糖尿病患者多维就医行为模式及影响因素研究OA
Study on Multidimensional Healthcare-seeking Behavior Patterns and Influencing Factors in Diabetic Patients
背景 我国成年糖尿病患者达 1.48 亿,疾病负担沉重,患者就医行为作为疾病管理的核心环节,对糖尿病的防控至关重要.目的 探索糖尿病患者多维就医行为模式,分析其与血糖控制及医疗资源利用的关系,为精准管理提供依据.方法 基于 2023 年上海市普陀区慢性病管理系统中 2 型糖尿病患者随访信息、普陀区医院信息系统及实验室信息系统中 30 509 例 2 型糖尿病患者的随访和诊疗数据,采用潜在类别分析(LCA)识别就医行为分型,通过多分类Logistic回归分析探讨人口学特征、行为特征、临床特征对就医类别的影响;通过多因素Logistic回归分析探讨各就医类别和其他因素对年度血糖达标的影响.结果 LCA将患者就医行为分为 4 类:专科主导型(n=4 480,14.68%)、社区基础型(n=7 161,23.47%)、社区强化型(n=11 812,38.72%)和综合复杂型(n=7 056,23.13%).多分类Logistic回归分析结果显示,男性患者选择社区强化型就医行为的倾向性升高(OR=1.133,P<0.001);≥60岁患者更倾向选择社区基础型或社区强化型就医行为(OR=2.117~2.667,P<0.001);病程延长降低社区基础型倾向性(OR=0.983,P<0.001)、增加综合复杂型倾向性(OR=1.041,P<0.001);有糖尿病并发症、糖尿病合并症患者倾向选择社区强化型(OR=1.498、2.506,P<0.001)和综合复杂型(OR=3.865、3.003,P<0.001);曾经吸烟或正在吸烟患者选择综合复杂型的倾向性降低(OR=0.772,P=0.011);规律活动患者选择社区基础型(OR=0.835,P<0.001)、强化型(OR=0.674,P<0.001)及综合复杂型(OR=0.672,P<0.001)的倾向性均降低;糖化血红蛋白检测次数≥5 次/年的患者选择社区基础型和强化型的倾向性降低(OR=0.244、0.356,P<0.01)、综合复杂型倾向性升高(OR=1.464,P<0.01);年度血糖控制达标患者选择社区强化型和综合复杂型的倾向性降低(OR=0.926,P=0.048;OR=0.776,P<0.001).多因素Logistic回归分析结果显示,以专科主导型为参照,社区强化型(OR=0.923,P=0.041)和综合复杂型(OR=0.791,P<0.001)与年度血糖控制达标可能性降低相关,规律活动(OR=1.107,P=0.002)、糖化血红蛋白检测次数≥2 次/年(OR=2.891~4.126,P<0.001)、合并高血压可促进年度血糖控制达标,吸烟(OR=0.851,P=0.008)、男性(OR=0.906,P<0.001)、糖尿病并发症(OR=0.790,P<0.001)、糖尿病合并症(OR=0.620,P<0.001)、甲状腺疾病(OR=0.760,P<0.001)及糖尿病病程延长(OR=0.977,P<0.001)与年度血糖控制达标可能性降低相关.结论 2 型糖尿病患者就医行为存在显著异质性,老年、病程及并发症是行为模式分化的核心驱动因素.不同就医行为类别血糖控制效果差异显著,需针对专科主导型强化多学科协作、社区型提升综合管理能力、综合复杂型优化资源配置,以实现分层精准干预.
