Department of Radiotherapy Center, 1St Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.
Department of Radiology, 1St Affiliated Hospital of Wenzhou Medical University, Wenzhou, China.
Radiol Med. 2023 Jun;128(6):679-688. doi: 10.1007/s11547-023-01646-1. Epub 2023 May 15.
The value of adding radiotherapy (RT) is still unclear for patients with gastric cancer (GC) after D2 lymphadenectomy. The purpose of this study is to predict and compare the overall survival (OS) and disease-free survival (DFS) of GC patients treated by chemotherapy and chemoradiation based on contrast-enhanced CT (CECT) radiomics.
A total of 154 patients treated by chemotherapy and chemoradiation in authors' hospital were retrospectively reviewed and randomly divided into the training and testing cohorts (7:3). Radiomics features were extracted from contoured tumor volumes in CECT using the pyradiomics software. Radiomics score and nomogram with integrated clinical factors were developed to predict the OS and DFS and evaluated with Harrell's Consistency Index (C-index).
Radiomics score achieved a C index of 0.721(95%CI: 0.681-0.761) and 0.774 (95%CI: 0.738-0.810) in the prediction of DFS and OS for GC patients treated by chemotherapy and chemoradiation, respectively. The benefits of additional RT only demonstrated in subgroup of GC patients with Lauren intestinal type and perineural invasion (PNI). Integrating clinical factors further improved the prediction ability of radiomics models with a C-index of 0.773 (95%CI: 0.736-0.810) and 0.802 (95%CI: 0.765-0.839) for DFS and OS, respectively.
CECT based radiomics is feasible to predict the OS and DFS for GC patients underwent chemotherapy and chemoradiation after D2 resection. The benefits of additional RT only observed in GC patients with intestinal cancer and PNI.
在接受 D2 淋巴结清扫术的胃癌(GC)患者中,添加放疗(RT)的价值仍不清楚。本研究的目的是基于增强 CT(CECT)放射组学预测和比较接受化疗和放化疗治疗的 GC 患者的总生存(OS)和无病生存(DFS)。
回顾性分析了作者医院接受化疗和放化疗治疗的 154 例患者,将其随机分为训练组和测试组(7:3)。使用 pyradiomics 软件从 CECT 勾画的肿瘤体积中提取放射组学特征。建立了整合临床因素的放射组学评分和列线图,以预测 OS 和 DFS,并通过 Harrell 一致性指数(C-index)进行评估。
放射组学评分在预测接受化疗和放化疗治疗的 GC 患者的 DFS 和 OS 方面,分别获得了 0.721(95%CI:0.681-0.761)和 0.774(95%CI:0.738-0.810)的 C 指数。额外的 RT 益处仅在 GC 患者的肠型和神经周围侵犯(PNI)亚组中显示。整合临床因素进一步提高了放射组学模型的预测能力,DFS 和 OS 的 C 指数分别为 0.773(95%CI:0.736-0.810)和 0.802(95%CI:0.765-0.839)。
CECT 基于放射组学可预测接受 D2 切除术后接受化疗和放化疗的 GC 患者的 OS 和 DFS。额外的 RT 益处仅在具有肠癌和 PNI 的 GC 患者中观察到。