基于影像学模型的胸腔镜下老年肺癌患者术后肺不张风险评估。

IF 1.6 3区 医学 Q2 SURGERY
Bin Liu, Xi Chen, Wuchang Deng
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引用次数: 0

摘要

背景:肺癌是老年人死亡的主要原因。胸腔镜手术虽然微创,但由于年龄和合并症,该组患者术后肺不张的风险更大。本研究的目的是确定老年肺癌患者肺不张的危险因素,并建立临床预测的nomogram模型。方法:回顾性分析322例老年肺癌患者的临床资料,按7:3的比例分为训练组(226例)和验证组(96例)。通过单因素和多因素logistic回归确定术后肺不张的独立危险因素。建立nomogram预测模型,并对判别(ROC曲线)、校准(Hosmer-Lemeshow检验,校准曲线)和临床效用(decision curve analysis, DCA)进行评估。结果:多因素logistic回归分析显示,胸腔镜下老年肺癌患者术后肺不张的独立危险因素为:年龄≥70岁、吸烟史、术前FEV1降低、肺叶切除术。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Risk assessment of postoperative atelectasis in elderly lung cancer patients undergoing thoracoscopic surgery based on a nomogram model.

Background: Lung cancer is a leading cause of death in the elderly. Thoracoscopic surgery, though minimally invasive, poses a greater risk of postoperative atelectasis in this group owing to age and comorbidities. The aim of this study was to identify risk factors for atelectasis in elderly lung cancer patients and develop a nomogram model for clinical prediction.

Methods: Clinical data from 322 elderly patients with lung cancer were retrospectively analysed and split into a training set (n = 226) and a validation set (n = 96) at a 7:3 ratio. Independent risk factors for postoperative atelectasis were identified via univariate and multivariate logistic regression. A nomogram prediction model was constructed and evaluated for discrimination (ROC curves), calibration (Hosmer-Lemeshow test, calibration curves), and clinical utility (decision curve analysis, DCA).

Results: The multivariate logistic regression analysis revealed that the independent risk factors for postoperative atelectasis (P < 0.05) were age ≥ 70 years, a smoking history, decreased preoperative forced expiratory volume in one second (FEV1), and lobectomy. The areas under the ROC curves of the nomogram model were 0.826 (95% CI: 0.767-0.885) and 0.918 (95% CI: 0.802-0.991) in the training and validation sets, respectively. The calibration curves demonstrated a strong consistency between the predicted and observed outcomes. The DCA curves revealed that the model provided a high net clinical benefit when the threshold probability ranged from 0.07 to 0.60, with a maximum net benefit of 73%.

Conclusion: The independent risk factors identified for postoperative atelectasis in elderly lung cancer patients undergoing thoracoscopic surgery are age ≥ 70 years, smoking history, reduced preoperative FEV1, and lobectomy.

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来源期刊
BMC Surgery
BMC Surgery SURGERY-
CiteScore
2.90
自引率
5.30%
发文量
391
审稿时长
58 days
期刊介绍: BMC Surgery is an open access, peer-reviewed journal that considers articles on surgical research, training, and practice.
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