Preoperative prediction of occult lymph node metastasis in patients with non-small cell lung cancer: a simple and widely applicable model.

IF 2.8 3区 医学 Q2 RESPIRATORY SYSTEM BMC Pulmonary Medicine Pub Date : 2024-11-06 DOI:10.1186/s12890-024-03378-y
Jing-Xiao Li, Gui-Yu Feng, Kun-Lin He, Guo-Sheng Li, Xiang Gao, Guan-Qiang Yan, Long-Qian Wei, Xu He, Yue Li, Zong-Wang Fu, Jun Liu, Hua-Fu Zhou
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Abstract

Objective: Lymph node metastasis (LNM) is one of the most common pathways of metastasis in non-small cell lung cancer (NSCLC). Preoperative assessment of occult lymph node metastasis (OLNM) in NSCLC patients is beneficial for selecting appropriate treatment plans and improving patient prognosis.

Method: A total of 370 NSCLC patients were included in the study. Univariate and multivariate logistic regression analysis were used to screen potential risk factors for OLNM in preoperative NSCLC patients. And establish a nomogram for OLNM in NSCLC patients before surgery. Receiver operating characteristic (ROC) curve, calibration curve, and decision curve analysis (DCA) were used to evaluate the established nomogram.

Result: Both univariate and multivariate logistic regression analyses suggested that multiple tumors, ERBB2 missense mutation, CA125 levels, CA153 levels, tumor site, tumor length, and serum ferritin are potential risk factors for OLNM in NSCLC patients. The constructed nomogram was evaluated, and the consistency index (C-index) and area under the ROC curve of the model were both 0.846. The calibration curve showed that the predicted values of the model had a high degree of fit with the actual observed values, and DCA suggested that the above indicators had good utility.

Conclusion: The personalized scoring prediction model constructed based on multiple tumors, ERBB2 miss mutation, CA125 levels, CA153 levels, tumor site, tumor length, and serum ferritin can screen NSCLC patients who may have OLNM.

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非小细胞肺癌患者隐匿性淋巴结转移的术前预测:一个简单而广泛适用的模型。
目的:淋巴结转移是非小细胞肺癌(NSCLC)最常见的转移途径之一:淋巴结转移(LNM)是非小细胞肺癌(NSCLC)最常见的转移途径之一。术前评估非小细胞肺癌患者的隐匿性淋巴结转移(OLNM)有利于选择合适的治疗方案和改善患者的预后:研究共纳入 370 例 NSCLC 患者。方法:研究共纳入 370 例 NSCLC 患者,采用单变量和多变量逻辑回归分析筛选术前 NSCLC 患者 OLNM 的潜在风险因素,并建立 OLNM 的提名图。并建立了 NSCLC 患者术前 OLNM 的提名图。采用接收者操作特征曲线(ROC)、校准曲线和决策曲线分析(DCA)对建立的提名图进行评估:单变量和多变量逻辑回归分析表明,多发肿瘤、ERBB2错义突变、CA125水平、CA153水平、肿瘤部位、肿瘤长度和血清铁蛋白是NSCLC患者发生OLNM的潜在危险因素。对所构建的提名图进行了评估,该模型的一致性指数(C-index)和ROC曲线下面积均为0.846。校准曲线显示,该模型的预测值与实际观察值高度吻合,DCA表明上述指标具有良好的实用性:基于多发肿瘤、ERBB2缺失突变、CA125水平、CA153水平、肿瘤部位、肿瘤长度和血清铁蛋白构建的个性化评分预测模型可以筛选出可能患有OLNM的NSCLC患者。
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来源期刊
BMC Pulmonary Medicine
BMC Pulmonary Medicine RESPIRATORY SYSTEM-
CiteScore
4.40
自引率
3.20%
发文量
423
审稿时长
6-12 weeks
期刊介绍: BMC Pulmonary Medicine is an open access, peer-reviewed journal that considers articles on all aspects of the prevention, diagnosis and management of pulmonary and associated disorders, as well as related molecular genetics, pathophysiology, and epidemiology.
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