Analyzing Multiple Social Determinants of Health Using Different Clustering Methods.

Social determinants of health (SDoH) have become an increasingly important area to acknowledge and address in healthcare; however, dealing with these measures in outcomes research can be challenging due to the inherent collinearity of these factors. Here we discuss our experience utilizing three statistical methods-exploratory factor analysis (FA), hierarchical clustering, and latent class analysis (LCA)-to analyze data collected using an electronic medical record social risk screener called Protocol for Responding to and Assessing Patient Assets, Risks, and Experience (PRAPARE). The PRAPARE tool is a standardized instrument designed to collect patient-reported data on SDoH factors, such as income, education, housing, and access to care. A total of 2380 patients had complete PRAPARE and neighborhood-level data for analysis. We identified a total of three composite SDoH clusters using FA, along with four clusters identified through hierarchical clustering, and four latent classes of patients using LCA. Our results highlight how different approaches can be used to handle SDoH, as well as how to select a method based on the intended outcome of the researcher. Additionally, our study shows the usefulness of employing multiple statistical methods to analyze complex SDoH gathered using social risk screeners such as the PRAPARE tool.

Cognitive prescriptions for reducing dementia risk factors among Black/African Americans: feasibility, acceptability, and preliminary efficacy.

OBJECTIVES: Black/African Americans (B/AAs) have double the risk of Alzheimer's disease and related dementia than Whites, which is largely driven by health behaviors. This study examined the feasibility, acceptability, and preliminary efficacy of a pilot randomized clinical trial of an individualized multidomain health behavior intervention among middle-aged and older B/AAs (dubbed Cognitive Prescriptions [CogRx]). DESIGN: Thirty-nine community-dwelling B/AA participants aged 45-65 without significant cognitive impairment were randomized to one of three groups: CogRx, Psychoeducation, or no-contact control. The Psychoeducation and CogRx groups received material on dementia prevalence, prognosis, and risk factors, while the CogRx group additionally received information on their risk factor profile across the five CogRx domains (physical, cognitive, and social activity, diet, sleep). This information was used for developing tailored 3-month goals in their suboptimal areas. RESULTS: The CogRx program had high retention (all 13 CogRx participants completed the 3-month program and 97% of the full sample completed at least 1 follow-up) and was well-received as exhibited by qualitative and quantitative feedback. Themes identified in the positive feedback provided by participants on the program included: increased knowledge, goal-setting, personalization, and motivation. The COVID-19 pandemic was a consistent theme that emerged regarding barriers of adherence to the program. All three groups improved on dementia knowledge, with the largest effects observed in CogRx and Psychoeducation groups. Increases in cognitive, physical, and overall leisure activities favored the CogRx group, whereas improvements in sleep outcomes favored Psychoeducation and CogRx groups as compared to the control group. CONCLUSION: The CogRx program demonstrated feasibility, acceptability, and preliminary efficacy in increasing dementia knowledge and targeted health behaviors. Further refinement and testing of the implementation and effectiveness of similar person-centered dementia prevention approaches are needed on a larger scale in diverse populations. Such findings may have implications for clinical and public health recommendations. TRIAL REGISTRATION: ClinicalTrials.gov identifier: NCT03864536.

Social and Neighborhood Context Moderates the Associations Between Processing Speed and Driving Mobility: A 10-year Analysis of the ACTIVE Study.

Objectives: Processing speed is essential to functional independence in later life, such as driving a vehicle. Few studies have examined processing speed and driving mobility in the context of racial differences and social determinants of health (SDoH). This study characterized the longitudinal association between processing speed and driving mobility, and how it varied by race and SDoH. Methods: Using data from the control arm of the Advanced Cognitive Training in Vital Elderly study (n = 581, 24.5% Black), multilevel models examined longitudinal associations between processing speed and driving mobility outcomes (driving space, exposure, and difficulty). Race and SDoH moderations were explored. Results: Decline in processing speed measures was associated with increased self-reported driving difficulty, but only for older adults with below-average to average scores for neighborhood and built environments and social community context SDoH domains. Discussion: Findings emphasize the influence of physical and social environmental characteristics on processing speed and driving mobility.

