalex.org/S179816892","display_name":"Frontiers in Neuroinformatics","issn_l":"1662-5196","issn":["1662-5196"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Neuroinformatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/neuroinformatics/articles/10.3389/fninf.2025.1633273/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5035376190","display_name":"Matteo Ferrante","orcid":"https://orcid.org/0000-0002-3481-0832"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Matteo Ferrante","raw_affiliation_strings":["Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061396824","display_name":"Marianna Inglese","orcid":"https://orcid.org/0000-0002-9154-8260"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]},{"id":"https://openalex.org/I47508984","display_name":"Imperial College London","ror":"https://ror.org/041kmwe10","country_code":"GB","type":"education","lineage":["https://openalex.org/I47508984"]}],"countries":["GB","IT"],"is_corresponding":true,"raw_author_name":"Marianna Inglese","raw_affiliation_strings":["Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, Italy","Department of Surgery and Cancer, Imperial College London, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]},{"raw_affiliation_string":"Department of Surgery and Cancer, Imperial College London, London, United Kingdom","institution_ids":["https://openalex.org/I47508984"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053399112","display_name":"Ludovica Brusaferri","orcid":"https://orcid.org/0000-0001-6475-2840"},"institutions":[{"id":"https://openalex.org/I28257850","display_name":"London South Bank University","ror":"https://ror.org/02vwnat91","country_code":"GB","type":"education","lineage":["https://openalex.org/I28257850"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Ludovica Brusaferri","raw_affiliation_strings":["Department of Computer Science and Informatics, School of Engineering, London South Bank University, London, United Kingdom"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science and Informatics, School of Engineering, London South Bank University, London, United Kingdom","institution_ids":["https://openalex.org/I28257850"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5010629974","display_name":"Nicola Toschi","orcid":"https://orcid.org/0000-0003-1929-5833"},"institutions":[{"id":"https://openalex.org/I116067653","display_name":"University of Rome Tor Vergata","ror":"https://ror.org/02p77k626","country_code":"IT","type":"education","lineage":["https://openalex.org/I116067653"]},{"id":"https://openalex.org/I4210127055","display_name":"Athinoula A. Martinos Center for Biomedical Imaging","ror":"https://ror.org/032q5ym94","country_code":"US","type":"facility","lineage":["https://openalex.org/I136199984","https://openalex.org/I4210087915","https://openalex.org/I4210127055","https://openalex.org/I48633490","https://openalex.org/I63966007"]}],"countries":["IT","US"],"is_corresponding":false,"raw_author_name":"Nicola Toschi","raw_affiliation_strings":["Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, Italy","Department of Radiology, Athinoula A. Martinos Center for Biomedical Imaging, Boston, MA, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biomedicine and Prevention, University of Rome Tor Vergata, Rome, Italy","institution_ids":["https://openalex.org/I116067653"]},{"raw_affiliation_string":"Department of Radiology, Athinoula A. Martinos Center for Biomedical Imaging, Boston, MA, United States","institution_ids":["https://openalex.org/I4210127055"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079014471","display_name":"Marco L. Loggia","orcid":"https://orcid.org/0000-0002-8026-5265"},"institutions":[{"id":"https://openalex.org/I136199984","display_name":"Harvard University","ror":"https://ror.org/03vek6s52","country_code":"US","type":"education","lineage":["https://openalex.org/I136199984"]},{"id":"https://openalex.org/I4210087915","display_name":"Massachusetts General Hospital","ror":"https://ror.org/002pd6e78","country_code":"US","type":"healthcare","lineage":["https://openalex.org/I4210087915","https://openalex.org/I48633490"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Marco L. Loggia","raw_affiliation_strings":["Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Anesthesia, Critical Care and Pain Medicine, Massachusetts General Hospital and Harvard Medical School, Boston, MA, United States","institution_ids":["https://openalex.org/I136199984","https://openalex.org/I4210087915"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5061396824"],"corresponding_institution_ids":["https://openalex.org/I116067653","https://openalex.org/I47508984"],"apc_list":{"value":3295,"currency":"USD","value_usd":3295},"apc_paid":{"value":3295,"currency":"USD","value_usd":3295},"fwci":0.6364,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.70261516,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":97},"biblio":{"volume":"19","issue":null,"first_page":"1633273","last_page":"1633273"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.8550999760627747,"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/T10522","display_name":"Medical Imaging Techniques and Applications","score":0.8550999760627747,"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/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.018300000578165054,"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/T10052","display_name":"Medical