Health Disparities by Type of Disability: Health Examination Results of Adults (18-64 Years) with Disabilities in Shanghai, China

Are physically disabled people at high risk of coronary heart disease among disabled population - Evidence from 7.5-year retrospective cohort study

OBJECTIVES

Previous cross-sectional studies suggested that people with physical disabilities (one of the subgroups of disabled people) are associated with an increased risk of cardiovascular diseases (CVD) than healthy peers. However, a longitudinal cohort of disabled people exhibited a different trend, in which the study populations were similar in health inequalities. We aimed to examine whether physical disability was associated with an increased risk of coronary heart disease (CHD) among disabled people.

STUDY DESIGN AND SETTING

This retrospective cohort study from the Shanghai Health Examination Program included a total of 6419 disabled adults (50.77 [9.88] age) with complete electronic health records and were free of CHD at baseline (2012) were followed-up for a 7.5-year period until 2019. The physical disability and non-physical disability subgroups were characterized based on the Disability Classification and Grading Standard (GB/T 26341-2010). Multivariable Cox regression analyses were used to evaluate adjusted hazard ratios (HR) for subsequent CHD, while Kaplan-Meier curves was used to assess the proportional hazards assumption. We conducted subgroup analyses based on gender, levels of disability, and baseline blood pressure.

RESULTS

Kaplan-Meier analysis revealed a higher incidence of CHD in the physical disability group compared to the non-physical disability group during the 7.5-year follow-up period (P < 0.05). Subjects with physical disabilities exhibited an increased risk for subsequent CHD occurrence (HR: 1.12; 95% CI: 1.03-1.31), compared to the non-physical subgroup after adjustments for confounders. The sensitivity analysis conducted on subgroups according to gender and disability severity indicated that moderate physical disability and female physical disability were associated with a higher prevalence of CHD, which was confirmed by multi-adjusted regression analysis. The spline curves of BP and CHD indicated that the physical disability group displayed lower SBP and DBP thresholds of 120 mmHg and SBP, respectively.

CONCLUSION

Within the disabled population, individuals with physical disability are at higher risk of developing CHD, and it is plausible that their optimal BP threshold for CHD prevention may need to be set at a lower level. Further research is essential to investigate BP management among individuals with physical disabilities and its influence on cardiovascular-related adverse events.

Disability risk prediction model based on machine learning among Chinese healthy older adults: results from the China Health and Retirement Longitudinal Study

Background

Predicting disability risk in healthy older adults in China is essential for timely preventive interventions, improving their quality of life, and providing scientific evidence for disability prevention. Therefore, developing a machine learning model capable of evaluating disability risk based on longitudinal research data is crucial.

Methods

We conducted a prospective cohort study of 2,175 older adults enrolled in the China Health and Retirement Longitudinal Study (CHARLS) between 2015 and 2018 to develop and validate this prediction model. Several machine learning algorithms (logistic regression, k-nearest neighbors, naive Bayes, multilayer perceptron, random forest, and XGBoost) were used to assess the 3-year risk of developing disability. The optimal cutoff points and adjustment parameters are explored in the training set, the prediction accuracy of the models is compared in the testing set, and the best-performing models are further interpreted.

Results

During a 3-year follow-up period, a total of 505 (23.22%) healthy older adult individuals developed disabilities. Among the 43 features examined, the LASSO regression identified 11 features as significant for model establishment. When comparing six different machine learning models on the testing set, the XGBoost model demonstrated the best performance across various evaluation metrics, including the highest area under the ROC curve (0.803), accuracy (0.757), sensitivity (0.790), and F1 score (0.789), while its specificity was 0.712. The decision curve analysis (DCA) indicated showed that XGBoost had the highest net benefit in most of the threshold ranges. Based on the importance of features determined by SHAP (model interpretation method), the top five important features were identified as right-hand grip strength, depressive symptoms, marital status, respiratory function, and age. Moreover, the SHAP summary plot was used to illustrate the positive or negative effects attributed to the features influenced by XGBoost. The SHAP dependence plot explained how individual features affected the output of the predictive model.