Does Consumer Credit Precede or Follow Changes in Cognitive Impairment Among Older Adults? An Investigation in the Advanced Cognitive Training for Independent and Vital Elderly (ACTIVE) Trial.

OBJECTIVES: We assessed the relationships between pre- and post-morbid consumer credit history (credit scores, debts unpaid, or in collections) and classification of mild (or greater) cognitive impairment (MCI). METHODS: Generalized Estimating Equation models assessed pre-and post-morbid credit history and MCI risk among 1740 participants aged 65+ in the Advanced Cognitive Training for Independent and Vital Elderly (ACTIVE) study, linked to TransUnion consumer credit data. RESULTS: Each 50-point increase in credit score was associated with up to 8% lower odds of MCI in the next 3 years. In contrast, new unpaid collections over doubled the odds of having MCI in the next 3 years. MCI was associated with subsequent credit score declines and a 47%-71% greater risk of having a new unpaid collection in the next 4 years. DISCUSSION: Credit declines may signal risk for future MCI. MCI may lead to financial challenges that warrant credit monitoring interventions for older adults.

Vicarious experiences of major discrimination, anxiety symptoms, and mental health care utilization among Black Adults.

BACKGROUND: The adverse mental health consequences of discrimination among Black adults, such as anxiety symptoms, are well documented. Prior research establishes anxiety as a risk factor for suboptimal health outcomes among Black adults. Most discrimination and mental health studies, however, have focused on the effects of personal experiences of discrimination. Moreover, of the studies that examine the mental health effects of vicarious exposure to discrimination, few investigate this relationship from a stress and coping perspective beyond the life stages of childhood and adolescence. Thus, the purpose of this study was to assess the effects of vicarious and personal experiences of discrimination on the subjective well-being of Black adults, while observing the potentially moderating effects of utilizing mental health care. METHODS: A subsample of Black adults (N = 627) between the ages of 22-69 years old were drawn from the Nashville Stress and Health Study and analyzed to assess within-group variation. Multivariate linear regression was employed to examine the association between vicarious experiences of major discrimination and self-reported anxiety symptoms. Additionally, we evaluated the moderating effects of lifetime utilization of mental health services on the relationship between discrimination and symptoms of anxiety. RESULTS: Findings revealed that vicarious experiences of major discrimination and personal experiences of everyday discrimination were both associated with higher levels of anxiety symptoms among the participants. Additionally, lifetime utilization of mental health care moderated the effects of vicarious and personal experiences of discrimination. CONCLUSIONS: The secondhand consequences of discrimination must be considered while assessing the racism-related stress experience. Results from this investigation suggest that mental health treatment should be included in programs targeted to reduce the negative effects of discrimination among Black adults. Additionally, culturally-specific strategies should be considered for addressing racism-related adversity.

Rural-Urban Differences in Cognition: Findings From the Advanced Cognitive Training for Independent and Vital Elderly Trial.

ObjectivesWe examined associations between three geographic areas (urban, suburban, rural) and cognition (memory, reasoning, processing speed) over a 10-year period. Methods: Data were obtained from 2539 participants in the Advanced Cognitive Training for Independent and Vital Elderly (ACTIVE) trial. Multilevel, mixed-effects linear regression was used to estimate cognitive trajectories by geographical areas over 10 years, after adjusting for social determinants of health. Results: Compared to urban and suburban participants, rural participants fared worse on all cognitive measures-memory (B = -1.17 (0.17)), reasoning (B = -1.55 (0.19)), and processing speed (B = 0.76 (0.19)) across the 10-year trajectory. Across geographic areas, greater economic stability, health care access and quality, and neighborhood resources were associated with better cognition over time. Discussion: Findings highlight the importance of geographical location when examining cognition later in life. More research examining place-based life experiences is needed to make the greatest impact on geographically diverse communities.

