370 results on '"Donald Hedeker"'
Search Results
2. Testing the feasibility of mobile ecological momentary assessment for symptom burden and management among metastatic cancer patients
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Theodore M. Brasky, Alison M. Newton, Julie A. Stephens, Scott A. Strassels, Roberto M. Benzo, John L. Hays, Erin Stevens, Theodore L. Wagener, Donald Hedeker, and Jessica L. Krok-Schoen
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Computer applications to medicine. Medical informatics ,R858-859.7 - Abstract
Background Individuals who have metastatic cancer experience substantial physical and psychological distress (e.g., pain, depression, anxiety) from their disease and its treatment compared to patients with less advanced disease. As the burden of symptoms varies over time, ecological momentary assessment (EMA) may be used to better understand patients’ symptom trajectories, complimenting traditional longitudinal data collection methods. However, few have used EMA in patients with metastatic disease. The current study adds to the existing literature by exploring interrelated, common cancer-related symptoms of pain, anxiety, and depression and use of cannabis-based products, opioid medications, other (nonopioid) pain medications, and medications for anxiety or depression. Methods An eight-day prospective observational feasibility study was conducted among 50 patients with metastatic cancer recruited from seven solid cancer clinics at The Ohio State University Comprehensive Cancer Center. Participants completed a week of interval-contingent mobile EMA, administered daily at 9 a.m., 3 p.m., and 8 p.m., and a comprehensive interviewer-administered questionnaire on Day 8. Participants were queried on their symptom burden and management strategies (i.e., use of medications and cannabis). We considered EMA to be feasible if a priori retention (80%) and adherence goals (75%) were met. Results Seventy-nine percent of eligible patients contacted enrolled in the study ( n = 50 of 63). Among those enrolled, 92% were retained through Day 8 and 80% completed >90% of EMAs, exceeding a priori objectives. Participants’ average pain, anxiety, and depressive symptoms across the week of EMA ranged from 1.7 to 1.8 (1 to 5 scale). Symptoms varied little by day or time of administration. On Day 8, significant proportions of participants reported past-week use of medications and cannabis for symptom management. Conclusions Participants exceeded a priori adherence and retention objectives, indicating that mobile EMA is feasible among metastatic cancer patients, addressing a gap in the existing literature and informing future research. Restricting eligibility to participants with a minimum cutoff of symptom burden may be warranted to increase observations of symptom variability and provide opportunities for future health interventions. Future research is needed to test the acceptability and quality of data over a longer study period in this patient population.
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- 2024
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3. Detecting influential subjects in intensive longitudinal data using mixed-effects location scale models
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Xingruo Zhang and Donald Hedeker
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Cook’s distance ,Influential data ,Intensive longitudinal data ,Mixed-effects location scale model ,Variance modeling ,Medicine (General) ,R5-920 - Abstract
Abstract Background Collection of intensive longitudinal health outcomes allows joint modeling of their mean (location) and variability (scale). Focusing on the location of the outcome, measures to detect influential subjects in longitudinal data using standard mixed-effects regression models (MRMs) have been widely discussed. However, no existing approach enables the detection of subjects that heavily influence the scale of the outcome. Methods We propose applying mixed-effects location scale (MELS) modeling combined with commonly used influence measures such as Cook’s distance and DFBETAS to fill this gap. In this paper, we provide a framework for researchers to follow when trying to detect influential subjects for both the scale and location of the outcome. The framework allows detailed examination of each subject’s influence on model fit as well as point estimates and precision of coefficients in different components of a MELS model. Results We simulated two common scenarios in longitudinal healthcare studies and found that influence measures in our framework successfully capture influential subjects over 99% of the time. We also re-analyzed data from a health behavior study and found 4 particularly influential subjects, among which two cannot be detected by influence analyses via regular MRMs. Conclusion The proposed framework can help researchers detect influential subject(s) that will be otherwise overlooked by influential analysis using regular MRMs and analyze all data in one model despite influential subjects.
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- 2023
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4. Rationale and design of the SenseWhy project: A passive sensing and ecological momentary assessment study on characteristics of overeating episodes
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Nabil I. Alshurafa, Tammy K. Stump, Christopher S. Romano, Angela F. Pfammatter, Annie W. Lin, Josiah Hester, Donald Hedeker, Evan Forman, and Bonnie Spring
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Computer applications to medicine. Medical informatics ,R858-859.7 - Abstract
Objectives Overeating interventions and research often focus on single determinants and use subjective or nonpersonalized measures. We aim to (1) identify automatically detectable features that predict overeating and (2) build clusters of eating episodes that identify theoretically meaningful and clinically known problematic overeating behaviors (e.g., stress eating), as well as new phenotypes based on social and psychological features. Method Up to 60 adults with obesity in the Chicagoland area will be recruited for a 14-day free-living observational study. Participants will complete ecological momentary assessments and wear 3 sensors designed to capture features of overeating episodes (e.g., chews) that can be visually confirmed. Participants will also complete daily dietitian-administered 24-hour recalls of all food and beverages consumed. Analysis Overeating is defined as caloric consumption exceeding 1 standard deviation of an individual's mean consumption per eating episode. To identify features that predict overeating, we will apply 2 complementary machine learning methods: correlation-based feature selection and wrapper-based feature selection. We will then generate clusters of overeating types and assess how they align with clinically meaningful overeating phenotypes. Conclusions This study will be the first to assess characteristics of eating episodes in situ over a multiweek period with visual confirmation of eating behaviors. An additional strength of this study is the assessment of predictors of problematic eating during periods when individuals are not on a structured diet and/or engaged in a weight loss intervention. Our assessment of overeating episodes in real-world settings is likely to yield new insights regarding determinants of overeating that may translate into novel interventions.
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- 2023
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5. Analysis of multivariate longitudinal substance use outcomes using multivariate mixed cumulative logit model
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Xiaolei Lin, Robin Mermelstein, and Donald Hedeker
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Mixed cumulative logit model ,Multivariate longitudinal outcomes ,Non-proportional odds assumption ,Substance usage ,Medicine (General) ,R5-920 - Abstract
Abstract Background Longitudinal assessments of usage are often conducted for multiple substances (e.g., cigarettes, alcohol and marijuana) and research interests are often focused on the inter-substance association. We propose a multivariate longitudinal modeling approach for jointly analyzing the ordinal multivariate substance use data. Methods We describe how the binary random slope logistic regression model can be extended to the multi-category ordinal outcomes. We also describe how the proportional odds assumption can be relaxed by allowing differential covariate effects on different cumulative logits for multiple outcomes. Data are analyzed from a P01 study that evaluates the usage levels of cigarettes, alcohol and marijuana repeatedly across 8 measurement waves during 7 consecutive years. Results 1263 subjects participated in the study with informed consent, among whom 56.6% are females. Males and females show significant differences in terms of the time trend for substance use. Specifically, males showed steeper trends on cigarette and marijuana use over time compared to females, while less so for alcohol. For all three substances, age effects appear to be different for different cumulative logits, indicating the violation of proportional odds assumption. Conclusions The multivariate mixed cumulative logit model offers the most flexibility and allows one to examine the inter-substance association when proportional odds assumption is violated.
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- 2021
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6. Biological and environmental influences on motor coordination in Peruvian children and adolescents
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Sara Pereira, Alcibíades Bustamante, Carla Santos, Donald Hedeker, Go Tani, Rui Garganta, Olga Vasconcelos, Adam Baxter-Jones, Peter T. Katzmarzyk, and José Maia
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Medicine ,Science - Abstract
Abstract This study investigated the associations between biological and environmental factors and gross-motor coordination (GMC) in Peruvian children and adolescents. The sample comprised 7401 boys and girls, aged 6–14 years, recruited from three geographical regions: sea-level, Amazon and high-altitude. Biological variables included age, sex, height, BMI, physical fitness, stunting, and maturational status. Environmental influences included geographical region and school characteristics. Gross-motor coordination was tested with the Körperkoordinationstest für Kinder and the data analyzed by multilevel logistic regression. Results showed a high prevalence of below normal GMC scores. Sex, age, geographical area, biological maturation, BMI (normal versus overweight/obesity), and stunting were all significant predictors of GMC. There was also an interaction between age, sex, and geographical area indicating that older girls who lived at sea-level and high-altitude were more likely to display below normal GMC scores. The school context was less important in predicting GMC problems than the interplay between biological characteristics and geographical region. These results suggest that early identification, as well as educational and pediatric care interventions, are of importance in reducing below normal GMC among Peruvian children and adolescents.
