Gadoxetic acid-enhanced MRI combined with T1 mapping and clinical factors to predict Ki-67 expression of hepatocellular carcinoma
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作者:
Qiu, Ganbin
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机构:
Zhaoqing Med Coll, Imaging Dept, Zhaoqing, Peoples R China
First Peoples Hosp Zhaoqing, Dept Radiol, Zhaoqing, Peoples R ChinaZhaoqing Med Coll, Imaging Dept, Zhaoqing, Peoples R China
Qiu, Ganbin
[1
,2
]
Chen, Jincan
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机构:
First Peoples Hosp Zhaoqing, Dept Radiol, Zhaoqing, Peoples R ChinaZhaoqing Med Coll, Imaging Dept, Zhaoqing, Peoples R China
Chen, Jincan
[2
]
Liao, Weixiong
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机构:
Zhaoqing Med Coll, Imaging Dept, Zhaoqing, Peoples R ChinaZhaoqing Med Coll, Imaging Dept, Zhaoqing, Peoples R China
Liao, Weixiong
[1
]
Liu, Yonghui
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机构:
First Peoples Hosp Zhaoqing, Dept Radiol, Zhaoqing, Peoples R ChinaZhaoqing Med Coll, Imaging Dept, Zhaoqing, Peoples R China
Liu, Yonghui
[2
]
Wen, Zhongyan
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First Peoples Hosp Zhaoqing, Dept Radiol, Zhaoqing, Peoples R ChinaZhaoqing Med Coll, Imaging Dept, Zhaoqing, Peoples R China
Wen, Zhongyan
[2
]
Zhao, Yue
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机构:
Cent Peoples Hosp Zhanjiang, Dept Radiol, Zhanjiang, Peoples R China
Jinan Univ, Affiliated Hosp 1, Dept Radiol, Guangzhou, Peoples R ChinaZhaoqing Med Coll, Imaging Dept, Zhaoqing, Peoples R China
Zhao, Yue
[3
,4
]
机构:
[1] Zhaoqing Med Coll, Imaging Dept, Zhaoqing, Peoples R China
[2] First Peoples Hosp Zhaoqing, Dept Radiol, Zhaoqing, Peoples R China
[3] Cent Peoples Hosp Zhanjiang, Dept Radiol, Zhanjiang, Peoples R China
[4] Jinan Univ, Affiliated Hosp 1, Dept Radiol, Guangzhou, Peoples R China
ObjectivesTo explore the predictive value of gadoxetic acid-enhanced magnetic resonance imaging (MRI) combined with T1 mapping and clinical factors for Ki-67 expression in hepatocellular carcinoma (HCC). MethodsA retrospective study was conducted on 185 patients with pathologically confirmed solitary HCC from two institutions. All patients underwent preoperative T1 mapping on gadoxetic acid-enhanced MRI. Patients from institution I (n = 124) and institution II (n = 61) were respectively assigned to the training and validation sets. Univariable and multivariable analyses were performed to assess the correlation of clinico-radiological factors with Ki-67 labeling index (LI). Based on the significant factors, a predictive nomogram was developed and validated for Ki-67 LI. The performance of the nomogram was evaluated on the basis of its calibration, discrimination, and clinical utility. ResultsMultivariable analysis showed that alpha-fetoprotein (AFP) levels > 20ng/mL, neutrophils to lymphocyte ratio > 2.25, non-smooth margin, tumor-to-liver signal intensity ratio in the hepatobiliary phase & LE; 0.6, and post-contrast T1 relaxation time > 705 msec were the independent predictors of Ki-67 LI. The nomogram based on these variables showed the best predictive performance with area under the receiver operator characteristic curve (AUROC) 0.899, area under the precision-recall curve (AUPRC) 0.946 and F1 score of 0.912; the respective values were 0.823, 0.879 and 0.857 in the validation set. The Kaplan-Meier curves illustrated that the cumulative recurrence probability at 2 years was significantly higher in patients with high Ki-67 LI than in those with low Ki-67 LI (39.6% [53/134] vs. 19.6% [10/51], p = 0.011). ConclusionsGadoxetic acid-enhanced MRI combined with T1 mapping and several clinical factors can preoperatively predict Ki-67 LI with high accuracy, and thus enable risk stratification and personalized treatment of HCC patients.