Background China has 148 million adult patients with diabetes,imposing a substantial disease burden,and patients'healthcare-seeking behaviors,as a core aspect of disease management,play a critical role in diabetes prevention and control.Objective Exploring multidimensional healthcare-seeking behavior patterns in diabetic patients and analyzing their associations with glycemic control and healthcare resource utilization to inform precision management strategies.Methods Based on the follow-up and diagnosis data of 30 509 patients with type 2 diabetes in Putuo District,Shanghai in 2023,latent class analysis(LCA)was used to identify the classification of medical-seeking behaviors.Multinomial Logistic regression was used to analyze the influence of demographic,behavioral and clinical characteristics on medical-seeking categories.Multivariate Logistic regression was used to analyze the influence of each medical-seeking category and other influencing factors on the annual blood glucose compliance.Results LCA classified patients'medical-seeking behaviors into four types:specialist-dominated type(n=4 480,14.68%),community-based type(n=7 161,23.47%),community-intensive type(n=11 812,38.72%),and comprehensive complex type(n=7 056,23.13%).Multinomial Logistic regression showed that male patients had a significantly increased likelihood of choosing the community-intensive healthcare-seeking behavior(OR=1.133,P<0.001).Patients aged 60 years and above were more likely to select the community-based or community-intensive type(OR=2.117-2.667,P<0.001).Prolonged disease duration was associated with a decreased tendency for the community-based type(OR=0.983,P<0.001)and an increased tendency for the comprehensive complex type(OR=1.041,P<0.001).Patients with complications/comorbidities significantly tended toward the community-intensive type(OR=1.498,2.506,P<0.001)and comprehensive complex type(OR=3.865,3.003,P<0.001).Ever or current smokers had a decreased tendency for the comprehensive complex type(OR=0.772,P=0.011).Patients with regular physical activity had decreased tendencies for the community-based(OR=0.835,P<0.001),community-intensive(OR=0.674,P<0.001),and comprehensive complex(OR=0.672,P<0.001)types.Patients with glycated hemoglobin testing frequency≥5 times/year showed reduced tendencies for the community-based and community-intensive types(OR=0.244,0.356,P<0.01),but an increased tendency for the comprehensive complex type(OR=1.464,P<0.01).Patients with achieved glycemic control had a decreased tendency for the community-intensive type(OR=0.926,P=0.048)and comprehensive complex type(OR=0.776,P<0.001).Multivariate Logistic regression analysis revealed that,with the specialist-dominated type as the reference,the community-intensive type(OR=0.923,P=0.041)and comprehensive complex type(OR=0.791,P<0.001)were associated with decreased annual glycemic control achievement.Regular physical activity(OR=1.107,P=0.002)and glycated hemoglobin testing≥2 times/year were protective factors for annual glycemic control achievement(OR=2.891-4.126,P<0.001).Smoking(OR=0.851,P=0.008),male gender(OR=0.906,P<0.001),complications(OR=0.790,P<0.001),comorbidities(OR=0.620,P<0.001),thyroid disease(OR=0.760,P<0.001),and diabetes with prolonged disease duration(OR=0.977,P<0.001)were identified as risk factors for annual glycemic control achievement.Conclusion There is significant heterogeneity in the medical-seeking behaviors of patients with type 2 diabetes.Advanced age,disease duration,and complications are the core driving factors for the differentiation of behavioral patterns.The blood glucose control effects vary significantly among different medical-seeking behavior categories.It is necessary to strengthen multidisciplinary collaboration for the specialist-dominated type,enhance comprehensive management capabilities for the community-based types,and optimize resource allocation for the comprehensive complex type,so as to achieve stratified and precise intervention.
于杰;吴春香;蔡宁;朱小霞;沈莉
200333 上海市普陀区疾病预防控制中心(上海市普陀区卫生健康监督所)慢性病防制科200333 上海市普陀区疾病预防控制中心(上海市普陀区卫生健康监督所)慢性病防制科200333 上海市普陀区疾病预防控制中心(上海市普陀区卫生健康监督所)慢性病防制科200333 上海市普陀区疾病预防控制中心(上海市普陀区卫生健康监督所)慢性病防制科200333 上海市普陀区疾病预防控制中心(上海市普陀区卫生健康监督所)慢性病防制科
医药卫生
2型糖尿病就医行为潜在类别分析医疗资源利用上海市
Type 2 diabetes mellitusHealthcare-seeking behaviorLatent class analysisHealthcare resource utilizationShanghai
《中国全科医学》 2026 (14)
1827-1839,13
上海市普陀区卫生健康系统公共卫生专项项目(ptgw202304)
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