{"id":"https://openalex.org/W7223263368","doi":"https://doi.org/10.1186/s40644-026-01134-5","title":"AI-based automated body composition analysis from whole-body MRI and (PET-) CT: an intermodal comparison from same-day examinations","display_name":"AI-based automated body composition analysis from whole-body MRI and (PET-) CT: an intermodal comparison from same-day examinations","publication_year":2026,"publication_date":"2026-10-24","ids":{"openalex":"https://openalex.org/W7223263368","doi":"https://doi.org/10.1186/s40644-026-01134-5","pmid":"https://pubmed.ncbi.nlm.nih.gov/42928255","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/13700498"},"language":"en","primary_location":{"id":"doi:10.1186/s40644-026-01134-5","doi":"https://doi.org/10.1186/s40644-026-01134-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40644-026-01134-5","pdf_url":null,"source":{"id":"https://openalex.org/S14818408","display_name":"Cancer Imaging","issn_l":"1470-7330","issn":["1470-7330","1740-5025"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"Cancer Imaging","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","datacite","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1186/s40644-026-01134-5","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5017458108","display_name":"Julius C. Holzschuh","orcid":"https://orcid.org/0009-0003-6768-2544","observed_orcids":["https://orcid.org/0009-0003-6768-2544"]},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Julius C. Holzschuh","raw_affiliation_strings":["Department of Radiology, German Cancer Research Centre (DKFZ), Im Neuenheimer Feld 280, Heidelberg, 69120 , Germany. julius.holzschuh@dkfz.de"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, German Cancer Research Centre (DKFZ), Im Neuenheimer Feld 280, Heidelberg, 69120 , Germany. julius.holzschuh@dkfz.de","institution_ids":["https://openalex.org/I17937529"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5089072079","display_name":"Lukas T. Rotkopf","orcid":"https://orcid.org/0000-0001-9862-218X","observed_orcids":["https://orcid.org/0000-0001-9862-218X"]},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lukas T. Rotkopf","raw_affiliation_strings":["Department of Radiology, German Cancer Research Centre (DKFZ), Im Neuenheimer Feld 280, Heidelberg, 69120 , Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, German Cancer Research Centre (DKFZ), Im Neuenheimer Feld 280, Heidelberg, 69120 , Germany","institution_ids":["https://openalex.org/I17937529"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5113037155","display_name":"Christian Jan Oliver Neelsen","orcid":"https://orcid.org/0000-0002-1091-8179","observed_orcids":["https://orcid.org/0000-0002-1091-8179"]},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christian Neelsen","raw_affiliation_strings":["Department of Radiology, German Cancer Research Centre (DKFZ), Im Neuenheimer Feld 280, Heidelberg, 69120 , Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, German Cancer Research Centre (DKFZ), Im Neuenheimer Feld 280, Heidelberg, 69120 , Germany","institution_ids":["https://openalex.org/I17937529"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5075049164","display_name":"Fabian Bauer","orcid":"https://orcid.org/0000-0002-0896-5734","observed_orcids":["https://orcid.org/0000-0002-0896-5734"]},"institutions":[{"id":"https://openalex.org/I180923762","display_name":"University of Cologne","ror":"https://ror.org/00rcxh774","country_code":"DE","type":"education","lineage":["https://openalex.org/I180923762"]},{"id":"https://openalex.org/I4210153755","display_name":"University Hospital Cologne","ror":"https://ror.org/05mxhda18","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I4210153755"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Fabian Bauer","raw_affiliation_strings":["Faculty of Medicine and University Hospital Cologne, Institute for Diagnostic and Interventional Radiology, Cologne, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Medicine and University Hospital Cologne, Institute for Diagnostic and Interventional Radiology, Cologne, Germany","institution_ids":["https://openalex.org/I180923762","https://openalex.org/I4210153755"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016326021","display_name":"Kevin Sun Zhang","orcid":"https://orcid.org/0000-0003-4044-109X","observed_orcids":["https://orcid.org/0000-0003-4044-109X"]},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Kevin