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35


Rising Spending on Newer Diabetes Drugs in Medicare Part D and Medicaid, 2018-2022 [Letter]

Zhang, Donglan; Li, Gang; Wang, Vivian Hsing-Chun
PMID: 40274747
ISSN: 1525-1497
CID: 5830612

Incident Hearing Loss and Subsequent Risk of Dementia: The Health and Retirement Study 2010-2018

Wei, Jingkai; Kim, Youngran; Li, Yike; Zhang, Donglan; Crump, Casey
Background and ObjectivesWhile hearing loss is a known risk factor for dementia, the impact of incident hearing loss on subsequent dementia risk remains underexplored. This study examined the association between newly reported hearing loss and dementia risk in U.S. adults, focusing on critical intervention periods for dementia prevention.Research Design and MethodsParticipants from the Health and Retirement Study who reported no hearing loss or hearing aid use in 2010 or 2012 were included. Incident hearing loss and dementia were assessed via self-report and proxy report. Pooled logistic regression models with inverse probability weighting estimated the cumulative incidence of dementia at 2, 4, 6, and 8 years after baseline. Risk ratios (RR) with 95% confidence intervals were calculated from 200 bootstrap samples. Subgroup analyses were conducted by age, sex, and cardiovascular disease (CVD) status.ResultsAmong 13,599 participants, 1125 (8.3%) reported incident hearing loss. Dementia incidence was higher among those with hearing loss (6.6%) compared to those without (4.9%). Starting at 4 years, incident hearing loss was associated with a higher dementia risk, persisting at 8 years (RR = 1.34; 95% CI: 1.05, 1.59). This association was significant among individuals aged 50-64 years and those with CVD.Discussion and ImplicationsIncident hearing loss is associated with a heightened dementia risk, particularly in midlife and among individuals with CVD. Future research should investigate the effectiveness of timely interventions aimed at preventing dementia in individuals with hearing loss.
PMID: 40249958
ISSN: 0891-9887
CID: 5829082

Association of Patient Cost-Sharing With Adherence to GLP-1a and Adverse Health Outcomes

Zhang, Donglan; Gencerliler, Nihan; Mukhopadhyay, Amrita; Blecker, Saul; Grams, Morgan E; Wright, Davene R; Wang, Vivian Hsing-Chun; Rajan, Anand; Butt, Eisha; Shin, Jung-Im; Xu, Yunwen; Chhabra, Karan R; Divers, Jasmin
OBJECTIVE:To examine the associations between patient out-of-pocket (OOP) costs and nonadherence to glucagon-like peptide 1 receptor agonists (GLP-1a), and the consequent impact on adverse outcomes, including hospitalizations and emergency department (ED) visits. RESEARCH DESIGN AND METHODS/METHODS:This retrospective cohort study used MarketScan Commercial data (2016-2021). The cohort included nonpregnant adults aged 18-64 years with type 2 diabetes who initiated GLP-1a therapy. Participants were continuously enrolled in the same private insurance plan for 6 months before the prescription date and 1 year thereafter. Exposures included average first 30-day OOP costs for GLP-1a, categorized into quartiles (lowest [Q1] to highest [Q4]). Primary outcomes were the annual proportion of days covered (PDC) for GLP-1a and nonadherence, defined as PDC <0.8. Secondary outcomes included diabetes-related and all-cause hospitalizations and ED visits 1 year post-GLP-1a initiation. RESULTS:Among 61,907 adults who initiated GLP-1a, higher 30-day OOP costs were associated with decreased adherence. Patients in the highest OOP cost quartile (Q4: $80-$3,375) had significantly higher odds of nonadherence (odds ratio [OR]1.25; 95% CI 1.19-1.31) compared with those in Q1 ($0-$21). Nonadherence was linked to increased incidence rates of diabetes-related hospitalizations or ED visits (incidence rate ratio [IRR] 1.86; 95% CI 1.43-2.42), cumulative length of hospitalization (IRR 1.56; 95% CI 1.41-1.72), all-cause ED visits (IRR 1.38; 95% CI 1.32-1.45), and increased ED-related costs ($69.81, 95% CI $53.54-$86.08). CONCLUSIONS:Higher OOP costs for GLP-1a were associated with reduced adherence and increased rates of adverse outcomes among type 2 diabetes patients.
PMID: 40202527
ISSN: 1935-5548
CID: 5823882