Evaluating Social Determinants of Health Domains and Their Predictive Validity Within Black/African American and White Older Adults From the ACTIVE Trial.

OBJECTIVE: To assess domains of social determinants of health (SDoH) and their associations with cognition and quality of life. METHOD: This investigation uses baseline data from individuals participating in the ACTIVE trial (n = 2505) to reproduce the SDoH domains described in Healthy People 2030 (economic stability, health care, education, neighborhood and built environment, and social and community context). Results: Results support using data from the ACTIVE trial to assess all five SDoH domains, and the ability of the composites to predict baseline performance on measures of cognition and self-reported quality of life within a sample of older adults. Additionally, higher SDoH domain scores were associated with better functioning on composite measures of cognition and higher scores for mental and general health-related quality of life with Access to Healthcare associated with all outcomes. Discussion: These findings can inform investigators interested in assessing multiple domains of SDoH and highlight the importance of access to health care within older Black/African American and White older adults.

Associations between social determinants of health and 10-year change in everyday functioning within Black/African American and White older adults enrolled in ACTIVE.

Introduction: Given prior work showing racial differences on baseline social determinants of health (SDoH) and 10-year trajectories of everyday functioning, we examined associations between SDoH and longitudinal everyday functioning performance in Black/African American and White older adults. Methods: Participants were 2505 older adults (Mage = 73.5; 28% Black/African American) without dementia. SDoH included economic stability/status, education access/quality, health-care access, neighborhood/built environment, and social/community contexts. The Observed Tasks of Daily Living (OTDL) measured everyday functioning and was administered at baseline and 1-, 2-, 3-, 5-, and 10-year visits. Results: Across the sample, social and community context and economic stability/status were associated with steeper age-related OTDL declines (ßs = 0.05 to 0.07, Ps < 0.001). Lower levels of social and community context (ß = 0.08, P = 0.002) and economic stability/status (ß = 0.07, P = 0.04) were associated with OTDL linear age declines in Black/African American participants, but not in White participants (Ps > 0.30). Discussion: Inequities across SDoH accelerate age-related declines in everyday functioning among Black/African American older adults.

Rationale and protocol for a pilot randomized controlled trial of a cognitive prescription intervention for reducing dementia risk factors among African Americans.

BACKGROUND & PURPOSE: African Americans (AAs) are twice as likely to develop dementia than Whites, which may be driven by poorer dementia knowledge and lifestyle factors. This article provides the rationale and protocol for a pilot clinical trial examining a tailored multi-domain lifestyle modification intervention in middle-aged and older AAs. This study will explore the feasibility and efficacy of individualized Cognitive Prescriptions (CogRx) which target five domains: physical activity, cognitive activity, diet, sleep, and social activity. Theoretical underpinnings include Social Cognitive Theory and the Health Belief Model, which suggest that tailored risk factor information, goal-setting, and outcome expectations along with addressing self-efficacy and barriers will promote behavior change. STUDY DESIGN: This study plans to enroll 150 community-dwelling AA participants aged 45-65 without significant cognitive impairment. After baseline assessment including data-driven assessment of deficiencies in each of the five CogRx domains, participants are randomized with equal allocation to either: psychoeducation + CogRx, psychoeducation only, or no-contact control. The psychoeducation and CogRx groups receive general psychoeducation on dementia prevalence, prognosis, and risk factors, while the CogRx group also receives information on their risk factor profile and develops a tailored 3-month intervention plan, consisting of simple evidence-based strategies to implement. The CogRx condition receives text-messaging reminders and adherence queries and provides feedback on this program. CONCLUSION: This study tests a novel multi-domain dementia prevention intervention and has several strengths, including enrolling middle-aged AAs with a focus on prevention, assessing adherence and self-efficacy, tailoring the intervention, and examining dementia knowledge. The goal is to yield new perspectives on person-centered dementia prevention approaches in diverse populations, and ultimately impact clinical and public health recommendations for maintaining cognitive health, thereby reducing disparities in dementia. Modifications to study design due to COVID-19 and future directions are discussed.

