CT-based delta radiomics in predicting the prognosis of stage IV gastric cancer to immune checkpoint inhibitors

被引:11
作者
Li, Jiazheng [1 ]
Chen, Zifan [2 ]
Chen, Yang [3 ]
Zhao, Jie [4 ]
He, Meng [1 ]
Li, Xiaoting [1 ]
Zhang, Li [2 ]
Dong, Bin [5 ]
Zhang, Xiaotian [3 ]
Tang, Lei [1 ]
Shen, Lin [3 ]
机构
[1] Peking Univ Canc Hosp & Inst, Dept Radiol, Key Lab Carcinogenesis & Translat Res, Minist Educ, Beijing, Peoples R China
[2] Peking Univ, Ctr Data Sci, Beijing, Peoples R China
[3] Peking Univ Canc Hosp & Inst, Dept Gastrointestinal Oncol, Key Lab Carcinogenesis & Translat Res, Minist Educ, Beijing, Peoples R China
[4] Peking Univ, Natl Engn Lab Big Data Anal & Applicat, Beijing, Peoples R China
[5] Peking Univ, Beijing Int Ctr Math Res BICMR, Beijing, Peoples R China
基金
北京市自然科学基金; 中国国家自然科学基金;
关键词
immunotherapy; gastric cancer; prognosis; radiomics; computed tomography;
D O I
10.3389/fonc.2022.1059874
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
IntroductionTo explore the prognostic value of CT-based delta radiomics in predicting the prognosis of patients with stage IV gastric cancer treated with immune checkpoint inhibitors (ICI). Materials and methodsForty-two patients with stage IV gastric cancer, who had received ICI monotherapy, were enrolled in this retrospective study. Baseline and first follow-up CT scans were analyzed. Intratumoral and peritumoral regions of interest (ROI) were contoured, enabling the extraction of 192 features from each ROI. The intraclass correlation coefficients were used to select features with high stability. The least absolute shrinkage and selection operator was used to select features with high weights for predicting patient prognosis. Kaplan-Meier analysis and log-rank test were performed to explore the association between features and progression free survival (PFS). Cox regression analyses were used to identify predictors for PFS. The C-index was used to assess the prediction performance of features. ResultsTwo radiomics features of Delta Vintra_ZV and postVperi_Sphericity were identified from intratumoral and peritumoral regions, respectively. The Kaplan-Meier analysis revealed significant differences in PFS between patients with low and high feature value (Delta Vintra_ZV: P=0.000; postVperi_Sphericity: P=0.012), and the multivariable cox analysis demonstrated that Delta Vintra_ZV was independent predictor for PFS (HR, 1.911; 95% CI: 1.163-3.142; P=0.011), with C-index of 0.705. ConclusionsBased on CT scans at baseline and first follow-up, the delta radiomics features could efficiently predict the PFS of gastric cancer patients treated with ICI therapy.
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页数:11
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