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- 2021
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7. Mindfulness-Based Smoking Cessation Delivered Through Telehealth and Text Messaging for Low-Income Smokers: Protocol for a Randomized Controlled Trial
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Claire A Spears, Josephine Mhende, China Hawkins, Vuong Van Do, Matthew J Hayat, Michael P Eriksen, Donald Hedeker, Lorien C Abroms, and David W Wetter
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Medicine ,Computer applications to medicine. Medical informatics ,R858-859.7 - Abstract
BackgroundTobacco use is the leading cause of preventable morbidity and mortality. Adults with low income and members of certain racial and ethnic minority groups are less likely to quit, and therefore, they experience profound tobacco-related health disparities. Mindfulness training can increase the rates of smoking cessation and lapse recovery, and telehealth and SMS text messaging have the potential to provide more accessible treatment. ObjectiveThis study aims to test the efficacy of delivering mindfulness-based smoking cessation treatment through text messaging (iQuit Mindfully) and telehealth (group videoconferencing), both as stand-alone interventions and in combination. In addition, it aims to examine the underlying mechanisms of mindfulness treatment. MethodsIn this 2×2 randomized controlled trial, participants are randomized into 1 of 4 groups based on assignment to iQuit Mindfully text messages (yes or no) and mindfulness videoconference groups (yes or no). The primary outcomes are biochemically verified smoking abstinence at 8, 12, and 24 weeks after the start of treatment. Secondary outcomes include the frequency of home mindfulness practice and self-reported levels of mindfulness, emotions, craving, withdrawal, dependence, self-efficacy, and social support. ResultsRecruitment, treatment, and assessment began in spring and summer 2021, and data collection is expected to continue through spring 2024. ConclusionsThis project aims to improve smoking cessation outcomes for low-income, racially and ethnically diverse smokers through mindfulness-based telehealth group counseling and text messaging support. We also aim to advance the scientific study of the mechanisms of action of mindfulness treatment, which could inform the development of more efficacious and efficient treatments to reduce tobacco disparities. Trial RegistrationClinicaltrials.gov NCT04965181; https://clinicaltrials.gov/ct2/show/NCT04965181 International Registered Report Identifier (IRRID)PRR1-10.2196/35688
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- 2022
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8. Impact of post-diagnosis weight change on survival outcomes in Black and White breast cancer patients
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Lihua Shang, Masaya Hattori, Gini Fleming, Nora Jaskowiak, Donald Hedeker, Olufunmilayo I. Olopade, and Dezheng Huo
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Body mass index ,Weight change ,Breast cancer ,Prognosis ,Racial disparities ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Abstract Purpose To evaluate weight change patterns over time following the diagnosis of breast cancer and to examine the association of post-diagnosis weight change and survival outcomes in Black and White patients. Methods The study included 2888 women diagnosed with non-metastatic breast cancer in 2000–2017 in Chicago. Longitudinal repeated measures of weight and height were collected, along with a questionnaire survey including questions on body size. Multilevel mixed-effects models were used to examine changes in body mass index (BMI). Delayed entry Cox proportional hazards models were used to investigate the impacts of changing slope of BMI on survival outcomes. Results At diagnosis, most patients were overweight or obese with a mean BMI of 27.5 kg/m2 and 31.5 kg/m2 for Blacks and Whites, respectively. Notably, about 45% of the patients had cachexia before death and substantial weight loss started about 30 months before death. In multivariable-adjusted analyses, compared to stable weight, BMI loss (> 0.5 kg/m2/year) showed greater than 2-fold increased risk in overall survival (hazard ratio [HR] = 2.60, 95% CI 1.88–3.59), breast cancer-specific survival (HR = 3.05, 95% CI 1.91–4.86), and disease-free survival (HR = 2.12, 95% CI 1.52–2.96). The associations were not modified by race, age at diagnosis, and pre-diagnostic weight. BMI gain (> 0.5 kg/m2/year) was also related to worse survival, but the effect was weak (HR = 1.60, 95% CI 1.10–2.33 for overall survival). Conclusion BMI loss is a strong predictor of worse breast cancer outcomes. Growing prevalence of obesity may hide diagnosis of cancer cachexia, which can occur in a large proportion of breast cancer patients long before death.
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- 2021
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9. Measuring young adult appeal for menthol and non-menthol cigarettes: protocol of a clinical trial using both laboratory and intensive longitudinal methods (PRISM)
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Michael Smith, Andrea C Villanti, Amy M Cohn, Donald Hedeker, James Murphy, Janet Audrain-McGovern, Wallace Pickworth, Delaney Dunn, Riley Wyatt, Taylor Niznik, Whitney Cotten, and Sarah J Ehlke
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Medicine - Abstract
Introduction Although the Food and Drug Administration banned other characterising flavours in cigarettes, menthol cigarettes are still available to consumers. Young adult new smokers are initiating with menthol cigarettes, such that the prevalence of young adults menthol versus non-menthol smokers is increasing. Experimentation with menthol cigarettes is associated with progression to regular smoking and nicotine dependence. This ongoing clinical trial in young adult smokers measures appeal and the reinforcing value of smoking menthol versus non-menthol cigarettes and the impact of these variables on changes in smoking behaviour at a 6-month follow-up.Methods and analysis Reinforcement for menthol smoking is assessed in the laboratory using a validated behavioural economic choice task, and appeal is measured in the natural environment using ecological momentary assessment (EMA). Analyses will examine differences between menthol and non-menthol cigarette smoking on measures of subjective response in the laboratory and via EMA, and how subjective response mediates the association between menthol preference at baseline and smoking outcomes at follow-up.Ethics and dissemination This protocol was approved by the University of Oklahoma Health Sciences Center Institutional Review Board (#10581). The findings will isolate the unique effects of menthol in smoking and will help inform regulatory decisions about the abuse liability of menthol cigarettes. Findings will be disseminated through peer-reviewed journal articles and presentations at national and international conferences.Trial registration number NCT03953508.
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- 2022
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10. Implementing a multilevel intervention to accelerate colorectal cancer screening and follow-up in federally qualified health centers using a stepped wedge design: a study protocol
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Karen Kim, Blasé Polite, Donald Hedeker, David Liebovitz, Fornessa Randal, Manasi Jayaprakash, Michael Quinn, Sang Mee Lee, and Helen Lam
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Colorectal cancer ,Multilevel intervention ,Stepped wedge design ,Implementation strategy ,Federally qualified health center ,FQHC ,Medicine (General) ,R5-920 - Abstract
Abstract Background Screening for colorectal cancer (CRC) not only detects disease early when treatment is more effective but also prevents cancer by finding and removing precancerous polyps. Because many of our nation’s most disadvantaged and vulnerable individuals obtain health care at federally qualified health centers, these centers play a significant role in increasing CRC screening among the most vulnerable populations. Furthermore, the full benefits of cancer screenings must include timely and appropriate follow-up of abnormal results. Thus, the purpose of this study is to implement a multilevel intervention to increase rates of CRC screening, follow-up, and referral-to-care in federally qualified health centers, as well as simultaneously to observe and to gather information on the implementation process to improve the adoption, implementation, and sustainment of the intervention. The multilevel intervention will target three different levels of influences: organization, provider, and individual. It will have multiple components, including provider and staff education, provider reminder, provider assessment and feedback, patient reminder, and patient navigation. Methods This study is a multilevel, three-phase, stepped wedge cluster randomized trial with four clusters of clinics from four different FQHC systems. In the first phase, there will be a 3-month waiting period during which no intervention components will be implemented. After the 3-month waiting period, we will randomize two clusters to cross from the control to the intervention and the remaining two clusters to follow 3 months later. All clusters will stay at the same phase for 9 months, followed by a 3-month transition period, and then cross over to the next phase. Discussion There is a pressing need to reduce disparities in CRC outcomes, especially among racial/ethnic minority populations and among populations who live in poverty. Single-level interventions are often insufficient to lead to sustainable changes. Multilevel interventions, which target two or more levels of changes, are needed to address multilevel contextual influences simultaneously. Multilevel interventions with multiple components will affect not only the desired outcomes but also each other. How to take advantage of multilevel interventions and how to implement such interventions and evaluate their effectiveness are the ultimate goals of this study. Trial registration This protocol is registered at clinicaltrials.gov ( NCT04514341 ) on 14 August 2020.
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- 2020
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11. A multilevel analysis of gross motor coordination of children and adolescents living at different altitudes: the Peruvian Health and Optimist Growth Study
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Carla Santos, Alcibíades Bustamante, Donald Hedeker, Olga Vasconcelos, Rui Garganta, Peter T. Katzmarzyk, and José Maia
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children and adolescents ,gross motor coordination ,school context ,environment ,multilevel modelling ,Biology (General) ,QH301-705.5 ,Human anatomy ,QM1-695 ,Physiology ,QP1-981 - Abstract
Background Gross motor coordination (GMC) is a potential correlate of lifestyle behaviours and health outcomes in childhood and adolescence. Aims The aim of this study was to examine how sex, age, biological maturation, overweight, stunting, and physical fitness are associated with GMC in children and adolescents from Peru, and to examine associations between geographical area of residence, school-level characteristics, and GMC. Subjects and methods The sample included 7408 subjects, aged 6–14 years, from sea level, Amazon and high-altitude regions of Peru. A composite marker of total coordination was derived by the sum of scores from each test (GMCT). Overweight was identified using BMI, and biological maturation, physical fitness, and stunting were assessed. School characteristics were obtained via an objective audit. Results Boys (β = 12.23 ± 0.90) and older children (β = 13.37 ± 0.64) had higher GMCT than girls and younger children, respectively. Overweight was associated with lower GMCT (β = −5.23 ± 0.80), whereas fitness was positively associated with GMCT (β = 6.30 ± 0.25). Biological maturation was not a predictor; however, stunting was negatively associated with GMCT (β = −3.71 ± 1.56). Subjects living in the Amazon had higher GMCT than those at sea level (β = 16.57 ± 4.73). Five of nine school-level predictors (number of students, playground area with obstacles, multi-sports roofed, frequency and duration of Physical Education classes) were significant predictors of GMCT. Conclusions Child- and school-level variables were significantly associated with GMCT in this sample. These findings are important for the Peruvian community, especially school principals, councils and physical education teachers, helping them to define more efficient strategies and action plans to increase motor coordination in children.
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- 2020
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12. Hematologic toxicity in BRCA1 and BRCA2 mutation carriers during chemotherapy: A retrospective matched cohort study
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Allison H. West, Hayley Knollman, James Dugan, Donald Hedeker, Elisabeth A. Handorf, Sarah M. Nielsen, Lisa C. Bealin, Lindsay G. Goldblatt, Heather Willems, Mary B. Daly, Anosheh Afghahi, Olufunmilayo I. Olopade, Peter J. Hulick, Elena Shagisultanova, Dezheng Huo, Elias Obeid, and Jane E. Churpek
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BRCA1 ,BRCA2 ,breast cancer ,hematologic toxicity ,hereditary breast and ovarian cancer syndrome ,neutropenic fever ,Neoplasms. Tumors. Oncology. Including cancer and carcinogens ,RC254-282 - Abstract
Abstract Women who inherit a BRCA1 or BRCA2 mutation have an increased risk of breast cancer. Preliminary evidence suggests they may also have defects in bone marrow function. To test this hypothesis, we conducted a multicenter, retrospective, matched cohort study, comparing women with localized breast cancer requiring cytotoxic chemotherapy who carried an inherited BRCA1 or BRCA2 mutation to similar wild‐type patients treated between 1995 and 2017 and matched based on age, race, site, and chemotherapy regimen. The proportion who developed specific hematologic toxicities, timing of these toxicities, and patterns of blood count fluctuations over time were compared among BRCA1 carriers vs matched wild‐type patients and among BRCA2 carriers vs matched wild‐type patients. 88 BRCA1 carriers and 75 BRCA2 carriers were matched to 226 and 242 wild‐type patients, respectively. The proportions and timing of experiencing any grade or grade 3/4 cytopenias during chemotherapy were not significantly different for BRCA1 carriers or BRCA2 carriers vs matched wild‐type patients. Proportions requiring treatment modifications and time to first modification were also similar. Patterns of blood count fluctuations over time in mutation carriers mirrored those in wild‐type patients overall and by the most common regimens. Women with an inherited mutation in BRCA1 or BRCA2 experience similar frequency, severity, and timing of hematologic toxicities during curative intent breast cancer chemotherapy as matched wild‐type patients. Our findings suggest that BRCA1 or BRCA2 haploinsufficiency is sufficient for adequate bone marrow reserve in the face of short‐term repetitive hematopoietic stressors.
