疾病网络分析以揭示COPD住院患者的并发症模式,使用大规模的行政健康数据
1School of Computer Science and Engineering, University of Electronic Science and Technology of China, No.2006, Xiyuan Ave, West Hi-Tech Zone, Chengdu, 611731, Sichuan, People's Republic of China.
Scientific reports
|July 27, 2025
概括
大多数慢性阻塞性肺病 (COPD) 患者都有并发症,高血压是最常见的. 网络分析揭示了关键相关疾病和性别和城市/农村人口之间的并发病模式的差异.
科学领域:
- 肺部医学 肺部医学
- 网络分析 网络分析
- 公共卫生 公共卫生
背景情况:
- 慢性阻塞性肺病 (COPD) 是一种普遍存在的呼吸道疾病,与显著的并发症有关.
- 了解这些并发症对于有效的患者管理和医疗保健规划至关重要.
研究的目的:
- 通过网络分析,系统地调查COPD并发症模式.
- 在中国的大型住院COPD患者群体中识别中心并发症和明显的模式.
主要方法:
- 利用来自四川省 (2015-2019) 2,004,891名COPD住院患者的区域行政健康数据.
- 使用Salton Cosine指数构建了并发症网络.
- 应用了中心性测量和路凡算法用于网络分析.
主要成果:
- 96.05%的COPD患者至少有一种并发症; 主要高血压是最常见的 (40.30%).
- 网络分析确定了11种中心疾病,包括糖蛋白代谢障碍,胃炎和十二指肠炎.
- 观察到性别特异性并发症 (男性前列腺激增,女性骨质疏松症) 和城市患者更高的并发症复杂性.
结论:
- 这项研究提供了对COPD并发症的全面基于网络的理解.
- 这些发现突显了COPD并发症的复杂性,并为以患者为中心的护理策略提供了信息.
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