S. Zhang","raw_affiliation_strings":["Department of Radiology, German Cancer Research Centre (DKFZ), Im Neuenheimer Feld 280, Heidelberg, 69120 , Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, German Cancer Research Centre (DKFZ), Im Neuenheimer Feld 280, Heidelberg, 69120 , Germany","institution_ids":["https://openalex.org/I17937529"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035419968","display_name":"Ekaterina Menis","orcid":"https://orcid.org/0000-0002-5539-580X","observed_orcids":["https://orcid.org/0000-0002-5539-580X"]},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Ekaterina Menis","raw_affiliation_strings":["Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Medical Faculty Heidelberg, Heidelberg Myeloma Center, Heidelberg University Hospital, Heidelberg, 69120, Germany","German-Speaking Myeloma Multicenter Group (GMMG), Heidelberg University Hospital, Heidelberg, 69120, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Medical Faculty Heidelberg, Heidelberg Myeloma Center, Heidelberg University Hospital, Heidelberg, 69120, Germany","institution_ids":["https://openalex.org/I223822909","https://openalex.org/I2802164966"]},{"raw_affiliation_string":"German-Speaking Myeloma Multicenter Group (GMMG), Heidelberg University Hospital, Heidelberg, 69120, Germany","institution_ids":["https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031766575","display_name":"Marina Hajiyianni","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marina Hajiyianni","raw_affiliation_strings":["Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Medical Faculty Heidelberg, Heidelberg Myeloma Center, Heidelberg University Hospital, Heidelberg, 69120, Germany","German-Speaking Myeloma Multicenter Group (GMMG), Heidelberg University Hospital, Heidelberg, 69120, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Medical Faculty Heidelberg, Heidelberg Myeloma Center, Heidelberg University Hospital, Heidelberg, 69120, Germany","institution_ids":["https://openalex.org/I223822909","https://openalex.org/I2802164966"]},{"raw_affiliation_string":"German-Speaking Myeloma Multicenter Group (GMMG), Heidelberg University Hospital, Heidelberg, 69120, Germany","institution_ids":["https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112373072","display_name":"Elias Karl Mai","orcid":"https://orcid.org/0000-0002-6226-1252","observed_orcids":["https://orcid.org/0000-0002-6226-1252"]},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Elias Karl Mai","raw_affiliation_strings":["Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Medical Faculty Heidelberg, Heidelberg Myeloma Center, Heidelberg University Hospital, Heidelberg, 69120, Germany","German-Speaking Myeloma Multicenter Group (GMMG), Heidelberg University Hospital, Heidelberg, 69120, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Medical Faculty Heidelberg, Heidelberg Myeloma Center, Heidelberg University Hospital, Heidelberg, 69120, Germany","institution_ids":["https://openalex.org/I223822909","https://openalex.org/I2802164966"]},{"raw_affiliation_string":"German-Speaking Myeloma Multicenter Group (GMMG), Heidelberg University Hospital, Heidelberg, 69120, Germany","institution_ids":["https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052636654","display_name":"Niels Weinhold","orcid":"https://orcid.org/0000-0002-5464-3234","observed_orcids":["https://orcid.org/0000-0002-5464-3234"]},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Niels Weinhold","raw_affiliation_strings":["Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Medical Faculty Heidelberg, Heidelberg Myeloma Center, Heidelberg University Hospital, Heidelberg, 69120, Germany","German-Speaking Myeloma Multicenter Group (GMMG), Heidelberg University Hospital, Heidelberg, 69120, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Medical Faculty Heidelberg, Heidelberg Myeloma Center, Heidelberg University Hospital, Heidelberg, 69120, Germany","institution_ids":["https://openalex.org/I223822909","https://openalex.org/I2802164966"]},{"raw_affiliation_string":"German-Speaking Myeloma Multicenter Group (GMMG), Heidelberg University Hospital, Heidelberg, 69120, Germany","institution_ids":["https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001651530","display_name":"Lukas John","orcid":"https://orcid.org/0000-0001-8178-6890","observed_orcids":["https://orcid.org/0000-0001-8178-6890","https://orcid.org/0009-0002-8052-3946"]},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Lukas