Texting Older Sisters to Step: The TOSS Study.

The purpose of our two-phase study was to develop acceptable text messages to increase physical activity. Four focus groups (two for each phase) were conducted with older African American women who had access to texting-capable mobile phones and were in the contemplation stage for physical activity. The mean age of Phase 1 participants (n = 12) was 71 and ranged from 65 to 86 years. Content analysis was used to identify fundamental themes that were later used to develop text messages. Six categories emerged from the data and 31 text messages were developed based on focus group input and national recommendations. The mean age of Phase 2 participants (n = 9) was 67 and ranged from 65 to 75 years. Descriptive statistics revealed 100% of participants understood all messages. When messages were evaluated individually, a minimum of 78% felt each message motivated activity and 67% said lengths were perfect. Findings identified messages that were relevant and potentially motivational to stimulate physical activity among this population.

Kilocalorie Expenditure and All-Cause Mortality in Older Male Veterans and Nonveterans.

The objective of this study was to determine the effect of self-reported leisure-time physical activity, converted to kilocalorie expenditure and expressed as average daily expenditure, on all-cause mortality among older males 65 years of age and older in the University of Alabama at Birmingham (UAB) Study of Aging (SOA). Mean age of participants was 75.4 years. Multivariable Cox proportional hazard models evaluated the predictors of overall survival. Kilocalorie expenditure (p = .01), Black race (p = .02), young age (p < .00), fewer depressive symptoms (p = .00), and absence of cognitive impairment (p < .00) were significant independent predictors of higher rates of survival. Low body mass index was a significant independent predictor of death (p = .03). Veteran status did not improve survival. Further study about kilocalorie expenditure and mortality could lead to reductions in premature mortality in community-dwelling older men in the Deep South.

Cost-effectiveness of a chronic pain intervention for people living with HIV (PLWH).

BACKGROUND: Chronic pain is a common, disabling, and costly comorbidity, particularly in people living with HIV (PLWH). This study developed and pilot tested a pain self-management intervention for chronic pain tailored to PLWH called Skills TO Manage Pain (STOMP). OBJECTIVES: Given the additional resources needed to deliver STOMP in HIV clinical settings, an important objective of the pilot study was to assess not only STOMP's preliminary efficacy, but also its cost-effectiveness. RESEARCH DESIGN AND SUBJECTS: The present study draws from a 44-participant, 2-arm randomized pilot trial of the STOMP intervention vs usual care among PLWH and at least moderate chronic pain (Clinicaltrials.gov: NCT02824562). Cost-effectiveness is presented as the incremental cost-effectiveness ratio (ICER). Costs were considered from the clinic perspective over a 1-year time horizon using real costs from the pilot trial. It was conservatively assumed there would be no costs savings. The Standard Gamble (SG) method was used to directly measure utilities. RESULTS: Thirty-six participants met inclusion criteria for the present analyses. Mean age was 52 years; 61% were female and 86% were black. The total cost of STOMP was $483.83 per person. Using the SG method, the change in QALYs was 0.15, corresponding to an ICER of $3,225. CONCLUSIONS: STOMP's cost/QALY is substantially lower than the $50,000 to $100,000/QALY benchmark often used to indicate cost-effectiveness. Although based on a pilot trial and, therefore, preliminary, these findings are promising, and suggest the importance of cost analyses in future STOMP trials.

Associations of Multimorbid Medical Conditions and Health-Related Quality of Life Among Older African American Men.

Background: African American (AA) men battling multiple morbidities are tasked with managing the components of each condition and are at greater risk for adverse outcomes such as poor health-related quality of life (QOL), disability, and higher mortality rates. Method: Baseline data for AA men from the University of Alabama at Birmingham Study of Aging were utilized. Factor analysis was used to categorize medical conditions and create factor scores. Covariate-adjusted regression models assessed the relationships between categories of conditions and physical and mental health-related QOL as assessed by the SF-12. Results: The mean age of the sample of 247 AA men was 75.36 years and 49% lived in rural areas. Medical conditions fit into three factors: metabolic syndrome, kidney failure and neurological complications, and COPD and heart disease. Covariate-adjusted models revealed that low education, higher levels of income difficulty, and higher scores on metabolic syndrome and COPD and heart disease factors were associated with lower scores on physical health-related QOL, p's < .05. Higher levels of income difficulty were also associated with lower scores on mental health-related QOL. Discussion: These findings suggest the importance of examining clusters of comorbid medical conditions and their relationships to outcomes within older African American men.