Conclusion

Machine learning-based prediction models can accurately evaluate the likelihood of disability in healthy older adults over a period of 3 years. A combination of XGBoost and SHAP can provide clear explanations for personalized risk prediction and offer a more intuitive understanding of the effect of key features in the model.

Association of blood pressure trajectories with coronary heart disease among the disabled population in Shanghai, China: a cohort study of 7 years following up

BACKGROUND

Much less is known about the importance of blood pressure (BP) trajectories concerning the incidence of coronary heart disease (CHD) in people with disabilities. Our aim was to evaluate this association.

METHODS

This cohort study surveyed 5711 adults from the Shanghai Disability Health Survey from June 2012 to June 2019. The latent class growth mixture model was used to examine distinct BP trajectories. We evaluated the association of BP trajectories with the risk of CHD by Cox proportional hazard models. The model for CHD risk fitted to BP trajectories was compared with models fitted to other BP-related indicators by goodness-of-fit, discrimination, and calibration.

RESULTS

During a median follow-up of 71.74 months, 686 cases (median age was 49.03 (54.49, 58.55) years, 51.90% female) with CHD were identified, with a cumulative incidence of 12.01%. Systolic BP (SBP) and diastolic BP (DBP) were categorized into three classes, respectively. A statistically significant association was only observed between SBP trajectories and CHD. Compared with the normotensive stable SBP group (n = 1956), the prehypertension-stable group (n = 3268) had a higher risk (adjust hazards ratio (aHR) = 1.266, 95% confidence interval (CI) 1.014-1.581), and the stage 1 hypertension-decreasing group (n = 487) had the highest risk (aHR = 1.609, 95%CI 1.157-2.238). Among the BP-related indicators, the SBP trajectory was the strongest predictor of new-onset CHD. Findings were similar when sensitivity analyses were conducted.

CONCLUSIONS

SBP trajectory was a more important risk factor for CHD than other BP-related indicators and stringent BP control strategies may be effective for primary CHD prevention in the disabled population.

Health Status and Individual Care Needs of Disabled Elderly at Home in Different Types of Care

For the disabled, paying attention to their health status is the starting point to discovering their survival problems, while meeting their care needs is the end point to solving their survival problems. As the country with the largest number of disabled elderly in the world, how to ensure this group could obtain appropriate home care is a major public health issue facing China. Thus, we conducted a cross-sectional study from October to December 2020 to explore the basic characteristics and health status of disabled elderly in different types of care who are living at home in 37 streets in Shanghai, as well as the individual care needs and its relevance. We observed the significant differences in the number of diagnoses (p = 0.03), smoking (p = 0.009), drinking (p = 0.016), exercise (p = 0.001), activity of daily living (p < 0.0001), and the quality of life (p < 0.0001) across care types. The care needs of the disabled elderly are diversified, of which a vast majority of them have not been fully guaranteed. The urgent need for improving the identification accuracy of care needs of disabled elderly, as well as the development of elaborate and personalized care programs for them, is needed.

Difference of sociodemographic characteristics among the disabled population in Cambodia: a cross-sectional study of the demographic and health survey data

Objective: There is an urgent need to raise awareness of the significance of the social security system for vulnerable populations in developing countries and identify the widening disparities among people with disabilities. This study determined the sociodemographic characteristics of people with disabilities in Cambodia.

Materials and Methods: This was a cross-sectional study. Data from the Cambodia Demographic and Health Survey were used to determine the association between disability and sociodemographic characteristics such as age, gender, number of family members, residence (rural/urban), and economic status.

Results: The results showed that the proportion of people with disabilities greatly increased with age. The rural-urban residence difference affected the disability proportion in univariate analysis; however, the effect was not significant after adjusting for covariables in multivariate analysis. The odds of having a disability were 0.85 times lower for the high economic status group than for the low economic status group.