John","raw_affiliation_strings":["Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Medical Faculty Heidelberg, Heidelberg Myeloma Center, Heidelberg University Hospital, Heidelberg, 69120, Germany","German-Speaking Myeloma Multicenter Group (GMMG), Heidelberg University Hospital, Heidelberg, 69120, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Medical Faculty Heidelberg, Heidelberg Myeloma Center, Heidelberg University Hospital, Heidelberg, 69120, Germany","institution_ids":["https://openalex.org/I223822909","https://openalex.org/I2802164966"]},{"raw_affiliation_string":"German-Speaking Myeloma Multicenter Group (GMMG), Heidelberg University Hospital, Heidelberg, 69120, Germany","institution_ids":["https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044583234","display_name":"Christos Sachpekidis","orcid":"https://orcid.org/0000-0001-8739-8741","observed_orcids":["https://orcid.org/0000-0001-8739-8741"]},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Christos Sachpekidis","raw_affiliation_strings":["Clinical Cooperation Unit Nuclear Medicine, German Cancer Research Centre (DKFZ), Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Cooperation Unit Nuclear Medicine, German Cancer Research Centre (DKFZ), Heidelberg, Germany","institution_ids":["https://openalex.org/I17937529"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008622761","display_name":"Antonia Dimitrakopoulou\u2010Strauss","orcid":"https://orcid.org/0000-0003-0338-9472","observed_orcids":["https://orcid.org/0000-0003-0338-9472"]},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Antonia Dimitrakopoulou-Strauss","raw_affiliation_strings":["Clinical Cooperation Unit Nuclear Medicine, German Cancer Research Centre (DKFZ), Heidelberg, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Cooperation Unit Nuclear Medicine, German Cancer Research Centre (DKFZ), Heidelberg, Germany","institution_ids":["https://openalex.org/I17937529"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5003185875","display_name":"Marc\u2010Steffen Raab","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Marc-Steffen Raab","raw_affiliation_strings":["Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Medical Faculty Heidelberg, Heidelberg Myeloma Center, Heidelberg University Hospital, Heidelberg, 69120, Germany","German-Speaking Myeloma Multicenter Group (GMMG), Heidelberg University Hospital, Heidelberg, 69120, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Medical Faculty Heidelberg, Heidelberg Myeloma Center, Heidelberg University Hospital, Heidelberg, 69120, Germany","institution_ids":["https://openalex.org/I223822909","https://openalex.org/I2802164966"]},{"raw_affiliation_string":"German-Speaking Myeloma Multicenter Group (GMMG), Heidelberg University Hospital, Heidelberg, 69120, Germany","institution_ids":["https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5055916434","display_name":"Hartmut Goldschmidt","orcid":"https://orcid.org/0000-0003-0961-0035","observed_orcids":["https://orcid.org/0000-0003-0961-0035"]},"institutions":[{"id":"https://openalex.org/I223822909","display_name":"Heidelberg University","ror":"https://ror.org/038t36y30","country_code":"DE","type":"education","lineage":["https://openalex.org/I223822909"]},{"id":"https://openalex.org/I2802164966","display_name":"University Hospital Heidelberg","ror":"https://ror.org/013czdx64","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I2802164966"]},{"id":"https://openalex.org/I4210111460","display_name":"National Center for Tumor Diseases","ror":"https://ror.org/01txwsw02","country_code":"DE","type":"healthcare","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529","https://openalex.org/I223822909","https://openalex.org/I2802164966","https://openalex.org/I4210111460"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Hartmut Goldschmidt","raw_affiliation_strings":["Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Medical Faculty Heidelberg, Heidelberg Myeloma Center, Heidelberg University Hospital, Heidelberg, 69120, Germany","Department of Medical Oncology, National Center for Tumor Diseases (NCT), Heidelberg University Hospital, Heidelberg, 69120, Germany","German-Speaking Myeloma Multicenter Group (GMMG), Heidelberg University Hospital, Heidelberg, 69120, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Internal Medicine V, Hematology, Oncology and Rheumatology, Medical Faculty Heidelberg, Heidelberg