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- 2019
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13. Online, cross-disciplinary team science training for health and medical professionals: Evaluation of COALESCE (teamscience.net)
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Bonnie Spring, Ekaterina A. Klyachko, Phillip W. Rak, H. Gene McFadden, Donald Hedeker, Juned Siddique, Leland R. Bardsley, and Angela Fidler Pfammatter
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Team Science ,cross-disciplinary research ,online training ,faculty development ,translational research ,Medicine - Abstract
AbstractIntroduction:The National Academies of Sciences (NAS) emphasize the need for interdisciplinary team science (TS) training, but few training resources are available. COALESCE, an open-access tool developed with National Institutes of Health support and located at teamscience.net, is considered a gold standard resource but has not previously been evaluated. COALESCE launched four learning modules in 2011. The Science of TS (SciTS) module, an interactive encyclopedia, introduces foundational concepts. Three scenario-based modules simulate TS challenges in behavioral, clinical, and basic biomedical sciences. This study examined user characteristics, usage patterns, and effects of completing the four modules on TS knowledge, attitudes, and skills.Methods:Repeated measures ANOVA tested for pre-post changes in performance and compared learning by users with biomedical versus other disciplinary backgrounds.Results:From 2011 through 2017, the site attracted 16,280 new users who engaged in 6461 sessions that lasted more than 1 min. The modal registrant identified as working in a biomedical field (47%), in an academic institution (72%), and expressed greater interest in the practice than the SciTS (67%). Those completing pre- and post-tests (n = 989) showed significant improvement in knowledge, attitudes, and skills after taking all scenario-based modules (p < 0.005); knowledge and attitudes were unchanged after the SciTS encyclopedia. Biomedical and other health professionals improved comparably.Conclusion:Evaluation of the TS training tool at teamscience.net indicates broad dissemination and positive TS-related outcomes. Site upgrades implemented between 2018 and 2020, including adding five new modules, are expected to increase the robustness and accessibility of the COALESCE training resource.
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- 2019
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14. Tobacco and marijuana use and their association with serum prostate-specific antigen levels among African American men in Chicago
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David J. Press, Brandon Pierce, Diane S. Lauderdale, Briseis Aschebrook-Kilfoy, Scarlett Lin Gomez, Donald Hedeker, Nathaniel E. Wright, Richard J. Fantus, Luís Bettencourt, Habibul Ahsan, and Scott Eggener
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Prostate specific antigen ,Cigarette ,Tobacco ,Marijuana ,African American ,Medicine - Abstract
African American (AA) men experience more than twice the prostate cancer mortality as White men yet are under-represented in academic research involving prostate-specific antigen (PSA), a biomarker of prostate cancer aggressiveness. We examined the impact of self-reported tobacco (cigarette pack-years and current tobacco use including e-cigarettes) and current regular marijuana use on serum PSA level based on clinical laboratory testing among 928 AA men interviewed 2013–2018 in Chicago. We defined outcome of elevated PSA ≥ 4.0 ng/mL for logistic regression models and continuous PSA increases for general linear models. All models were adjusted for age, sociodemographic characteristics, healthcare utilization, body mass index, and self-reported health. Among 431 AA men age ≥ 55 years, we observed ∼ 5 times the odds of elevated PSA among those with > 1 pack-years of cigarette smoking vs. never-smokers (odds ratio [OR] = 5.09; 95% confidence interval [CI] = 1.57–16.6) and a quarter the odds of elevated PSA among current marijuana users vs. non-users (OR = 0.27; 95% CI = 0.08–0.96). PSA increased on average 1.20 ng/mL among other current tobacco users vs. non-users. Among older AA men, cigarette smoking history and current tobacco use were positively associated with an increase in PSA levels and current marijuana use were inversely associated with PSA levels. Future work with studies of diverse patient populations with cancer outcomes are needed to assess whether these behavioral characteristics contribute to racial/ ethnic disparities in prostate cancer outcomes. Our study provides novel evidence regarding potential differences in PSA levels among older AA men according to behavioral characteristics.
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- 2020
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15. Familial resemblance in gross motor coordination. The Peruvian Sibling Study on Growth and Health
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Alcibíades B. Valdívia, Rafael S. Henrique, Sara Pereira, Raquel N. Chaves, Go Tani, Duarte Freitas, Antonio Prista, David F. Stodden, Peter T. Katzmarzyk, Donald Hedeker, and José Maia
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familial aggregation ,gross motor coordination ,youth ,siblings ,peru ,Biology (General) ,QH301-705.5 ,Human anatomy ,QM1-695 ,Physiology ,QP1-981 - Abstract
Background: The development of gross motor coordination (GMC) is governed by biological and environmental factors whose effect sizes are still unclear. Aim: To investigate sibling resemblance in GMC, as well as biological and environmental correlates of GMC among Peruvian children. Materials and methods: The sample comprised 1256 biological siblings (6–15 years old), from three geographical areas of Peru. GMC was assessed using the Korperkoordinationtest für Kinder (KTK) test battery. Anthropometry, biological maturation and physical fitness (PF) were also measured. Multilevel modelling was performed using Stata 14 software. Results: In general, sister–sister pairs (SS) showed the highest resemblance in GMC (ρ = 0.24) compared to brother–sister (BS) (ρ = 0.10) and brother–brother (BB) pairs (ρ = 0.07). On average, BB pairs had higher GMC than SS pairs and older siblings had higher GMC than younger siblings. Further, those with lower body mass index (BMI) and higher PF had higher GMC. There was also a significant interaction between age and PF with GMC. Siblings from the rainforest region demonstrated higher GMC than those from sea level and high-altitude siblings demonstrated lower GMC than their sea-level peers. Conclusion: These results demonstrate statistically significant sibling resemblance in GMC. Age, BMI, PF and geographical area were significant correlates of GMC.
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- 2018
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16. Biological and environmental determinants of 12-minute run performance in youth
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Duarte Freitas, José Maia, Mikis Stasinopoulos, Élvio Rúbio Gouveia, António M. Antunes, Martine Thomis, Johan Lefevre, Albrecht Claessens, Donald Hedeker, and Robert M. Malina
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cardiorespiratory fitness ,skeletal maturity ,fatness ,physical activity ,socioeconomic status ,Biology (General) ,QH301-705.5 ,Human anatomy ,QM1-695 ,Physiology ,QP1-981 - Abstract
Background: The 12-minute run is a commonly used indicator of cardiorespiratory fitness in youth. Variation in growth and maturity status as potential correlates of test performance has not been systematically addressed. Aim: To evaluate biological and environmental determinants of 12-minute run performance in Portuguese youth aged 7–17 years. Subjects and methods: Mixed-longitudinal samples of 187 boys and 142 girls were surveyed in 1996, 1997 and 1998. The 12-minute run was the indicator of cardiorespiratory fitness. Height, body mass and five skinfolds were measured and skeletal maturity was assessed. Physical activity, socioeconomic status and area of residence were obtained with a questionnaire. Multi-level modelling was used for the analysis. Results: Chronological age and sum of five skinfolds were significant predictors of 12-minute run performance. Older boys and girls ran longer distances than younger peers, while high levels of subcutaneous fat were associated with shorter running distances. Rural boys were more proficient in the 12-minute run than urban peers. Skeletal maturity, height, body mass index, physical activity and socioeconomic status were not significant predictors of 12-minute run performances. Conclusions: Age and sum of skinfolds in both sexes and rural residence in boys are significant predictors of 12-minute run performance in Portuguese youth.
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- 2017
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17. A Clinical Prediction Score to Guide Referral of Elderly Dialysis Patients for Kidney Transplant Evaluation
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Ling-Xin Chen, Michelle A. Josephson, Donald Hedeker, Kellie H. Campbell, Nicole Stankus, and Milda R. Saunders
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elderly ,kidney transplant referral ,mortality ,older adults ,USRDS ,Diseases of the genitourinary system. Urology ,RC870-923 - Abstract
Dialysis patients aged ≥70 years derive improved life expectancy through kidney transplantation compared with their waitlisted counterparts, but guidelines are not clear about how to identify appropriate transplantation candidates. We developed a clinical prediction score to identify elderly dialysis patients with expected 5-year survival appropriate for kidney transplantation (>5 years). Methods: Incident dialysis patients in 2006–2009 aged ≥70 were identified from the United States Renal Data System database and divided into derivation and validation cohorts. Using the derivation cohort, candidate variables with a significant crude association with 5-year all-cause mortality were included in a multivariable logistic regression model to generate a scoring system. The scoring system was tested in the validation cohort and a cohort of elderly transplant recipients. Results: Characteristics most predictive of 5-year mortality included age >80, body mass index 90% for the highest risk cohort (42% of the validation cohort). Discussion: This clinical prediction score could be useful for physicians to identify potentially suitable candidates for kidney transplantation.
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- 2017
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18. Multilevel modelling of somatotype components: the Portuguese sibling study on growth, fitness, lifestyle and health
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Sara Pereira, Peter T. Katzmarzyk, Thayse Natacha Gomes, Michele Souza, Raquel N. Chaves, Fernanda K. dos Santos, Daniel Santos, Donald Hedeker, and José A. R. Maia
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similarity ,youth ,children ,physique ,physical activity ,Biology (General) ,QH301-705.5 ,Human anatomy ,QM1-695 ,Physiology ,QP1-981 - Abstract
Background: Somatotype is a complex trait influenced by different genetic and environmental factors as well as by other covariates whose effects are still unclear. Aims: To (1) estimate siblings’ resemblance in their general somatotype; (2) identify sib-pair (brother–brother (BB), sister–sister (SS), brother–sister (BS)) similarities in individual somatotype components; (3) examine the degree to which between and within variances differ among sib-ships; and (4) investigate the effects of physical activity (PA) and family socioeconomic status (SES) on these relationships. Subjects and methods: The sample comprises 1058 Portuguese siblings (538 females) aged 9–20 years. Somatotype was calculated using the Health-Carter method, while PA and SES information was obtained by questionnaire. Multi-level modelling was done in SuperMix software. Results: Older subjects showed the lowest values for endomorphy and mesomorphy, but the highest values for ectomorphy; and more physically active subjects showed the highest values for mesomorphy. In general, the familiality of somatotype was moderate (ρ = 0.35). Same-sex siblings had the strongest resemblance (endomorphy: ρSS > ρBB > ρBS; mesomorphy: ρBB = ρSS > ρBS; ectomorphy: ρBB > ρSS > ρBS). For the ectomorphy and mesomorphy components, BS pairs showed the highest between sib-ship variance, but the lowest within sib-ship variance; while for endomorphy BS showed the lowest between and within sib-ship variances. Conclusions: These results highlight the significant familial effects on somatotype and the complexity of the role of familial resemblance in explaining variance in somatotypes.
