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基于真实数据的脑卒中及其亚型患者住院费用构成和影响因素分析

Analysis of hospitalization cost composition and influencing factors of stroke and its subtypes based on real-world data

  • 摘要:
    目的 分析脑卒中患者住院费用的构成和影响因素,为合理控制医疗费用、减轻患者经济负担提供数据支撑。
    方法 收集中国华中地区某省卫生总费用核算管理填报系统中2020年1月1日—2022年12月31日出院的66 524例脑卒中患者住院信息,采用灰色关联分析法和结构变动度分析法分析脑卒中及其亚型患者住院费用构成,并使用广义线性模型(GLM)和极限梯度提升(XGBoost)模型探讨影响住院费用的关键因素。
    结果 66 524例脑卒中患者中,缺血性脑卒中(IS)占85.80%,脑出血(ICH)占10.84%,蛛网膜下腔出血(SAH)占3.36%;脑卒中患者住院费用MP25P75)为6 992.32(3 997.76,13 475.91)元,亚型中SAH的住院费用最高,为88 389.28(12 494.50,151 711.34)元。药品费、其他费用和治疗费占住院总费用的前3位,平均占比分别为29.29%、24.61%和19.43%。IS和ICH患者住院费用以药品费为主,SAH以其他费用为主。灰色关联分析显示,西药费、其他费用和治疗费与住院总费用关联度居于前3位,分别为0.951 8、0.936 2和0.900 4。结构变动度分析显示,脑卒中住院患者药品费、检查费和其他费用的变动较大,结构变动贡献率(CSV)分别为24.34%、19.50%和27.74%。GLM分析发现,住院时间≥7 d、急诊入院、手术、重症监护、ICH、SAH和营利性质医疗机构的住院费用较高。XGBoost模型分析显示,脑卒中患者住院费用的前5位主要影响因素依次为医疗机构类别、住院时间、是否手术、医疗机构级别和脑卒中类型。
    结论 IS是脑卒中患病的主要亚型,脑卒中患者住院费用以药品费为主,SAH患者的住院费用较高且以其他费用为主。通过合理的入院评估,提高医疗效率,缩短住院时间和优化治疗方案,有助于降低脑卒中患者的经济负担。

     

    Abstract:
    Objective To analyze the composition and influencing factors of hospitalization costs for stroke patients, providing data support for rational control of medical expenses and alleviating the economic burden on patients.
    Methods The data of 66 524 stroke patients discharged from January 1, 2020 to December 31, 2022 were collected from the medical expense accounting management reporting system of a province in central China. The grey relational analysis and degree of structural variation analysis were performed to analyze the hospitalization cost composition for stroke and its subtypes. A Generalized Linear Model (GLM) and an eXtreme Gradient Boosting (XGBoost) model were constructed to explore the key influencing factors.
    Results Among 66 524 stroke patients, 85.80%, 10.84%, and 3.36% had ischemic stroke (IS), intracerebral hemorrhage (ICH), and subarachnoid hemorrhage (SAH), respectively. The M (P25, P75) of the hospitalization cost for stroke patients was 6 992.32 (3 997.76, 13 475.91) CNY. The hospitalization cost for SAH patients was the highest, reaching 88 389.28 (12 494.50, 151 711.34) CNY. The top three categories of hospitalization expenses for stroke patients were drug costs, other costs, and treatment costs, with the average proportions of 29.29%, 24.61%, and 19.43%, respectively. The hospitalization costs of IS and ICH patients were mainly attributed to drug costs. For SAH patients, other costs accounted for the largest proportion of hospitalization expenses. The grey relational analysis results showed that the top three factors correlated with total hospitalization costs were Western medicine costs, other costs, and treatment costs, with correlation coefficients of 0.951 8, 0.936 2, and 0.900 4, respectively. The degree of structural variation analysis showed that the contribution rates of structure variation (CSV) for medication costs, examination costs, and other costs were 24.34%, 19.50%, and 27.74%. The GLM results indicated that longer hospital stays (≥ 7 days), emergency admission, surgery, intensive care, ICH, SAH, and for-profit medical institutions were associated with higher hospitalization costs. The XGBoost model analysis revealed that the top five factors influencing hospitalization costs for stroke patients were the type of medical institution, length of stay, whether surgery was performed, the level of medical institution, and the subtype of stroke.
    Conclusions IS is the most common stroke subtype, and hospitalization costs for stroke patients are primarily driven by drug expenses. SAH patients have higher hospitalization costs, mainly due to other expenses. By implementing appropriate admission assessments, improving medical efficiency, shortening hospital stays, and optimizing treatment plans, the economic burden on stroke patients can be reduced.

     

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