Myeloma Center, Heidelberg University Hospital, Heidelberg, 69120, Germany","institution_ids":["https://openalex.org/I223822909","https://openalex.org/I2802164966"]},{"raw_affiliation_string":"Department of Medical Oncology, National Center for Tumor Diseases (NCT), Heidelberg University Hospital, Heidelberg, 69120, Germany","institution_ids":["https://openalex.org/I223822909","https://openalex.org/I2802164966","https://openalex.org/I4210111460"]},{"raw_affiliation_string":"German-Speaking Myeloma Multicenter Group (GMMG), Heidelberg University Hospital, Heidelberg, 69120, Germany","institution_ids":["https://openalex.org/I2802164966"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5090954504","display_name":"Johann M. E. Jende","orcid":"https://orcid.org/0000-0002-1387-9304","observed_orcids":["https://orcid.org/0000-0002-1387-9304"]},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Johann Jende","raw_affiliation_strings":["Department of Radiology, German Cancer Research Centre (DKFZ), Im Neuenheimer Feld 280, Heidelberg, 69120 , Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, German Cancer Research Centre (DKFZ), Im Neuenheimer Feld 280, Heidelberg, 69120 , Germany","institution_ids":["https://openalex.org/I17937529"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5159314893","display_name":"Stefan Delorme","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Stefan Delorme","raw_affiliation_strings":["Department of Radiology, German Cancer Research Centre (DKFZ), Im Neuenheimer Feld 280, Heidelberg, 69120 , Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, German Cancer Research Centre (DKFZ), Im Neuenheimer Feld 280, Heidelberg, 69120 , Germany","institution_ids":["https://openalex.org/I17937529"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5112511585","display_name":"Heinz-Peter Schlemmer","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Heinz-Peter Schlemmer","raw_affiliation_strings":["Department of Radiology, German Cancer Research Centre (DKFZ), Im Neuenheimer Feld 280, Heidelberg, 69120 , Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Radiology, German Cancer Research Centre (DKFZ), Im Neuenheimer Feld 280, Heidelberg, 69120 , Germany","institution_ids":["https://openalex.org/I17937529"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5088463353","display_name":"Markus Wennmann","orcid":"https://orcid.org/0000-0002-8092-8380","observed_orcids":["https://orcid.org/0000-0002-8092-8380"]},"institutions":[{"id":"https://openalex.org/I17937529","display_name":"German Cancer Research Center","ror":"https://ror.org/04cdgtt98","country_code":"DE","type":"facility","lineage":["https://openalex.org/I1305996414","https://openalex.org/I17937529"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Markus Wennmann","raw_affiliation_strings":["Clinical Cooperation Unit Nuclear Medicine, German Cancer Research Centre (DKFZ), Heidelberg, Germany","Department of Radiology, German Cancer Research Centre (DKFZ), Im Neuenheimer Feld 280, Heidelberg, 69120 , Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Clinical Cooperation Unit Nuclear Medicine, German Cancer Research Centre (DKFZ), Heidelberg, Germany","institution_ids":["https://openalex.org/I17937529"]},{"raw_affiliation_string":"Department of Radiology, German Cancer Research Centre (DKFZ), Im Neuenheimer Feld 280, Heidelberg, 69120 , Germany","institution_ids":["https://openalex.org/I17937529"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5017458108"],"corresponding_institution_ids":["https://openalex.org/I17937529"],"apc_list":{"value":2790,"currency":"USD","value_usd":2790},"apc_paid":{"value":2790,"currency":"USD","value_usd":2790},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.8144,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"26","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12279","display_name":"Body Composition Measurement Techniques","score":0.6669999957084656,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology (medical)"},"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/T12279","display_name":"Body Composition Measurement Techniques","score":0.6669999957084656,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology (medical)"},"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":0.08810000121593475,"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"}},{"id":"https://openalex.org/T12422","display_name":"Radiomics and Machine Learning in Medical