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Wang C, Leng S, Tan RS, Chai P, Fam JM, Teo LLS, Chin CY, Ong CC, Baskaran L, Keng YJF, Low AFH, Chan MYY, Wong ASL, Chua SJT, Wu Q, Tan SY, Lim ST, Zhong L. Coronary CT Angiography-based Morphologic Index for Predicting Hemodynamically Significant Coronary Stenosis. Radiol Cardiothorac Imaging 2023; 5:e230064. [PMID: 38166346 PMCID: PMC11163246 DOI: 10.1148/ryct.230064] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 09/14/2023] [Accepted: 10/25/2023] [Indexed: 01/04/2024]
Abstract
Purpose To develop a new coronary CT angiography (CCTA)-based index, α×LL/MLD4, that considers lesion entrance angle (α) in addition to lesion length (LL) and minimal lumen diameter (MLD) and to evaluate its efficacy in predicting hemodynamically significant coronary stenosis compared with invasive coronary angiography (ICA)-derived fractional flow reserve (FFR). Materials and Methods This prospective study enrolled participants (September 2016-March 2020) from two centers who underwent CCTA followed by ICA (ClinicalTrials.gov identifier: NCT03054324). CCTA images were processed semiautomatically to measure LL, MLD, and α for calculating α×LL/MLD4. Diagnostic performance and accuracy of α×LL/MLD4 and LL/MLD4 in detecting hemodynamically significant coronary stenosis were compared against the reference standard (invasive FFR ≤ 0.80). Results In total, 133 participants (mean age, 63 years ± 9 [SD]; 99 [74%] men) with 210 stenosed coronary arteries were analyzed. Median α×LL/MLD4 was 54.0 degree/mm3 (IQR, 25.3-128.7) in participants with invasive FFR of 0.80 or less and 6.7 degree/mm3 (IQR, 3.3-12.8) in participants with invasive FFR of more than 0.80 (P < .001). The per-vessel accuracy, sensitivity, specificity, positive predictive value, and negative predictive value for discriminating ischemic lesions were 86.2%, 83.1%, 88.4%, 84.1%, and 87.7% for α×LL/MLD4 and 80.5%, 66.3%, 90.9%, 84.3%, and 78.6% for LL/MLD4, respectively. Area under the receiver operating characteristic curve for discriminating hemodynamically significant stenosis was 0.93 for α×LL/MLD4, which was significantly greater than the values of 0.84 for LL/MLD4 and 0.63 for diameter stenosis (both P < .001). Conclusion The new morphologic index, α×LL/MLD4, incorporating lesion entrance angle achieved higher diagnostic performance in detecting hemodynamically significant lesions compared with diameter stenosis and LL/MLD4. Keywords: CT Angiography, Cardiac, Coronary Arteries, Ischemia, Infarction, Technology Assessment Clinical trial registration no. NCT03054324 Supplemental material is available for this article. © RSNA, 2023 See also the commentary by Fairbairn and Nørgaard in this issue.
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Affiliation(s)
| | | | - Ru-San Tan
- From the National Heart Research Institute Singapore, National Heart
Centre Singapore, 5 Hospital Dr, 169609 Singapore (C.W., S.L., R.S.T., J.M.F.,
C.Y.C., L.B., Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); The Second
Affiliated Hospital of Nanchang University, Nanchang, China (C.W., Q.W.);
Duke-NUS Medical School, Singapore (S.L., R.S.T., J.M.F., C.Y.C., L.B.,
Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); Department of Cardiology,
National University Heart Centre, Singapore (P.C., A.F.H.L., M.Y.Y.C.); Yong Loo
Lin School of Medicine (P.C., L.L.S.T., C.C.O., Y.J.F.K., A.F.H.L., M.Y.Y.C.)
and Department of Biomedical Engineering (L.Z.), National University of
Singapore, Singapore; and Department of Diagnostic Imaging, National University
Hospital, Singapore (L.L.S.T., C.C.O.)
| | - Ping Chai
- From the National Heart Research Institute Singapore, National Heart
Centre Singapore, 5 Hospital Dr, 169609 Singapore (C.W., S.L., R.S.T., J.M.F.,
C.Y.C., L.B., Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); The Second
Affiliated Hospital of Nanchang University, Nanchang, China (C.W., Q.W.);
Duke-NUS Medical School, Singapore (S.L., R.S.T., J.M.F., C.Y.C., L.B.,
Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); Department of Cardiology,
National University Heart Centre, Singapore (P.C., A.F.H.L., M.Y.Y.C.); Yong Loo
Lin School of Medicine (P.C., L.L.S.T., C.C.O., Y.J.F.K., A.F.H.L., M.Y.Y.C.)
