A Long-term Survival Risk Prediction Model for Patients with Superficial Esophageal Squamous Cell Carcinoma.

IF 4.3 3区 材料科学 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC ACS Applied Electronic Materials Pub Date : 2024-10-14 eCollection Date: 2024-01-01 DOI:10.7150/jca.99042
Ruoyun Yang, Min Wei, Xin Yu, Wei Su, Xiaoying Zhou, Han Chen, Guoxin Zhang
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Abstract

Objectives: Given the data regarding the long-term prognosis of superficial esophageal squamous cell carcinoma (SESCC) is still lacking, we aimed to identify reliable prognostic factors and establish a high-precision prognosis model for patients with SESCC. Methods: A retrospective cohort study was conducted including patients with SESCC at a high-volume tertiary medical center. The primary outcome was disease-specific survival (DSS) at the end of follow-up (minimum of 29 months). Independent prognostic factors including innovative hematological and clinicopathological parameters were identified using comprehensive and novel statistical methods including best subset regression (BSR), the univariate and multivariate Cox analysis, lasso regression, and a dynamic nomogram model was established. Results: A total of 1,171 patients were finally enrolled. The median follow-up time is 83 months (range 29-149 months). Ten independent prognostic risk factors for a poor DSS were identified as follows: male (P=0.127), higher Charlson Comorbidity Index (CCI) (P=0.006), poorly differentiated tumor (P<0.001), lymphovascular invasion (LVI) (P<0.001), lymph node metastasis (LNM) (P<0.001), additional treatment (P=0.007), neutrophils over 32.2x109/L (P=0.003), red blood cell (RBC) lower than 4.45x1012/L (P<0.001), hemoglobin (Hb) lower than or equal to 98 g/L (P=0.023), alpha-fetoprotein (AFP) higher than 3.24 ng/ml (P=0.034). Subsequently, an online dynamic nomogram was established (https://yryouzu-tools.shinyapps.io/DynNomapp/). This prediction model showed favourable discrimination ability (area under the curve (AUC) was 0.913 (95% CI: 88.0 - 94.6) and a well-fitted calibration curve. Conclusions: We successfully established a long-term prognosis model for SESCC, which can be applied to effectively predict survival risks for patients, thus strengthening follow-up strategies.

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浅表食管鳞状细胞癌患者长期生存风险预测模型
研究目的鉴于有关浅表食管鳞状细胞癌(SESCC)长期预后的数据仍然缺乏,我们旨在确定可靠的预后因素,并为 SESCC 患者建立一个高精度的预后模型。研究方法一项回顾性队列研究包括了一家大容量三级医疗中心的 SESCC 患者。主要结果是随访结束时(至少 29 个月)的疾病特异性生存率(DSS)。研究人员采用最佳子集回归(BSR)、单变量和多变量 Cox 分析、套索回归等综合、新颖的统计方法确定了包括创新血液学和临床病理学参数在内的独立预后因素,并建立了动态提名图模型。结果最终共有 1,171 名患者入选。中位随访时间为 83 个月(29-149 个月)。确定了以下十个DSS不良的独立预后风险因素:男性(P=0.127)、夏尔森综合指数(CCI)较高(P=0.006)、肿瘤分化差(PPPP=0.007)、中性粒细胞超过32.2x109/L(P=0.003)、红细胞(RBC)低于4.45x1012/L(PP=0.023)、甲胎蛋白(AFP)高于3.24纳克/毫升(P=0.034)。随后,建立了在线动态提名图(https://yryouzu-tools.shinyapps.io/DynNomapp/)。该预测模型显示出良好的分辨能力(曲线下面积(AUC)为 0.913(95% CI:88.0 - 94.6))和拟合良好的校准曲线。结论我们成功建立了 SESCC 的长期预后模型,可用于有效预测患者的生存风险,从而加强随访策略。
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CiteScore
7.20
自引率
4.30%
发文量
567
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