Zhou Y N, Jiang W C, Gao X D, Wang X F, Sun Y H
Department of General Surgery, Zhongshan Hospital, Fudan University, Shanghai 200032, China.
Zhonghua Wei Chang Wai Ke Za Zhi. 2024 Jul 25;27(7):711-717. doi: 10.3760/cma.j.cn441530-20230922-00103.
To investigate the risk factors for lymph node metastasis in patients with early gastric cancer and establish a model for prediction of risk. The cohort of this retrospective observational study comprised 1096 patients who had undergone radical gastric cancer surgery combined with standard D1 lymphadenectomy and been diagnosed with early gastric cancer by postoperative pathology in Zhongshan Hospital affiliated with Fudan University from January 2016 to July 2022. The patients were allocated to groups with and without lymph node metastases. Clinicopathological characteristics were compared between the two groups and multi-factor logistic regression analysis used to identify independent risk factors for lymph node metastasis in patients with early gastric cancer. Indications for endoscopic resection in the Japanese Gastric Cancer Association (JGCA) guideline were also incorporated into construction of the model. The patient cohort was divided into training and validation sets in a 6:4 ratio. The identified independent risk factors were used to construct a predictive nomogram. Receiver operating characteristic curves were plotted separately and the difference between them in predictive efficacy was compared using the area under the curve (AUC). A total of 1,096 patients with early gastric cancer were included, with 750 males and 346 females. Their average age was (61.4±10.9) years old, and the mean tumor diameter was (23.8±11.4) mm. Among them, 188 patients (17.2%) had positive lymph node metastasis, with 109 cases in N1 stage, 42 cases in N2 stage, and 37 cases in N3 stage. Additionally, 462 patients were in T1a stage, while 634 patients were in T1b stage. Univariate analysis showed that tumor diameter, location, Lauren classification, gross morphology, histological type, intravascular invasion, ulceration, differentiation type and tumor T stage were associated with lymph node metastasis after radical gastrectomy for early gastric cancer (all <0.05). Multifactorial analysis showed that the presence of intravascular invasion (OR=14.822, 95%CI: 9.323-23.572, <0.001), undifferentiated type (OR=3.095, 95%CI: 1.649-5.811, <0.001), tumor T1b (OR=1.798, 95%CI: 1.053-3.079, =0.032), and tumor diameter ≥2 cm (OR=1.229, 95%CI: 1.031-1.469, =0.022) were independent risk factors for lymph node metastasis. The baseline data of the training set and validation set were consistent in terms of balance (all >0.05). We used the above variables to establish a predictive nomogram for lymph node metastasis in patients with early gastric cancer. The AUC values obtained from the validation of the model in the training and validation sets were 0.880 (95%CI: 0.849-0.911) and 0.881 (95%CI: 0.841-0.921), respectively, and were significantly better than the predictive efficacy based on the JGCA guideline (AUC=0.777, 95%CI: 0.746-0.809, <0.001). Patients with early gastric cancer and intravascular invasion, undifferentiated tumors, tumor T1b, and diameter ≥2 cm are at higher risk of postoperative lymph node metastasis than other patients. The predictive model developed in this study more accurately predicts lymph node metastasis in patients with early gastric cancer than previously proposed methods.
探讨早期胃癌患者淋巴结转移的危险因素并建立风险预测模型。本回顾性观察性研究队列包括1096例在复旦大学附属中山医院接受了胃癌根治术联合标准D1淋巴结清扫术且术后病理诊断为早期胃癌的患者。这些患者被分为有淋巴结转移组和无淋巴结转移组。比较两组的临床病理特征,并采用多因素逻辑回归分析确定早期胃癌患者淋巴结转移的独立危险因素。日本胃癌协会(JGCA)指南中内镜切除的指征也被纳入模型构建。患者队列按6:4的比例分为训练集和验证集。将确定的独立危险因素用于构建预测列线图。分别绘制受试者操作特征曲线,并使用曲线下面积(AUC)比较它们在预测效能上的差异。共纳入1096例早期胃癌患者,其中男性750例,女性346例。他们的平均年龄为(61.4±10.9)岁,平均肿瘤直径为(23.8±11.4)mm。其中,188例患者(17.2%)有阳性淋巴结转移,N1期109例,N2期42例,N3期37例。此外,462例患者处于T1a期,634例患者处于T1b期。单因素分析显示,肿瘤直径、位置、Lauren分型、大体形态、组织学类型、血管侵犯、溃疡、分化类型和肿瘤T分期与早期胃癌根治术后淋巴结转移相关(均<0.05)。多因素分析显示,血管侵犯(OR=14.822,95%CI:9.323 - 23.572,<0.001)、未分化型(OR=3.095,95%CI:1.649 - 5.811,<0.001)、肿瘤T1b(OR=1.798,95%CI:1.053 - 3.079,=0.032)和肿瘤直径≥2 cm(OR=1.229,95%CI:1.031 - 1.469,=0.022)是淋巴结转移的独立危险因素。训练集和验证集的基线数据在平衡性方面是一致的(均>0.05)。我们使用上述变量建立了早期胃癌患者淋巴结转移的预测列线图。在训练集和验证集中对模型进行验证得到的AUC值分别为0.880(95%CI:0.849 - (此处原文有误,应为0.911))和0.881(95%CI:0.841 - 0.921),并且显著优于基于JGCA指南的预测效能(AUC=0.777,95%CI:0.746 - 0.809,<0.001)。有血管侵犯、未分化肿瘤、肿瘤T1b且直径≥2 cm的早期胃癌患者术后淋巴结转移风险高于其他患者。本研究开发的预测模型比先前提出的方法能更准确地预测早期胃癌患者的淋巴结转移。