Identification and diagnosis of meniscus tear by magnetic resonance imaging using a deep learning model.

Li, Jie; Qian, Kun; Liu, Jinyong; Huang, Zhijun; Zhang, Yuchen; Zhao, Guoqian; Wang, Huifen; Li, Meng; Liang, Xiaohan; Zhou, Fang; Yu, Xiuying; Li, Lan; Wang, Xingsong; Yang, Xianfeng; Jiang, Qing

Li, Jie; Qian, Kun; Liu, Jinyong; Huang, Zhijun; Zhang, Yuchen; Zhao, Guoqian; Wang, Huifen; Li, Meng; Liang, Xiaohan; Zhou, Fang; Yu, Xiuying; Li, Lan; Wang, Xingsong; Yang, Xianfeng; Jiang, Qing.

Affiliation

Li J; State Key Laboratory of Pharmaceutical Biotechnology, Division of Sports Medicine and Adult Reconstructive Surgery, Department of Orthopedic Surgery, Drum Tower Hospital Affiliated to Medical School of Nanjing University, China.
Qian K; School of Mechanical Engineering, Southeast University, China.
Liu J; Hangzhou Lancet Robotics Company Ltd, China.
Huang Z; Hangzhou Lancet Robotics Company Ltd, China.
Zhang Y; Hangzhou Lancet Robotics Company Ltd, China.
Zhao G; Taikang Xianlin Drum Tower Hospital, China.
Wang H; Danyang Hospital of Traditional Chinese Medicine, China.
Li M; The Second People's Hospital of Xuanwei, China.
Liang X; Cancer Hospital Chinese Academy of Medical Science, China.
Zhou F; The First Affiliated Hospital of Bengbu Medical College, China.
Yu X; Xinxiang Central Hospital, China.
Li L; Lin Yi Hospital of Traditional Chinese Medicine, China.
Wang X; State Key Laboratory of Pharmaceutical Biotechnology, Division of Sports Medicine and Adult Reconstructive Surgery, Department of Orthopedic Surgery, Drum Tower Hospital Affiliated to Medical School of Nanjing University, China.
Yang X; School of Mechanical Engineering, Southeast University, China.
Jiang Q; Department of Radiology, Drum Tower Hospital Affiliated to Medical School of Nanjing University, China.

J Orthop Translat ; 34: 91-101, 2022 May.

Article in En | MEDLINE | ID: mdl-35847603

Key words

AD, anterior horn degeneration; AH_intact, anterior horn health; AH_tear, anterior horn tear; AI; AI, artificial intelligence; AP, average precision; CA, cartilage tissue; Deep learning model; FN, false negative; FP, false positive; FS FSE PDWI, fat-suppressed fast spin-echo proton density-weighted image; IoU, intersection over union; MBD, meniscus body degeneration; MBH, meniscus body health; MBT, meniscus body tear; MRI; MRI, magnetic resonance imaging; Meniscus injury; PD, posterior horn degeneration; PDW, proton density-weighted; PH_intact, posterior horn health; PH_tear, posterior horn tear; R-CNN, regional convolutional neural network; ROI, region of interest; RPN, region proposal network; Regional Convolutional Neural Network; TP, true positive

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Full text: 1 Collection: 01-internacional Database: MEDLINE Type of study: Diagnostic_studies Language: En Journal: J Orthop Translat Year: 2022 Document type: Article Affiliation country: China

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