Conclusion: Raising awareness to expand the capacity of social support for older adults with disabilities, especially those who do not receive care from their families, may be an urgent issue in Cambodia. Therefore, a well-designed and disease-specific study is required. This study was the first to determine the sociodemographic disparities among people with disabilities in Cambodia.

Prevalence and Associated Risk Factors of Hypertension in Adults with Disabilities: A Cross-Sectional Study in Shanghai, China

Background

Although hypertension is highly prevalent in China, epidemiologic data of hypertension among people with disabilities remain largely unknown. This study aims to examine the prevalence and associated risk factors of hypertension in patients with disabilities.

Methods

A cross-sectional study was carried out among 7348 adults with disabilities from February to December 2018 in Shanghai, and patient data from physical, imageological and routine blood examinations were collected and analyzed. Logistic regression models were performed to determine the associated risk factors of hypertension in adults with disabilities.

Results

Among the 7348 disabled patients, the prevalence of hypertension, rate of receiving treatment, and blood pressure control were 42.5%, 85.0% and 46.0%, respectively. Increases in the levels of age, physical disability, body mass index (BMI), fasting plasma glucose (FBG), total triglyceride (TG), hyperuricemia (hyper-UA), serum urea (SU), and estimated creatinine clearance (eCrCl <80 μmol/L) were independently correlated with hypertension.

Conclusion

Patients with physical disabilities have a significantly higher prevalence of hypertension compared to the normal population. Patients with intellectual or mental disabilities have lower rates of blood pressure control compared to other types of disabilities. Assessment of associated risk factors highlights an increased likelihood of potential renal dysfunction among hypertensive disabled patients.

Characterization of People with Functional Limitations from ICF Components Using the Longitudinal Social Protection Survey (ELPS) of Uruguay

Characterising people with disabilities at the population level using the ICF approach is a challenge, as it implies that researchers are able to identify variables that can account for the components that make up the multidimensional definition of disability. The purpose of this study is to generate updated information on disability in Uruguay, as there has been no in-depth analysis of how this population lives, how they access the services and benefits that affect their quality of life, and what the significant differences are between those who make up this population. A quantitative analysis was applied to the target population, consisting of participants in the Longitudinal Survey of Social Protection (2016) who reported at least one limitation in performing ADLs and who were in the age range of 18–64 years. Significant differences were found between the different groups in terms of their reported limitations in relation to obtaining necessary services due to their health condition, dropping out of education before completing the compulsory level, low labour market insertion, feelings of loneliness, and low participation. More research needs to be done as it is clear that people with disabilities do not have access to the support they need, which leads to even greater exclusion.

Effects of Disability Type on the Association between Age and Non-Communicable Disease Risk Factors among Elderly Persons with Disabilities in Shanghai, China

Little is known about differences in the association between age and risk factors of non-communicable diseases (NCDs), according to the disability type in Chinese elderly persons with disabilities. Thus, we examined the effects of these differences in elderly persons with disabilities in Shanghai, China. We evaluated four NCD risk factors (hypertension, hyperglycemia, hyperlipidemia, and overweight) using health data obtained from 20,471 elderly persons with disabilities in 2017. Logistic regression analyses explored differences in the association between age and NCD risk factors according to the disability types, after adjusting for sociodemographic characteristics. We observed significant differences in the association between age and NCD risk factors across disability types; a significant association was observed between older age and higher odds of hypertension (p < 0.001) among subjects with a physical disability. However, the prevalence of hypertension did not significantly differ by age in subjects with multiple disabilities. Interventions for elderly patients whose disabilities are more strongly affected by environmental factors should focus more on reduction of subjects’ barriers to activities through improvements in living and environmental adaptability for physical activities.

