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Wang S, Yao J, Li K, Yang H, Lu S, He G, Wu W, Cheng W, Jiang T, Ding H, Jing X, Yan Y, Liu F, Yu J, Han Z, Cheng Z, Tan S, Li X, Dou J, Li Y, Qi E, Zhang Y, Liang P, Yu X. Nomogram based on Sonazoid contrast-enhanced ultrasound to differentiate intrahepatic cholangiocarcinoma and poorly differentiated hepatocellular carcinoma: a prospective multicenter study. Abdom Radiol (NY) 2023; 48:3101-3113. [PMID: 37436451 DOI: 10.1007/s00261-023-03993-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Revised: 06/17/2023] [Accepted: 06/18/2023] [Indexed: 07/13/2023]
Abstract
OBJECTIVES The aim of this study was to develop a predictive model based on Sonazoid contrast-enhanced ultrasound (SCEUS) and clinical features to discriminate poorly differentiated hepatocellular carcinoma (P-HCC) from intrahepatic cholangiocarcinoma (ICC). PATIENTS AND METHOD Forty-one ICC and forty-nine P-HCC patients were enrolled in this study. The CEUS LI-RADS category was assigned according to CEUS LI-RADS version 2017. Based on SCEUS and clinical features, a predicated model was established. Multivariate logistic regression analysis and LASSO logistic regression were used to identify the most valuable features, 400 times repeated 3-fold cross-validation was performed on the nomogram model and the model performance was determined by its discrimination, calibration, and clinical usefulness. RESULTS Multivariate logistic regression and LASSO logistic regression indicated that age (> 51 y), viral hepatitis (No), AFP level (≤ 20 µg/L), washout time (≤ 45 s), and enhancement level in the Kupffer phase (Defect) were valuable predictors related to ICC. The area under the receiver operating characteristic (AUC) of the nomogram was 0.930 (95% CI: 0.856-0.973), much higher than the subjective assessment by the sonographers and CEUS LI-RADS categories. The calibration curve showed that the predicted incidence was more consistent with the actual incidence of ICC, and 400 times repeated 3-fold cross-validation revealed good discrimination with a mean AUC of 0.851. Decision curve analysis showed that the nomogram could increase the net benefit for patients. CONCLUSIONS The nomogram based on SCEUS and clinical features can effectively differentiate P-HCC from ICC.
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Affiliation(s)
- Shuo Wang
- Department of Interventional Ultrasound, First Medical Center of Chinese PLA General Hospital, No.28 Fuxing Road, Beijing, 100853, China
- Chinese PLA Medical School, Beijing, 100853, China
| | - Jundong Yao
- Department of Interventional Ultrasound, First Medical Center of Chinese PLA General Hospital, No.28 Fuxing Road, Beijing, 100853, China
- Department of Ultrasound, The First Affiliated Hospital of Henan University of Science and Technology, Luoyang, 471000, China
| | - Kaiyan Li
- Department of Ultrasound, Affiliated Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, 430030, China
| | - Hong Yang
- Department of Ultrasound, The First Affiliated Hospital of Guangxi medical University, Nanning, 530021, China
| | - Shichun Lu
- Department of Hepatobiliary Surgery, First Medical Center of Chinese PLA General Hospital, Beijing, 100853, China
| | - Guangzhi He
- Department of Ultrasound, University of Chinese Academy of Sciences Shenzhen Hospital, Guangming District, Shenzhen, 518000, China
| | - Wei Wu
- Department of Ultrasound, Peking University Cancer Hospital & Institute, Beijing, 100142, China
| | - Wen Cheng
- Department of Ultrasonography, Harbin Medical University Cancer Hospital, Harbin, 150000, China
| | - Tianan Jiang
- Department of Ultrasound Medicine, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310000, China
| | - Hong Ding
- Department of Ultrasound, Huashan Hospital, Fudan University, Shanghai, 200040, China
| | - Xiang Jing
- Department of Ultrasound, Tianjin Third Central Hospital, Tianjin, 300170, China
| | - Yuanyuan Yan