and Department of Biomedical Engineering (L.Z.), National University of
Singapore, Singapore; and Department of Diagnostic Imaging, National University
Hospital, Singapore (L.L.S.T., C.C.O.)
| | - Jiang Ming Fam
- From the National Heart Research Institute Singapore, National Heart
Centre Singapore, 5 Hospital Dr, 169609 Singapore (C.W., S.L., R.S.T., J.M.F.,
C.Y.C., L.B., Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); The Second
Affiliated Hospital of Nanchang University, Nanchang, China (C.W., Q.W.);
Duke-NUS Medical School, Singapore (S.L., R.S.T., J.M.F., C.Y.C., L.B.,
Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); Department of Cardiology,
National University Heart Centre, Singapore (P.C., A.F.H.L., M.Y.Y.C.); Yong Loo
Lin School of Medicine (P.C., L.L.S.T., C.C.O., Y.J.F.K., A.F.H.L., M.Y.Y.C.)
and Department of Biomedical Engineering (L.Z.), National University of
Singapore, Singapore; and Department of Diagnostic Imaging, National University
Hospital, Singapore (L.L.S.T., C.C.O.)
| | - Lynette Li San Teo
- From the National Heart Research Institute Singapore, National Heart
Centre Singapore, 5 Hospital Dr, 169609 Singapore (C.W., S.L., R.S.T., J.M.F.,
C.Y.C., L.B., Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); The Second
Affiliated Hospital of Nanchang University, Nanchang, China (C.W., Q.W.);
Duke-NUS Medical School, Singapore (S.L., R.S.T., J.M.F., C.Y.C., L.B.,
Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); Department of Cardiology,
National University Heart Centre, Singapore (P.C., A.F.H.L., M.Y.Y.C.); Yong Loo
Lin School of Medicine (P.C., L.L.S.T., C.C.O., Y.J.F.K., A.F.H.L., M.Y.Y.C.)
and Department of Biomedical Engineering (L.Z.), National University of
Singapore, Singapore; and Department of Diagnostic Imaging, National University
Hospital, Singapore (L.L.S.T., C.C.O.)
| | - Chee Yang Chin
- From the National Heart Research Institute Singapore, National Heart
Centre Singapore, 5 Hospital Dr, 169609 Singapore (C.W., S.L., R.S.T., J.M.F.,
C.Y.C., L.B., Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); The Second
Affiliated Hospital of Nanchang University, Nanchang, China (C.W., Q.W.);
Duke-NUS Medical School, Singapore (S.L., R.S.T., J.M.F., C.Y.C., L.B.,
Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); Department of Cardiology,
National University Heart Centre, Singapore (P.C., A.F.H.L., M.Y.Y.C.); Yong Loo
Lin School of Medicine (P.C., L.L.S.T., C.C.O., Y.J.F.K., A.F.H.L., M.Y.Y.C.)
and Department of Biomedical Engineering (L.Z.), National University of
Singapore, Singapore; and Department of Diagnostic Imaging, National University
Hospital, Singapore (L.L.S.T., C.C.O.)
| | - Ching Ching Ong
- From the National Heart Research Institute Singapore, National Heart
Centre Singapore, 5 Hospital Dr, 169609 Singapore (C.W., S.L., R.S.T., J.M.F.,
C.Y.C., L.B., Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); The Second
Affiliated Hospital of Nanchang University, Nanchang, China (C.W., Q.W.);
Duke-NUS Medical School, Singapore (S.L., R.S.T., J.M.F., C.Y.C., L.B.,
Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); Department of Cardiology,
National University Heart Centre, Singapore (P.C., A.F.H.L., M.Y.Y.C.); Yong Loo
Lin School of Medicine (P.C., L.L.S.T., C.C.O., Y.J.F.K., A.F.H.L., M.Y.Y.C.)
and Department of Biomedical Engineering (L.Z.), National University of
Singapore, Singapore; and Department of Diagnostic Imaging, National University
Hospital, Singapore (L.L.S.T., C.C.O.)