Association between education and health outcomes among adults with disabilities: evidence from Shanghai, China

Background

Adults with disabilities often have worse health outcomes than do their peers without disabilities. While education is a key determinant of health, there is little research available on the health disparities across education levels among adults with disabilities in developing countries. We therefore examined the association between health outcomes and education among adults with disabilities in Shanghai, China.

Methods

We used the health examination records of 42,715 adults with disabilities in Shanghai in 2014. Five health outcomes, including two diseases (fatty liver and hemorrhoids) and three risk factors (overweight [body mass index ≥ 24]), high blood glucose, and high blood lipid), were evaluated. Descriptive statistics and Pearson’s chi-square test were used to assess differences in participants’ demographic and disability characteristics. Pearson’s chi-square test and Fisher’s exact test were conducted to compare the prevalence of each health outcome among the different education levels. Finally, logistic regression analyses were conducted to explore the association between education and health outcomes after adjusting for sociodemographic characteristics.

Results

People with an elementary school or lower degree had the highest prevalence of overweight (52.1%) and high blood glucose (20.8%), but the lowest prevalence of hemorrhoids (18.6%) and fatty liver (38.9%). We observed significant differences in the association between education and health outcomes across disability types. For example, in physically disabled adults, higher education was related to higher odds of hemorrhoids (p < 0.001); however, there were no significant disparities in hemorrhoids across the education levels among adults with intellectual disabilities.

Discussion

Compared with people without disabilities, adults with disabilities in Shanghai have relatively poor health. The association between education and health outcomes differed according to the health condition and disability type. To reduce the prevalence rate of overweight and high blood glucose among people with disabilities, tailored health promotion initiatives must be developed for people with lower education levels. In contrast, specific attention should be paid to the prevention of hemorrhoids and fatty liver among more-educated people with disabilities. Our study provides important evidence for targeting educational groups with specific disability types for health promotion and intervention.

Gender disparities in the association between socio-demographics and non-communicable disease risk factors among adults with disabilities in Shanghai, China

Background

Non-communicable disease (NCD) risk factors can co-exist with disability and cause a greater burden on the health status of adults with disabilities. A lack of egalitarian social policies in China may result in gender disparities in the NCD risk factors of adults with disabilities. However, little is known about the gender disparities in the association between socio-demographics and NCD risk factors among adults with disabilities in China; consequently, we examined this association among adults with disabilities in Shanghai, China.

Methods

We used the health examination data of 44,896 adults with disabilities in Shanghai in 2014. Descriptive analyses and logistic regression models were conducted to estimate gender disparities in the association between socio-demographics, disability characteristics, and four selected NCD risk factors among adults with disabilities—including high blood pressure, high blood glucose, high blood lipids, and being overweight. We estimated marginal effects (MEs) on NCD risk factors between gender and other confounders.

Results

Women with disabilities were about 11.6 percentage points more likely to suffer from high blood lipids and less likely to develop the other three risk factors than men were. The association of age group, residence permit, education level, marital status, and disability type with health outcomes varied by gender among adults with disabilities. The difference in age effects between men and women was more pronounced in older age groups. Urban residence was associated with less risk of high blood pressure risk among women (ΔME =  − 0.035, p < 0.01), but no significant difference in other NCD risk factors. Education remained a major protective factor against high blood pressure, high blood glucose and being overweight among women with disabilities (MEs < 0, p < 0.05); however, this did not hold for men. The difference in marriage effects between men and women was observed in high blood lipids (ΔME =  − 0.048 for the married group and −0.054 for the divorced or widowed group) and overweight individuals (ΔME =  − 0.091 for the married group and −0.114 for the divorced or widowed group). Women with intellectual disabilities or mental disabilities reported worse health conditions than men did.

Discussion

Preventive strategies and interventions on NCD risk factors for adults with disabilities should take into account gender disparities in these socio-demographic effects. Rural women or poorly educated women with disabilities can be a vulnerable population that requires more health education and promotion strategies. Health education for caregivers of women with intellectual or mental disabilities may also play a vital role in preventing their NCD risk factors.