基于术前因素预测胰十二指肠切除术后临床相关的术后胰瘘的nomogram发展和验证。

IF 1.5 3区 医学 Q3 SURGERY
Gland surgery Pub Date : 2025-01-24 Epub Date: 2025-01-20 DOI:10.21037/gs-24-249
Jianjie Sheng, Yifei Yang, Neng Tang, Chenglin Lu, Liang Mao, Yudong Qiu, Xu Fu
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引用次数: 0

摘要

背景:临床相关的术后胰瘘(CR-POPF)仍然是胰十二指肠切除术(PD)后的一个重要并发症,导致住院时间延长、医疗费用增加和死亡率升高。及时识别CR-POPF高危患者对于实施个性化管理策略至关重要。本研究旨在开发并验证一种利用术前因素准确预测PD后CR-POPF的预测图。方法:共招募了2021年2月至2022年12月在单一机构连续接受PD治疗的262例患者,并将其分为培训队列(n=209)和验证队列(n=53)。通过最小绝对收缩和选择算子(LASSO)回归确定CR-POPF的术前危险因素,并使用单变量和多变量logistic回归模型进一步评估。基于训练队列构建预测nomogram,并使用验证队列进行内部验证,并进行额外的交叉验证。采用曲线下面积(AUC)、灵敏度、特异性、校准曲线和决策曲线分析(DCA)来评价nomogram鉴别性能。结果:总体而言,36.2% (n=95)的患者发生CR-POPF。nomogram确定了几个术前因素,包括甘油三酯(TGs)、中性粒细胞、主胰管大小(MPD)、胰腺指数(PI)和胰腺厚度(TP),作为CR-POPF的独立危险因素。受试者工作特征(ROC)曲线的内部验证和交叉验证结果均具有统计学意义(AUC分别为0.761和0.812)。校准曲线显示了nomogram预测结果与实际结果之间的强烈一致性。DCA证实了nomogram临床相关性。nomogram在验证队列中的敏感性和特异性分别为60.9%和90.0%。结论:该预测图基于术前危险因素如TG、中性粒细胞、MPD大小、PI、TP,为预测PD后CR-POPF提供了一种简单、准确的方法,有助于临床医生识别高危患者,优化术前管理策略,提高决策。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Development and validation of a nomogram based on preoperative factors for predicting clinically relevant postoperative pancreatic fistula following pancreaticoduodenectomy.

Background: Clinically relevant postoperative pancreatic fistula (CR-POPF) remains a significant complication after pancreaticoduodenectomy (PD), leading to prolonged hospital stays, increased healthcare costs, and higher mortality rates. Timely recognition of patients at high risk for CR-POPF is critical for the implementation of personalized management strategies. This study aimed to develop and validate a predictive nomogram using preoperative factors to accurately predict CR-POPF after PD.

Methods: A total of 262 consecutive patients who underwent PD between February 2021 and December 2022 at a single institution were enrolled and divided into a training cohort (n=209) and a validation cohort (n=53). Preoperative risk factors for CR-POPF were identified through least absolute shrinkage and selection operator (LASSO) regression and further evaluated using univariate and multivariate logistic regression models. A predictive nomogram was constructed based on the training cohort and validated internally using the validation cohort, with additional cross-validation. The nomogram's discriminative performance was evaluated using the area under the curve (AUC), sensitivity, specificity, calibration curves, and decision curve analysis (DCA).

Results: Overall, 36.2% (n=95) patients developed CR-POPF. The nomogram identified several preoperative factors, including triglycerides (TGs), neutrophils, the size of the main pancreatic duct (MPD), pancreatic index (PI), and thickness of the pancreas (TP), as independent risk factors for CR-POPF. Internal and cross-validation of receiver operating characteristic (ROC) curves yielded statistically significant results (AUC =0.761 and 0.812, respectively). Calibration curves demonstrated strong agreement between the nomogram's predictions and actual outcomes. DCA confirmed the nomogram's substantial clinical relevance. The sensitivity and specificity of the nomogram in the validation cohort were 60.9% and 90.0%, respectively.

Conclusions: This predictive nomogram, based on preoperative risk factors such as TG, neutrophils, the size of MPD, PI, and TP, provides a simple and accurate method for predicting CR-POPF after PD, aiding clinicians in identifying high-risk patients and optimizing preoperative management strategies to improve decision-making.

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来源期刊
Gland surgery
Gland surgery Medicine-Surgery
CiteScore
3.60
自引率
0.00%
发文量
113
期刊介绍: Gland Surgery (Gland Surg; GS, Print ISSN 2227-684X; Online ISSN 2227-8575) being indexed by PubMed/PubMed Central, is an open access, peer-review journal launched at May of 2012, published bio-monthly since February 2015.
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