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
Liu, Ziwei
Yang, Shaomin
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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
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
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
Feng, Jieying
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机构:
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
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
Ouyang, Fusheng
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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
Ouyang, Fusheng
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
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
Liu, Wei
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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
Liu, Wei
Guo, Baoliang
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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
Guo, Baoliang
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
机构:
Nantong Univ, Med Coll, Nantong, Jiangsu, Peoples R ChinaNantong Univ, Med Coll, Nantong, Jiangsu, Peoples R China
Rao, Chenyi
Wang, Xinquan
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Nantong Univ, Med Coll, Nantong, Jiangsu, Peoples R China
Nantong Univ, Dept Radiol, Affiliated Hosp, 20 Xisi Rd, Nantong 226001, Jiangsu, Peoples R ChinaNantong Univ, Med Coll, Nantong, Jiangsu, Peoples R China
Wang, Xinquan
Li, Minda
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Nantong Univ, Med Coll, Nantong, Jiangsu, Peoples R China
Nantong Univ, Dept Radiol, Affiliated Hosp, 20 Xisi Rd, Nantong 226001, Jiangsu, Peoples R ChinaNantong Univ, Med Coll, Nantong, Jiangsu, Peoples R China
Li, Minda
Zhou, Guofeng
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Fudan Univ, Zhongshan Hosp, Dept Radiol, Shanghai, Peoples R ChinaNantong Univ, Med Coll, Nantong, Jiangsu, Peoples R China
Zhou, Guofeng
Gu, Hongmei
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Nantong Univ, Med Coll, Nantong, Jiangsu, Peoples R China
Nantong Univ, Dept Radiol, Affiliated Hosp, 20 Xisi Rd, Nantong 226001, Jiangsu, Peoples R ChinaNantong Univ, Med Coll, Nantong, Jiangsu, Peoples R China
机构:
Yonsei Univ, Dept Radiol, Coll Med, 50-1 Yonsei Ro, Seoul 03722, South Korea
Yonsei Univ, Res Inst Radiol Sci, Severance Hosp, 50-1 Yonsei Ro, Seoul 03722, South KoreaYonsei Univ, Dept Radiol, Coll Med, 50-1 Yonsei Ro, Seoul 03722, South Korea
机构:
Zhejiang Prov Peoples Hosp, Affiliated Peoples Hosp, Hangzhou Med Coll, Canc Ctr,Dept Radiol, Hangzhou, Peoples R ChinaZhejiang Prov Peoples Hosp, Affiliated Peoples Hosp, Hangzhou Med Coll, Canc Ctr,Dept Radiol, Hangzhou, Peoples R China
Wu, Cuiyun
Chen, Junfa
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Zhejiang Prov Peoples Hosp, Affiliated Peoples Hosp, Hangzhou Med Coll, Canc Ctr,Dept Radiol, Hangzhou, Peoples R ChinaZhejiang Prov Peoples Hosp, Affiliated Peoples Hosp, Hangzhou Med Coll, Canc Ctr,Dept Radiol, Hangzhou, Peoples R China
Chen, Junfa
Fan, Yuqian
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Hebei Med Univ, Grad Sch, Dept Clin Pathol, Shijiazhuang, Peoples R ChinaZhejiang Prov Peoples Hosp, Affiliated Peoples Hosp, Hangzhou Med Coll, Canc Ctr,Dept Radiol, Hangzhou, Peoples R China
Fan, Yuqian
Zhao, Ming
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Zhejiang Prov Peoples Hosp, Affiliated Peoples Hosp, Hangzhou Med Coll, Canc Ctr,Dept Pathol, Hangzhou, Peoples R ChinaZhejiang Prov Peoples Hosp, Affiliated Peoples Hosp, Hangzhou Med Coll, Canc Ctr,Dept Radiol, Hangzhou, Peoples R China
Zhao, Ming
He, Xiaodong
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Zhejiang Prov Peoples Hosp, Affiliated Peoples Hosp, Hangzhou Med Coll, Canc Ctr,Dept Radiol, Hangzhou, Peoples R ChinaZhejiang Prov Peoples Hosp, Affiliated Peoples Hosp, Hangzhou Med Coll, Canc Ctr,Dept Radiol, Hangzhou, Peoples R China
He, Xiaodong
Wei, Yuguo
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Gen Elect Healthcare, Precis Hlth Inst, Hangzhou, Peoples R ChinaZhejiang Prov Peoples Hosp, Affiliated Peoples Hosp, Hangzhou Med Coll, Canc Ctr,Dept Radiol, Hangzhou, Peoples R China
Wei, Yuguo
Ge, Weidong
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Zhejiang Prov Peoples Hosp, Affiliated Peoples Hosp, Hangzhou Med Coll, Canc Ctr,Dept Ultrasound Med, Hangzhou, Peoples R ChinaZhejiang Prov Peoples Hosp, Affiliated Peoples Hosp, Hangzhou Med Coll, Canc Ctr,Dept Radiol, Hangzhou, Peoples R China
Ge, Weidong
Liu, Yang
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Zhejiang Prov Peoples Hosp, Affiliated Peoples Hosp, Hangzhou Med Coll, Canc Ctr,Dept Ultrasound Med, Hangzhou, Peoples R ChinaZhejiang Prov Peoples Hosp, Affiliated Peoples Hosp, Hangzhou Med Coll, Canc Ctr,Dept Radiol, Hangzhou, Peoples R China