Imaging","score":0.0640999972820282,"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/body-composition","display_name":"body composition","score":0.9010000228881836},{"id":"https://openalex.org/keywords/whole-body-mri","display_name":"whole-body MRI","score":0.7879999876022339},{"id":"https://openalex.org/keywords/low-dose-computed-tomography","display_name":"low-dose CT","score":0.796999990940094},{"id":"https://openalex.org/keywords/18f-fdg-pet-ct","display_name":"18F-FDG PET/CT","score":0.8989999890327454},{"id":"https://openalex.org/keywords/multiple-myeloma","display_name":"multiple myeloma","score":0.8059999942779541},{"id":"https://openalex.org/keywords/deep-learning-segmentation","display_name":"deep learning segmentation","score":0.7760000228881836},{"id":"https://openalex.org/keywords/totalsegmentator","display_name":"TotalSegmentator","score":0.9860000014305115},{"id":"https://openalex.org/keywords/skeletal-muscle","display_name":"skeletal muscle","score":0.8679999709129333},{"id":"https://openalex.org/keywords/subcutaneous-adipose-tissue","display_name":"subcutaneous adipose tissue","score":0.9399999976158142},{"id":"https://openalex.org/keywords/visceral-adipose-tissue","display_name":"visceral adipose tissue","score":0.9959999918937683}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.8743000030517578},{"id":"https://openalex.org/C104709138","wikidata":"https://www.wikidata.org/wiki/Q1671540","display_name":"Intraclass correlation","level":3,"score":0.6722999811172485},{"id":"https://openalex.org/C2989005","wikidata":"https://www.wikidata.org/wiki/Q214963","display_name":"Nuclear medicine","level":1,"score":0.6381000280380249},{"id":"https://openalex.org/C126838900","wikidata":"https://www.wikidata.org/wiki/Q77604","display_name":"Radiology","level":1,"score":0.5248000025749207},{"id":"https://openalex.org/C143409427","wikidata":"https://www.wikidata.org/wiki/Q161238","display_name":"Magnetic resonance imaging","level":2,"score":0.46140000224113464},{"id":"https://openalex.org/C2776364478","wikidata":"https://www.wikidata.org/wiki/Q467635","display_name":"Multiple myeloma","level":2,"score":0.37070000171661377},{"id":"https://openalex.org/C188816634","wikidata":"https://www.wikidata.org/wiki/Q2113324","display_name":"Prospective cohort study","level":2,"score":0.36800000071525574},{"id":"https://openalex.org/C171089720","wikidata":"https://www.wikidata.org/wiki/Q193583","display_name":"Adipose tissue","level":2,"score":0.3425999879837036},{"id":"https://openalex.org/C154020017","wikidata":"https://www.wikidata.org/wiki/Q520171","display_name":"Repeatability","level":2,"score":0.34220001101493835},{"id":"https://openalex.org/C40231798","wikidata":"https://www.wikidata.org/wiki/Q1333743","display_name":"Composition (language)","level":2,"score":0.3377000093460083},{"id":"https://openalex.org/C117220453","wikidata":"https://www.wikidata.org/wiki/Q5172842","display_name":"Correlation","level":2,"score":0.31470000743865967},{"id":"https://openalex.org/C544519230","wikidata":"https://www.wikidata.org/wiki/Q32566","display_name":"Computed tomography","level":2,"score":0.2937000095844269},{"id":"https://openalex.org/C163716698","wikidata":"https://www.wikidata.org/wiki/Q841267","display_name":"Tomography","level":2,"score":0.2879999876022339},{"id":"https://openalex.org/C55078378","wikidata":"https://www.wikidata.org/wiki/Q1136628","display_name":"Pearson product-moment correlation coefficient","level":2,"score":0.27730000019073486},{"id":"https://openalex.org/C2779983558","wikidata":"https://www.wikidata.org/wiki/Q9597","display_name":"Abdomen","level":2,"score":0.2646999955177307},{"id":"https://openalex.org/C9893847","wikidata":"https://www.wikidata.org/wiki/Q1425625","display_name":"Reproducibility","level":2,"score":0.2597000002861023},{"id":"https://openalex.org/C3018023364","wikidata":"https://www.wikidata.org/wiki/Q425265","display_name":"Significant difference","level":2,"score":0.25699999928474426},{"id":"https://openalex.org/C2991684624","wikidata":"https://www.wikidata.org/wiki/Q193583","display_name":"Abdominal fat","level":3,"score":0.2554999887943268}],"mesh":[{"descriptor_ui":"D000072078","descriptor_name":"Positron Emission Tomography Computed Tomography","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D001823","descriptor_name":"Body Composition","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008279","descriptor_name":"Magnetic