Personalized risk prediction for prolonged ileus after minimally invasive colorectal cancer surgery: in-depth risk factor analysis and model development.

IF 2.5 3区 医学 Q2 GASTROENTEROLOGY & HEPATOLOGY International Journal of Colorectal Disease Pub Date : 2024-07-23 DOI:10.1007/s00384-024-04693-w
Wenchao Xiu, Yalin Zhang, Yifan Man, Zongping Yu, Dawei Ren
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Abstract

Purpose: Despite the increasing preference for minimally invasive surgery for colorectal cancer (CRC), the incidence of prolonged postoperative ileus (PPOI) remains high. Thus, this study aimed to identify risk factors for PPOI in patients with CRC who underwent minimally invasive surgery (MICRS) and to develop a practical nomogram for predicting individual PPOI risk.

Methods: A consecutive series of 2368 patients who underwent MICRS between 2013 and 2023 at two tertiary academic centers were retrospectively studied. Using the data from 1895 patients in the training cohort, a multivariable logistic regression model was employed to select significant variables for the construction of a best-fit nomogram. The nomogram was internally and externally validated.

Results: PPOI occurred in 9.5% of patients. Six independent risk factors were identified to construct a nomogram: advanced age (OR 1.055, P = 0.002), male sex (OR 2.914, P = 0.011), age-adjusted Charlson comorbidity index ≥ 6 (OR 2.643, P = 0.025), preoperative sarcopenia (OR 0.857, P = 0.02), preoperative prognostic nutritional index (OR 2.206, P = 0.047), and intraoperative fluid overload (OR 2.227, P = 0.045). The AUCs of the model for predicting PPOI in the training and external validation cohorts were 0.887 and 0.838, respectively. The calibration curves demonstrated excellent consistency between the nomogram-predicted and observed probabilities in both cohorts. Individuals with a total nomogram score of < 197 or ≥ 197 were considered to be at low or high risk for PPOI, respectively.

Conclusions: The integrated nomogram we developed could provide personalized risk prediction of PPOI after MICRS. This quantification enables surgeons to implement personalized prevention strategies, thereby improving patient outcomes.

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微创结直肠癌手术后长时间回肠梗阻的个性化风险预测:深入的风险因素分析和模型开发。
目的:尽管人们越来越倾向于采用微创手术治疗结直肠癌(CRC),但术后长期回肠梗阻(PPOI)的发生率仍然很高。因此,本研究旨在确定接受微创手术(MICRS)的 CRC 患者发生 PPOI 的风险因素,并制定一个实用的提名图来预测个人的 PPOI 风险:回顾性研究了2013年至2023年间在两家三级学术中心接受MICRS手术的2368例患者。利用训练队列中 1895 名患者的数据,采用多变量逻辑回归模型选择重要变量,构建最佳拟合提名图。该提名图经过了内部和外部验证:结果:9.5%的患者发生了PPOI。结果:PPOI 发生在 9.5% 的患者中,为构建提名图确定了六个独立的风险因素:高龄(OR 1.055,P = 0.002)、男性(OR 2.914,P = 0.011)、年龄调整后 Charlson 合并症指数 ≥ 6(OR 2.643,P = 0.025)、术前肌少症(OR 0.857,P = 0.02)、术前预后营养指数(OR 2.206,P = 0.047)和术中液体超负荷(OR 2.227,P = 0.045)。该模型在训练组和外部验证组中预测 PPOI 的 AUC 分别为 0.887 和 0.838。校准曲线显示,两个队列中的提名图预测概率与观察概率之间具有极好的一致性。结论:我们开发的综合提名图可以为患者提供更多的信息:我们开发的综合提名图可以对 MICRS 后的 PPOI 进行个性化风险预测。这种量化方法使外科医生能够实施个性化的预防策略,从而改善患者的预后。
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来源期刊
CiteScore
4.90
自引率
3.60%
发文量
206
审稿时长
3-8 weeks
期刊介绍: The International Journal of Colorectal Disease, Clinical and Molecular Gastroenterology and Surgery aims to publish novel and state-of-the-art papers which deal with the physiology and pathophysiology of diseases involving the entire gastrointestinal tract. In addition to original research articles, the following categories will be included: reviews (usually commissioned but may also be submitted), case reports, letters to the editor, and protocols on clinical studies. The journal offers its readers an interdisciplinary forum for clinical science and molecular research related to gastrointestinal disease.
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