{"id":"https://openalex.org/W7225404847","doi":"https://doi.org/10.1186/s41747-026-00841-9","title":"Combining shear wave elastography and ultrasound localization microscopy for liver fibrosis staging in a rat model","display_name":"Combining shear wave elastography and ultrasound localization microscopy for liver fibrosis staging in a rat model","publication_year":2026,"publication_date":"2026-11-06","ids":{"openalex":"https://openalex.org/W7225404847","doi":"https://doi.org/10.1186/s41747-026-00841-9","pmid":"https://pubmed.ncbi.nlm.nih.gov/42993410","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/13743689"},"language":"en","primary_location":{"id":"doi:10.1186/s41747-026-00841-9","doi":"https://doi.org/10.1186/s41747-026-00841-9","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s41747-026-00841-9","pdf_url":"https://link.springer.com/content/pdf/10.1186/s41747-026-00841-9.pdf","source":{"id":"https://openalex.org/S3035668652","display_name":"European Radiology Experimental","issn_l":"2509-9280","issn":["2509-9280"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-20","russia-white-list-1"],"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":"European Radiology Experimental","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1186/s41747-026-00841-9.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5161085113","display_name":"Yue Zhang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Zhang","raw_affiliation_strings":["National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161017475","display_name":"Haoming Lin","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoming Lin","raw_affiliation_strings":["National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5124810589","display_name":"Xinli Kong","orcid":"https://orcid.org/0009-0008-2538-2822","observed_orcids":["https://orcid.org/0009-0008-2538-2822"]},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xinli Kong","raw_affiliation_strings":["National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071347689","display_name":"Huiying Wen","orcid":"https://orcid.org/0000-0003-3918-1569","observed_orcids":["https://orcid.org/0000-0003-3918-1569"]},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Huiying Wen","raw_affiliation_strings":["National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5122880359","display_name":"Zhongjun Ma","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongjun Ma","raw_affiliation_strings":["National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101990174","display_name":"Mian Chen","orcid":"https://orcid.org/0000-0003-4805-4481","observed_orcids":["https://orcid.org/0000-0003-4805-4481","https://orcid.org/0000-0002-7748-0263"]},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mian Chen","raw_affiliation_strings":["National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161058086","display_name":"Siping Chen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siping Chen","raw_affiliation_strings":["National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5060464023","display_name":"X. Chen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Chen","raw_affiliation_strings":["National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China","institution_ids":["https://openalex.org/I180726961"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5031721367","display_name":"zhong  hai liu","orcid":"https://orcid.org/0000-0001-9650-6097","observed_orcids":["https://orcid.org/0000-0001-9650-6097"]},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zhong Liu","raw_affiliation_strings":["National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China. liuzhong@szu.edu.cn"],"raw_orcid":"https://orcid.org/0000-0001-9650-6097","affiliations":[{"raw_affiliation_string":"National-Regional Key Technology Engineering Laboratory for Medical Ultrasound, Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging, School of Biomedical Engineering, Shenzhen University Medical School, Shenzhen, China. liuzhong@szu.edu.cn","institution_ids":["https://openalex.org/I180726961"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5031721367"],"corresponding_institution_ids":["https://openalex.org/I180726961"],"apc_list":{"value":2990,"currency":"USD","value_usd":2990},"apc_paid":{"value":2990,"currency":"USD","value_usd":2990},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"10","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10727","display_name":"Ultrasound