Radiomics using CT images for preoperative prediction of futile resection in intrahepatic cholangiocarcinoma.
OBJECTIVES
To investigate and compare radiomics and clinical information for preoperative prediction of futile resection in intrahepatic cholangiocarcinoma (ICC).


METHODS
A total of 203 ICC patients from two centers were included and randomly allocated with a ratio of 7:3 into the training cohort and the validation cohort. Clinical characteristics and radiomics features were selected using random forest algorithm and logistic models to construct a clinical model and a radiomics model, respectively. A combined logistic model that incorporated the developed radiomics signature and clinical risk factors was then built. The performance of these models was evaluated and compared by plotting the receiver operating characteristic (ROC) curve and calculating the area under the curve (AUC).


RESULTS
The radiomics model showed a higher AUC than the clinical model in the validation cohort (AUC: 0.804 (95% CI: 0.697, 0.912) vs. 0.590 (95% CI: 0.415, 0.765), p = 0.043) for predicting futile resection in ICC. The radiomics model reached a sensitivity of 0.846 (95% CI: 0.546, 0.981) and a specificity of 0.771 (95% CI: 0.627, 0.880) in the validation cohort. Moreover, the radiomics model had comparable AUCs with the combined model in training and validation cohorts.


CONCLUSIONS
We presented an internally validated radiomics model for the prediction of futile resection in ICC patients. Compared with clinical information, radiomics using CT images had greater potential for predicting futile resection accurately before surgery.


KEY POINTS
• Radiomics model using CT images could predict futile resection in intrahepatic cholangiocarcinoma preoperatively. • Radiomics model using CT images was superior to clinical information for predicting futile resection accurately before surgery.
['Chu|Hongpeng|H|', 'Liu|Zelong|Z|', 'Liang|Wen|W|', 'Zhou|Qian|Q|', 'Zhang|Ying|Y|', 'Lei|Kai|K|', 'Tang|Mimi|M|', 'Cao|Yiheng|Y|', 'Chen|Shuling|S|', 'Peng|Sui|S|', 'Kuang|Ming|M|http://orcid.org/0000-0002-7397-5779']
D001650:Bile Duct Neoplasms D001653:Bile Ducts, Intrahepatic D018281:Cholangiocarcinoma D006801:Humans D008113:Liver Neoplasms D014057:Tomography, X-Ray Computed
Radiomics Intrahepatic cholangiocarcinoma Surgery Tomography