- Department of Ultrasound, Zhengzhou Central Hospital Affiliated to Zhengzhou University, Henan, 450007, China
| | - Fangyi Liu
- Department of Interventional Ultrasound, Fifth Medical Center of ChinesePLA General Hospital, No.28 Fuxing Road, Beijing, 100853, China
| | - Jie Yu
- Department of Interventional Ultrasound, Fifth Medical Center of ChinesePLA General Hospital, No.28 Fuxing Road, Beijing, 100853, China
| | - Zhiyu Han
- Department of Interventional Ultrasound, Fifth Medical Center of ChinesePLA General Hospital, No.28 Fuxing Road, Beijing, 100853, China
| | - Zhigang Cheng
- Department of Interventional Ultrasound, Fifth Medical Center of ChinesePLA General Hospital, No.28 Fuxing Road, Beijing, 100853, China
| | - Shuilian Tan
- Department of Interventional Ultrasound, Fifth Medical Center of ChinesePLA General Hospital, No.28 Fuxing Road, Beijing, 100853, China
| | - Xin Li
- Department of Interventional Ultrasound, Fifth Medical Center of ChinesePLA General Hospital, No.28 Fuxing Road, Beijing, 100853, China
| | - Jianping Dou
- Department of Interventional Ultrasound, Fifth Medical Center of ChinesePLA General Hospital, No.28 Fuxing Road, Beijing, 100853, China
| | - Yunlin Li
- Department of Interventional Ultrasound, First Medical Center of Chinese PLA General Hospital, No.28 Fuxing Road, Beijing, 100853, China
| | - Erpeng Qi
- Department of Interventional Ultrasound, First Medical Center of Chinese PLA General Hospital, No.28 Fuxing Road, Beijing, 100853, China
| | - Yiqiong Zhang
- Department of Interventional Ultrasound, First Medical Center of Chinese PLA General Hospital, No.28 Fuxing Road, Beijing, 100853, China
| | - Ping Liang
- Department of Interventional Ultrasound, Fifth Medical Center of ChinesePLA General Hospital, No.28 Fuxing Road, Beijing, 100853, China.
| | - Xiaoling Yu
- Department of Interventional Ultrasound, First Medical Center of Chinese PLA General Hospital, No.28 Fuxing Road, Beijing, 100853, China.
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Li L, Zou X, Zheng W, Li Y, Xu X, Li K, Su Z, Han J, Li Q, Zuo Y, Xie S, Wen H, Wang J, Guo Z, Zou R, Zhou J. Contrast-enhanced US with Sulfur Hexafluoride and Perfluorobutane: LI-RADS for Diagnosing Hepatocellular Carcinoma. Radiology 2023; 308:e230150. [PMID: 37642573 DOI: 10.1148/radiol.230150] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/31/2023]
Abstract
Background Liver Imaging Reporting and Data System (LI-RADS) was designed for contrast-enhanced US (CEUS) with pure blood pool agents to diagnose hepatocellularfcarcinoma (HCC), such as sulfur hexafluoride (SHF), but Kupffer-cell agents, such as perfluorobutane (PFB), allow additional lesion characterization in the Kupffer phase yet remain unaddressed. Purpose To compare the diagnostic performance of three algorithms for HCC diagnosis: two algorithms based on CEUS LI-RADS version 2017 for both SHF and PFB and a modified algorithm incorporating Kupffer-phase findings for PFB. Materials and Methods This multicenter prospective study enrolled high-risk patients for HCC from June 2021 to December 2021. Each participant underwent same-day SHF-enhanced US followed by PFB-enhanced US. Each liver observation was assigned three LI-RADS categories according to each algorithm: LI-RADS SHF, LI-RADS PFB, and modified PFB. For modified PFB, observations at least 10 mm with nonrim arterial phase hyperenhancement were upgraded LR-4 to LR-5 if there was no washout with a Kupffer defect and were reassigned LR-M to LR-5 if there was early washout with mild Kupffer defect. The reference standard was pathologic confirmation or composite (typical CT or MRI features, or 1-year size stability and/or reduction). Diagnostic metrics of LR-5 for HCC using the three algorithms were calculated and compared using the McNemar test. Results Overall, 375 patients (mean age, 56 years ± 11 [SD]; 318 male patients, 57 female patients) with 424 observations (345 HCCs, 40 non-HCC malignancies, 39 benign lesions) were