Browsing by Author "Clark, Daniel O."
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Item A Comparison and Cross-Validation of Models to Predict Basic Activity of Daily Living Dependency in Older Adults(Wolters Kluwer, 2012) Clark, Daniel O.; Stump, Timothy E.; Tu, Wanzhu; Miller, Douglas K.; Medicine, School of MedicineBackground: A simple method of identifying elders at high risk for activity of daily living (ADL) dependence could facilitate essential research and implementation of cost-effective clinical care programs. Objective: We used a nationally representative sample of 9446 older adults free from ADL dependence in 2006 to develop simple models for predicting ADL dependence at 2008 follow-up and to compare the models to the most predictive published model. Candidate predictor variables were those of published models that could be obtained from interview or medical record data. Methods: Variable selection was performed using logistic regression with backward elimination in a two-third random sample (n = 6233) and validated in a one-third random sample (n = 3213). Model fit was determined using the c-statistic and evaluated vis-a-vis our replication of a published model. Results: At 2-year follow-up, 8.0% and 7.3% of initially independent persons were ADL dependent in the development and validation samples, respectively. The best fitting, simple model consisted of age and number of hospitalizations in past 2 years, plus diagnoses of diabetes, chronic lung disease, congestive heart failure, stroke, and arthritis. This model had a c-statistic of 0.74 in the validation sample. A model of just age and number of hospitalizations achieved a c-statistic of 0.71. These compared with a c-statistic of 0.79 for the published model. Sensitivity analyses demonstrated model robustness. Conclusions: Models based on a widely available data achieve very good validity for predicting ADL dependence. Future work will assess the validity of these models using medical record data.Item Addressing People and Place Microenvironments in Weight Loss Disparities (APP-Me): Design of a randomized controlled trial testing timely messages for weight loss behavior in low income black and white women(Elsevier, 2018) Clark, Daniel O.; Srinivas, Preethi; Bodke, Kunal; Keith, NiCole; Hood, Sula; Tu, Wanzhu; Medicine, School of MedicineBackground Behavioral interventions for weight loss have been less effective in lower income and black women. These poorer outcomes may in part be related to these women having more frequent exposures to social and physical situations that are obesogenic, i.e., eating and sedentary cues or situations. Objectives Working with obese, lower income black and white women, Addressing People and Place Microenvironments (APP-Me) was designed to create awareness of self-behavior at times and places of frequent eating and sedentary behavior. Design APP-Me is being evaluated in a randomized controlled trial with 240 participants recruited from federally qualified health centers located in a single Midwestern city. All participants complete four weeks of ecological momentary assessments (EMA) of situations and behavior. At the end of the four weeks, participants are randomized to enhanced usual care (UC) or UC plus APPMe. Methods APP-Me is an automated short messaging system (SMS). Messages are text, image, audio, or a combination, and are delivered to participants’ mobile devices with the intent of creating awareness at the times and places of frequent eating or sedentary behavior. The EMA data inform the timing of message deliveries. Summary This project aims to create and test timely awareness messages in a subpopulation that has not responded well to traditional behavioral interventions for weight loss. Novel aspects of the study include the involvement of a low income population, the use of data on time and place of obesogenic behavior, and message delivery time tailored to an individual’s behavioral patterns.Item Age Differences in the Association Between Body Mass Index Class and Annualized Medicare Expenditures(SAGE, 2016-02) Clark, Daniel O.; Lane, Kathleen A.; Ambuehl, Roberta; Tu, Wanzhu; Liu, Chiung-Ju; Unroe, Kathleen; Callahan, Christopher M.; Department of Medicine, IU School of MedicineOBJECTIVE: The aim of the study is to assess the relationship between body mass index (BMI) class and Medicare claims among young-old (65-69), old (70-74), and old-old (75+) adults over a 10-year period. METHOD: We assessed costs by BMI class and age group among 9,300 respondents to the 1998 Health and Retirement Study (HRS) with linked 1998-2008 Medicare claims data. BMI was classified as normal (18.5-24.9), overweight (25-29.9), mild obesity (30-34.9), or severe obesity (35 or above). RESULTS: Annualized total Medicare claims adjusted for age, gender, ethnicity, education, and smoking history were 109% greater for severely obese young-old adults in comparison with normal weight young-old adults (US$9,751 vs. US$4,663). Total annualized claim differences between the normal weight and severely obese in the old and old-old groups were not statistically significant. DISCUSSION: Excess Medicare expenditures related to obesity may be concentrated among severely obese young-old adults. Preventing severe obesity among middle and older aged adults may have large cost implications for society.Item The Association of Early Life Factors and Declining Incidence Rates of Dementia in an Elderly Population of African Americans(Oxford University Press, 2018-04-16) Hendrie, Hugh C.; Smith-Gamble, Valerie; Lane, Kathleen A.; Purnell, Christianna; Clark, Daniel O.; Gao, Sujuan; Psychiatry, School of MedicineObjectives: To explore the possible association of childhood residence, education levels, and occupation with declining incidence rates of dementia in 2 cohorts of elderly African Americans. Methods: African Americans residing in Indianapolis without dementia were enrolled in 1992 and 2001 and evaluated every 2-3 years. The cohorts consist of 1,440 participants in 1992 and 1,835 participants in 2001 aged 70 years and older. Cox proportional hazard regression models were used to compare cohort differences in dementia and Alzheimer's disease (AD) risk. Results: The 2001 cohort had significantly decreased risk of both incident dementia and AD (hazard ratio [HR]: 0.62/0.57 for dementia/AD). Years of education was associated with decreased risk of dementia (HR = 0.93; p = .0011). A significant interaction (p = .0477) between education and childhood rural residence was found for the risk of AD that higher education level is significantly associated with reduced AD risk (HR = 0.87) in participants with childhood rural residence, but no association in those with urban upbringing. The cohort difference for dementia rates were attenuated by adjusting for the 3 risk factors but remained significant (HR = 0.75; p = .04). Discussion: These results emphasize the importance of early life factors including rural residence and education for the risk for dementia later in life.Item Cognitive function, body mass index and mortality in a rural elderly Chinese cohort(Springer Nature, 2014-03-26) Gao, Sujuan; Jin, Yinlong; Unverzagt, Frederick W.; Cheng, Yibin; Su, Liqin; Wang, Chenkun; Ma, Feng; Hake, Ann M.; Kettler, Carla; Chen, Chen; Liu, Jingyi; Bian, Jianchao; Li, Ping; Murrell, Jill R.; Clark, Daniel O.; Hendrie, Hugh C.; Psychiatry, School of MedicineBackground: Previous studies have shown that poor cognition and low body mass index were associated with increased mortality. But few studies have investigated the association between cognition and mortality across the entire cognitive spectrum while adjusting for BMI. The objective of this study is to examine the associations between cognitive function, BMI and 7-year mortality in a rural elderly Chinese cohort. Methods: A prospective cohort of 2,000 Chinese age 65 and over from four rural counties in China were followed for 7-years. Cognitive function, BMI and other covariate information were obtained at baseline. Cox's proportional hazard models were used to determine the effects of cognitive function and BMI on mortality risk. Results: Of participants enrolled, 473 (23.7%) died during follow-up. Both lower cognitive function (HR = 1.48, p = 0.0049) and lower BMI (HR = 1.6, p < 0.0001) were independently associated with increased mortality risk compared to individuals with average cognitive function and normal weight. Higher cognitive function was associated with lower mortality risk (HR = 0.69, p = 0.0312). We found no significant difference in mortality risk between overweight/obese participants and those with normal weight. Conclusions: Cognitive function and BMI were independent predictors of mortality risk. Intervention strategies for increasing cognitive function and maintaining adequate BMI may be important in reducing morality risk in the elderly population.Item Complex Transitions from Skilled Nursing Facility to Home: Patient and Caregiver Perspectives(Springer, 2021) Carnahan, Jennifer L.; Inger, Lev; Rawl, Susan M.; Iloabuchi, Tochukwu C.; Clark, Daniel O.; Callahan, Christopher M.; Torke, Alexia M.; Medicine, School of MedicineBackground: Patients who undergo the complex series of transitions from the hospital to a skilled nursing facility (SNF) back to home represent a unique patient population with multiple comorbidities and impaired functional abilities. The needs and outcomes of patients who are discharged from the hospital to SNF before returning home are understudied in care transitions scholarship. Objective: To study the patient and caregiver challenges and perspectives on transitions from the hospital to the SNF and back to home. Design: Between 48 h and 1 week after discharge from the SNF, semi-structured interviews were performed with a convenience sample of patients and caregivers in their homes. Within 1 to 2 weeks after the baseline interview, follow-up interviews were performed over the phone. Participants: A total of 39 interviewees comprised older adults undergoing the series of transitions from hospital to skilled nursing facility to home and their informal caregivers. Main measures: A constructionist, grounded-theory approach was used to code the interviews, identify major themes and subthemes, and develop a theoretical model explaining the outcomes of the SNF to home transition. Key results: The mean age of the patients was 76.6 years and 64.8 years for the caregivers. Four major themes were identified: comforts of home, information needs, post-SNF care, and independence. Patients noted an extended time away from home and were motivated to return to and remain in the home. Information needs were variably met and affected post-SNF care, including medication management, appointments, and therapy gains and setbacks. Interviewees identified independent function at home as the most important outcome of the transition home. Conclusions: Post-SNF in home support is needed rapidly after discharge from the SNF to prevent adverse outcomes. In-home support needs to be highly individualized based on a patient's and caregiver's unique situation and needs.Item Delivering Food Resources and Kitchen Skills (FoRKS) to Adults with Food Insecurity and Hypertension: A Pilot Study(MDPI, 2023-03-17) Rivera, Rebecca L.; Adams, Mariah; Dawkins, Emily; Carter, Amy; Zhang, Xuan; Tu, Wanzhu; Peña, Armando; Holden, Richard J.; Clark, Daniel O.; Medicine, School of MedicineFood insecurity affects nearly 50 million Americans and is linked to cardiovascular disease risk factors and health disparities. The purpose of this single-arm pilot study was to determine the feasibility of a 16-week dietitian-led lifestyle intervention to concurrently address food access, nutrition literacy, cooking skills, and hypertension among safety-net primary care adult patients. The Food Resources and Kitchen Skills (FoRKS) intervention provided nutrition education and support for hypertension self-management, group kitchen skills and cooking classes from a health center teaching kitchen, medically tailored home-delivered meals and meal kits, and a kitchen toolkit. Feasibility and process measures included class attendance rates and satisfaction and social support and self-efficacy toward healthy food behaviors. Outcome measures included food security, blood pressure, diet quality, and weight. Participants (n = 13) were on average {mean (SD)} aged 58.9 ± 4.5 years, 10 were female, and 12 were Black or African American. Attendance averaged 19 of 22 (87.1%) classes and satisfaction was rated as high. Food self-efficacy and food security improved, and blood pressure and weight declined. FoRKS is a promising intervention that warrants further evaluation for its potential to reduce cardiovascular disease risk factors among adults with food insecurity and hypertension.Item Depressive Symptom Severity as a Predictor of Attendance in the HOME Behavioral Weight Loss Trial(Elsevier, 2020-04) Shell, Aubrey L.; Hsueh, Loretta; Vrany, Elizabeth A.; Clark, Daniel O.; Keith, NiCole R.; Xu, Huiping; Stewart, Jesse C.; Psychology, School of ScienceObjective We examined whether total depressive symptoms and symptom clusters predicted behavioral weight loss attendance among economically disadvantaged adults in a randomized controlled trial. Methods 150 adults with obesity were randomized to 12 months of in-person, video conference, or enhanced usual care weight loss groups. We categorized percent session attendance in the intervention arms into three levels: no attendance, poorer attendance, and better attendance. Results Higher baseline Patient Health Questionnaire-8 (PHQ-8) score was associated with a greater odds of being in the poorer versus better attendance group (OR = 1.94, 95% CI: 1.02–3.69, p = .04). A similar relationship between PHQ-8 score and odds of being in the no attendance versus better attendance group was observed but was not statistically significant (OR = 1.63, 95% CI: 0.94–2.81, p = .08). Both cognitive/affective and somatic clusters contributed to the depressive symptoms-attendance relationships. Conclusion Greater depressive symptoms at the start of a behavioral weight loss program may predict poorer subsequent session attendance. Screening for and addressing depression may improve intervention uptake.Item Design and baseline characteristics of the Cognitive and Aerobic Resilience for the Brain (CARB) study(Elsevier, 2023-08) Tam, Joyce W.; Khurshid, Kiran; Sprague, Briana; Clark, Daniel O.; Xu, Huiping; Moser, Lyndsi R.; Miller, Douglas K.; Considine, Robert; Callahan, Christopher M.; Garringer, Holly J.; Rexroth, Daniel; Unverzagt, Frederick W.; Pathology and Laboratory Medicine, School of MedicineBackground Treatments that delay progression of cognitive impairment in older adults are of great public health significance. This manuscript outlines the protocol, recruitment, baseline characteristics, and retention for a randomized controlled trial of cognitive and aerobic physical training to improve cognition in individuals with subjective cognitive dysfunction, the “Cognitive and Aerobic Resilience for the Brain” (CARB) study. Methods Community-dwelling, older adults with self-reported memory loss were randomly assigned to receive either computer-based cognitive training, aerobic physical training, combined cognitive and physical training, or education control. Treatment was delivered 2- to 3-times per week in 45- to 90-min sessions for 12 weeks by trained facilitators videoconferencing into subject's home. Outcome assessments of were taken at the baseline, immediately following training, and 3-months after training. Results 191 subjects were randomized into the trial (mean age, 75.5 years; 68% female; 20% non-white; mean education, 15.1 years; 30% with 1+ APOE e4 allele). The sample was generally obese, hypertensive, and many were diabetic, while cognition, self-reported mood, and activities of daily living were in the normal range. There was excellent retention throughout the trial. Interventions were completed at high rates, participants found the treatments acceptable and enjoyable, and outcome assessments were completed at high rates. Conclusions This study was designed to determine the feasibility of recruiting, intervening, and documenting response to treatment in a population at risk for progressive cognitive decline. Older adults with self-reported memory loss were enrolled in high numbers and were well engaged with the intervention and outcome assessments.Item Developing a Self-Reported Physical Fitness Survey(Wolters Kluwer, 2012) Keith, NiCole R.; Stump, Timothy E.; Clark, Daniel O.; Medicine, School of MedicinePhysical fitness measures indicate health status, and these can be used to improve management of overall health. Purpose: This study aimed to describe the development of a self-reported fitness (SRFit) survey intended to estimate fitness in adults age ≥40 yr across four domains: 1) muscular strength and endurance, 2) cardiovascular fitness, 3) flexibility, and 4) body composition. Methods: SRFit items were developed from the previously validated Rikli and Jones Senior Fitness Test battery of physical tests. Face-to-face participant interviews were used to refine SRFit item wording. Data from a pilot administration of the SRFit survey were used to guide further revisions of SRFit items. The Senior Fitness Test battery was used to evaluate the four fitness domains. The BodPod was used to measure body composition. Height, weight, and resting blood pressure were measured, and the revised SRFit survey was administered to 108 participants. Results: Forty-five percent of the participants were women and 37% reported being black or in the "other" race category. Mean age was 53.5 ± 8.0 yr and mean body mass index was 30.6 ± 8.8 kg·m(-2). Mean ± SD SRFit summary scores and correlations found between summary and fitness test scores were as follows: upper body strength = 12.8 ± 2.4, r = 0.59, P < 0.001; lower body strength = 12.6 ± 2.6, r = 0.68, P < 0.001; upper body flexibility (left side) = 12.3 ± 2.8, r = 0.47, P < 0.001; upper body flexibility (right side) = 12.4 ± 2.8, r = 0.67, P < 0.001; lower body flexibility = 17.4 ± 3.8, r = 0.55, P < 0.001; cardiovascular endurance = 12.9 ± 2.6, r = 0.66, P < 0.001; body mass index = 7.7 ± 2.23, r = 0.79, P < 0.001; and percent body fat = 7.7 ± 2.2, r = 0.78, P < 0.001. Conclusions: SRFit survey items in each fitness domain were correlated with analogous Senior Fitness Test items, indicating that participants can accurately use the SRFit survey to self-report physical fitness.