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- 2017
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19. Change and Stability in Sibling Resemblance in Obesity Markers: The Portuguese Sibling Study on Growth, Fitness, Lifestyle, and Health
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Sara Pereira, Peter T. Katzmarzyk, Donald Hedeker, and José Maia
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Internal medicine ,RC31-1245 - Abstract
Background/Objectives. Obesity markers evolve over time and these changes are shared within the family orbit and governed by individual and environmental characteristics. Available reports often lack an integrated approach, in contrast to a multilevel framework that considers their concurrent influence. Hence, this study aims to (1) describe mean changes in obesity markers (body fat (%BF), body mass index (BMI), and waist circumference (WC)) across sib-ships; (2) analyze tracking of individuals within their sib-ship in these markers during 2 years of follow-up; (3) probe consistency in sibling resemblance in these markers; and (4) analyze the joint influence of individual and familial characteristics in these markers. Subjects/Methods. The sample comprises 168 biological Portuguese siblings (brother-brother (BB), sister-sister (SS), and brother-sister (BS)) aged 9–17 years. %BF, BMI, and WC were measured using standardized protocols, and biological maturation was assessed. Physical activity, diet, screen time, and familial characteristics were obtained by questionnaires. Multilevel models were used to analyze the clustered longitudinal data. Sibling resemblance was estimated with the intraclass correlation. Results. On average, all sib types increased in BMI and WC over 2 years of follow-up, and SS pairs increased in %BF. Individuals within sib-ships track high in all obesity markers across time. Consistency in siblings’ resemblance was also noted, except for BB pairs in %BF which decreased at follow-up. More maturing siblings tend to have higher values in all markers. Greater screen time was associated with higher %BF, whereas those consuming more sugary drinks had lower %BF and BMI values. Siblings whose mothers had less qualified occupations tended to have lower BMI values. Conclusions. Longitudinal individual tracking and sibling resemblance for obesity markers were found. Yet, different trajectories were also identified depending on the marker and sib type. Individual and familial characteristics exert different influences on each obesity marker.
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- 2019
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20. Correlates of Overweight in Children and Adolescents Living at Different Altitudes: The Peruvian Health and Optimist Growth Study
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Carla Santos, Alcibíades Bustamante, Donald Hedeker, Olga Vasconcelos, Rui Garganta, Peter T. Katzmarzyk, and José Maia
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Internal medicine ,RC31-1245 - Abstract
Background and Aim. Overweight prevalence in children and adolescents shows great variability which is related to individual-level and environmental-level factors. The present study aimed to determine the prevalence of and factors associated with overweight in Peruvian children and adolescents living at different altitudes. Methods. 8568 subjects, aged 6–16 y, from the sea level, Amazon, and high-altitude regions were sampled. Overweight was identified using BMI; biological maturation and physical fitness were measured; school characteristics were assessed via an objective audit. Results. Overweight prevalence decreased with age (28.3% at 6 y to 13.9% at 16 y); it was higher in girls (21.7%) than boys (19.8%) and was higher at the sea level (41.3%), compared with Amazon (18.8%) and high-altitude (6.3%) regions. Approximately 79% of the variance in overweight was explained by child-level characteristics. In Model 1, all child-level predictors were significant (p
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- 2019
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21. Are BMI and Sedentariness Correlated? A Multilevel Study in Children
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Thayse Natacha Gomes, Peter T. Katzmarzyk, Fernanda Karina dos Santos, Raquel Nichele de Chaves, Daniel Santos, Sara Pereira, Catherine M. Champagne, Donald Hedeker, and José Maia
- Subjects
BMI ,sedentariness ,children ,multilevel analysis ,Nutrition. Foods and food supply ,TX341-641 - Abstract
The purpose of this research was to investigate the relationship between body mass index (BMI) and sedentariness (Sed) in children and to examine the influence of child and school correlates on their variation. The sample comprises 580 children (337 girls, 9–11 years). Sedentariness was assessed with an accelerometer, and BMI was computed. Child- and school-level covariates were analyzed using multilevel models. No significant correlation between Sed and BMI was found. School context explains 5% and 1.5% of the total variance in Sed and BMI, respectively. At the child level, only moderate-to-vigorous physical activity was associated with both Sed (β = −0.02 ± 0.002) and BMI (β = −0.005 ± 0.002). Sleep time is related to Sed (β = −0.42 ± 0.04), while sex (β = 1.97 ± 0.13), biological maturity (β = 1.25 ± 0.07), media in the bedroom (β = 0.26 ± 0.08) and healthy (β = −0.09 ± 0.03) and unhealthy (β = −0.07 ± 0.04) diet scores were associated with BMI. None of the school-level covariates were related to BMI, but access to cafeteria (β = −0.97 ± 0.25), playground equipment (β = −0.67 ± 0.20) and restaurants (β = 0.16 ± 0.08) were related to Sed. In conclusion, Sed and BMI were not correlated. Further, they have different correlates, while children’s traits seem to play more relevant roles in their differences in Sed and BMI than the school milieu. This information should be taken into account when strategies to reduce Sed and BMI are implemented.
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- 2015
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22. Outcomes of immunosuppressive therapy in chronic hypersensitivity pneumonitis
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Ayodeji Adegunsoye, Justin M. Oldham, Evans R. Fernández Pérez, Mark Hamblin, Nina Patel, Mitchell Tener, Deepa Bhanot, Lacey Robinson, Sam Bullick, Lena Chen, Scully Hsu, Matthew Churpek, Donald Hedeker, Steven Montner, Jonathan H. Chung, Aliya N. Husain, Imre Noth, Mary E. Strek, and Rekha Vij
- Subjects
Medicine - Abstract
In chronic hypersensitivity pneumonitis (CHP), lack of improvement or declining lung function may prompt use of immunosuppressive therapy. We hypothesised that use of azathioprine or mycophenolate mofetil with prednisone reduces adverse events and lung function decline, and improves transplant-free survival. Patients with CHP were identified. Demographic features, pulmonary function tests, incidence of treatment-emergent adverse events (TEAEs) and transplant-free survival were characterised, compared and analysed between patients stratified by immunosuppressive therapy. A multicentre comparison was performed across four independent tertiary medical centres. Among 131 CHP patients at the University of Chicago medical centre (Chicago, IL, USA), 93 (71%) received immunosuppressive therapy, and had worse baseline forced vital capacity (FVC) and diffusing capacity, and increased mortality compared with those who did not. Compared to patients treated with prednisone alone, TEAEs were 54% less frequent with azathioprine therapy (p=0.04) and 66% less frequent with mycophenolate mofetil (p=0.002). FVC decline and survival were similar between treatment groups. Analyses of datasets from four external tertiary medical centres confirmed these findings. CHP patients who did not receive immunosuppressive therapy had better survival than those who did. Use of mycophenolate mofetil or azathioprine was associated with a decreased incidence of TEAEs, and no difference in lung function decline or survival when compared with prednisone alone. Early transition to mycophenolate mofetil or azathioprine may be an appropriate therapeutic approach in CHP, but more studies are needed.
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- 2017
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23. A multilevel analysis of health-related physical fitness. The Portuguese sibling study on growth, fitness, lifestyle and health.
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Sara Pereira, Peter Todd Katzmarzyk, Thayse Natacha Gomes, Michele Souza, Raquel Nichele Chaves, Fernanda Karina Dos Santos, Daniel Santos, Donald Hedeker, and José Maia
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Medicine ,Science - Abstract
This study investigates biological, behavioural and sociodemographic correlates of intra-pair similarities, and estimates sibling resemblance in health-related physical fitness (PF). The sample comprises 1101 biological siblings (525 females) aged 9-20 years. PF components and markers were: morphological [waist circumference (WC) and %body fat (%BF)], muscular [handgrip strength (GS) and standing long jump (SLJ)], motor [50-yard dash (50YD) and shuttle run (SR)], and cardiorespiratory (1-mile run). Biological maturation was assessed; physical activity (PA), TV viewing and socioeconomic status (SES) information was obtained. On average, older and more mature subjects are better performers in all PF components; PA was negatively associated with SR, while SES was negatively associated with SLJ and SR. A pattern was observed in the intraclass correlations (ρ) wherein same sex siblings demonstrate greater resemblance for most PF components (sister-sister: 0.35≤ ρ≤0.55; brother-brother: (0.25≤ρ≤0.60) than brother-sister pairs (BS) (0≤ρ≤0.15), except for %BF (ρBB>ρSS>ρBS), and the 1-mile run (ρSS>ρBS>ρBB). In conclusion, behavioural and sociodemographic correlates play different roles in siblings PF expression. Further, a significant familial PF resemblance was observed with different trends in different sibling types, probably due to variations in shared genetic factors and sociodemographic conditions.
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- 2017
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24. Why Are Children Different in Their Daily Sedentariness? An Approach Based on the Mixed-Effects Location Scale Model.