An Examination of Lower Extremity Function and its Correlates in Older African American and White Men.

OBJECTIVE: Maintaining functional status and reducing/eliminating health disparities in late life are key priorities. Older African Americans have been found to have worse lower extremity functioning than Whites, but little is known about potential differences in correlates between African American and White men. The goal of this investigation was to examine measures that could explain this racial difference and to identify race-specific correlates of lower extremity function. METHODS: Data were analyzed for a sample of community-dwelling men. Linear regression models examined demographics, medical conditions, health behaviors, and perceived discrimination and mental health as correlates of an objective measure of lower extremity function, the Short Physical Performance Battery (SPPB). Scores on the SPPB have a potential range of 0 to 12 with higher scores corresponding to better functioning. RESULTS: The mean age of all men was 74.9 years (SD=6.5), and the sample was 50% African American and 53% rural. African American men had scores on the SPPB that were significantly lower than White men after adjusting for age, rural residence, marital status, education, and income difficulty (P<.01). Racial differences in cognitive functioning accounted for approximately 41% of the race effect on physical function. Additional models stratified by race revealed a pattern of similar correlates of the SPPB among African American and White men. CONCLUSIONS: The results of this investigation can be helpful for researchers and clinicians to aid in identifying older men who are at-risk for poor lower extremity function and in planning targeted interventions to help reduce disparities.

The effects of caregiver emotional stress on the depressive symptomatology of the care recipient.

OBJECTIVES: Depression is a leading mental health issue affecting elderly individuals worldwide. Previous research widely neglects caregiver emotional stress as a probable contributing factor of depression in the elderly. This study investigated caregiver emotional stress as a chronic life stressor of an elderly care recipient using the life stress paradigm as the theoretical foundation. METHODS: The relationships between caregiver emotional stress and care receiver depressive symptoms, as well as other social and psychological mediation factors, were investigated using the 2004 wave of the National Long-Term Care Study (NLTCS). The NLTCS is a nationally representative longitudinal study used to identify frail and disabled elderly Medicare recipients living in the United States. The analytic sample of this study included 1340 caregiver-care receiver dyads who were asked a series of questions concerning their mental health (i.e. emotional stress and depressive symptoms), as well as the availability of social and psychological resources. RESULTS: Overall, the results showed that high levels of emotional stress reported by the caregiver were associated with a higher likelihood of the disabled care receiver reporting depressive symptoms. CONCLUSION: The findings of this investigation point to the importance of studying caregivers and care receivers as dyads as the stress associated with the caregiving role affects each member.

Race and Sex Differences in Correlates of Systolic Blood Pressure in Community-Dwelling Older Adults.

OBJECTIVES: To describe correlates of measured systolic blood pressure (SBP) among community-dwelling older African American and White Medicare beneficiaries. METHODS: Participants completed an in-home assessment and factors significantly correlated with SBP were tested using multivariable models. RESULTS: Among the 958 participants (mean age= 75.3 [SD = 6.8]; 49% African American; 49% female; 52% rural) African Americans were more often diagnosed with hypertension, more likely on anti-hypertensives, and on more anti-hypertensive medications. SBP was 2.7 mmHg higher in African Americans than Whites (p=.03). SBP was higher in women than men. Multivariable models revealed differences in the factors associated with SBP by race/sex specific groups. Having a history of smoking and reports of being relaxed and free of tension were associated with higher SBP among African American men. DISCUSSION: Although more likely prescribed anti-hypertensives, mean SBP was higher for older African Americans than Whites. Results support the hypothesis that behavioral and psychosocial factors are more important correlates of SBP levels among older African Americans than among Whites.