enrolled. PFB and SHF both using LI-RADS showed no significant difference in sensitivity (60% vs 58%; P = .41) and specificity (96% vs 95%; P > .99). The modified algorithm with PFB had increased sensitivity (80% vs 58%; P < .001) and a nonsignificant decrease in specificity (92% vs 95%; P = .73) compared with LI-RADS SHF. Conclusion Based on CEUS LI-RADS version 2017, both SHF and PFB achieved high specificity and relatively low sensitivity for HCC diagnosis. When incorporating Kupffer-phase findings, PFB had higher sensitivity without loss of specificity. Chinese Clinical Trial Registry no. ChiCTR2100047035 © RSNA, 2023 Supplemental material is available for this article. See also the editorial by Kim in this issue.
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Affiliation(s)
- Lingling Li
- From the Department of Ultrasound, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 651 Dongfeng Road East, Guangzhou 510060, China (L.L., X.Z., W.Z., Y.L., J.H., Q.L., J.W., Z.G., R.Z., J.Z.); Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China (Y.L.); Department of Ultrasound, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China (X.X.); Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (K.L.); Department of Ultrasound, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China (Z.S.); Department of Ultrasound Imaging, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China (Y.Z.); Department of Ultrasound, The First People's Hospital of Foshan, Foshan, China (S.X.); and Department of Ultrasound, Huizhou Central People's Hospital, Huizhou, China (H.W.)
| | - Xuebin Zou
- From the Department of Ultrasound, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 651 Dongfeng Road East, Guangzhou 510060, China (L.L., X.Z., W.Z., Y.L., J.H., Q.L., J.W., Z.G., R.Z., J.Z.); Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China (Y.L.); Department of Ultrasound, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China (X.X.); Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (K.L.); Department of Ultrasound, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China (Z.S.); Department of Ultrasound Imaging, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China (Y.Z.); Department of Ultrasound, The First People's Hospital of Foshan, Foshan, China (S.X.); and Department of Ultrasound, Huizhou Central People's Hospital, Huizhou, China (H.W.)
| | - Wei Zheng
- From the Department of Ultrasound, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 651 Dongfeng Road East, Guangzhou 510060, China (L.L., X.Z., W.Z., Y.L., J.H., Q.L., J.W., Z.G., R.Z., J.Z.); Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China (Y.L.); Department of Ultrasound, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China (X.X.); Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (K.L.); Department of Ultrasound, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China (Z.S.); Department of Ultrasound Imaging, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China (Y.Z.); Department of Ultrasound, The First People's Hospital of Foshan, Foshan, China (S.X.); and Department of Ultrasound, Huizhou Central People's Hospital, Huizhou, China (H.W.)
| | - Yu Li
- From the Department of Ultrasound, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 651 Dongfeng Road East, Guangzhou 510060, China (L.L., X.Z., W.Z., Y.L., J.H., Q.L., J.W., Z.G., R.Z., J.Z.); Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China (Y.L.); Department of Ultrasound, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China (X.X.); Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (K.L.); Department of Ultrasound, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China (Z.S.); Department of Ultrasound Imaging, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China (Y.Z.); Department of Ultrasound, The First People's Hospital of Foshan, Foshan, China (S.X.); and Department of Ultrasound, Huizhou Central People's Hospital, Huizhou, China (H.W.)