Imaging and Elastography","score":0.9907000064849854,"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/T10727","display_name":"Ultrasound Imaging and Elastography","score":0.9907000064849854,"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/T10351","display_name":"Liver Disease Diagnosis and Treatment","score":0.005499999970197678,"subfield":{"id":"https://openalex.org/subfields/2721","display_name":"Hepatology"},"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":0.0003000000142492354,"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/liver-fibrosis-staging","display_name":"liver fibrosis staging","score":0.9309999942779541},{"id":"https://openalex.org/keywords/shear-wave-elastography","display_name":"shear wave elastography","score":0.9990000128746033},{"id":"https://openalex.org/keywords/ultrasound-localization-microscopy","display_name":"ultrasound localization microscopy","score":0.9980000257492065},{"id":"https://openalex.org/keywords/liver-microvasculature","display_name":"liver microvasculature","score":0.8289999961853027},{"id":"https://openalex.org/keywords/physics-informed-neural-networks","display_name":"physics-informed neural networks","score":0.875},{"id":"https://openalex.org/keywords/super-resolution-imaging","display_name":"super-resolution imaging","score":0.6740000247955322},{"id":"https://openalex.org/keywords/rat-model","display_name":"rat model","score":0.5019999742507935},{"id":"https://openalex.org/keywords/metavir-score","display_name":"METAVIR score","score":0.7039999961853027},{"id":"https://openalex.org/keywords/noninvasive-fibrosis-assessment","display_name":"noninvasive fibrosis assessment","score":0.6470000147819519}],"concepts":[{"id":"https://openalex.org/C2777690781","wikidata":"https://www.wikidata.org/wiki/Q1324974","display_name":"Elastography","level":3,"score":0.6858999729156494},{"id":"https://openalex.org/C143753070","wikidata":"https://www.wikidata.org/wiki/Q162564","display_name":"Ultrasound","level":2,"score":0.6492999792098999},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6442000269889832},{"id":"https://openalex.org/C2994217296","wikidata":"https://www.wikidata.org/wiki/Q147778","display_name":"Liver fibrosis","level":3,"score":0.6294000148773193},{"id":"https://openalex.org/C58471807","wikidata":"https://www.wikidata.org/wiki/Q327120","display_name":"Receiver operating characteristic","level":2,"score":0.6171000003814697},{"id":"https://openalex.org/C2780559512","wikidata":"https://www.wikidata.org/wiki/Q605709","display_name":"Fibrosis","level":2,"score":0.5537999868392944},{"id":"https://openalex.org/C3019114686","wikidata":"https://www.wikidata.org/wiki/Q3089676","display_name":"Rat model","level":2,"score":0.5390999913215637},{"id":"https://openalex.org/C2909095640","wikidata":"https://www.wikidata.org/wiki/Q1324974","display_name":"Ultrasound elastography","level":4,"score":0.47099998593330383},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.4174000024795532},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.384799987077713},{"id":"https://openalex.org/C136229726","wikidata":"https://www.wikidata.org/wiki/Q327092","display_name":"Biomedical engineering","level":1,"score":0.37880000472068787},{"id":"https://openalex.org/C2779889316","wikidata":"https://www.wikidata.org/wiki/Q642836","display_name":"Neuroradiology","level":3,"score":0.3743000030517578},{"id":"https://openalex.org/C2778117688","wikidata":"https://www.wikidata.org/wiki/Q264024","display_name":"Animal model","level":2,"score":0.3635999858379364},{"id":"https://openalex.org/C57742111","wikidata":"https://www.wikidata.org/wiki/Q7168","display_name":"Histology","level":2,"score":0.35120001435279846},{"id":"https://openalex.org/C146357865","wikidata":"https://www.wikidata.org/wiki/Q1123245","display_name":"Stage (stratigraphy)","level":2,"score":0.34439998865127563},{"id":"https://openalex.org/C186541917","wikidata":"https://www.wikidata.org/wiki/Q910483","display_name":"Viscoelasticity","level":2,"score":0.3400000035762787},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.33410000801086426},{"id":"https://openalex.org/C2779124084","wikidata":"https://www.wikidata.org/wiki/Q6731597","display_name":"Magnetic resonance elastography","level":4,"score":0.32440000772476196},{"id":"https://openalex.org/C81288441","wikidata":"https://www.wikidata.org/wiki/Q20736125","display_name":"Ultrasonic sensor","level":2,"score":0.30820000171661377},{"id":"https://openalex.org/C513090587","wikidata":"https://www.wikidata.org/wiki/Q426449","display_name":"Interventional radiology","level":2,"score":0.3077000081539154},{"id":"https://openalex.org/C2777075537","wikidata":"https://www.wikidata.org/wiki/Q929737","display_name":"Liver disease","level":2,"score":0.30709999799728394},{"id":"https://openalex.org/C529618451","wikidata":"https://www.wikidata.org/wiki/Q234904","display_name":"Ultrasonography","level":2,"score":0.2921999990940094},{"id":"https://openalex.org/C2993667909","wikidata":"https://www.wikidata.org/wiki/Q147778","display_name":"Hepatic fibrosis","level":3,"score":0.27619999647140503},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.26660001277923584}],"mesh":[{"descriptor_ui":"D000818","descriptor_name":"Animals","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D004195","descriptor_name":"Disease Models, Animal","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008099","descriptor_name":"Liver","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":false},{"descriptor_ui":"D008099","descriptor_name":"Liver","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":false},{"descriptor_ui":"D008103","descriptor_name":"Liver Cirrhosis","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D008103","descriptor_name":"Liver Cirrhosis","qualifier_ui":"Q000473","qualifier_name":"pathology","is_major_topic":true},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008853","descriptor_name":"Microscopy","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D017207","descriptor_name":"Rats, Sprague-Dawley","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D051381","descriptor_name":"Rats","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D054459","descriptor_name":"Elasticity Imaging Techniques","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":4,"locations":[{"id":"doi:10.1186/s41747-026-00841-9","doi":"https://doi.org/10.1186/s41747-026-00841-9","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s41747-026-00841-9","pdf_url":"https://link.springer.com/content/pdf/10.1186/s41747-026-00841-9.pdf","source":{"id":"https://openalex.org/S3035668652","display_name":"European Radiology Experimental","issn_l":"2509-9280","issn":["2509-9280"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-20","russia-white-list-1"],"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":"European Radiology Experimental","raw_type":"journal-article"},{"id":"pmid:42993410","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42993410","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":"European radiology experimental","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13743689","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13743689/","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":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Eur Radiol Exp","raw_type":"Text"},{"id":"pmh:oai:doaj.org/article:fcd3abb2cb2c401b85300b25373ef12f","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/fcd3abb2cb2c401b85300b25373ef12f","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,"listed_in":[],"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":"European Radiology Experimental, Vol 10, Iss 1 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1186/s41747-026-00841-9","doi":"https://doi.org/10.1186/s41747-026-00841-9","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s41747-026-00841-9","pdf_url":"https://link.springer.com/content/pdf/10.1186/s41747-026-00841-9.pdf","source":{"id":"https://openalex.org/S3035668652","display_name":"European Radiology Experimental","issn_l":"2509-9280","issn":["2509-9280"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-20","russia-white-list-1"],"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":"European