| | - Lohendran Baskaran
- From the National Heart Research Institute Singapore, National Heart
Centre Singapore, 5 Hospital Dr, 169609 Singapore (C.W., S.L., R.S.T., J.M.F.,
C.Y.C., L.B., Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); The Second
Affiliated Hospital of Nanchang University, Nanchang, China (C.W., Q.W.);
Duke-NUS Medical School, Singapore (S.L., R.S.T., J.M.F., C.Y.C., L.B.,
Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); Department of Cardiology,
National University Heart Centre, Singapore (P.C., A.F.H.L., M.Y.Y.C.); Yong Loo
Lin School of Medicine (P.C., L.L.S.T., C.C.O., Y.J.F.K., A.F.H.L., M.Y.Y.C.)
and Department of Biomedical Engineering (L.Z.), National University of
Singapore, Singapore; and Department of Diagnostic Imaging, National University
Hospital, Singapore (L.L.S.T., C.C.O.)
| | - Yung Jih Felix Keng
- From the National Heart Research Institute Singapore, National Heart
Centre Singapore, 5 Hospital Dr, 169609 Singapore (C.W., S.L., R.S.T., J.M.F.,
C.Y.C., L.B., Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); The Second
Affiliated Hospital of Nanchang University, Nanchang, China (C.W., Q.W.);
Duke-NUS Medical School, Singapore (S.L., R.S.T., J.M.F., C.Y.C., L.B.,
Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); Department of Cardiology,
National University Heart Centre, Singapore (P.C., A.F.H.L., M.Y.Y.C.); Yong Loo
Lin School of Medicine (P.C., L.L.S.T., C.C.O., Y.J.F.K., A.F.H.L., M.Y.Y.C.)
and Department of Biomedical Engineering (L.Z.), National University of
Singapore, Singapore; and Department of Diagnostic Imaging, National University
Hospital, Singapore (L.L.S.T., C.C.O.)
| | - Adrian Fatt Hoe Low
- From the National Heart Research Institute Singapore, National Heart
Centre Singapore, 5 Hospital Dr, 169609 Singapore (C.W., S.L., R.S.T., J.M.F.,
C.Y.C., L.B., Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); The Second
Affiliated Hospital of Nanchang University, Nanchang, China (C.W., Q.W.);
Duke-NUS Medical School, Singapore (S.L., R.S.T., J.M.F., C.Y.C., L.B.,
Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); Department of Cardiology,
National University Heart Centre, Singapore (P.C., A.F.H.L., M.Y.Y.C.); Yong Loo
Lin School of Medicine (P.C., L.L.S.T., C.C.O., Y.J.F.K., A.F.H.L., M.Y.Y.C.)
and Department of Biomedical Engineering (L.Z.), National University of
Singapore, Singapore; and Department of Diagnostic Imaging, National University
Hospital, Singapore (L.L.S.T., C.C.O.)
| | - Mark Yan-Yee Chan
- From the National Heart Research Institute Singapore, National Heart
Centre Singapore, 5 Hospital Dr, 169609 Singapore (C.W., S.L., R.S.T., J.M.F.,
C.Y.C., L.B., Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); The Second
Affiliated Hospital of Nanchang University, Nanchang, China (C.W., Q.W.);
Duke-NUS Medical School, Singapore (S.L., R.S.T., J.M.F., C.Y.C., L.B.,
Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); Department of Cardiology,
National University Heart Centre, Singapore (P.C., A.F.H.L., M.Y.Y.C.); Yong Loo
Lin School of Medicine (P.C., L.L.S.T., C.C.O., Y.J.F.K., A.F.H.L., M.Y.Y.C.)
and Department of Biomedical Engineering (L.Z.), National University of
Singapore, Singapore; and Department of Diagnostic Imaging, National University
Hospital, Singapore (L.L.S.T., C.C.O.)
| | - Aaron Sung Lung Wong
- From the National Heart Research Institute Singapore, National Heart
Centre Singapore, 5 Hospital Dr, 169609 Singapore (C.W., S.L., R.S.T., J.M.F.,
C.Y.C., L.B., Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); The Second
Affiliated Hospital of Nanchang University, Nanchang, China (C.W., Q.W.);
Duke-NUS Medical School, Singapore (S.L., R.S.T., J.M.F., C.Y.C., L.B.,
Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); Department of Cardiology,
National University Heart Centre, Singapore (P.C., A.F.H.L., M.Y.Y.C.); Yong Loo
Lin School of Medicine (P.C., L.L.S.T., C.C.O., Y.J.F.K., A.F.H.L., M.Y.Y.C.)
and Department of Biomedical Engineering (L.Z.), National University of
Singapore, Singapore; and Department of Diagnostic Imaging, National University
Hospital, Singapore (L.L.S.T., C.C.O.)
