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艾滋病毒感染者的合并症模式:通过南卡罗来纳州综合电子健康记录数据进行层次聚类分析。

Comorbidity patterns among people living with HIV: a hierarchical clustering approach through integrated electronic health records data in South Carolina.

机构信息

South Carolina SmartState Center for Healthcare Quality, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA.

Department of Health Promotion, Education and Behavior, Arnold School of Public Health, University of South Carolina, Columbia, SC, USA.

出版信息

AIDS Care. 2021 May;33(5):594-606. doi: 10.1080/09540121.2020.1844864. Epub 2020 Nov 10.

DOI:10.1080/09540121.2020.1844864
PMID:33172284
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8068571/
Abstract

Comorbidity among people living with HIV (PLWH) is understudied although identifying its patterns and socio-demographic predictors would be beneficial for comorbidity management. Using electronic health records (EHR) data, 8,490 PLWH diagnosed between January 2005 and December 2016 in South Carolina were included in the current study. An initial list of 86 individual diagnoses of chronic conditions was extracted in the EHR data. After grouping individual diagnoses with a pathophysiological similarity, 24 diagnosis groups were generated. Hierarchical cluster analysis was applied to these 24 diagnosis groups and yielded four comorbidity clusters: "substance use and mental disorder" (e.g., alcohol use, depression, and illicit drug use); "metabolic disorder" (e.g., hypothyroidism, diabetes, hypertension, and chronic kidney disease); "liver disease and cancer" (e.g., hepatitis B, chronic liver disease, and non-AIDS defining cancers); and "cerebrovascular disease" (e.g., stroke and dementia). Multivariable logistic regression was conducted to investigate the association between socio-demographic factors and multimorbidity (defined as concurrence of ≥ 2 comorbidity clusters). The multivariable logistic regression showed that age, gender, transmission risk, race, initial CD4 counts, and viral load were significant factors associated with multimorbidity. The results suggested the importance of integrated clinical care that addresses the complexities of multiple, and potentially interacting comorbidities among PLWH.

摘要

尽管确定艾滋病毒感染者(PLWH)的合并症模式及其社会人口统计学预测因素将有助于合并症管理,但目前对其研究还很不足。本研究使用电子健康记录(EHR)数据,纳入了 2005 年 1 月至 2016 年 12 月期间在南卡罗来纳州诊断的 8490 名 PLWH。从 EHR 数据中提取了 86 种慢性疾病的初始个体诊断列表。对个体诊断进行了与病理生理学相似性分组后,生成了 24 个诊断组。对这 24 个诊断组进行了层次聚类分析,得到了 4 个合并症聚类:“物质使用和精神障碍”(例如,酒精使用、抑郁和非法药物使用);“代谢紊乱”(例如,甲状腺功能减退症、糖尿病、高血压和慢性肾脏病);“肝脏疾病和癌症”(例如,乙型肝炎、慢性肝病和非艾滋病定义的癌症);和“脑血管疾病”(例如,中风和痴呆)。进行多变量逻辑回归以研究社会人口统计学因素与多种合并症(定义为同时存在≥2 种合并症聚类)之间的关联。多变量逻辑回归表明,年龄、性别、传播风险、种族、初始 CD4 计数和病毒载量是与多种合并症相关的重要因素。研究结果表明,针对 PLWH 中多种且可能相互作用的合并症的复杂性,提供综合临床护理至关重要。

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