II/III期结直肠癌术后早期复发风险预测模型的建立

IF 2.5 4区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY
Feng-Chun Xiong, Ming-Peng Luo, Shan-Ming Ruan
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引用次数: 0

摘要

背景:结直肠癌(CRC)术后一年内复发是II/III期患者面临的重大挑战。目前很少有模型预测这种早期复发与多维考虑的风险分层。目的:建立一种预测II/III期结直肠癌患者术后一年内复发风险的模型。方法:我们在浙江省中医院进行回顾性队列研究,包括349例II/III期结直肠癌患者。收集临床数据,将数据集随机分为训练集(n = 244)和测试集(n = 105)。单因素和多因素logistic回归分析确定了术后复发的危险因素。然后通过对受试者工作特征曲线、校准曲线和决策曲线的分析,构建了nomogram模型,并对模型进行了评价。结果:随访1年,10.9%(38/349)患者复发。单因素分析发现肿瘤大小、淋巴结转移(N2期)、中性粒细胞与淋巴细胞比例、血小板与淋巴细胞比例、疲劳和食欲减退是复发的重要相关因素。多因素logistic回归证实N2分期、食欲减退、肿瘤大小、中性粒细胞与淋巴细胞比值为独立危险因素。模态图模型表现出良好的性能。训练集的受训者操作特征下面积为0.98(95%置信区间:0.97-1.00),测试集的受训者操作特征下面积为0.91(95%置信区间:0.84-0.97)。决策曲线分析曲线显示预测的再发概率与观测的再发概率具有较强的一致性。结论:该模型综合临床、炎症和症状因素,能有效预测II/III期结直肠癌术后早期复发。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Construction of a risk prediction model for early postoperative recurrence in stage II/III colorectal cancer.

Construction of a risk prediction model for early postoperative recurrence in stage II/III colorectal cancer.

Construction of a risk prediction model for early postoperative recurrence in stage II/III colorectal cancer.

Construction of a risk prediction model for early postoperative recurrence in stage II/III colorectal cancer.

Background: Colorectal cancer (CRC) recurrence within a year post-surgery poses significant challenges for stage II/III patients. Few models currently predict this early recurrence with multi-dimensional considerations for risk stratification.

Aim: To develop a model for predicting the risk of recurrence within one year after surgery in patients with stage II/III CRC.

Methods: We conducted a retrospective cohort study at Zhejiang Provincial Hospital of Chinese Medicine, including 349 stage II/III CRC patients. Clinical data were collected, and the dataset was randomly divided into training (n = 244) and testing (n = 105) sets. Univariate and multivariate logistic regression analyses identified risk factors for postoperative recurrence. Then a nomogram model was constructed and evaluated via receiver operating characteristic curves, calibration curves and decision curve analysis.

Results: During the one-year follow-up, 10.9% (38/349) of patients experienced recurrence. Univariate analysis identified tumor size, lymph node metastasis (N2 stage), neutrophil-to-lymphocyte ratio, platelet-to-lymphocyte ratio, fatigue, and appetite loss as significant correlates of recurrence. Multivariate logistic regression confirmed N2 stage, appetite loss, tumor size, and neutrophil-to-lymphocyte ratio as independent risk factors. The nomogram model showed excellent performance. The area under the receiver operating characteristic was 0.98 (95% confidence interval: 0.97-1.00) in training set and 0.91 (95% confidence interval: 0.84-0.97) in testing set. The decision curve analysis curves showed strong concordance between predicted and observed recurrence probabilities.

Conclusion: The model effectively predicts early postoperative recurrence in stage II/III CRC, integrating clinical, inflammatory, and symptomatic factors.

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来源期刊
World Journal of Gastrointestinal Oncology
World Journal of Gastrointestinal Oncology Medicine-Gastroenterology
CiteScore
4.20
自引率
3.30%
发文量
1082
期刊介绍: The World Journal of Gastrointestinal Oncology (WJGO) is a leading academic journal devoted to reporting the latest, cutting-edge research progress and findings of basic research and clinical practice in the field of gastrointestinal oncology.
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