The role of spleen radiomics model for predicting prognosis in esophageal squamous cell carcinoma patients receiving definitive radiotherapy

被引:0
|
作者
Guo, Longxiang [1 ,2 ]
Liu, Ao [1 ,2 ,3 ,4 ]
Geng, Xiaotao [5 ]
Zhao, Zongxing [6 ]
Nie, Yu [7 ]
Wang, Lu [8 ]
Liu, Defeng [1 ,2 ,3 ]
Li, Yi [2 ]
Li, Yuanlin [8 ]
Li, Dianxing [2 ]
Wang, Qiankun [2 ]
Li, Zhichao [2 ]
Liu, Xiuli [1 ,2 ,3 ]
Li, Minghuan [1 ,2 ,9 ]
机构
[1] Shandong Univ, Shandong Canc Hosp, Cheeloo Coll Med, Dept Radiat Oncol, Jinan, Peoples R China
[2] Shandong First Med Univ & Shandong Acad Med Sci, Shandong Canc Hosp & Inst, Dept Radiat Oncol, Jinan, Peoples R China
[3] Shandong Univ, Cheeloo Coll Med, Jinan, Peoples R China
[4] Shandong Univ, Qilu Hosp, Cheeloo Coll Med, Dept Radiat Oncol, Jinan, Peoples R China
[5] Weifang Peoples Hosp, Dept Radiat Oncol, Weifang, Peoples R China
[6] Shandong First Med Univ, Liaocheng Peoples Hosp, Dept Radiat Oncol, Liaocheng, Peoples R China
[7] Shandong Second Prov Gen Hosp, Dept Tumor Radiotherapy, Jinan, Peoples R China
[8] Weifang Med Univ, Sch Clin Med, Weifang, Peoples R China
[9] Shandong First Med Univ & Shandong Acad Med Sci, Shandong Canc Hosp & Inst, Dept Radiat Oncol, Jinan 250117, Peoples R China
基金
中国国家自然科学基金;
关键词
esophageal squamous cell cancer; radiomics; spleen; computed tomography; prognosis; CANCER STATISTICS; CHEMORADIOTHERAPY; LYMPHOPENIA;
D O I
10.1111/1759-7714.15276
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
BackgroundThe spleen plays an important role in systemic antitumor immune response, but whether spleen imaging features have predictive effect for prognosis and immune status was unknown. The aim of this study was to investigate computed tomography (CT)-based spleen radiomics to predict the prognosis of patients with esophageal squamous cell carcinoma (ESCC) underwent definitive radiotherapy (dRT) and to try to find its association with systemic immunity.MethodsThis retrospective study included 201 ESCC patients who received dRT. Patients were randomly divided into training (n = 142) and validation (n = 59) groups. The pre- and delta-radiomic features were extracted from enhanced CT images. LASSO-Cox regression was used to select the radiomics signatures most associated with progression-free survival (PFS) and overall survival (OS). Independent prognostic factors were identified by univariate and multivariate Cox analyses. The ROC curve and C-index were used to evaluate the predictive performance. Finally, the correlation between spleen radiomics and immune-related hematological parameters was analyzed by spearman correlation analysis.ResultsIndependent prognostic factors involved TNM stage, treatment regimen, tumor location, pre- or delta-Rad-score. The AUC of the delta-radiomics combined model was better than other models in the training and validation groups in predicting PFS (0.829 and 0.875, respectively) and OS (0.857 and 0.835, respectively). Furthermore, some spleen delta-radiomic features are significantly correlated with delta-ALC (absolute lymphocyte count) and delta-NLR (neutrophil-to-lymphocyte ratio).ConclusionsSpleen radiomics is expected to be a useful noninvasive tool for predicting the prognosis and evaluating systemic immune status for ESCC patients underwent dRT. To investigate CT-based spleen radiomics to predict the prognosis of patients with esophageal squamous cell carcinoma (ESCC) underwent definitive radiotherapy (dRT). A total of 201 ESCC patients underwent dRT (training group, n = 142, validation group, n = 59). The spleen radiomic features extracted from enhanced CT images to calculate spleen Rad-score, the combination of spleen Rad-score and clinical factors to establish prognosis prediction model. Independent prognostic factors to predict PFS and OS included TNM stage, treatment regimens, tumor location and spleen Rad-score. The combined model of spleen Rad-score and clinical characteristics achieved good effect for predicting PFS and OS. Spleen radiomics is expected to be a useful noninvasive tool for predicting the prognosis for ESCC patients underwent dRT. image
引用
收藏
页码:947 / 964
页数:18
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