| | - Xiaohong Xu
- From the Department of Ultrasound, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 651 Dongfeng Road East, Guangzhou 510060, China (L.L., X.Z., W.Z., Y.L., J.H., Q.L., J.W., Z.G., R.Z., J.Z.); Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China (Y.L.); Department of Ultrasound, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China (X.X.); Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (K.L.); Department of Ultrasound, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China (Z.S.); Department of Ultrasound Imaging, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China (Y.Z.); Department of Ultrasound, The First People's Hospital of Foshan, Foshan, China (S.X.); and Department of Ultrasound, Huizhou Central People's Hospital, Huizhou, China (H.W.)
| | - Kai Li
- From the Department of Ultrasound, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 651 Dongfeng Road East, Guangzhou 510060, China (L.L., X.Z., W.Z., Y.L., J.H., Q.L., J.W., Z.G., R.Z., J.Z.); Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China (Y.L.); Department of Ultrasound, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China (X.X.); Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (K.L.); Department of Ultrasound, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China (Z.S.); Department of Ultrasound Imaging, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China (Y.Z.); Department of Ultrasound, The First People's Hospital of Foshan, Foshan, China (S.X.); and Department of Ultrasound, Huizhou Central People's Hospital, Huizhou, China (H.W.)
| | - Zhongzhen Su
- From the Department of Ultrasound, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 651 Dongfeng Road East, Guangzhou 510060, China (L.L., X.Z., W.Z., Y.L., J.H., Q.L., J.W., Z.G., R.Z., J.Z.); Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China (Y.L.); Department of Ultrasound, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China (X.X.); Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (K.L.); Department of Ultrasound, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China (Z.S.); Department of Ultrasound Imaging, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China (Y.Z.); Department of Ultrasound, The First People's Hospital of Foshan, Foshan, China (S.X.); and Department of Ultrasound, Huizhou Central People's Hospital, Huizhou, China (H.W.)
| | - Jing Han
- From the Department of Ultrasound, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 651 Dongfeng Road East, Guangzhou 510060, China (L.L., X.Z., W.Z., Y.L., J.H., Q.L., J.W., Z.G., R.Z., J.Z.); Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China (Y.L.); Department of Ultrasound, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China (X.X.); Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (K.L.); Department of Ultrasound, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China (Z.S.); Department of Ultrasound Imaging, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China (Y.Z.); Department of Ultrasound, The First People's Hospital of Foshan, Foshan, China (S.X.); and Department of Ultrasound, Huizhou Central People's Hospital, Huizhou, China (H.W.)
| | - Qing Li
- From the Department of Ultrasound, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 651 Dongfeng Road East, Guangzhou 510060, China (L.L., X.Z., W.Z., Y.L., J.H., Q.L., J.W., Z.G., R.Z., J.Z.); Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China (Y.L.); Department of Ultrasound, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China (X.X.); Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (K.L.); Department of Ultrasound, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China (Z.S.); Department of Ultrasound Imaging, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China (Y.Z.); Department of Ultrasound, The First People's Hospital of Foshan, Foshan, China (S.X.); and Department of Ultrasound, Huizhou Central People's Hospital, Huizhou, China (H.W.)
| | - Yanling Zuo
- From the Department of Ultrasound, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 651 Dongfeng Road East, Guangzhou 510060, China (L.L., X.Z., W.Z., Y.L., J.H., Q.L., J.W., Z.G., R.Z., J.Z.); Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China (Y.L.); Department of Ultrasound, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China (X.X.); Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (K.L.); Department of Ultrasound, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China (Z.S.); Department of Ultrasound Imaging, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China (Y.Z.); Department of Ultrasound, The First People's Hospital of Foshan, Foshan, China (S.X.); and Department of Ultrasound, Huizhou Central People's Hospital, Huizhou, China (H.W.)
