Nomogram development and validation to predict Ki-67 expression of hepatocellular carcinoma derived from Gd-EOB-DTPA-enhanced MRI combined with T1 mapping
被引:8
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作者:
Liu, Ziwei
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Southern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R ChinaSouthern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R China
Liu, Ziwei
[1
]
Yang, Shaomin
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机构:
Southern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R China
Guangzhou Med Univ, Dept Radiol, Affiliated Shunde Hosp, Foshan, Peoples R ChinaSouthern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R China
Yang, Shaomin
[1
,2
]
Chen, Xinjie
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机构:
Southern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R ChinaSouthern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R China
Chen, Xinjie
[1
]
Luo, Chun
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机构:
First Peoples Hosp Foshan, Dept Radiol, Foshan, Peoples R ChinaSouthern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R China
Luo, Chun
[3
]
Feng, Jieying
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South China Univ Technol, Affiliated Hosp 6, Dept Radiol, Foshan, Peoples R ChinaSouthern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R China
Feng, Jieying
[4
]
Chen, Haixiong
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Southern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R ChinaSouthern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R China
Chen, Haixiong
[1
]
Ouyang, Fusheng
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机构:
Southern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R ChinaSouthern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R China
Ouyang, Fusheng
[1
]
Zhang, Rong
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Southern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R ChinaSouthern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R China
Zhang, Rong
[1
]
Li, Xiaohong
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Southern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R ChinaSouthern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R China
Li, Xiaohong
[1
]
Liu, Wei
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Southern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R ChinaSouthern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R China
Liu, Wei
[1
]
Guo, Baoliang
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机构:
Southern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R ChinaSouthern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R China
Guo, Baoliang
[1
]
Hu, Qiugen
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Southern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R ChinaSouthern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R China
Hu, Qiugen
[1
]
机构:
[1] Southern Med Univ, Shunde Hosp, Peoples Hosp Shunde 1, Dept Radiol, Foshan, Peoples R China
[2] Guangzhou Med Univ, Dept Radiol, Affiliated Shunde Hosp, Foshan, Peoples R China
[3] First Peoples Hosp Foshan, Dept Radiol, Foshan, Peoples R China
[4] South China Univ Technol, Affiliated Hosp 6, Dept Radiol, Foshan, Peoples R China
ObjectiveAs an important biomarker to reflect tumor cell proliferation and tumor aggressiveness, Ki-67 is closely related to the high early recurrence rate and poor prognosis, and pretreatment evaluation of Ki-67 expression possibly provides a more accurate prognosis assessment and more better treatment plan. We aimed to develop a nomogram based on gadolinium ethoxybenzyl diethylenetriamine pentaacetic acid (Gd-EOB-DTPA)-enhanced magnetic resonance imaging (MRI) combined with T1 mapping to predict Ki-67 expression in hepatocellular carcinoma (HCC). MethodsThis two-center study retrospectively enrolled 148 consecutive patients who underwent preoperative Gd-EOB-DTPA-enhanced MRI T1 mapping and surgically confirmed HCC from July 2019 to December 2020. The correlation between quantitative parameters from T1 mapping, ADC, and Ki-67 was explored. Three cohorts were constructed: a training cohort (n = 73) and an internal validation cohort (n = 31) from Shunde Hospital of Southern Medical University, and an external validation cohort (n = 44) from the Sixth Affiliated Hospital, South China University of Technology. The clinical variables and MRI qualitative and quantitative parameters associational with Ki-67 expression were analyzed by univariate and multivariate logistic regression analyses. A nomogram was developed based on these associated with Ki-67 expression in the training cohort and validated in the internal and external validation cohorts. ResultsT1rt-Pre and T1rt-20min were strongly positively correlated with Ki-67 (r = 0.627, r = 0.607, P < 0.001); the apparent diffusion coefficient value was moderately negatively correlated with Ki-67 (r = -0.401, P < 0.001). Predictors of Ki-67 expression included in the nomogram were peritumoral enhancement, peritumoral hypointensity, T1rt-20min, and tumor margin, while arterial phase hyperenhancement (APHE) was not a significant predictor even included in the regression model. The nomograms achieved good concordance indices in predicting Ki-67 expression in the training and two validation cohorts (0.919, 0.925, 0.850), respectively. ConclusionsT1rt-Pre and T1rt-20min had a strong positive correlation with the Ki-67 expression in HCC, and Gd-EOB-DTPA enhanced MRI combined with T1 mapping-based nomogram effectively predicts high Ki-67 expression in HCC.