Health behaviors and all-cause mortality in African American men.

Because of the excess burden of preventable chronic diseases and premature death among African American men, identifying health behaviors to enhance longevity is needed. We used data from the Third National Health and Nutrition Examination Survey 1988-1994 (NHANES III) and the NHANES III Linked Mortality Public-use File to determine the association between health behaviors and all-cause mortality and if these behaviors varied by age in 2029 African American men. Health behaviors included smoking, drinking, physical inactivity, obesity, and a healthy eating index score. Age was categorized as 25-44 years (n = 1,045), 45-64 years (n = 544), and 65 years and older (n = 440). Cox regression analyses were used to estimate the relationship between health behaviors and mortality within each age-group. All models were adjusted for marital status, education, poverty-to-income ratio, insurance status, and number of health conditions. Being a current smoker was associated with an increased risk of mortality in the 25- to 44-year age-group, whereas being physically inactive was associated with an increased risk of mortality in the 45- to 64-year age-group. For the 65 years and older age-group, being overweight or obese was associated with decreased mortality risk. Efforts to improve longevity should focus on developing age-tailored health promoting strategies and interventions aimed at smoking cessation and increasing physical activity in young and middle-aged African American men.

Correlates of health-related quality of life in African American and Caucasian stroke caregivers.

OBJECTIVE: Stroke is a leading cause of long-term disability in the United States. Family caregivers are susceptible to negative outcomes as a result of their caregiving role. A stress process model was utilized to identify characteristics of stroke caregivers who are at risk for poor physical and mental health-related quality of life (QOL). RESEARCH METHOD: Individuals who experienced an incident stroke event within the previous year were identified from a larger epidemiologic study of stroke incidence. These stroke survivors were enrolled in the Caring for Adults Recovering from the Effects of Stroke (CARES) study along with their primary family caregivers (N = 146 dyads). Caregivers completed a baseline telephone interview that assessed physical and mental health-related QOL, problems their family members were experiencing, appraisals of those problems, and caregiver resources. RESULTS: Objective stressors, appraisals, and caregiver resources were related to caregiver physical and mental health-related QOL, ps <.05. Objective stressors were found to have a stronger association with caregiver mental health than physical health. Hierarchical regression models showed the relative importance of each category of predictors. In the final models, older age and receiving more support were associated with worse physical health-related QOL whereas African American race and fewer stroke survivor problems were associated with better mental health. CONCLUSIONS: The correlates of health-related QOL identified in this national sample of caregivers can help identify stroke caregivers who are at risk for poor adjustment to the caregiving role and aid in identifying areas that can potentially be intervened upon for these caregivers.

Indicators of childhood quality of education in relation to cognitive function in older adulthood.

BACKGROUND: The association between years of education and cognitive function in older adults has been studied extensively, but the role of quality of education is unknown. We examined indicators of childhood educational quality as predictors of cognitive performance and decline in later life. METHODS: Participants included 433 older adults (52% African American) who reported living in Alabama during childhood and completed in-home assessments of cognitive function at baseline and 4 years later. Reports of residence during school years were matched to county-level data from the 1935 Alabama Department of Education report for school funding (per student), student-teacher ratio, and school year length. A composite measure of global cognitive function was utilized in analyses. Multilevel mixed effects models accounted for clustering of educational data within counties in examining the association between cognitive function and the educational quality indices. RESULTS: Higher student-teacher ratio was associated with worse cognitive function and greater school year length was associated with better cognitive function. These associations remained statistically significant in models adjusted for education level, age, race, gender, income, reading ability, vascular risk factors, and health behaviors. The observed associations were stronger in those with lower levels of education (≤12 years), but none of the education quality measures were related to 4-year change in cognitive function. CONCLUSIONS: Educational factors other than years of schooling may influence cognitive performance in later life. Understanding the role of education in cognitive aging has substantial implications for prevention efforts as well as accurate identification of older adults with cognitive impairment.