| | - Siang Jin Terrance Chua
- From the National Heart Research Institute Singapore, National Heart
Centre Singapore, 5 Hospital Dr, 169609 Singapore (C.W., S.L., R.S.T., J.M.F.,
C.Y.C., L.B., Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); The Second
Affiliated Hospital of Nanchang University, Nanchang, China (C.W., Q.W.);
Duke-NUS Medical School, Singapore (S.L., R.S.T., J.M.F., C.Y.C., L.B.,
Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); Department of Cardiology,
National University Heart Centre, Singapore (P.C., A.F.H.L., M.Y.Y.C.); Yong Loo
Lin School of Medicine (P.C., L.L.S.T., C.C.O., Y.J.F.K., A.F.H.L., M.Y.Y.C.)
and Department of Biomedical Engineering (L.Z.), National University of
Singapore, Singapore; and Department of Diagnostic Imaging, National University
Hospital, Singapore (L.L.S.T., C.C.O.)
| | - Qinghua Wu
- From the National Heart Research Institute Singapore, National Heart
Centre Singapore, 5 Hospital Dr, 169609 Singapore (C.W., S.L., R.S.T., J.M.F.,
C.Y.C., L.B., Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); The Second
Affiliated Hospital of Nanchang University, Nanchang, China (C.W., Q.W.);
Duke-NUS Medical School, Singapore (S.L., R.S.T., J.M.F., C.Y.C., L.B.,
Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); Department of Cardiology,
National University Heart Centre, Singapore (P.C., A.F.H.L., M.Y.Y.C.); Yong Loo
Lin School of Medicine (P.C., L.L.S.T., C.C.O., Y.J.F.K., A.F.H.L., M.Y.Y.C.)
and Department of Biomedical Engineering (L.Z.), National University of
Singapore, Singapore; and Department of Diagnostic Imaging, National University
Hospital, Singapore (L.L.S.T., C.C.O.)
| | - Swee Yaw Tan
- From the National Heart Research Institute Singapore, National Heart
Centre Singapore, 5 Hospital Dr, 169609 Singapore (C.W., S.L., R.S.T., J.M.F.,
C.Y.C., L.B., Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); The Second
Affiliated Hospital of Nanchang University, Nanchang, China (C.W., Q.W.);
Duke-NUS Medical School, Singapore (S.L., R.S.T., J.M.F., C.Y.C., L.B.,
Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); Department of Cardiology,
National University Heart Centre, Singapore (P.C., A.F.H.L., M.Y.Y.C.); Yong Loo
Lin School of Medicine (P.C., L.L.S.T., C.C.O., Y.J.F.K., A.F.H.L., M.Y.Y.C.)
and Department of Biomedical Engineering (L.Z.), National University of
Singapore, Singapore; and Department of Diagnostic Imaging, National University
Hospital, Singapore (L.L.S.T., C.C.O.)
| | - Soo Teik Lim
- From the National Heart Research Institute Singapore, National Heart
Centre Singapore, 5 Hospital Dr, 169609 Singapore (C.W., S.L., R.S.T., J.M.F.,
C.Y.C., L.B., Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); The Second
Affiliated Hospital of Nanchang University, Nanchang, China (C.W., Q.W.);
Duke-NUS Medical School, Singapore (S.L., R.S.T., J.M.F., C.Y.C., L.B.,
Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); Department of Cardiology,
National University Heart Centre, Singapore (P.C., A.F.H.L., M.Y.Y.C.); Yong Loo
Lin School of Medicine (P.C., L.L.S.T., C.C.O., Y.J.F.K., A.F.H.L., M.Y.Y.C.)
and Department of Biomedical Engineering (L.Z.), National University of
Singapore, Singapore; and Department of Diagnostic Imaging, National University
Hospital, Singapore (L.L.S.T., C.C.O.)
| | - Liang Zhong
- From the National Heart Research Institute Singapore, National Heart
Centre Singapore, 5 Hospital Dr, 169609 Singapore (C.W., S.L., R.S.T., J.M.F.,
C.Y.C., L.B., Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); The Second
Affiliated Hospital of Nanchang University, Nanchang, China (C.W., Q.W.);
Duke-NUS Medical School, Singapore (S.L., R.S.T., J.M.F., C.Y.C., L.B.,
Y.J.F.K., A.S.L.W., S.J.T.C., S.Y.T., S.T.L., L.Z.); Department of Cardiology,
National University Heart Centre, Singapore (P.C., A.F.H.L., M.Y.Y.C.); Yong Loo
Lin School of Medicine (P.C., L.L.S.T., C.C.O., Y.J.F.K., A.F.H.L., M.Y.Y.C.)
and Department of Biomedical Engineering (L.Z.), National University of
Singapore, Singapore; and Department of Diagnostic Imaging, National University
Hospital, Singapore (L.L.S.T., C.C.O.)
