Li Zhenwu, Li Jiayi, Li Zonghan, Sun Ning, Zhang Qifeng, Song Hongcheng, Zhang Weiping
Department of Urology, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China.
Department of Imaging, Beijing Children's Hospital, Capital Medical University, National Center for Children's Health, Beijing, China.
Quant Imaging Med Surg. 2023 Jul 1;13(7):4234-4244. doi: 10.21037/qims-22-1129. Epub 2023 May 8.
Bilateral Wilms tumor (BWT) is a relatively rare malignant renal tumor in children. Nephron-sparing surgery (NSS) is the preferred surgical approach for treating BWT, but lacks uniform surgical indications worldwide. This study aimed to summarize the clinical and imaging features of BWT children, establish a radiomics nomogram, and predict the feasibility of NSS for improving outcomes.
A 12-year retrospective single-center review was conducted on clinical data and preoperative imaging features of BWT patients. The tumor kidneys were divided into NSS and non-NSS groups. Logistic regression analysis was performed to identify independent predictors and develop a prediction model of the feasibility of NSS in BWT patients. A radiomics nomogram was constructed and internally validated by the parametric bootstrapping method.
A total of 58 BWT patients (115 renal units) were included in this study. After evaluations based on preoperative imaging and clinical data, 94 renal units underwent NSS with negative resection margins and were included in the NSS group, whereas 16 renal units with positive resection margins, macroscopic residual, or total nephrectomies were included in the non-NSS group. Tumor size [odds ratio (OR): 0.540, 95% confidence interval (CI): 0.308-0.945], relationship with the collecting system (OR: 0.013, 95% CI: 0.0004-0.370), and remaining renal parenchyma (RRP) proportion (OR: 71.23, 95% CI: 1.632-3108.8) were identified as independent predictors for NSS. A nomogram was constructed based on these factors, which demonstrated great consistency between the predicted and observed feasibility of NSS. The model presented with good discriminative ability [area under the curve (AUC), 0.982]. The decision curve analysis (DCA) revealed the clinical usefulness of the model.
This study analyzed the clinical and preoperative imaging data of BWT patients and identified three independent predictors for the feasibility of NSS, including tumor size, relationship with the collecting system, and residual renal parenchyma proportion. The radiomics nomogram established in this study can provide individualized predictions to assist clinicians in making better decisions and improving patient outcomes.
双侧肾母细胞瘤(BWT)是儿童相对罕见的恶性肾肿瘤。保留肾单位手术(NSS)是治疗BWT的首选手术方法,但全球缺乏统一的手术指征。本研究旨在总结BWT患儿的临床和影像学特征,建立影像组学列线图,并预测NSS改善预后的可行性。
对BWT患者的临床资料和术前影像学特征进行了为期12年的回顾性单中心研究。将患肾分为NSS组和非NSS组。进行逻辑回归分析以确定独立预测因素,并建立BWT患者NSS可行性的预测模型。构建影像组学列线图,并通过参数自举法进行内部验证。
本研究共纳入58例BWT患者(115个肾单位)。根据术前影像学和临床资料评估后,94个肾单位接受了NSS且切缘阴性,被纳入NSS组,而16个切缘阳性、肉眼残留或行全肾切除术的肾单位被纳入非NSS组。肿瘤大小[比值比(OR):0.540,95%置信区间(CI):0.308 - 0.945]、与集合系统的关系(OR:0.013,95%CI:0.0004 - 0.370)以及剩余肾实质(RRP)比例(OR:71.23,95%CI:1.632 - 3108.8)被确定为NSS的独立预测因素。基于这些因素构建了列线图,该列线图显示NSS预测可行性与观察到的可行性之间具有高度一致性。该模型具有良好的判别能力[曲线下面积(AUC),0.982]。决策曲线分析(DCA)揭示了该模型的临床实用性。
本研究分析了BWT患者的临床和术前影像学数据,确定了NSS可行性的三个独立预测因素,包括肿瘤大小、与集合系统的关系以及残留肾实质比例。本研究建立的影像组学列线图可提供个体化预测,以协助临床医生做出更好的决策并改善患者预后。