Image Segmentation Techniques","score":0.013700000010430813,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/neuroimaging","display_name":"Neuroimaging","score":0.4311999976634979},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4239000082015991},{"id":"https://openalex.org/keywords/neuroinflammation","display_name":"Neuroinflammation","score":0.42289999127388},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.39820000529289246},{"id":"https://openalex.org/keywords/magnetic-resonance-imaging","display_name":"Magnetic resonance imaging","score":0.3375000059604645},{"id":"https://openalex.org/keywords/positron-emission-tomography","display_name":"Positron emission tomography","score":0.2962999939918518}],"concepts":[{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5231999754905701},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.46939998865127563},{"id":"https://openalex.org/C58693492","wikidata":"https://www.wikidata.org/wiki/Q551875","display_name":"Neuroimaging","level":2,"score":0.4311999976634979},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4239000082015991},{"id":"https://openalex.org/C87753298","wikidata":"https://www.wikidata.org/wiki/Q17157137","display_name":"Neuroinflammation","level":3,"score":0.42289999127388},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.39820000529289246},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.3375000059604645},{"id":"https://openalex.org/C169760540","wikidata":"https://www.wikidata.org/wiki/Q207011","display_name":"Neuroscience","level":1,"score":0.3203999996185303},{"id":"https://openalex.org/C2775842073","wikidata":"https://www.wikidata.org/wiki/Q208376","display_name":"Positron emission tomography","level":2,"score":0.2962999939918518},{"id":"https://openalex.org/C136229726","wikidata":"https://www.wikidata.org/wiki/Q327092","display_name":"Biomedical engineering","level":1,"score":0.29589998722076416},{"id":"https://openalex.org/C3020205268","wikidata":"https://www.wikidata.org/wiki/Q1038886","display_name":"Imaging technique","level":2,"score":0.2944999933242798},{"id":"https://openalex.org/C31972630","wikidata":"https://www.wikidata.org/wiki/Q844240","display_name":"Computer vision","level":1,"score":0.2922999858856201},{"id":"https://openalex.org/C3017724952","wikidata":"https://www.wikidata.org/wiki/Q208376","display_name":"Pet imaging","level":3,"score":0.28769999742507935},{"id":"https://openalex.org/C31601959","wikidata":"https://www.wikidata.org/wiki/Q931309","display_name":"Medical imaging","level":2,"score":0.287200003862381},{"id":"https://openalex.org/C2991897378","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Mri scan","level":3,"score":0.27889999747276306},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.25529998540878296},{"id":"https://openalex.org/C192562407","wikidata":"https://www.wikidata.org/wiki/Q228736","display_name":"Materials science","level":0,"score":0.25110000371932983}],"mesh":[],"locations_count":6,"locations":[{"id":"doi:10.3389/fninf.2025.1633273","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fninf.2025.1633273","pdf_url":"https://www.frontiersin.org/journals/neuroinformatics/articles/10.3389/fninf.2025.1633273/pdf","source":{"id":"https://openalex.org/S179816892","display_name":"Frontiers in Neuroinformatics","issn_l":"1662-5196","issn":["1662-5196"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Neuroinformatics","raw_type":"journal-article"},{"id":"pmid:40988654","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/40988654","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":"Frontiers in neuroinformatics","raw_type":null},{"id":"pmh:oai:europepmc.org:11260171","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12450709","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,"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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:art.torvergata.it:2108/437031","is_oa":true,"landing_page_url":"https://hdl.handle.net/2108/437031","pdf_url":null,"source":{"id":"https://openalex.org/S4306400993","display_name":"Cineca Institutional Research Information System (Tor Vergata University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I116067653","host_organization_name":"University of Rome Tor Vergata","host_organization_lineage":["https://openalex.org/I116067653"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:66704faf83a847afa20b434a9f650cfd","is_oa":true,"landing_page_url":"https://doaj.org/article/66704faf83a847afa20b434a9f650cfd","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":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Neuroinformatics, Vol 19 (2025)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12450709","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12450709/","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Neuroinform","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3389/fninf.2025.1633273","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fninf.2025.1633273","pdf_url":"https://www.frontiersin.org/journals/neuroinformatics/articles/10.3389/fninf.2025.1633273/pdf","source":{"id":"https://openalex.org/S179816892","display_name":"Frontiers in Neuroinformatics","issn_l":"1662-5196","issn":["1662-5196"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Neuroinformatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4108647629","display_name":"Distributed and