机构:
Sun Yat Sen Univ, Affiliated Hosp 5, Dept Radiol, Zhuhai 519000, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 5, Dept Radiol, Zhuhai 519000, Peoples R China
Song, Tengfei
Tao, Yuxi
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Sun Yat Sen Univ, Affiliated Hosp 5, Dept Radiol, Zhuhai 519000, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 5, Dept Radiol, Zhuhai 519000, Peoples R China
Tao, Yuxi
Xian, Shiping
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Sun Yat Sen Univ, Affiliated Hosp 5, Dept Pathol, Zhuhai 519000, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 5, Dept Radiol, Zhuhai 519000, Peoples R China
Xian, Shiping
Cheng, Ci
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Sun Yat Sen Univ, Affiliated Hosp 5, Dept Radiol, Zhuhai 519000, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 5, Dept Radiol, Zhuhai 519000, Peoples R China
Cheng, Ci
Chen, Binghui
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Sun Yat Sen Univ, Affiliated Hosp 5, Dept Radiol, Zhuhai 519000, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 5, Dept Radiol, Zhuhai 519000, Peoples R China
Chen, Binghui
Chen, Ming
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Sun Yat Sen Univ, Affiliated Hosp 5, Dept Radiol, Zhuhai 519000, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 5, Dept Radiol, Zhuhai 519000, Peoples R China
Chen, Ming
Ma, Xiangyuan
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Shantou Univ, Coll Engn, Dept Biomed Engn, Shantou 515063, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 5, Dept Radiol, Zhuhai 519000, Peoples R China
Ma, Xiangyuan
Liu, Ye
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Sun Yat Sen Univ, Affiliated Hosp 5, Dept Pathol, Zhuhai 519000, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 5, Dept Radiol, Zhuhai 519000, Peoples R China
Liu, Ye
Zhang, Yaqin
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Sun Yat Sen Univ, Affiliated Hosp 5, Dept Radiol, Zhuhai 519000, Peoples R ChinaSun Yat Sen Univ, Affiliated Hosp 5, Dept Radiol, Zhuhai 519000, Peoples R China
机构:
Guilin Med Univ, Dept Radiol, Affiliated Hosp, Guilin 54100, Peoples R ChinaGuilin Med Univ, Dept Radiol, Affiliated Hosp, Guilin 54100, Peoples R China
He, Hui
Li, Xiaotian
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Guilin Med Univ, Dept Radiol, Affiliated Hosp, Guilin 54100, Peoples R ChinaGuilin Med Univ, Dept Radiol, Affiliated Hosp, Guilin 54100, Peoples R China
Li, Xiaotian
Liu, Jing
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Guilin Med Univ, Dept Radiol, Affiliated Hosp, Guilin 54100, Peoples R ChinaGuilin Med Univ, Dept Radiol, Affiliated Hosp, Guilin 54100, Peoples R China
Liu, Jing
Tong, Qiuyun
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Guilin Med Univ, Dept Radiol, Affiliated Hosp, Guilin 54100, Peoples R ChinaGuilin Med Univ, Dept Radiol, Affiliated Hosp, Guilin 54100, Peoples R China
Tong, Qiuyun
Ling, Min
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Guangxi Med Univ, Affiliated Hosp 1, Dept Radiol, Nanning 530021, Peoples R ChinaGuilin Med Univ, Dept Radiol, Affiliated Hosp, Guilin 54100, Peoples R China
Ling, Min
Zeng, Zisan
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Guangxi Med Univ, Affiliated Hosp 1, Dept Radiol, Nanning 530021, Peoples R ChinaGuilin Med Univ, Dept Radiol, Affiliated Hosp, Guilin 54100, Peoples R China
Zeng, Zisan
Zhou, Zhipeng
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Guilin Med Univ, Dept Radiol, Affiliated Hosp, Guilin 54100, Peoples R ChinaGuilin Med Univ, Dept Radiol, Affiliated Hosp, Guilin 54100, Peoples R China
机构:
Sichuan Univ, West China Hosp, Dept Radiol, Chengdu, Peoples R ChinaSichuan Univ, West China Hosp, Dept Radiol, Chengdu, Peoples R China
Li, Qian
Zhang, Tong