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Thayse Natacha Gomes, Donald Hedeker, Fernanda Karina dos Santos, Sara Pereira, Peter T Katzmarzyk, and José A R Maia
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Medicine ,Science - Abstract
This study aimed to investigate the between- and within-individual variability in sedentary time over seven days, using a mixed-effects location scale model. The sample comprised 686 Portuguese children (381 girls) aged 9-11 years, from 23 schools. Sedentary time was estimated by the Actigraph GT3X+ accelerometer, which was used 24 hours/day for 7 consecutive days; height, sitting height, and weight were measured, BMI was computed (WHO cut-points were used to classify subjects as normal weight or overweight/obese), and maturity offset was estimated. Information regarding the home environment was obtained by questionnaire. Results revealed that (i) children were more sedentary on Friday, but less so on Saturday and Sunday (compared to Monday), with significant variation between- and within-subjects (between-subject variance=0.800, within-subject variance=1.793, intra-subject correlation=0.308); (ii) there is a sex effect on sedentariness, with boys being less sedentary than girls (p
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- 2015
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25. MIXNO: a computer program for mixed-effects nominal logistic regression
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Donald Hedeker
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Statistics ,HA1-4737 - Abstract
MIXNO provides maximum marginal likelihood estimates for mixed-effects nominal logistic regression analysis. These models can be used for analysis of correlated nominal response data, for example, data arising from a clustered or longitudinal design. For such data, the mixed-effects model assumes that data within clusters or sub jects are dependent. The degree of dependency is jointly estimated with the usual model parameters, thus adjusting for dependence resulting from nesting of the data. MIXNO uses marginal maximum likelihood estimation, utilizing a Fisher-scoring solution. For the scoring solution, the Cholesky factor of the random-effects variance-covariance matrix is estimated along with the (fixed) effects of explanatory variables. Examples illustrating usage and features of MIXNO are provided.
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- 1999
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26. MIXREGLS : A Program for Mixed-Eects Location Scale Analysis
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Donald Hedeker and Rachel Nordgren
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intensive longitudinal data ,ecological momentary assessment ,multilevel ,mixed models ,heteroscedasticity ,variance modeling ,Fortran ,SAS ,Statistics ,HA1-4737 - Abstract
MIXREGLS is a program which provides estimates for a mixed-effects location scale model assuming a (conditionally) normally-distributed dependent variable. This model can be used for analysis of data in which subjects may be measured at many observations and interest is in modeling the mean and variance structure. In terms of the variance structure, covariates can by specified to have effects on both the between-subject and within-subject variances. Another use is for clustered data in which subjects are nested within clusters (e.g. clinics, hospitals, schools, etc.) and interest is in modeling the between-cluster and within-cluster variances in terms of covariates. MIXREGLS was written in Fortran and uses maximum likelihood estimation, utilizing both the EM algorithm and a Newton-Raphson solution. Estimation of the random effects is accomplished using empirical Bayes methods. Examples illustrating stand-alone usage and features of MIXREGLS are provided, as well as use via the SAS and R software packages.
- Published
- 2013
27. Financial Motivation Undermines Maintenance in an Intensive Diet and Activity Intervention
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Arlen C. Moller, H. Gene McFadden, Donald Hedeker, and Bonnie Spring
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Internal medicine ,RC31-1245 - Abstract
Financial incentives are widely used in health behavior interventions. However, self-determination theory posits that emphasizing financial incentives can have negative consequences if experienced as controlling. Feeling controlled into performing a behavior tends to reduce enjoyment and undermine maintenance after financial contingencies are removed (the undermining effect). We assessed participants’ context-specific financial motivation to participate in the Make Better Choices trial—a trial testing four different strategies for improving four health risk behaviors: low fruit and vegetable intake, high saturated fat intake, low physical activity, and high sedentary screen time. The primary outcome was overall healthy lifestyle change; weight loss was a secondary outcome. Financial incentives were contingent upon meeting behavior goals for 3 weeks and became contingent upon merely providing data during the 4.5-month maintenance period. Financial motivation for participation was assessed at baseline using a 7-item scale (𝛼=.97). Across conditions, a main effect of financial motivation predicted a steeper rate of weight regained during the maintenance period, 𝑡(165)=2.15, 𝑃=.04. Furthermore, financial motivation and gender interacted significantly in predicting maintenance of healthy diet and activity changes, 𝑡(160)=2.42, 𝑃=.016, such that financial motivation had a more deleterious influence among men. Implications for practice and future research on incentivized lifestyle and weight interventions are discussed.
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- 2012
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28. Effect of early mobilisation on long-term cognitive impairment in critical illness in the USA: a randomised controlled trial
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Bhakti K Patel, Krysta S Wolfe, Shruti B Patel, Karen C Dugan, Cheryl L Esbrook, Amy J Pawlik, Megan Stulberg, Crystal Kemple, Megan Teele, Erin Zeleny, Donald Hedeker, Anne S Pohlman, Vineet M Arora, Jesse B Hall, and John P Kress
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Pulmonary and Respiratory Medicine - Published
- 2023
29. Temporal stability of behavior, temporal cue-behavior associations, and physical activity habit strength among mothers with school-aged children
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Jaclyn P. Maher, Wei-Lin Wang, Donald Hedeker, and Genevieve F. Dunton
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Public Health, Environmental and Occupational Health ,General Medicine ,General Chemistry ,Applied Psychology - Published
- 2023
30. Fast estimation of mixed‐effects location‐scale regression models
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Nathan Gill and Donald Hedeker
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Statistics and Probability ,Epidemiology - Published
- 2023
31. Associations of polygenic risk for attention-deficit/hyperactivity disorder with general and specific dimensions of childhood psychological problems and facets of impulsivity
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Benjamin B, Lahey, Lin, Tong, Brandon, Pierce, Donald, Hedeker, Marc G, Berman, Carlos, Cardenas-Iniguez, Tyler M, Moore, Brooks, Applegate, Henning, Tiemeier, and Antonia N, Kaczkurkin
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Executive Function ,Multifactorial Inheritance ,Psychiatry and Mental health ,Adolescent ,Attention Deficit Disorder with Hyperactivity ,Impulsive Behavior ,Humans ,Prospective Studies ,Child ,Biological Psychiatry - Abstract
A polygenic risk score (PRS) for attention-deficit/hyperactivity disorder (ADHD) has been found to be associated with ADHD in multiple studies, but also with many other dimensions of problems. Little is known, however, about the processes underlying these transdiagnostic associations. Using data from the baseline and 1-year follow-up assessments of 9- to 10-year-old children in the Adolescent Brain Cognitive Development™ (ABCD©) Study, associations were assessed between an ADHD PRS and both general and specific factors of psychological problems defined in bifactor modeling. Additionally, prospective mediated paths were tested from the ADHD PRS to dimensions of problems in the follow-up assessment through baseline measures of executive functioning (EF) and two facets of impulsivity: lower perseverance and greater impulsiveness in the presence of surgent positive emotions. Previous findings of modest but significant direct associations of the ADHD PRS with the general factor of psychological problems were replicated in both assessments in 4,483 children of European ancestry. In addition, significant statistical mediation was found from the ADHD PRS to the general factor, specific ADHD, and conduct problems in the follow-up assessment through each of the two facets of impulsivity. In contrast, EF did not statistically mediate associations between the ADHD PRS and psychological problems. These results suggest that polygenic risk transdiagnostically influences both psychological problems and facets of impulsivity, perhaps partly through indirect pathways via facets of impulsivity.
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- 2022
32. Defining R‐squared measures for mixed‐effects location scale models
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Donald Hedeker and XINGRUO ZHANG
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Statistics and Probability ,Models, Statistical ,Epidemiology ,Data Collection ,Ecological Momentary Assessment ,Multilevel Analysis ,Humans ,Computer Simulation - Abstract
Ecological momentary assessment and other modern data collection technologies facilitate research on both within-subject and between-subject variability of health outcomes and behaviors. For such intensively measured longitudinal data, Hedeker et al extended the usual two-level mixed-effects model to a two-level mixed-effects location scale (MELS) model to accommodate covariates' influence as well as random subject effects on both mean (location) and variability (scale) of the outcome. However, there is a lack of existing standardized effect size measures for the MELS model. To fill this gap, our study extends Rights and Sterba's framework of
- Published
- 2022
33. Associations Between Social Context and Mood During Alcohol Consumption in Young Adult Smokers
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Julia M. Brooks, Donald Hedeker, and Robin J. Mermelstein
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Psychiatry and Mental health ,Health (social science) ,Toxicology - Published
- 2023
34. Direct and Indirect Associations of Widespread Individual Differences in Brain White Matter Microstructure With Executive Functioning and General and Specific Dimensions of Psychopathology in Children
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Theodore D. Satterthwaite, Brooks Applegate, Tyler M. Moore, Donald Hedeker, Carlos Cardenas-Iniguez, Marc G. Berman, Monica D. Rosenberg, Antonia N. Kaczkurkin, Benjamin B. Lahey, Francisco A. C. Meyer, Elisabet Blok, Lauren M. Thompson, Tonya White, Damien A. Fair, and Child and Adolescent Psychiatry / Psychology
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Adolescent ,Cognitive Neuroscience ,Individuality ,050105 experimental psychology ,Article ,White matter ,03 medical and health sciences ,Executive Function ,0302 clinical medicine ,Brain White Matter ,Fractional anisotropy ,medicine ,Attention deficit hyperactivity disorder ,Humans ,0501 psychology and cognitive sciences ,Radiology, Nuclear Medicine and imaging ,Child ,Biological Psychiatry ,05 social sciences ,Brain ,Executive functions ,medicine.disease ,White Matter ,medicine.anatomical_structure ,Diffusion Tensor Imaging ,Attention Deficit Disorder with Hyperactivity ,Neurology (clinical) ,Substance use ,Psychology ,030217 neurology & neurosurgery ,Clinical psychology ,Diffusion MRI ,Psychopathology - Abstract
Background Executive functions (EFs) are important partly because they are associated with risk for psychopathology and substance use problems. Because EFs have been linked to white matter microstructure, we tested the prediction that fractional anisotropy (FA) and mean diffusivity (MD) in white matter tracts are associated with EFs and dimensions of psychopathology in children younger than the age of widespread psychoactive substance use. Methods Parent symptom ratings, EF test scores, and diffusion tensor parameters from 8588 9- to 10-year-olds in the ABCD Study (Adolescent Brain Cognitive Development Study) were used. Results A latent factor derived from EF test scores was significantly associated with specific conduct problems and attention-deficit/hyperactivity disorder problems, with dimensions defined in a bifactor model. Furthermore, EFs were associated with FA and MD in 16 of 17 bilateral white matter tracts (range: β = .05; SE = .17; through β = −.31; SE = .06). Neither FA nor MD was directly associated with psychopathology, but there were significant indirect associations via EFs of both FA (range: β = .01; SE = .01; through β = −.09; SE = .02) and MD (range: β = .01; SE = .01; through β = .09; SE = .02) with both specific conduct problems and attention-deficit/hyperactivity disorder in all tracts except the forceps minor. Conclusions EFs in children are inversely associated with diffusion tensor imaging measures in nearly all tracts throughout the brain. Furthermore, variance in diffusion tensor measures that is shared with EFs is indirectly shared with attention-deficit/hyperactivity disorder and conduct problems.
