Burden of Disease Research Unit, South African Medical Research Council, Cape Town, South Africa.
School of Public Health, University of the Western Cape, Cape Town, South Africa.
Front Public Health. 2023 Jan 11;10:1082587. doi: 10.3389/fpubh.2022.1082587. eCollection 2022.
South Africa has the largest burden of HIV worldwide and has a growing burden of non-communicable diseases; the combination of which may lead to diseases clustering in ways that are not seen in other regions. This study sought to identify common disease classes and sociodemographic and lifestyle factors associated with each disease class.
Data were analyzed from the South African Demographic and Health Survey 2016. A latent class analysis (LCA) was conducted using nine disease conditions. Sociodemographic and behavioral factors associated with each disease cluster were explored. All analysis was conducted in Stata 15 and the LCA Stata plugin was used to conduct the latent class and regression analysis.
Multimorbid participants were included ( = 2 368). Four disease classes were identified: (1) HIV, Hypertension and Anemia (comprising 39.4% of the multimorbid population), (2) Anemia and Hypertension (23.7%), (3) Cardiovascular-related (19.9%) and (4) Diabetes and Hypertension (17.0%). Age, sex, and lifestyle risk factors were associated with class membership. In terms of age, with older adults were less likely to belong to the first class (HIV, Hypertension and Anemia). Males were more likely to belong to Class 2 (Anemia and Hypertension) and Class 4 (Diabetes and Hypertension). In terms of alcohol consumption, those that consumed alcohol were less likely to belong to Class 4 (Diabetes and Hypertension). Current smokers were more likely to belong to Class 3 (Cardiovascular-related). People with a higher body mass index tended to belong to Class 3 (Cardiovascular-related) or the Class 4 (Diabetes and Hypertension).
This study affirmed that integrated care is urgently needed, evidenced by the largest disease class being an overlap of chronic infectious diseases and non-communicable diseases. This study also highlighted the need for hypertension to be addressed. Tackling the risk factors associated with hypertension could avert an epidemic of multimorbidity.
南非是全球艾滋病毒负担最重的国家,同时非传染性疾病负担也在不断增加;这两种情况结合可能导致疾病以不同于其他地区的方式聚集。本研究旨在确定与每种疾病类别相关的常见疾病类别和社会人口及生活方式因素。
对 2016 年南非人口与健康调查的数据进行了分析。使用 9 种疾病状况进行了潜在类别分析(LCA)。探讨了与每个疾病聚类相关的社会人口和行为因素。所有分析均在 Stata 15 中进行,并使用 LCA Stata 插件进行潜在类别和回归分析。
纳入了患有多种疾病的参与者(n=2368)。确定了四个疾病类别:(1)艾滋病毒、高血压和贫血(构成多病种人群的 39.4%),(2)贫血和高血压(23.7%),(3)心血管相关疾病(19.9%)和(4)糖尿病和高血压(17.0%)。年龄、性别和生活方式危险因素与类别成员有关。就年龄而言,老年人不太可能属于第一类(艾滋病毒、高血压和贫血)。男性更有可能属于第二类(贫血和高血压)和第四类(糖尿病和高血压)。就饮酒而言,饮酒者不太可能属于第四类(糖尿病和高血压)。当前吸烟者更有可能属于第三类(心血管相关疾病)。体重指数较高的人更有可能属于第三类(心血管相关疾病)或第四类(糖尿病和高血压)。
本研究证实,迫切需要整合护理,最大的疾病类别是慢性传染病和非传染性疾病的重叠,这一事实证明了这一点。本研究还强调了需要解决高血压问题。解决与高血压相关的危险因素可以避免多病种流行。