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Sichuan Univ, West China Hosp, Dept Radiol, Chengdu, Peoples R ChinaSichuan Univ, West China Hosp, Dept Radiol, Chengdu, Peoples R China
Zhang, Tong
Yao, Shan
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Sichuan Univ, West China Hosp, Dept Radiol, Chengdu, Peoples R ChinaSichuan Univ, West China Hosp, Dept Radiol, Chengdu, Peoples R China
Yao, Shan
Gao, Feifei
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Sichuan Univ, West China Hosp, Dept Radiol, Chengdu, Peoples R ChinaSichuan Univ, West China Hosp, Dept Radiol, Chengdu, Peoples R China
Gao, Feifei
Nie, Lisha
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GE Healthcare China, MRI Res, Beijing, Peoples R ChinaSichuan Univ, West China Hosp, Dept Radiol, Chengdu, Peoples R China
Nie, Lisha
Tang, Hehan
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Sichuan Univ, West China Hosp, Dept Radiol, Chengdu, Peoples R ChinaSichuan Univ, West China Hosp, Dept Radiol, Chengdu, Peoples R China
Tang, Hehan
Song, Bin
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Sichuan Univ, West China Hosp, Dept Radiol, Chengdu, Peoples R China
Sanya Peoples Hosp, Dept Radiol, Sanya, Peoples R ChinaSichuan Univ, West China Hosp, Dept Radiol, Chengdu, Peoples R China
Song, Bin
Wei, Yi
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Sichuan Univ, West China Hosp, Dept Radiol, Chengdu, Peoples R ChinaSichuan Univ, West China Hosp, Dept Radiol, Chengdu, Peoples R China
机构:
Xi An Jiao Tong Univ, Affiliated Hosp 1, Dept Ultrasound, Xian, Shaanxi, Peoples R China
Yokohama City Univ, Med Ctr, Gastroenterol Ctr, 4-57 Urafune Cho,Minami Ku, Yokohama, Kanagawa 2320024, JapanXi An Jiao Tong Univ, Affiliated Hosp 1, Dept Ultrasound, Xian, Shaanxi, Peoples R China
Wang, Feiqian
Numata, Kazushi
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Yokohama City Univ, Med Ctr, Gastroenterol Ctr, 4-57 Urafune Cho,Minami Ku, Yokohama, Kanagawa 2320024, JapanXi An Jiao Tong Univ, Affiliated Hosp 1, Dept Ultrasound, Xian, Shaanxi, Peoples R China
Numata, Kazushi
Funaoka, Akihiro
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Yokohama City Univ, Med Ctr, Gastroenterol Ctr, 4-57 Urafune Cho,Minami Ku, Yokohama, Kanagawa 2320024, JapanXi An Jiao Tong Univ, Affiliated Hosp 1, Dept Ultrasound, Xian, Shaanxi, Peoples R China
Funaoka, Akihiro
Liu, Xi
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Xi An Jiao Tong Univ, Affiliated Hosp 1, Dept Pathol, Xian, Shaanxi, Peoples R ChinaXi An Jiao Tong Univ, Affiliated Hosp 1, Dept Ultrasound, Xian, Shaanxi, Peoples R China
Liu, Xi
Kumamoto, Takafumi
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Yokohama City Univ, Med Ctr, Gastroenterol Ctr, 4-57 Urafune Cho,Minami Ku, Yokohama, Kanagawa 2320024, JapanXi An Jiao Tong Univ, Affiliated Hosp 1, Dept Ultrasound, Xian, Shaanxi, Peoples R China
Kumamoto, Takafumi
Takeda, Kazuhisa
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Yokohama City Univ, Med Ctr, Gastroenterol Ctr, 4-57 Urafune Cho,Minami Ku, Yokohama, Kanagawa 2320024, JapanXi An Jiao Tong Univ, Affiliated Hosp 1, Dept Ultrasound, Xian, Shaanxi, Peoples R China
Takeda, Kazuhisa
Chuma, Makoto
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Yokohama City Univ, Med Ctr, Gastroenterol Ctr, 4-57 Urafune Cho,Minami Ku, Yokohama, Kanagawa 2320024, JapanXi An Jiao Tong Univ, Affiliated Hosp 1, Dept Ultrasound, Xian, Shaanxi, Peoples R China
Chuma, Makoto
Nozaki, Akito
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Yokohama City Univ, Med Ctr, Gastroenterol Ctr, 4-57 Urafune Cho,Minami Ku, Yokohama, Kanagawa 2320024, JapanXi An Jiao Tong Univ, Affiliated Hosp 1, Dept Ultrasound, Xian, Shaanxi, Peoples R China
Nozaki, Akito
Ruan, Litao
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Xi An Jiao Tong Univ, Affiliated Hosp 1, Dept Ultrasound, Xian, Shaanxi, Peoples R ChinaXi An Jiao Tong Univ, Affiliated Hosp 1, Dept Ultrasound, Xian, Shaanxi, Peoples R China