- Published
- 2022
35. A shared‐parameter location‐scale mixed model to link the responsivity in self‐initiated event reports and the event‐contingent Ecological Momentary Assessments
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Qianheng Ma, Donald Hedeker, and Robin Mermelstein
- Subjects
Statistics and Probability ,Affect ,Epidemiology ,Ecological Momentary Assessment ,Smoking ,Humans ,Self Report ,Article - Abstract
We address the issue of (non-) responsivity of self-initiated assessments in Ecological Momentary Assessment (EMA) or other mobile health (mHealth) studies, where subjects are instructed to self-initiate reports when experiencing defined events, for example, smoking. Since such reports are self-initiated, the frequency and determinants of nonresponse to these event reports is usually unknown, however it may be suspected that nonresponse of such self-initiated reports is not random. In this case, existing methods for missing data may be insufficient in the modeling of these observed self-initiated reports. In certain EMA studies, random prompts, distinct from the self-initiated reports, may be converted to event reports. For example, such a conversion can occur if during a random prompt a subject is assessed about the event (eg, smoking) and it is determined that the subject is engaging in the event at the time of the prompt. Such converted prompts can provide some information about the subject's non-responsivity of event reporting. Furthermore, such non-responsivity can be associated with the primary longitudinal EMA outcome (eg, mood) in which case a joint modeling of the non-responsivity and the mood outcome is possible. Here, we propose a shared-parameter location-scale model to link the primary outcome model for mood and a model for subjects' non-responsivity by shared random effects which characterize a subject's mood level, mood change pattern, and mood variability. Via simulations and real data analysis, our proposed model is shown to be more informative, have better coverage of parameters, and provide better fit to the data than more conventional models.
- Published
- 2022
36. Sibling Resemblance in Physical Activity Levels: The Peruvian Sibling Study on Growth and Health
- Author
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Carla Santos, José Maia, Sara Pereira, Olga Vasconcelos, Rui Garganta, J. Timothy Lightfoot, Go Tani, Donald Hedeker, Peter T. Katzmarzyk, and Alcibíades Bustamante
- Subjects
Health, Toxicology and Mutagenesis ,Peru ,Public Health, Environmental and Occupational Health ,multilevel modelling ,physical activity ,shared factors ,siblings - Abstract
Physical activity is associated with a host of positive health outcomes and is shaped by both genetic and environmental factors. We aim to: (1) estimate sibling resemblance in two physical activity phenotypes [total number of steps∙day−1 and minutes for moderate steps per day (min∙day−1)]; and (2) investigate the joint associations of individual characteristics and shared natural environment with intra-pair sibling similarities in each phenotype. We sampled 247 biological siblings from 110 nuclear families, aged 6–17 years, from three Peruvian regions. Physical activity was measured using pedometers and body mass index was calculated. In general, non-significant variations in the intraclass correlation coefficients were found after adjustment for individual characteristics and geographical area for both phenotypes. Further, no significant differences were found between the three sib-ship types. Sister-sister pairs tended to take fewer steps than brother-brother (β = −2908.75 ± 954.31). Older siblings tended to walk fewer steps (β = −81.26 ± 19.83), whereas body mass index was not associated with physical activity. Siblings living at high-altitude and in the Amazon region had higher steps/day (β = 2508.92 ± 737.94; β = 2213.11 ± 776.63, respectively) compared with their peers living at sea-level. In general, we found no influence of sib-types, body mass index, and/or environment on the two physical activity phenotypes.
- Published
- 2023
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37. Secular Trends in Physical Fitness of Peruvian Children Living at High-Altitude
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Carla Santos, Sara Pereira, Olga Vasconcelos, Go Tani, Donald Hedeker, Peter T. Katzmarzyk, José Maia, and Alcibíades Bustamante
- Subjects
children ,Health, Toxicology and Mutagenesis ,Peru ,Public Health, Environmental and Occupational Health ,physical fitness ,secular trends ,high-altitude - Abstract
The physical fitness of children is an important marker of health, and monitoring its temporal changes provides important information for developing interventions. We aimed to: (1) describe secular trends in physical fitness across age, within each sex, in Peruvian schoolchildren; and (2) verify if these trends are also present when adjusted for changes in height and weight. We sampled 1590 children (707 in 2009; 883 in 2019), aged 6–11 years. Physical fitness was assessed with four tests from the EUROFIT battery. ANOVA and ANCOVA statistical models were used. Results showed that with increasing age, girls and boys were significantly stronger in all PF tests, except for the case of flexibility in girls. In 2019, girls were stronger (handgrip) and more flexible than in 2009; but lower values were evident in standing long jumps in both sexes. Age-by-year interactions were statistically significant for agility in both sexes, with significant differences occurring at different ages. These trends did not change when adjusted for temporal changes in height and weight. Our research provides important data for local governments to implement public policies and practices to improve physical fitness levels in children.
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- 2023
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38. Parameters of EMA Compliance and Self-Reported Reactivity in a Longitudinal Study of Young Adult Cannabis and Tobacco Co-Users
- Author
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Taylor Niznik, Sarah Ehlke, Robin Mermelstein, Ryan Vandrey, Donald Hedeker, Andrea Villanti, and Amy Cohn
- Subjects
General Medicine - Abstract
Background: Co-use of cannabis and tobacco has become increasingly popular among young adults. Interactive voice response (IVR) based ecological momentary assessment (EMA) allows for measurement of behavior in or near real-time, but has limitations including non-compliance, missing data, and potential for reactivity (e.g., behavior change) from frequent assessments. Methods: This study examined tobacco and cannabis use characteristics and factors associated with IVR compliance and self-reported reactivity in 97 young adults who reported cannabis and tobacco co-use at baseline and completed daily IVR surveys of co-use behavior at three random times per day for 28 days. Results: Overall IVR compliance was 55%, with a modal compliance of 60%. Compliance rates did not differ across morning, midday, and evening surveys, but significantly declined over time. The sample was divided into high frequency responders (>70% calls completed, n=35) and low frequency responders (
- Published
- 2023
39. Introducing a Real-Time Method for Identifying the Predictors of Noncompliance with Event-Based Reporting of Tobacco Use in Ecological Momentary Assessment
- Author
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Ashley D Kendall, Charles S H Robinson, Kathleen R Diviak, Donald Hedeker, and Robin J Mermelstein
- Subjects
Psychiatry and Mental health ,General Psychology - Abstract
Background Little is known about the factors that bias event-based (i.e., self-initiated) reporting of health behaviors in ecological momentary assessment (EMA) due to the difficulty inherent to tracking failures to self-initiate reports. Purpose To introduce a real-time method for identifying the predictors of noncompliance with event-based reporting. Methods N = 410 adults who used both cigarettes and e-cigarettes completed a 1-week EMA protocol that combined random reporting of current contexts with event-based reporting of tobacco use. Each random assessment first asked if participants were currently using tobacco and, if so, the assessment converted into a “randomly captured” event report—indicating failure to self-initiate that report. Multilevel modeling tested predictors of failing to complete random reports and failing to self-initiate event reports. Results On the person level, male sex, higher average cigarette rate, and higher average cigarette urge each predicted missing random reports. The person-level predictors of failing to self-initiate event reports were older age, higher average cigarette and e-cigarette rates, higher average cigarette urge, and being alone more on average; the moment-level predictors were lower cigarette urge, lower positive affect, alcohol use, and cannabis use. Strikingly, the randomly captured events comprised more of the total EMA reports (28%) than did the self-initiated event reports (24%). These report types were similar across most variables, with some exceptions, such as momentary cannabis use predicting the random capture of tobacco events. Conclusions This study demonstrated a method of identifying predictors of noncompliance with event-based reporting of tobacco use and enhancing the real-time capture of events.
- Published
- 2022
40. Racial discrimination and the moderating effects of racial and ethnic socialization on the mental health of Asian American youth
- Author
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Donald Hedeker, Yoonsun Choi, Miwa Yasui, and Michael Park
- Subjects
Longitudinal study ,Adolescent ,media_common.quotation_subject ,common ,Ethnic group ,Racism ,Article ,Education ,Developmental psychology ,Promotion (rank) ,Ethnicity ,Developmental and Educational Psychology ,Humans ,Longitudinal Studies ,media_common ,Asian ,Social Identification ,Socialization ,common.demographic_type ,Filipino American ,Mental health ,Distress ,Mental Health ,Pediatrics, Perinatology and Child Health ,Psychology - Abstract
This study investigates trajectories of racial discrimination, racial and ethnic socialization (RES), and their interaction effects with social positions (nativity and gender) on mental health. A longitudinal study of 786 Filipino American and Korean American youth from the Midwestern U.S. (M(age.Wave1) = 15) confirmed that discrimination increased and significantly contributed to the upward trend of mental health distress, whereas the impact of RES differed by its type and by ethnicity. For example, promotion of mistrust and ethnic-heritage socialization were protective among U.S.-born Filipino American youth, but for Korean American youth, preparation for bias was protective regardless of nativity and gender. This study highlights the importance of considering social positions to better understand the role of RES in youth psychological adjustment.