federated cross-modality actuation through advanced nanomaterials and neuromorphic learning","funder_award_id":"101070908","funder_id":"https://openalex.org/F4320338448","funder_display_name":"HORIZON EUROPE European Innovation Council"},{"id":"https://openalex.org/G6934851310","display_name":"Wireless deep BRAIN STimulation thrOugh engineeRed Multifunctinal nanomaterials","funder_award_id":"101099355","funder_id":"https://openalex.org/F4320338448","funder_display_name":"HORIZON EUROPE European Innovation Council"}],"funders":[{"id":"https://openalex.org/F4320322144","display_name":"Universit\u00e0 Campus Bio-Medico di Roma","ror":"https://ror.org/04gqx4x78"},{"id":"https://openalex.org/F4320332161","display_name":"National Institutes of Health","ror":"https://ror.org/01cwqze88"},{"id":"https://openalex.org/F4320338448","display_name":"HORIZON EUROPE European Innovation Council","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414073650.pdf","grobid_xml":"https://content.openalex.org/works/W4414073650.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W66427752","https://openalex.org/W1503696655","https://openalex.org/W1903578561","https://openalex.org/W1982904143","https://openalex.org/W2004708529","https://openalex.org/W2045347306","https://openalex.org/W2101135654","https://openalex.org/W2104291482","https://openalex.org/W2129804985","https://openalex.org/W2135235221","https://openalex.org/W2299228567","https://openalex.org/W2891285073","https://openalex.org/W2963073614","https://openalex.org/W2977883299","https://openalex.org/W3006384442","https://openalex.org/W3027389156","https://openalex.org/W3119647162","https://openalex.org/W3199913158","https://openalex.org/W3202807571","https://openalex.org/W4210500502","https://openalex.org/W4283273483","https://openalex.org/W4304185513","https://openalex.org/W4306858732","https://openalex.org/W4318263505"],"related_works":["https://openalex.org/W2772917594","https://openalex.org/W2036807459","https://openalex.org/W2058170566","https://openalex.org/W2755342338","https://openalex.org/W2166024367","https://openalex.org/W3116076068","https://openalex.org/W2229312674","https://openalex.org/W2951359407","https://openalex.org/W2079911747","https://openalex.org/W1969923398"],"abstract_inverted_index":{"Introduction":[0],"Neuroinflammation,":[1],"a":[2,36,66,178,191],"pathophysiological":[3],"process":[4],"involved":[5],"in":[6,80,160,216],"numerous":[7],"disorders,":[8],"is":[9,22,40],"typically":[10],"imaged":[11],"using":[12,51,154,168],"[":[13,134],"11":[14,135],"C]PBR28":[15,136],"(or":[16],"TSPO)":[17],"PET.":[18],"However,":[19],"this":[20,261],"technique":[21],"limited":[23,55],"by":[24],"high":[25],"costs":[26],"and":[27,119,133,152,171,190],"ionizing":[28],"radiation,":[29],"restricting":[30],"its":[31],"widespread":[32],"clinical":[33,258],"use.":[34],"MRI,":[35],"more":[37],"accessible":[38],"alternative,":[39],"commonly":[41],"used":[42,50],"for":[43],"structural":[44,76],"or":[45],"functional":[46],"imaging,":[47,255],"but":[48],"when":[49,199],"traditional":[52],"approaches":[53],"has":[54],"sensitivity":[56],"to":[57,64,70,202],"specific":[58],"molecular":[59],"processes.":[60],"This":[61,232,248],"study":[62,233],"aims":[63],"develop":[65],"deep":[67,236],"learning":[68,237],"model":[69,143,176],"generate":[71],"TSPO":[72,137,241],"PET":[73,138,162,204,208,219,242],"images":[74,209,243],"from":[75,89,163,244],"MRI":[77,132,164],"data":[78],"collected":[79],"human":[81],"subjects.":[82],"Methods":[83],"A":[84,140],"total":[85],"of":[86,148,195,260],"204":[87],"scans,":[88],"participants":[90],"with":[91],"knee":[92],"osteoarthritis":[93],"(":[94,109,122],"n":[95,110,123],"=":[96,111,124],"15":[97,100],"scanned":[98,101,104,113,116,126],"once,":[99],"twice,":[102,114],"14":[103],"three":[105,117],"times),":[106,118],"back":[107],"pain":[108],"40":[112],"3":[115,130],"healthy":[120],"controls":[121],"28,":[125],"once),":[127],"underwent":[128],"simultaneous":[129],"T":[131],"scans.":[139],"3D":[141],"U-Net":[142],"was":[144,166,225],"trained":[145],"on":[146],"80%":[147],"these":[149],"PET-MRI":[150],"pairs":[151],"validated":[153],"5-fold":[155],"cross-validation.":[156],"The":[157,175,206],"model\u2019s":[158],"accuracy":[159,224],"reconstructed":[161,203],"only":[165],"assessed":[167],"various":[169],"intensity":[170],"noise":[172],"metrics.":[173],"Results":[174],"achieved":[177],"low":[179],"voxel-wise":[180],"mean":[181],"squared":[182],"error":[183],"(0.0033":[184],"\u00b1":[185,197],"0.0010)":[186],"across":[187],"all":[188],"folds":[189],"median":[192],"contrast-to-noise":[193],"ratio":[194],"0.0640":[196],"0.2500":[198],"comparing":[200],"true":[201],"images.":[205],"synthesized":[207],"accurately":[210,239],"replicated":[211],"the":[212,217,222,257],"spatial":[213,229],"patterns":[214],"observed":[215],"original":[218],"data.":[220],"Additionally,":[221],"reconstruction":[223],"maintained":[226],"even":[227],"after":[228],"normalization.":[230],"Discussion":[231],"demonstrates":[234],"that":[235],"can":[238],"synthesize":[240],"conventional,":[245],"T1-weighted":[246],"MRI.":[247],"approach":[249],"could":[250],"enable":[251],"low-cost,":[252],"noninvasive":[253],"neuroinflammation":[254],"expanding":[256],"applicability":[259],"imaging":[262],"method.":[263]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-08-18T07:49:30.821534","created_date":"2025-10-10T00:00:00"}
