Algebraic topology-based machine learning using MRI predicts outcomes in primary sclerosing cholangitis.

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第一作者： Yashbir,Singh

第一单位： Radiology, Mayo Clinic, Rochester, MN, USA.

作者： Yashbir,Singh ^[1] ; William A,Jons ^[2] ; John E,Eaton ^[3] ; Mette,Vesterhus ^[4] ; Tom,Karlsen ^[5] ; Ida,Bjoerk ^[6] ; Andreas,Abildgaard ^[6] ; Kristin Kaasen,Jorgensen ^[7] ; Trine,Folseraas ^[5] ; Derek,Little ^[8] ; Aliya F,Gulamhusein ^[8] ; Kosta,Petrovic ^[9] ; Anne,Negard ^[10] ; Gian Marco,Conte ^[1] ; Joseph D,Sobek ^[1] ; Jaidip,Jagtap ^[1] ; Sudhakar K,Venkatesh ^[1] ; Gregory J,Gores ^[3] ; Nicholas F,LaRusso ^[3] ; Konstantinos N,Lazaridis ^[3] ; Bradley J,Erickson ^[11]

作者单位： Radiology, Mayo Clinic, Rochester, MN, USA. ^[1] Radiology, Mayo Clinic, Rochester, MN, USA.;Biomedical Engineering and Physiology Graduate Program, Mayo Clinic Graduate School of Biomedical Sciences, Rochester, USA. ^[2] Division of Gastroenterology & Hepatology, Mayo Clinic, Rochester, MN, USA. ^[3] Department of Medicine, Haraldsplass Deaconess Hospital, and Department of Clinical Science, University of Bergen, Bergen, Norway.;Norwegian PSC Research Center, Department of Transplantation Medicine, Division of Surgery, Inflammatory Medicine and Transplantation, Oslo University Hospital Rikshospitalet, Oslo, Norway. ^[4] Norwegian PSC Research Center, Department of Transplantation Medicine, Division of Surgery, Inflammatory Medicine and Transplantation, Oslo University Hospital Rikshospitalet, Oslo, Norway. ^[5] Department of Radiology, Oslo University Hospital, Oslo, Norway. ^[6] Norwegian PSC Research Center, Department of Transplantation Medicine, Division of Surgery, Inflammatory Medicine and Transplantation, Oslo University Hospital Rikshospitalet, Oslo, Norway.;Department of Gastroenterology, Akershus University Hospital, Nordbyhagen, Norway. ^[7] Toronto Centre for Liver Disease, University Health Network and Department of Medicine, University of Toronto, Toronto, Ontario, Canada. ^[8] Department of Radiology, Haukeland University Hospital, Bergen, Norway. ^[9] Institute of Clinical Medicine, University of Oslo, Oslo, Norway.;Department of Diagnostic Imaging, Akershus University Hospital, Lørenskog, Norway. ^[10] Radiology, Mayo Clinic, Rochester, MN, USA. bje@mayo.edu. ^[11]

关键词 Algorithm Cholangitis (Sclerosing)Liver cirrhosis Machine learning Magnetic resonance imaging

主题词成年人(Adult);人类(Humans);胆管炎, 硬化性(Cholangitis, Sclerosing);肝疾病(Liver Diseases);磁共振成像(Magnetic Resonance Imaging);多中心研究(主题)(Multicenter Studies as Topic)

DOI 10.1186/s41747-022-00312-x

PMID 36396865

发布时间 2024-09-07

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European radiology experimental

2022年6卷1期

58页

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Algebraic topology-based machine learning using MRI predicts outcomes in primary sclerosing cholangitis.

European radiology experimental

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Algebraic topology-based machine learning using MRI predicts outcomes in primary sclerosing cholangitis.

European radiology experimental

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European radiology experimental

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