- Published
- 2021
41. Food insecurity, hunger, stress, and homelessness among young adults
- Author
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Eldin Dzubur, Sara Semborski, Brian Redline, Donald Hedeker, Genevieve F. Dunton, and Benjamin F. Henwood
- Subjects
Adult ,Psychiatry and Mental health ,Food Insecurity ,Young Adult ,Adolescent ,Hunger ,Ill-Housed Persons ,Humans ,Applied Psychology ,California ,Stress, Psychological - Abstract
Compared to the effects of stress on hunger, the temporal effect of hunger on stress levels is less understood, especially in the context of everyday lives of vulnerable populations with unstable access to food.Our objective was to examine the effects of food insecurity and momentary hunger on momentary stress and stress variability in a sample of currently and formerly homeless young adults.We used a 7-day ecological momentary assessment study querying affect, hunger, and risky behaviors. A mixed-effects location scale model was used to examine the effects of hunger on mean levels and within- and between-subjects variability of stress with 100 currently homeless and 69 formerly homeless young adults ages 18-29 in Los Angeles County, California.When individuals experienced greater-than-average hunger, they then experienced greater stress variability at the next prompt, showing the impact of hunger on stress at the momentary level. Those with higher average levels of stress, regardless of hunger, became substantially more stressed when becoming hungry compared to their generally less stressed counterparts.The study shows the extent to which food insecurity results in erratic stress among vulnerable populations and how high levels of hunger may lead to a more inconsistent stress response. Findings reinforce the need for more mental health services and food programs for young adults who have experienced homelessness. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
- Published
- 2022
42. The Effect of Maternal Smoking on Offspring Smoking Is Unrelated to Heritable Personality Traits or Initial Subjective Experiences
- Author
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Lisa Dierker, Lauren S. Wakschlag, Arielle S. Selya, Tess L. Weber, Robin J. Mermelstein, Jennifer S. Rose, and Donald Hedeker
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Adult ,Longitudinal study ,Adolescent ,Offspring ,media_common.quotation_subject ,Original Investigations ,Impulsivity ,Young Adult ,03 medical and health sciences ,0302 clinical medicine ,Pregnancy ,Risk Factors ,Humans ,Medicine ,Longitudinal Studies ,030212 general & internal medicine ,Risk factor ,Big Five personality traits ,Young adult ,media_common ,business.industry ,Smoking ,Public Health, Environmental and Occupational Health ,Self-esteem ,Tobacco Use Disorder ,Neuroticism ,Prenatal Exposure Delayed Effects ,Female ,medicine.symptom ,business ,030217 neurology & neurosurgery ,Personality ,Demography - Abstract
Introduction Maternal smoking is a risk factor for offspring smoking. Lifetime maternal smoking vs. prenatal tobacco exposure (PTE) appears to act through different mechanisms. This study tested the hypothesis that maternal smoking measures’ effects on offspring smoking could be attributable to hereditary mechanisms: personality traits (novelty-seeking, impulsivity, neuroticism, and self-esteem) and initial subjective smoking experiences (pleasurable, unpleasurable, and dizziness). Methods Data were drawn from the Social and Emotional Contexts of Adolescent Smoking Patterns study, an 8-year longitudinal study of 9th or 10th graders at baseline (≈age 15) who experiment with smoking ( Results Impulsiveness was associated with intermediate adolescent smoking frequency (B = 0.135, SD = 0.043, p = .002) and nicotine dependence (B = 0.012, SD = 0.003, p < .001). Unpleasurable first experience (B = 0.886, SD = 0.374, p = .018) and dizziness (B = 0.629, SD = 0.293, p = .032) showed a trend with intermediate smoking frequency that was nonsignificant after correcting for multiple comparisons. These traits did not confound maternal smoking’s effects. Conclusions None of the heritable traits examined in this model explained the effect of maternal smoking measures on adolescence or young adulthood offspring smoking. Further research is needed to elucidate the mechanism by which PTE and maternal smoking are linked to offspring smoking. Implications Prenatal tobacco exposure (PTE) and mother’s lifetime smoking present separate and independent risks for offspring smoking; however, their mechanisms seem unrelated to heritable personality traits and initial subjective smoking experiences. These findings have implications for separate screening strategies tailored to different age groups, especially related to PTE’s risk of smoking in young adulthood. Additionally, these findings add to the known risks of maternal smoking. Further research is needed to understand the mechanism underlying the risk posed by maternal lifetime smoking and PTE on offspring smoking behavior.
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- 2021
43. Effects of a brief motivational smoking intervention in non-treatment seeking disadvantaged Black smokers
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Donald Hedeker, Jesus Chavarria, Emma I. Brett, Melissa Liu, and Andrea C. King
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Adult ,Male ,Health Knowledge, Attitudes, Practice ,medicine.medical_specialty ,Motivation to change ,Motivational Interviewing ,PsycINFO ,Vulnerable Populations ,law.invention ,Randomized controlled trial ,Behavior Therapy ,law ,Intervention (counseling) ,Tobacco Smoking ,medicine ,Humans ,Psychiatry ,Poverty ,Motivation ,Increased motivation ,Treatment seeking ,Middle Aged ,Nicotine replacement therapy ,Tobacco Use Cessation Devices ,Disadvantaged ,Black or African American ,Psychiatry and Mental health ,Clinical Psychology ,Crisis Intervention ,behavior and behavior mechanisms ,Female ,Smoking Cessation ,Psychology - Abstract
Objective: While the U.S. adult smoking rate has declined, Black smokers disproportionately face more barriers to accessing brief effective tobacco cessation treatments compared with other racial groups. This study developed and tested the effects of a novel, evidence-based, brief smoking intervention culturally targeted for disadvantaged Black smokers (ClinicalTrials.gov ID: NCT04460417). Method: In this randomized controlled trial, primarily low-income Black non-treatment-seeking smokers (N = 204, 51% female) were randomized to enhanced care (EC) or treatment as usual (TAU). The EC group received a 30-min session with personal feedback on smoking, education on health outcomes and tobacco advertising targeting Black smokers, and nicotine replacement therapy (NRT) starter kits. TAU included provision of self-help materials. Primary outcome was motivation to change smoking behavior, and secondary outcomes included NRT knowledge and use, quit attempts, and number of cigarettes smoked per day. Data were collected at baseline, 1- and 6-month follow-ups. Results: Compared with TAU, EC increased motivation to change (p = .02), accuracy in NRT knowledge, (p < .001), NRT use (p = .01), and likelihood of making a serious quit attempt as well as reduced cigarettes smoked per day (p < .01) through 6-month follow-up. Conclusions: A brief motivational intervention for Black non-treatment-seeking smokers increased motivation to change smoking and resulted in improvements in NRT knowledge, use, and quit-relevant behaviors. Findings support cultural-targeting and provision of NRT to enhance motivation in Black smokers to reduce cultural and institutional barriers to tobacco cessation. (PsycInfo Database Record (c) 2021 APA, all rights reserved).
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- 2021
44. Measuring young adult appeal for menthol and non-menthol cigarettes: protocol of a clinical trial using both laboratory and intensive longitudinal methods (PRISM)
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Amy M Cohn, Wallace Pickworth, Janet Audrain-McGovern, James Murphy, Andrea C Villanti, Donald Hedeker, Delaney Dunn, Riley Wyatt, Taylor Niznik, Whitney Cotten, Michael Smith, and Sarah J Ehlke
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Menthol ,Young Adult ,Smokers ,Smoking ,Humans ,General Medicine ,Tobacco Products ,Tobacco Use Disorder - Abstract
IntroductionAlthough the Food and Drug Administration banned other characterising flavours in cigarettes, menthol cigarettes are still available to consumers. Young adult new smokers are initiating with menthol cigarettes, such that the prevalence of young adults menthol versus non-menthol smokers is increasing. Experimentation with menthol cigarettes is associated with progression to regular smoking and nicotine dependence. This ongoing clinical trial in young adult smokers measures appeal and the reinforcing value of smoking menthol versus non-menthol cigarettes and the impact of these variables on changes in smoking behaviour at a 6-month follow-up.Methods and analysisReinforcement for menthol smoking is assessed in the laboratory using a validated behavioural economic choice task, and appeal is measured in the natural environment using ecological momentary assessment (EMA). Analyses will examine differences between menthol and non-menthol cigarette smoking on measures of subjective response in the laboratory and via EMA, and how subjective response mediates the association between menthol preference at baseline and smoking outcomes at follow-up.Ethics and disseminationThis protocol was approved by the University of Oklahoma Health Sciences Center Institutional Review Board (#10581). The findings will isolate the unique effects of menthol in smoking and will help inform regulatory decisions about the abuse liability of menthol cigarettes. Findings will be disseminated through peer-reviewed journal articles and presentations at national and international conferences.Trial registration numberNCT03953508.
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- 2022
45. Abstract P074: A Cluster Randomized Trial Of An Mhealth Intervention To Promote Cardiovascular Health In Emerging Adults: Results Of The Nuyou Study
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Angela Pfammatter, Christine Jovanovic, H. Gene McFadden, Charles Olvera, Juned Siddique, Donald Hedeker, and Bonnie Spring
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Physiology (medical) ,Cardiology and Cardiovascular Medicine - Abstract
Background: Cardiovascular disease (CVD) persists as the leading preventable cause of death in the US and worldwide. The American Heart Association (AHA) defines ideal cardiovascular health as the presence of: non-smoking, normal weight, adequate physical activity, healthy diet, normal blood pressure, normal fasting plasma glucose, and normal cholesterol. Only 45% of youth under 20 years old in the US exhibit five of the seven factors at ideal levels and that proportion plummets to 10% by age 40. Thus, novel strategies are needed to support primordial prevention of CVD via promotion of the seven health factors. Targeting young adults could stave off the alarming drop in cardiovascular health and contribute to healthier longevity. Objective: The NUYou trial was a two arm prospective cluster randomized trial to evaluate whether an mHealth intervention focused on cardiovascular health promotion improved cardiovascular health more than an active comparator in college students. Methods: Northwestern University Freshmen were cluster randomized by dormitory into two mHealth intervention groups: 1) Cardiovascular Health (CVH), addressing behaviors related to CVD risk; or 2) Whole Health (WH), addressing behaviors unrelated to CVD. Both groups received smartphone applications, co-designed with students to help them manage time, connect via social media, and report health behaviors weekly. The CVH group also received tailored self-monitoring features to track their risk behaviors. Cardiovascular health was assessed at the beginning of freshman, sophomore, and junior years. Health questionnaires, blood pressure, height, weight, glucose, and cholesterol were used to calculate the AHA’s Life’s Simple Seven (LSS) composite score (0-14, 14 being ideal health). Linear mixed models were used to compare CVD vs WH on LSS score. Results: Over 2 years, we recruited 302 participants (60% female). Participants were an average age of 18.1 (1.2) years and had a mean LSS score of 11.3 (1.4). Participant race was reported as, 28% Asian, 10% Black, 12% other/unknown/unreported, and 50% White. Ethnicity was reported as 12% Hispanic, 79% Non-Hispanic, and 9% unknown or unreported. There were no group, time, or group by time differences in LSS over 2-years. However, cholesterol increased as a function of time, by 7.39 mg/dL from Freshmen to Junior year and was not different by group. Conclusion: Despite using evidence-based behavior change techniques and employing a co-development approach with students, the groups did not differ on LSS over the 2-year intervention. The non-significant effects could be explained by high baseline LSS scores, the relatively short follow up time where a drop in LSS score would not be evident, or the absence of a human contact in the intervention. More research over a longer time span is needed to identify opportunistic time frames and strategies to intervene during young adulthood.