Ruan, Litao
Maeda, Shin
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Yokohama City Univ, Med Ctr, Gastroenterol Ctr, 4-57 Urafune Cho,Minami Ku, Yokohama, Kanagawa 2320024, Japan
Yokohama City Univ, Grad Sch Med, Div Gastroenterol, Yokohama, Kanagawa, JapanXi An Jiao Tong Univ, Affiliated Hosp 1, Dept Ultrasound, Xian, Shaanxi, Peoples R China
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Qingdao Univ, Dept Radiol, Affiliated Hosp, Qingdao, Peoples R ChinaQingdao Univ, Dept Radiol, Affiliated Hosp, Qingdao, Peoples R China
Tian, Yaqi
Hua, Hui
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Qingdao Univ, Dept Thyroid Surg, Affiliated Hosp, Qingdao, Peoples R ChinaQingdao Univ, Dept Radiol, Affiliated Hosp, Qingdao, Peoples R China
Hua, Hui
Peng, Qiqi
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Qingdao Univ, Dept Radiol, Affiliated Hosp, Qingdao, Peoples R ChinaQingdao Univ, Dept Radiol, Affiliated Hosp, Qingdao, Peoples R China
Peng, Qiqi
Zhang, Zaixian
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Qingdao Univ, Dept Radiol, Affiliated Hosp, Qingdao, Peoples R ChinaQingdao Univ, Dept Radiol, Affiliated Hosp, Qingdao, Peoples R China
Zhang, Zaixian
Wang, Xiaolin
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Qingdao Univ, Dept Radiol, Affiliated Hosp, Qingdao, Peoples R ChinaQingdao Univ, Dept Radiol, Affiliated Hosp, Qingdao, Peoples R China
Wang, Xiaolin
Han, Junqi
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Qingdao Univ, Dept Radiol, Affiliated Hosp, Qingdao, Peoples R ChinaQingdao Univ, Dept Radiol, Affiliated Hosp, Qingdao, Peoples R China
Han, Junqi
Ma, Wenjuan
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Tianjin Med Univ Canc Inst & Hosp, Dept Breast Imaging, Tianjin, Peoples R ChinaQingdao Univ, Dept Radiol, Affiliated Hosp, Qingdao, Peoples R China
Ma, Wenjuan
Chen, Jingjing
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Qingdao Univ, Dept Breast Imaging, Affiliated Hosp, 59 Haier Rd, Qingdao, Shandong, Peoples R ChinaQingdao Univ, Dept Radiol, Affiliated Hosp, Qingdao, Peoples R China
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First Affiliated Hosp Guangxi Med Univ, Dept Radiol, Nanning 530021, Peoples R China
Guangxi Med Univ, Affiliated Hosp 1, Dept Radiol, Nanning 530021, Guangxi, Peoples R ChinaFirst Affiliated Hosp Guangxi Med Univ, Dept Radiol, Nanning 530021, Peoples R China
Zhou, Zhi-Peng
Long, Li-Ling
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First Affiliated Hosp Guangxi Med Univ, Dept Radiol, Nanning 530021, Peoples R China
Guangxi Med Univ, Affiliated Hosp 1, Dept Radiol, Nanning 530021, Guangxi, Peoples R ChinaFirst Affiliated Hosp Guangxi Med Univ, Dept Radiol, Nanning 530021, Peoples R China
Long, Li-Ling
Huang, Li-Juan
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First Affiliated Hosp Guangxi Med Univ, Dept Radiol, Nanning 530021, Peoples R China
Guangxi Med Univ, Affiliated Hosp 1, Dept Radiol, Nanning 530021, Guangxi, Peoples R ChinaFirst Affiliated Hosp Guangxi Med Univ, Dept Radiol, Nanning 530021, Peoples R China
Huang, Li-Juan
Yang, Teng-Fei
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First Affiliated Hosp Guangxi Med Univ, Dept Radiol, Nanning 530021, Peoples R China
Guangxi Med Univ, Affiliated Hosp 1, Dept Radiol, Nanning 530021, Guangxi, Peoples R ChinaFirst Affiliated Hosp Guangxi Med Univ, Dept Radiol, Nanning 530021, Peoples R China
Yang, Teng-Fei
Huang, Zhong-Kui
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First Affiliated Hosp Guangxi Med Univ, Dept Radiol, Nanning 530021, Peoples R China
Guangxi Med Univ, Affiliated Hosp 1, Dept Radiol, Nanning 530021, Guangxi, Peoples R ChinaFirst Affiliated Hosp Guangxi Med Univ, Dept Radiol, Nanning 530021, Peoples R China