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9
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Huang Z, Zhang S, Jin N, Hu Y, Xiao J, Li Z, Yang Y, Sun R, Wang Z, Li X, Xie Y, Wang X. Prognostic value of CAD-RADS classification by coronary CTA in patients with suspected CAD. BMC Cardiovasc Disord 2021; 21:476. [PMID: 34602055 PMCID: PMC8487531 DOI: 10.1186/s12872-021-02286-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 09/24/2021] [Indexed: 12/28/2022] Open
Abstract
BACKGROUND The study sought to compare Coronary Artery Disease Reporting and Data System (CAD-RADS) classification with traditional coronary artery disease (CAD) classifications and Duke Prognostic CAD Index for predicting the risk of all-cause mortality in patients with suspected CAD. METHODS 9625 consecutive suspected CAD patients were assessed by coronary CTA for CAD-RADS classification, traditional CAD classifications and Duke Prognostic CAD Index. Kaplan-Meier and multivariable Cox models were used to estimate all-cause mortality. Discriminatory ability of classifications was assessed using time dependent receiver-operating characteristic (ROC) curves and The Hosmer-Lemeshow goodness-of-fit test was employed to evaluate calibration. RESULTS A total of 540 patients died from all causes with a median follow-up of 4.3 ± 2.1 years. Kaplan-Meier survival curves showed the cumulative events increased significantly associated with CAD-RADS, three traditional CAD classifications and Duke Prognostic CAD Index. In multivariate Cox regressions, the risk for the all-cause death increased from HR 0.861 (95% CI 0.420-1.764) for CAD-RADS 1 to HR 2.761 (95% CI 1.961-3.887) for CAD-RADS 4B&5, using CAD-RADS 0 as the reference group. The relative HRs for all-cause death increased proportionally with the grades of the three traditional CAD classifications and Duke Prognostic CAD Index. The area under the time dependent ROC curve for prediction of all-cause death was 0.7917, 0.7805, 0.7991for CAD-RADS in 1 year, 3 year, 5 year, respectively, which was non-inferior to the traditional CAD classifications and Duke Prognostic CAD Index. CONCLUSIONS The CAD-RADS classification provided important prognostic information for patients with suspected CAD with noninvasive evaluation, which was non-inferior than Duke Prognostic CAD Index and traditional stenosis-based grading schemes in prognostic value of all-cause mortality. Traditional and simplest CAD classification should be preferable, given the more number of groups and complexity of CAD-RADS and Duke prognostic index, without using more time consuming classification.
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Affiliation(s)
- Zengfa Huang
- Department of Radiology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, 26 Shengli Avenue, Jiangan, Wuhan, 430014, Hubei, China
| | - Shutong Zhang
- Department of Radiology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, 26 Shengli Avenue, Jiangan, Wuhan, 430014, Hubei, China
| | - Nan Jin
- Department of Geriatrics, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430022, China
| | - Yun Hu
- Department of Radiology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, 26 Shengli Avenue, Jiangan, Wuhan, 430014, Hubei, China.
| | - Jianwei Xiao
- Department of Radiology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, 26 Shengli Avenue, Jiangan, Wuhan, 430014, Hubei, China
| | - Zuoqin Li
- Department of Radiology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, 26 Shengli Avenue, Jiangan, Wuhan, 430014, Hubei, China
| | - Yang Yang
- Department of Radiology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, 26 Shengli Avenue, Jiangan, Wuhan, 430014, Hubei, China
| | - Ruihong Sun
- Department of Radiology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, 26 Shengli Avenue, Jiangan, Wuhan, 430014, Hubei, China
| | - Zheng Wang
- Department of Radiology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, 26 Shengli Avenue, Jiangan, Wuhan, 430014, Hubei, China
| | - Xiang Li
- Department of Radiology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, 26 Shengli Avenue, Jiangan, Wuhan, 430014, Hubei, China
| | - Yuanliang Xie
- Department of Radiology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, 26 Shengli Avenue, Jiangan, Wuhan, 430014, Hubei, China
| | - Xiang Wang
- Department of Radiology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology, 26 Shengli Avenue, Jiangan, Wuhan, 430014, Hubei, China.
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