Resonance Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D008297","descriptor_name":"Male","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D008875","descriptor_name":"Middle Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009101","descriptor_name":"Multiple Myeloma","qualifier_ui":"Q000000981","qualifier_name":"diagnostic imaging","is_major_topic":true},{"descriptor_ui":"D012189","descriptor_name":"Retrospective Studies","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D019788","descriptor_name":"Fluorodeoxyglucose F18","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D051598","descriptor_name":"Whole Body Imaging","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true}],"locations_count":6,"locations":[{"id":"doi:10.1186/s40644-026-01134-5","doi":"https://doi.org/10.1186/s40644-026-01134-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40644-026-01134-5","pdf_url":null,"source":{"id":"https://openalex.org/S14818408","display_name":"Cancer Imaging","issn_l":"1470-7330","issn":["1470-7330","1740-5025"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"Cancer Imaging","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13700498","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13700498/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13700498/pdf/40644_2026_Article_1134.pdf","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":"Cancer Imaging","raw_type":"Text"},{"id":"pmid:42928255","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42928255","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":"Cancer imaging : the official publication of the International Cancer Imaging Society","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:391d93a65ba54dcab19a50147a8a3604","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/391d93a65ba54dcab19a50147a8a3604","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":"Cancer Imaging, Vol 26, Iss 1 (2026)","raw_type":"article"},{"id":"doi:10.6084/m9.figshare.c.8795858","doi":"https://doi.org/10.6084/m9.figshare.c.8795858","is_oa":true,"landing_page_url":"https://doi.org/10.6084/m9.figshare.c.8795858","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Collection"},{"id":"doi:10.6084/m9.figshare.c.8795858.v1","doi":"https://doi.org/10.6084/m9.figshare.c.8795858.v1","is_oa":true,"landing_page_url":"https://doi.org/10.6084/m9.figshare.c.8795858.v1","pdf_url":null,"source":{"id":"https://openalex.org/S4377196282","display_name":"Figshare","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I4210132348","host_organization_name":"Figshare (United Kingdom)","host_organization_lineage":["https://openalex.org/I4210132348"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":null,"is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Collection"}],"best_oa_location":{"id":"doi:10.1186/s40644-026-01134-5","doi":"https://doi.org/10.1186/s40644-026-01134-5","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s40644-026-01134-5","pdf_url":null,"source":{"id":"https://openalex.org/S14818408","display_name":"Cancer Imaging","issn_l":"1470-7330","issn":["1470-7330","1740-5025"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-c","doyens","jufo-1","ki-jl-1","medline","norway-1","oarl","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","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":"Cancer Imaging","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.9940000176429749,"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320307115","display_name":"Bristol-Myers Squibb","ror":"https://ror.org/00gtmwv55"},{"id":"https://openalex.org/F4320307781","display_name":"Sanofi","ror":"https://ror.org/027vj4x92"},{"id":"https://openalex.org/F4320309086","display_name":"Celgene","ror":"https://ror.org/0527yg379"},{"id":"https://openalex.org/F4320310693","display_name":"Deutsches Krebsforschungszentrum","ror":"https://ror.org/04cdgtt98"},{"id":"https://openalex.org/F4320330130","display_name":"Universit\u00e4tsklinikum Heidelberg","ror":"https://ror.org/013czdx64"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7223263368.pdf","grobid_xml":"https://content.openalex.org/works/W7223263368.