基于关联规则的脑小血管病患者主要临床症状及影响因素分析

Analysis of primary clinical symptoms and influencing factors in patients with cerebral small vessel disease based on association rules

  • 摘要:
    目的  探究住院脑小血管病患者主要症状的关联规则及影响因素。
    方法 回顾性分析2020年1月至2024年6月在中山大学附属第三医院神经内科住院的240例脑小血管病患者临床资料,提取主要症状,采用Apriori算法进行症状关联规则分析,并通过二元Logistic回归分析主要症状的影响因素。
    结果  脑小血管病患者中出现率排前5位的症状依次为头晕(69.6%)、睡眠质量差(44.5%)、头痛(28.7%)、感觉异常(23.3%)以及肢体无力(22.1%)。关联规则结果显示,头晕、睡眠质量差、头痛、行走不稳、恶心、呕吐、肢体无力及胸闷各症状间相互关联。Logistic回归分析结果显示,年龄≥75岁(OR = 3.304)是头晕的独立危险因素;淀粉酶升高(OR = 1.013)、胸闷(OR = 4.948)以及存在营养不良风险(OR = 4.477)是睡眠质量差的危险因素;睡眠质量差(OR = 1.979)是头痛的独立危险因素(P < 0.05)。
    结论  脑小血管病患者症状复杂多样,各症状间相互关联。需重视高龄患者头晕问题,关注存在营养不良风险、淀粉酶升高患者的睡眠问题,以及睡眠与胸闷、头痛症状间的相关性,加强症状的全面管理。

     

    Abstract:
    Objective  To explore the rules of association and factors influencing the main symptoms of hospitalized patients with cerebral small vessel disease.
    Methods Clinical data of 240 patients with cerebral small vessel disease who were hospitalized in the Department of Neurology, the Third Affiliated Hospital of Sun Yat-sen University from January 2020 to June 2024 were retrospectively analyzed. The main symptoms were extracted, and the Apriori algorithm was used for symptom association rule analysis. Binary logistic regression analysis was then performed to identify the influencing factors of the main symptoms.
    Results The five main symptoms associated with cerebral small vessel disease were dizziness (69.6%), poor sleep quality (44.5%), headache (28.7%), sensory abnormalities (23.3%), and limb weakness (22.1%), respectively. Association rule analysis revealed that dizziness, poor sleep quality, headache, unsteady gait, nausea, vomiting, limb weakness, and chest tightness were mutually associated. Logistic association analysis demonstrated that age≥75 (OR = 3.304) was an independent risk factor for dizziness. Elevated serum amylase (OR = 1.013), chest tightness (OR = 4.948), and the presence of malnutrition risk (OR = 4.477) were the risk factors for poor sleep quality. Poor sleep quality (OR = 1.979) was an independent risk factor for headache (P < 0.05).
    Conclusions Patients with cerebral small vessel disease present with a complex and diverse array of symptoms that are highly interconnected. Greater attention should be paid to dizziness in elderly patients, while also focusing on sleep issues in those at risk of malnutrition or with elevated amylase levels, as well as the correlations between sleep and symptoms such as chest tightness and headache. Comprehensive symptom management must be strengthened.

     

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