| | - Shousong Xie
- From the Department of Ultrasound, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 651 Dongfeng Road East, Guangzhou 510060, China (L.L., X.Z., W.Z., Y.L., J.H., Q.L., J.W., Z.G., R.Z., J.Z.); Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China (Y.L.); Department of Ultrasound, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China (X.X.); Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (K.L.); Department of Ultrasound, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China (Z.S.); Department of Ultrasound Imaging, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China (Y.Z.); Department of Ultrasound, The First People's Hospital of Foshan, Foshan, China (S.X.); and Department of Ultrasound, Huizhou Central People's Hospital, Huizhou, China (H.W.)
| | - Hong Wen
- From the Department of Ultrasound, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 651 Dongfeng Road East, Guangzhou 510060, China (L.L., X.Z., W.Z., Y.L., J.H., Q.L., J.W., Z.G., R.Z., J.Z.); Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China (Y.L.); Department of Ultrasound, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China (X.X.); Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (K.L.); Department of Ultrasound, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China (Z.S.); Department of Ultrasound Imaging, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China (Y.Z.); Department of Ultrasound, The First People's Hospital of Foshan, Foshan, China (S.X.); and Department of Ultrasound, Huizhou Central People's Hospital, Huizhou, China (H.W.)
| | - Jianwei Wang
- From the Department of Ultrasound, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 651 Dongfeng Road East, Guangzhou 510060, China (L.L., X.Z., W.Z., Y.L., J.H., Q.L., J.W., Z.G., R.Z., J.Z.); Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China (Y.L.); Department of Ultrasound, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China (X.X.); Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (K.L.); Department of Ultrasound, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China (Z.S.); Department of Ultrasound Imaging, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China (Y.Z.); Department of Ultrasound, The First People's Hospital of Foshan, Foshan, China (S.X.); and Department of Ultrasound, Huizhou Central People's Hospital, Huizhou, China (H.W.)
| | - Zhixing Guo
- From the Department of Ultrasound, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 651 Dongfeng Road East, Guangzhou 510060, China (L.L., X.Z., W.Z., Y.L., J.H., Q.L., J.W., Z.G., R.Z., J.Z.); Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China (Y.L.); Department of Ultrasound, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China (X.X.); Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (K.L.); Department of Ultrasound, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China (Z.S.); Department of Ultrasound Imaging, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China (Y.Z.); Department of Ultrasound, The First People's Hospital of Foshan, Foshan, China (S.X.); and Department of Ultrasound, Huizhou Central People's Hospital, Huizhou, China (H.W.)
| | - Ruhai Zou
- From the Department of Ultrasound, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 651 Dongfeng Road East, Guangzhou 510060, China (L.L., X.Z., W.Z., Y.L., J.H., Q.L., J.W., Z.G., R.Z., J.Z.); Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China (Y.L.); Department of Ultrasound, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China (X.X.); Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (K.L.); Department of Ultrasound, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China (Z.S.); Department of Ultrasound Imaging, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China (Y.Z.); Department of Ultrasound, The First People's Hospital of Foshan, Foshan, China (S.X.); and Department of Ultrasound, Huizhou Central People's Hospital, Huizhou, China (H.W.)
| | - Jianhua Zhou
- From the Department of Ultrasound, Sun Yat-Sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, 651 Dongfeng Road East, Guangzhou 510060, China (L.L., X.Z., W.Z., Y.L., J.H., Q.L., J.W., Z.G., R.Z., J.Z.); Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China (Y.L.); Department of Ultrasound, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China (X.X.); Department of Ultrasound, The Third Affiliated Hospital of Sun Yat-sen University, Guangzhou, China (K.L.); Department of Ultrasound, The Fifth Affiliated Hospital of Sun Yat-sen University, Zhuhai, China (Z.S.); Department of Ultrasound Imaging, Affiliated Cancer Hospital & Institute of Guangzhou Medical University, Guangzhou, China (Y.Z.); Department of Ultrasound, The First People's Hospital of Foshan, Foshan, China (S.X.); and Department of Ultrasound, Huizhou Central People's Hospital, Huizhou, China (H.W.)
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