A CT-based radiomics approach to predict intra-tumoral tertiary lymphoid structures and recurrence of intrahepatic cholangiocarcinoma

被引:17
作者
Xu, Ying [1 ]
Li, Zhuo [2 ]
Yang, Yi [3 ,4 ]
Li, Lu [1 ]
Zhou, Yanzhao [5 ]
Ouyang, Jingzhong [5 ]
Huang, Zhen [3 ,4 ]
Wang, Sicong [6 ]
Xie, Lizhi [6 ]
Ye, Feng [1 ]
Zhou, Jinxue [5 ]
Ying, Jianming [2 ,3 ]
Zhao, Hong [3 ,4 ]
Zhao, Xinming [1 ]
机构
[1] Chinese Acad Med Sci & Peking Union Med Coll, Canc Hosp, Dept Diagnost Radiol, Natl Canc Ctr,Natl Clin Res Ctr Canc, Beijing, Peoples R China
[2] Chinese Acad Med Sci & Peking Union Med Coll, Canc Hosp, Dept Pathol, Natl Canc Ctr,Natl Clin Res Ctr Canc, Beijing, Peoples R China
[3] Chinese Acad Med Sci & Peking Union Med Coll, Canc Hosp, Dept Hepatobiliary Surg, Natl Canc Ctr, Beijing, Peoples R China
[4] Chinese Acad Med Sci & Peking Union Med Coll, Key Lab Gene Editing Screening & Res & Dev R&D Dig, Beijing, Peoples R China
[5] Zhengzhou Univ, Dept Hepatobiliary & Pancreat Surg, Affiliated Canc Hosp, Zhengzhou, Henan, Peoples R China
[6] Gen Elect Healthcare, Magnet Resonance Imaging Res, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Tertiary lymphoid structures; Intrahepatic cholangiocarcinoma; Radiomics; CT; Recurrence; T-CELL INFILTRATION; PROGNOSIS; IMAGES; IMMUNOTHERAPY;
D O I
10.1186/s13244-023-01527-1
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose:To predict the tertiary lymphoid structures (TLSs) status and recurrence-free survival (RFS) of intrahepatic cholangiocarcinoma (ICC) patients using preoperative CT radiomics. Patients and methods:A total of 116 ICC patients were included (training: 86; external validation: 30). The enhanced CT images were performed for the radiomics model. The logistic regression analysis was applied for the clinical model. The combined model was based on the clinical and radiomics models. Results:A total of 107 radiomics features were extracted, and after being eliminated and selected, six features were combined to establish a radiomics model for TLSs prediction. Arterial phase diffuse hyperenhancement and AJCC 8th stage were combined to construct a clinical model. The combined (radiomics nomogram) model outperformed both the independent radiomics model and clinical model in the training cohort (AUC, 0.85 vs. 0.82 and 0.75, respectively) and was validated in the external validation cohort (AUC, 0.88 vs. 0.86 and 0.71, respectively). Patients in the rad-score no less than -0.76 (low-risk) group showed significantly better RFS than those in the less than -0.76 (high-risk) group (p < 0.001, C-index = 0.678). Patients in the nomogram score no less than -1.16 (low-risk) group showed significantly better RFS than those of the less than -1.16 (high-risk) group (p < 0.001, C-index = 0.723). Conclusions:CT radiomics nomogram could serve as a preoperative biomarker of intratumoral TLSs status, better than independent radiomics or clinical models; preoperative CT radiomics nomogram achieved accurate stratification for RFS of ICC patients, better than the postoperative pathologic TLSs status.
引用
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页数:13
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