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- 2022
46. An empirical example of analysis using a two-stage modeling approach: within-subject association of outdoor context and physical activity predicts future daily physical activity levels
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Jaclyn P. Maher, Chih-Hsiang Yang, Aditya Ponnada, Stephen S. Intille, Rachel Nordgren, Eldin Dzubur, Genevieve F. Dunton, and Donald Hedeker
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Longitudinal study ,030505 public health ,Ecological Momentary Assessment ,Health Behavior ,Physical activity ,Context (language use) ,Cognition ,Physical Activity ,03 medical and health sciences ,Behavioral Neuroscience ,0302 clinical medicine ,Mood ,Accelerometry ,Behavioral medicine ,Humans ,Longitudinal Studies ,030212 general & internal medicine ,0305 other medical science ,Association (psychology) ,Baseline (configuration management) ,Psychology ,Exercise ,Applied Psychology ,Demography - Abstract
People differ from each other to the extent to which momentary factors, such as context, mood, and cognitions, influence momentary health behaviors. However, statistical models to date are limited in their ability to test whether the association between two momentary variables (i.e., subject-level slopes) predicts a subject-level outcome. This study demonstrates a novel two-stage statistical modeling strategy that is capable of testing whether subject-level slopes between two momentary variables predict subject-level outcomes. An empirical case study application is presented to examine whether there are differences in momentary moderate-to-vigorous physical activity (MVPA) levels between the outdoor and indoor context in adults and whether these momentary differences predict mean daily MVPA levels 6 months later. One hundred and eight adults from a multiwave longitudinal study provided 4 days of ecological momentary assessment (during baseline) and accelerometry data (both at baseline and 6 month follow-up). Multilevel data were analyzed using an open-source program (MixWILD) to test whether momentary strength between outdoor context and MVPA during baseline was associated with average daily MVPA levels measured 6 months later. During baseline, momentary MVPA levels were higher in outdoor contexts as compared to indoor contexts (b = 0.07, p < .001). Participants who had more momentary MVPA when outdoors (vs. indoors) during baseline (i.e., a greater subject-level slope) had higher daily MVPA at the 6 month follow-up (b = 0.09, p < .05). This empirical example shows that the subject-level momentary association between specific context (i.e., outdoors) and health behavior (i.e., physical activity) may contribute to overall engagement in that behavior in the future. The demonstrated two-stage modeling approach has extensive applications in behavioral medicine to analyze intensive longitudinal data collected from wearable sensors and mobile devices.
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- 2020
47. A multivariate multilevel analysis of youth motor competence. The Peruvian Health and Optimist Growth Study
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José Maia, Olga Vasconcelos, Peter T. Katzmarzyk, Rui Garganta, Go Tani, Donald Hedeker, Carla Santos, and Alcibíades Bustamante
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Male ,Multivariate statistics ,Adolescent ,Physical fitness ,Physical activity ,Physical Therapy, Sports Therapy and Rehabilitation ,030204 cardiovascular system & hematology ,Body Mass Index ,03 medical and health sciences ,Biological maturation ,Child Development ,Sex Factors ,0302 clinical medicine ,Negatively associated ,Peru ,Humans ,Medicine ,Orthopedics and Sports Medicine ,Sexual Maturation ,Child ,Growth Disorders ,business.industry ,Altitude ,Multilevel model ,030229 sport sciences ,Adolescent Development ,Socioeconomic Factors ,Motor Skills ,Physical Fitness ,Housing ,Multilevel Analysis ,Female ,business ,Demography - Abstract
We use a multivariate multilevel model to study the links between physical fitness (PF) and gross motor coordination (GMC) and investigate the influence of predictors affecting their levels across age. We sampled 7918 Peruvians, aged 6-15 years, from sea-level, Amazon region and high-altitude. Composite markers of GMC and PF were derived (GMCz and PFz , respectively). BMI, biological maturation, and stunting were assessed. School characteristics were obtained via an objective audit. School contexts explained 35% of the associations between PFz and GMCz , whereas children's characteristics explained 65% of the total variation. On average, with increasing age, there was a greater increase in GMCz (β = 0.79 ± 0.04, P
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- 2020
48. Nicotine Dependence in Dual Users of Cigarettes and E-Cigarettes: Common and Distinct Elements
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Eva C Rest, Robin J. Mermelstein, and Donald Hedeker
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Adult ,Male ,Fagerstrom Test for Nicotine Dependence ,Predictive validity ,Nicotine ,Original Investigations ,Cigarette use ,Electronic Nicotine Delivery Systems ,Factor structure ,01 natural sciences ,Cigarette Smoking ,Developmental psychology ,03 medical and health sciences ,0302 clinical medicine ,Surveys and Questionnaires ,medicine ,Humans ,Longitudinal Studies ,Letters ,030212 general & internal medicine ,0101 mathematics ,Nicotine dependence ,Weight measurement scales ,Vaping ,010102 general mathematics ,Public Health, Environmental and Occupational Health ,Tobacco Use Disorder ,medicine.disease ,Dual (category theory) ,Nicotine delivery ,Female ,Illinois ,Psychology - Abstract
Introduction In a sample of dual users of cigarettes and electronic nicotine delivery systems (ENDS; e-cigarettes), we evaluated psychometric properties of ENDS versions of the Nicotine Dependence Syndrome Scale (NDSS), the brief Wisconsin Inventory of Smoking Dependence Motives (WISDM), and the Fagerström Test for Nicotine Dependence (FTND). Using the NDSS, we tested the hypothesis that there would be one common underlying factor of dependence across the cigarette and ENDS scales and other product-specific factors. Aims and Methods Adult dual users (N = 404) completed baseline cigarette and ENDS versions of the NDSS, WISDM, and FTND, and biweekly surveys of their smoking and vaping. Analyses included bifactor modeling, which helps to identify both a general and product-specific factor for each item, and exploratory factor analyses of the combined cigarette and ENDS NDSS items and examinations of concurrent and predictive validity. Results The bifactor model was not a good fit, suggesting the lack of one common underlying dependence factor. Factor analyses revealed separate, similar factors for both products, with only one factor (priority) showing overlap of cigarette and ENDS items. ENDS scales significantly predicted ENDS use over time, but not cigarette use. Cigarette scales did not predict ENDS use over time. Conclusions Although the cigarette and ENDS NDSS versions showed similar factor structure, there was not a primary common underlying factor reflecting drive or tolerance, but rather product-specific factors. The cigarette scales were not valid for predicting ENDS use. These results highlight the importance of separately assessing dependence for cigarettes and ENDS in dual users. Implications Although underlying dimensions of nicotine dependence may be similar for ENDS and cigarettes, separate, product-specific measures may be needed to understand differences in product-specific dependency and predict changes in use of each product over time.
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- 2020
49. A three-level mixed model to account for the correlation at both the between-day and the within-day level for ecological momentary assessments
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Qianheng Ma, Robin J. Mermelstein, and Donald Hedeker
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Mixed model ,Estimation ,Correlation ,Autoregressive model ,Intraclass correlation ,Ecology ,Health Policy ,Autocorrelation ,Public Health, Environmental and Occupational Health ,Random effects model ,Article ,Three level ,Mathematics - Abstract
Ecological Momentary Assessment (EMA) studies aim to explore the interaction between subjects’ psychological states and real environmental factors. During the EMA studies, participants can receive prompted assessments intensively across days and within each day, which results in three-level longitudinal data, e.g., subject-level (level-3), day-level nested in subject (level-2) and assessment-level nested in each day (level-1). Those three-level data may exhibit complex longitudinal correlation structure but ignoring or mis-specifying the within-subject correlation structure can lead to bias on the estimation of the key effects and the intraclass correlation. Given the three-level EMA data and the time stamps of the responses, we proposed a linear mixed effects model with random effects at each level. In this model, we accounted for level-2 autocorrelation and level-1 autocorrelation and showed how structural information from the three-level data improved the fit of the model. With real time stamps of the assessments, we also provided a useful extension of this proposed model to deal with the issue of irregular-spacing in EMA assessments.
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- 2020
50. Mixed location scale hidden Markov model for the analysis of intensive longitudinal data
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Xiaolei Lin, Donald Hedeker, and Robin J. Mermelstein
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Scale (ratio) ,Computer science ,business.industry ,030503 health policy & services ,Health Policy ,Bayesian probability ,Public Health, Environmental and Occupational Health ,Sampling (statistics) ,Variance (accounting) ,Machine learning ,computer.software_genre ,Random effects model ,Data set ,03 medical and health sciences ,0302 clinical medicine ,Covariate ,030212 general & internal medicine ,Artificial intelligence ,0305 other medical science ,Hidden Markov model ,business ,computer - Abstract
Hidden Markov models (HMM) presents an attractive analytical framework for capturing the state-switching process for auto-correlated data. These models have been extended to longitudinal data setting where simultaneous multiple processes are observed by including subject specific random effects. However, application of HMMs for intensive longitudinal data, where each subject gets measured intensively over relatively short period of time, has not been widely studied. In this paper, we extend the mixed hidden Markov model and allow subject heterogeneity with respect to the mean and within subject variance by including subject random effects in both perspectives. We focus on the application of this model to intensive longitudinal studies in psychological and behavioral research where individual’s latent states and state-switching process are of interest. Models are estimated using forward–backward algorithm via Bayesian sampling approach. Advantages over regular HMM and mixed HMM that only accounts for the subjects’ mean heterogeneity are illustrated through a series of simulation studies. Finally, models are applied to an adolescent mood study data set and results show that the proposed mixed location scale HMM achieves better model fit and more interpretative mood state identification in terms of state specific covariate effects compared to regular HMM and mixed HMM.
- Published
- 2020
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