Computer-Aided System Application Value for Assessing Hip Development

被引:5
|
作者
Jiang, Yaoxian [1 ]
Yang, Guangyao [2 ]
Liang, Yuan [1 ]
Shi, Qin [3 ]
Cui, Boqi [4 ]
Chang, Xiaodan [1 ]
Qiu, Zhaowen [2 ,5 ]
Zhao, Xudong [2 ]
机构
[1] Dalian Univ, Dept Radiol, Affiliated Zhongshan Hosp, Dalian, Peoples R China
[2] Northeast Forestry Univ, Coll Informat & Comp Engn, Harbin, Peoples R China
[3] Huazhong Univ Sci & Technol, Union Hosp, Dept Radiol, Tongji Med Coll, Wuhan, Peoples R China
[4] Dalian Univ, Dept Clin Med, Zhongshan Clin Coll, Dalian, Peoples R China
[5] Heilongjiang Tuomeng Technol Co Ltd, Harbin, Peoples R China
来源
FRONTIERS IN PHYSIOLOGY | 2020年 / 11卷
关键词
hip dysplasia; acetabular dysplasia; computer-aided detection; computer-aided diagnosis; x-ray; FEMOROACETABULAR IMPINGEMENT; ARTIFICIAL-INTELLIGENCE; RADIOGRAPHIC ANALYSIS; ACETABULAR DYSPLASIA; RADIOLOGIST; DIAGNOSIS; OSTEOARTHRITIS;
D O I
10.3389/fphys.2020.587161
中图分类号
Q4 [生理学];
学科分类号
071003 ;
摘要
Purpose A computer-aided system was used to semiautomatically measure Tonnis angle, Sharp angle, and center-edge (CE) angle using contours of the hip bones to establish an auxiliary measurement model for developmental screening or diagnosis of hip joint disorders. Methods We retrospectively analyzed bilateral hip x-rays for 124 patients (41 men and 83 women aged 20-70 years) who presented at the Affiliated Zhongshan Hospital of Dalian University in 2017 and 2018. All images were imported into a computer-aided detection system. After manually outlining hip bone contours, Tonnis angle, Sharp angle, and CE angle marker lines were automatically extracted, and the angles were measured and recorded. An imaging physician also manually measured all angles and recorded hip development, and Pearson correlation coefficients were used to compare computer-aided system measurements with imaging physician measurements. Accuracy for different angles was calculated, and the area under the receiver operating characteristic (AUROC) curve was used to represent the diagnostic efficiency of the computer-aided system. Results For Tonnis angle, Sharp angle, and CE angle, correlation coefficients were 0.902, 0.887, and 0.902, respectively; the accuracies of the computer-aided detection system were 89.1, 93.1, and 82.3%; and the AUROC curve values were 0.940, 0.956, and 0.948. Conclusion The measurements of Tonnis angle, Sharp angle, and CE angle using the semiautomatic system were highly correlated with the measurements of the imaging physician and can be used to assess hip joint development with high accuracy and diagnostic efficiency.
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页数:11
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