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尘肺病合并自发性气胸患者常规治疗后气胸复发的影响因素及列线图预测模型分析
Analysis of influencing factors and nomogram prediction model for pneumothorax recurrence after routine treatment in patients with pneumoconiosis complicated with spontaneous pneumothorax

内科 页码:162-168

作者机构:广西壮族自治区职业病防治研究院(广西壮族自治区工人医院) 1 呼吸与危重症医学科,2 神经内科,南宁市 530021

DOI:10.16121/j.cnki.cn45-1347/r.2025.02.08

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目的 探究尘肺病合并自发性气胸患者常规治疗后气胸复发的影响因素,构建并验证预测其常规治疗后1年内气胸复发的列线图模型。方法 回顾性分析320例尘肺病合并自发性气胸患者的一般人口学资料、疾病相关资料、实验室检查资料。根据常规治疗后1年内气胸复发情况,将研究对象分为复发组(n=133)与未复发组(n=187)。采用多因素logistic回归分析探究尘肺病合并自发性气胸患者常规治疗后1年内气胸复发的影响因素。根据多因素分析结果建立列线图预测模型,绘制受试者工作特征(ROC)曲线与校准曲线以评估模型的预测效能。结果 单因素分析结果显示,复发组中吸烟者占比、接尘工龄>15年者占比、尘肺病分期为Ⅲ期者占比、非首次治疗者占比、肺大泡最大直径>3 cm者占比、CRP水平均高于非复发组(均P<0.05);多因素logistic回归分析结果提示,吸烟、尘肺病Ⅲ期、非首次治疗、肺大泡最大直径>3 cm,以及CRP水平高均是尘肺病合并自发性气胸患者常规治疗后1年内气胸衣复发的危险因素(均P<0.05且OR>1)。根据上述影响因素构建预测尘肺病合并自发性气胸患者常规治疗后1年内气胸复发的列线图模型,该模型ROC曲线下面积为0.967,Brier得分为0.021。结论 吸烟情况、尘肺病分期、是否首次治疗、肺大泡最大直径,以及CRP水平是尘肺病合并自发性气胸患者常规治疗后1年内气胸复发的影响因素。基于上述影响因素构建的列线图模型能够较为准确地预测患者复发情况。

Objective To explore the influencing factors for pneumothorax recurrence after routine treatment in patients with pneumoconiosis complicated with spontaneous pneumothorax, and to construct and validate a nomogram model for predicting pneumothorax recurrence within 1 year after routine treatment. Methods The general demographic data, disease-related data, and laboratory examination data of 320 patients with pneumoconiosis complicated with spontaneous pneumothorax were retrospectively analyzed. According to the occurrence of pneumothorax recurrence within 1 year after routine treatment, the study subjects were divided into a recurrence group (n=133) or a non-recurrence group (n=187). Multivariate logistic regression analysis was used to explore the influencing factors for pneumothorax recurrence within 1 year after routine treatment in patients with pneumoconiosis complicated with spontaneous pneumothorax. A nomogram prediction model was constructed based on the results of multivariate analysis, and a receiver operating characteristic (ROC) curve and a calibration curve were drawn to evaluate the predictive efficacy of the model. Results Results of the univariate analysis showed that the proportions of smokers, people with dust-exposed working years >15 years, people with stage Ⅲpneumoconiosis, people who were not treated for the first time, and people with a maximum pulmonary bulla diameter >3 cm, as well as the C-reactive protein (CRP) level, were all higher in the recurrence group than in the non-recurrence group (all P<0.05). Results of the multivariate logistic regression analysis indicated that smoking, stage Ⅲ pneumoconiosis, non-first-time treatment, a maximum pulmonary bulla diameter >3 cm, and a high CRP level were risk factors for pneumothorax recurrence within 1 year after routine treatment in patients with pneumoconiosis complicated with spontaneous pneumothorax (all P<0.05 and OR>1). A nomogram model for predicting pneumothorax recurrence within 1 year after routine treatment in patients with pneumoconiosis complicated with spontaneous pneumothorax was constructed based on the above influencing factors, whose area under the ROC curve and Brier score were 0.967 and 0.021, respectively. Conclusion The smoking status, pneumoconiosis stage, first-time treatment or not, maximum pulmonary bulla diameter, and CRP level are influencing factors for pneumothorax recurrence within 1 year after routine treatment in patients with pneumoconiosis complicated with spontaneous pneumothorax. The nomogram model constructed based on the above influencing factors can accurately predict the recurrence of patients.

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