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W2023271906","https://openalex.org/W2060263194","https://openalex.org/W2163925164","https://openalex.org/W2268912046","https://openalex.org/W2284534155","https://openalex.org/W2346534451","https://openalex.org/W2701848515","https://openalex.org/W2737409811","https://openalex.org/W2908632748","https://openalex.org/W2916571767","https://openalex.org/W2922116853","https://openalex.org/W2947708728","https://openalex.org/W3043029167","https://openalex.org/W3119909233","https://openalex.org/W3211769241","https://openalex.org/W4220803533","https://openalex.org/W4307909815","https://openalex.org/W4309667928","https://openalex.org/W4322765902","https://openalex.org/W4353021655","https://openalex.org/W4368358064","https://openalex.org/W4377288831","https://openalex.org/W4380577073","https://openalex.org/W4383218413","https://openalex.org/W4385563474","https://openalex.org/W4389619525","https://openalex.org/W4400134188","https://openalex.org/W4404421867","https://openalex.org/W4404899591","https://openalex.org/W4405180818","https://openalex.org/W4407630823","https://openalex.org/W4407677889","https://openalex.org/W4412529948","https://openalex.org/W4413140056","https://openalex.org/W4415809801"],"related_works":["https://openalex.org/W7155200070","https://openalex.org/W3171915823","https://openalex.org/W7168256334","https://openalex.org/W7204721976","https://openalex.org/W3211769241","https://openalex.org/W3126698502","https://openalex.org/W7077275444","https://openalex.org/W3213630173","https://openalex.org/W7169809053","https://openalex.org/W4390402594"],"abstract_inverted_index":{"Abstract":[0],"Background":[1],"To":[2],"determine":[3],"intermodal":[4,252],"agreement":[5,129,196],"of":[6],"AI-derived":[7],"volumetric":[8,120],"body":[9,121,239],"composition":[10,122,240],"metrics":[11,93],"between":[12,89,146],"[18":[13],"F]FDG-PET/CT-derived":[14],"low-dose":[15,27],"CT":[16,77,124,229],"and":[17,34,45,57,70,78,83,91,103,114,125,137,148,158,201,220,244],"whole-body":[18,26],"MRI":[19,59,126,147,172,226],"(wb-MRI).":[20],"Methods":[21],"We":[22],"retrospectively":[23],"analyzed":[24],"same-day":[25,112],"CT,":[28,175],"obtained":[29,224],"from":[30,36,41,76,171,225,228,242],"[":[31],"18":[32],"F]FDG-PET/CT,":[33],"wb-MRI":[35,115,245],"consecutive":[37],"multiple":[38,108],"myeloma":[39,109],"patients":[40,110],"the":[42,54,179],"prospective":[43],"GMMG-HD7-":[44],"GMMG-HD8-/DSMM-XIX-trials.":[46],"An":[47],"automated":[48],"deep":[49],"learning":[50],"pipeline":[51],"based":[52],"on":[53],"TotalSegmentator":[55],"model,":[56],"its":[58],"variant":[60],"were":[61,86,116,166],"used":[62],"to":[63,174],"segment":[64],"skeletal":[65],"muscle":[66],"(SM),":[67],"subcutaneous-":[68],"(SAT)":[69],"abdominal":[71],"visceral":[72],"adipose":[73],"tissue":[74],"(VAT)":[75],"MRI,":[79],"respectively.":[80],"Volumetric":[81],"measures":[82,241],"single-slice":[84],"estimates":[85],"derived.":[87],"Agreement":[88],"CT-":[90],"MRI-based":[92],"was":[94,181,218],"assessed":[95],"using":[96],"Pearson":[97],"r,":[98],"intraclass":[99],"correlation":[100],"coefficients":[101],"(ICC),":[102],"Bland-Altman":[104,213],"analyses.":[105],"Results":[106],"Forty-two":[107],"with":[111],"PET/CT":[113],"included.":[117],"For":[118,191],"AI-based":[119,192],"metrics,":[123],"demonstrated":[127],"high":[128,198],"(ICC":[130,203,211],">":[131,204],"0.95)":[132],"across":[133],"all":[134],"SM,":[135],"SAT":[136,200],"VAT.":[138],"However,":[139],"Bland-Altmann":[140],"plots":[141,214],"revealed":[142],"systematic":[143],"modality-related":[144],"differences":[145],"CT:":[149],"both":[150],"SM":[151,210,217],"(bias:":[152,160,185,230],"-2582":[153],"ml,":[154,162,187],"p":[155,163,188,234],"<":[156,164,235],"0.0001)":[157,165],"VAT":[159,202],"-211":[161],"significantly":[167,221],"lower":[168,208,222],"when":[169,223,258],"extracted":[170],"compared":[173],"while":[176,206],"for":[177,199,209],"SAT,":[178],"difference":[180],"not":[182],"statistically":[183],"significant":[184],"-263":[186],"=":[189],"0.1629).":[190],"single":[193],"slice":[194],"analysis,":[195],"remained":[197],"0.97),":[205],"being":[207],"0.87).":[212],"showed":[215],"that":[216,254],"systematically":[219],"than":[227],"-18.4cm":[231],"2":[232],",":[233],"0.0001).":[236],"Conclusions":[237],"Automated":[238],"(PET-)CT":[243],"are":[246],"highly":[247],"concordant":[248],"but":[249],"show":[250],"consistent":[251],"biases":[253],"should":[255],"be":[256],"considered":[257],"pooling":[259],"multimodal":[260],"data":[261],"or":[262],"applying":[263],"modality-agnostic":[264],"thresholds.":[265],"Clinical":[266],"trial":[267],"number":[268],"Not":[269],"applicable.":[270]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-10-24T00:00:00"}