Radiology Experimental","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/3","score":0.9537000060081482,"display_name":"Good health and well-being"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1790048183","display_name":null,"funder_award_id":"2021ZD0200500","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G2515399704","display_name":null,"funder_award_id":"2024A1515011342","funder_id":"https://openalex.org/F4320321921","funder_display_name":"Natural Science Foundation of Guangdong Province"},{"id":"https://openalex.org/G2674657587","display_name":null,"funder_award_id":"2025A1515011934","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G2944699865","display_name":null,"funder_award_id":"62471315","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4529830510","display_name":null,"funder_award_id":"82272014","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6339209739","display_name":null,"funder_award_id":"2021ZD0200500","funder_id":"https://openalex.org/F4320329860","funder_display_name":"National Science and Technology Major Project"},{"id":"https://openalex.org/G7233628109","display_name":null,"funder_award_id":"2021ZD0200500","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7239245712","display_name":null,"funder_award_id":"82327804","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7319495169","display_name":null,"funder_award_id":"2025A1515011404","funder_id":"https://openalex.org/F4320337111","funder_display_name":"Basic and Applied Basic Research Foundation of Guangdong Province"},{"id":"https://openalex.org/G7552755645","display_name":null,"funder_award_id":"61901282","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/F4320321921","display_name":"Natural Science Foundation of Guangdong Province","ror":null},{"id":"https://openalex.org/F4320325571","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70"},{"id":"https://openalex.org/F4320329860","display_name":"National Science and Technology Major Project","ror":null},{"id":"https://openalex.org/F4320335774","display_name":"Key Technologies Research and Development Program","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null},{"id":"https://openalex.org/F4320336569","display_name":"Shenzhen Science and Technology Innovation Program","ror":null},{"id":"https://openalex.org/F4320337111","display_name":"Basic and Applied Basic Research Foundation of Guangdong Province","ror":null}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7225404847.pdf","grobid_xml":"https://content.openalex.org/works/W7225404847.grobid-xml"},"referenced_works_count":51,"referenced_works":["https://openalex.org/W1979482831","https://openalex.org/W1984413237","https://openalex.org/W1997508706","https://openalex.org/W2003941771","https://openalex.org/W2056723543","https://openalex.org/W2067740038","https://openalex.org/W2068161844","https://openalex.org/W2083266053","https://openalex.org/W2099603918","https://openalex.org/W2121028590","https://openalex.org/W2128953247","https://openalex.org/W2134381780","https://openalex.org/W2144645456","https://openalex.org/W2159451556","https://openalex.org/W2164689751","https://openalex.org/W2165149777","https://openalex.org/W2174473997","https://openalex.org/W2292912515","https://openalex.org/W2328176404","https://openalex.org/W2432134649","https://openalex.org/W2546598187","https://openalex.org/W2763355946","https://openalex.org/W2783092169","https://openalex.org/W2800873425","https://openalex.org/W2900211904","https://openalex.org/W2943437051","https://openalex.org/W2990578224","https://openalex.org/W3000957625","https://openalex.org/W3001847758","https://openalex.org/W3006434653","https://openalex.org/W3092172696","https://openalex.org/W3172781323","https://openalex.org/W3177627853","https://openalex.org/W3183465125","https://openalex.org/W3195107937","https://openalex.org/W4231158283","https://openalex.org/W4282592040","https://openalex.org/W4309660295","https://openalex.org/W4310529694","https://openalex.org/W4361279896","https://openalex.org/W4372245078","https://openalex.org/W4379232199","https://openalex.org/W4388461219","https://openalex.org/W4389169343","https://openalex.org/W4391160425","https://openalex.org/W4400559058","https://openalex.org/W4402564556","https://openalex.org/W4405631741","https://openalex.org/W4406904164","https://openalex.org/W4408165615","https://openalex.org/W7123350026"],"related_works":["https://openalex.org/W2164689751","https://openalex.org/W2129981252","https://openalex.org/W2571476843","https://openalex.org/W2889317618","https://openalex.org/W2122935725","https://openalex.org/W4416674394","https://openalex.org/W2162131898","https://openalex.org/W3045642418","https://openalex.org/W4406220284","https://openalex.org/W2186578559"],"abstract_inverted_index":{"OBJECTIVE:":[0],"Accurate":[1],"staging":[2,33,298],"of":[3,20,77,118,218,257],"liver":[4,43],"fibrosis":[5,56,134,279],"(LF)":[6],"remains":[7],"a":[8,52,105,282,306],"clinical":[9,239,313],"challenge.":[10],"This":[11],"study":[12],"aimed":[13],"to":[14,41,50,71,114,126],"quantitatively":[15],"evaluate":[16],"the":[17,35,72,83,119,159,165,170,175,181,255,267,272],"diagnostic":[18],"value":[19,295],"combining":[21,248],"shear":[22],"wave":[23],"elastography":[24,250],"(SWE)":[25,251],"and":[26,46,67,88,152,162,200,252,264,289,302],"ultrasound":[27],"localization":[28],"microscopy":[29],"(ULM)":[30],"for":[31,55,186,191,196,202,296,308],"LF":[32,61,219,258,297],"across":[34,180,276],"full":[36],"disease":[37],"spectrum.":[38],"We":[39],"sought":[40],"integrate":[42],"mechanical":[44],"properties":[45],"microvascular":[47,128,213,265,303],"structural":[48,129],"parameters":[49,210],"build":[51],"multiparametric":[53,166,216],"model":[54,168,270,292],"staging.":[57],"MATERIALS":[58],"AND":[59],"METHODS:":[60],"was":[62],"induced":[63],"in":[64,82,92,220,227,281],"Sprague-Dawley":[65],"rats":[66,79],"histologically":[68],"staged":[69],"according":[70],"METAVIR":[73],"system.":[74],"A":[75],"total":[76],"62":[78],"were":[80,90,98,112],"included":[81],"final":[84],"analysis.":[85],"Both":[86],"SWE":[87,101,161,288],"ULM":[89,110,163,253,290],"performed":[91],"each":[93],"animal.":[94],"Liver":[95],"viscoelastic":[96,209,263,301],"moduli":[97],"estimated":[99],"from":[100],"data":[102,111],"using":[103],"SW-VEI-Net,":[104],"physics-informed":[106],"neural":[107],"network-based":[108],"approach.":[109],"post-processed":[113],"reconstruct":[115],"super-resolution":[116],"images":[117],"hepatic":[120],"microvasculature,":[121],"followed":[122],"by":[123,299],"quantitative":[124],"analysis":[125],"extract":[127],"parameters.":[130],"RESULTS:":[131],"Histology":[132],"revealed":[133],"stages":[135],"F0":[136,187],"(n":[137,141,145,149,154],"=":[138,142,146,150,155],"10),":[139],"F1":[140],"12),":[143],"F2":[144],"19),":[147],"F3":[148],"11),":[151],"F4":[153],"10).":[156],"Compared":[157],"with":[158,211],"single-modality":[160],"models,":[164],"combined":[167,269,291],"achieved":[169,271],"highest":[171,273],"numerical":[172,274],"areas":[173],"under":[174],"receiver":[176],"operating":[177],"characteristic":[178],"curve":[179],"four":[182,278],"classification":[183],"tasks:":[184],"0.93":[185],"versus":[188,193,198,204],"F1-F4,":[189],"0.92":[190],"F0-F1":[192],"F2-F4,":[194],"0.90":[195],"F0-F2":[197],"F3-F4,":[199],"0.89":[201],"F0-F3":[203],"F4.":[205],"CONCLUSION:":[206],"Combining":[207],"SWE-derived":[208],"ULM-derived":[212],"features":[214],"enabled":[215],"characterization":[217],"this":[221],"preclinical":[222],"rat":[223,283],"model.":[224,284],"Independent":[225],"validation":[226],"larger":[228],"animal":[229],"cohorts":[230],"and,":[231],"ultimately,":[232],"human":[233],"studies":[234],"is":[235],"essential":[236],"before":[237],"robust":[238],"conclusions":[240],"can":[241],"be":[242],"drawn.":[243],"KEY":[244],"POINTS:":[245],"Question":[246],"Can":[247],"shear-wave":[249],"improve":[254],"accuracy":[256],"staging?":[259],"Findings":[260],"By":[261],"integrating":[262,300],"features,":[266],"SWE-ULM":[268],"AUCs":[275],"all":[277],"classifications":[280],"Relevance":[285],"statement":[286],"The":[287],"suggests":[293],"potential":[294],"biomarkers,":[304],"providing":[305],"basis":[307],"further":[309],"investigation":[310],"toward":[311],"future":[312],"translation.":[314]},"counts_by_year":[],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2026-11-07T00:00:00"}
