Development of a Nomogram-Based Online Calculator for Predicting Cancer-Specific Survival in Patients With Digestive Tract Mixed Neuroendocrine-Non-Neuroendocrine Neoplasms (MiNENs): An Analysis of the SEER Database

IF 1.9 Q4 ONCOLOGY Cancer reports Pub Date : 2025-02-19 DOI:10.1002/cnr2.70156
Jing Tang, Siqi Wei, Guobin Tang, Ping Zhao
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Abstract

Aims

Mixed neuroendocrine-non-neuroendocrine neoplasms (MiNENs) represent a rare and heterogeneous subgroup of neoplasms that typically consist of a neuroendocrine (NE) component, most commonly neuroendocrine carcinoma (NEC), alongside a non-neuroendocrine (non-NE) component. They commonly occur in the digestive tract, and their prognosis is influenced by multiple factors. This article aimed to identify factors that affect the cancer-specific survival (CSS) of MiNENs and develop an effective nomogram-based online calculator to validate its effectiveness.

Methods

The clinical, pathological, epidemiological, and survival data of patients with digestive tract MiNENs were collected from the Surveillance, Epidemiology, and End Results (SEER) database spanning from 2000 to 2020. Then, the dataset was divided into a training cohort and a validation cohort. The χ2 test or Fisher's exact test was utilized to assess differences in demographic and clinicopathological characteristics between the two groups. Kaplan–Meier survival curves and log-rank tests were employed to conduct survival analysis. Additionally, univariate and multivariate Cox regression analyses were performed to identify potential prognostic factors and develop nomograms and an online calculator for predicting CSS at 1, 3, and 5 years. Lastly, the predictive ability of the online calculator was subsequently compared with the sixth edition of the American Joint Committee on Cancer (AJCC) TNM staging system using the Harrell concordance index (C-index), the area under the receiver operating characteristic curve (AUC), calibration curve, and decision curve analysis (DCA).

Results

A total of 330 patients were randomly assigned to two groups, namely, the training cohort (n = 231) and the validation cohort (n = 99). The log-rank test revealed a significant association between the lower cumulative survival and age ≥ 65 years, poor tumor grade, lack of surgical treatment, TNM stages III and IV, and distant metastasis. In the training cohort, a nomogram incorporating grade, surgery, TNM stage, and tumor metastasis was developed, which demonstrated favorable calibration and discriminatory capabilities. Compared to TNM staging, the nomogram exhibited satisfactory performance in predicting 1-year, 3-year, and 5-year CSS rates. The C-index value was 0.787 in the training cohort and 0.738 in the validation cohort, respectively. In the training cohort, the nomogram achieved an AUC of 85.81%, 85.86%, and 87.32% for 1-year CSS, 3-year CSS, and 5-year CSS, respectively. In contrast, these AUC values were 78.46%, 81.50%, and 83.88% in the validation cohort, respectively.

Conclusions

The developed online calculator offers a novel approach to predicting the prognosis of patients with digestive tract MiNENs. Indeed, it can accurately predict the CSS of these patients over 1, 3, and 5 years, thereby assisting in enhancing prognosis and formulating appropriate treatment strategies.

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用于预测消化道混合神经内分泌-非神经内分泌肿瘤(MiNENs)患者癌症特异性生存的基于nomogram在线计算器的开发:对SEER数据库的分析
目的混合神经内分泌-非神经内分泌肿瘤(MiNENs)是一种罕见且异质性的肿瘤亚群,通常由神经内分泌(NE)成分组成,最常见的是神经内分泌癌(NEC),以及非神经内分泌(non-NE)成分。它通常发生在消化道,其预后受多种因素的影响。本文旨在确定影响MiNENs癌症特异性生存(CSS)的因素,并开发一种有效的基于nomogram在线计算器来验证其有效性。方法收集2000 - 2020年SEER (Surveillance, Epidemiology, and End Results)数据库中消化道minen患者的临床、病理、流行病学和生存资料。然后,将数据集分为训练队列和验证队列。采用χ2检验或Fisher精确检验评估两组间人口学和临床病理特征的差异。采用Kaplan-Meier生存曲线和log-rank检验进行生存分析。此外,进行单变量和多变量Cox回归分析,以确定潜在的预后因素,并开发nomogram和在线计算器,用于预测1、3和5年的CSS。最后,将在线计算器的预测能力与第六版美国癌症联合委员会(AJCC) TNM分期系统进行比较,采用Harrell一致性指数(C-index)、受试者工作特征曲线下面积(AUC)、校准曲线和决策曲线分析(DCA)。结果330例患者随机分为训练组(n = 231)和验证组(n = 99)。log-rank检验显示,较低的累积生存率与年龄≥65岁、肿瘤分级差、缺乏手术治疗、TNM III期和IV期以及远处转移之间存在显著相关性。在培训队列中,开发了包含分级、手术、TNM分期和肿瘤转移的nomogram (nomogram),显示出良好的校准和区分能力。与TNM分期相比,nomogram在预测1年、3年和5年CSS发生率方面表现令人满意。训练组c指数为0.787,验证组c指数为0.738。在训练队列中,1年CSS、3年CSS和5年CSS的nomogram AUC分别为85.81%、85.86%和87.32%。相比之下,这些AUC值在验证队列中分别为78.46%,81.50%和83.88%。结论开发的在线计算器为预测消化道MiNENs患者的预后提供了一种新的方法。确实,它可以准确预测这些患者在1年、3年和5年的CSS,从而有助于改善预后和制定适当的治疗策略。
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来源期刊
Cancer reports
Cancer reports Medicine-Oncology
CiteScore
2.70
自引率
5.90%
发文量
160
审稿时长
17 weeks
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