Diabetes Management Through Remote Patient Monitoring: A Mixed-Methods Evaluation of Program Enrollment and Attrition

Su, Dejun; Michaud, Tzeyu L; Ern, Jessica; Li, Jian; Chen, Liwei; Li, Yan; Shi, Lu; Zhang, Donglan; Andersen, Jennifer; Pagán, José A
PMID: 40217996
ISSN: 2227-9032
CID: 5824412

Experience of Racial Discrimination was Associated with Psychological Distress and Worsening Sex Life Among Adult Americans During COVID-19

Alshehri, Khalid; Wen, Ming; Michaud, Tzeyu; Chen, Baojiang; Li, Hongmei; Qu, Joshua; Chen, Liwei; Li, Jian; Zhang, Donglan; Li, Yan; Chen, Zhuo; Han, Xuesong; Shi, Lu; Su, Dejun
The recent escalation of racism in the U.S. during the COVID-19 pandemic points to the importance of examining the association between experienced racism and sexual health. Based on data from a nationally representative survey conducted in the U.S. in October 2020 (n = 1,915), Chi-square tests and multivariable logistic regressions were estimated to examine the association between experience of racism and changes in sex life during the pandemic. We further performed a causal mediation analysis using the bootstrap technique to assess the mediating role of psychological distress in the observed association between the experience of racism and changes in sex life. Among the respondents, the proportions reporting better, worse, or no change in sex life were, respectively, 15%, 21%, and 64%. Experiencing racial discrimination during COVID-19 was significantly associated with worsening sex life (adjusted odd ratio [AOR] = 1.53; 95% confidence interval [CI] = 1.04, 2.25). Respondents with experienced racism were also more likely to report psychological distress (AOR = 1.68; 95% CI = 1.09, 2.59). About one-third (32.66%) of the observed association between experienced racism and worsening sex life was mediated through psychological distress. Addressing racism and its association with psychological distress has the potential to improve sexual health and reduce related racial and ethnic disparities.
PMID: 37307401
ISSN: 1559-8519
CID: 5783422

Racial Disparities in Hospitalization Rates During Long-Term Follow-Up After Deceased-Donor Kidney Transplantation

Islam, Shahidul; Zhang, Donglan; Ho, Kimberly; Divers, Jasmin
OBJECTIVE:To compare hospitalization rates between African American (AA) and European American (EA) deceased-donor (DD) kidney transplant (KT) recipients during over a10-year period. METHOD/METHODS:Data from the Scientific Registry of Transplant Recipients and social determinants of health (SDoH), measured by the Social Deprivation Index, were used. Hospitalization rates were estimated for kidney recipients from AA and EA DDs who had one kidney transplanted into an AA and one into an EA, leading to four donor/recipient pairs (DRPs): AA/AA, AA/EA, EA/AA, and EA/EA. Poisson-Gamma models were fitted to assess post-transplant hospitalizations. RESULT/RESULTS:Unadjusted hospitalization rates (95% confidence interval) were higher among all DRP involving AA, 131.1 (122.5, 140.3), 134.8 (126.3, 143.8), and 102.4 (98.9, 106.0) for AA/AA, AA/EA, and EA/AA, respectively, compared to 97.1 (93.7, 100.6) per 1000 post-transplant person-years for EA/EA pairs. Multivariable analysis showed u-shaped relationships across SDoH levels within each DRP, but findings varied depending on recipients' race, i.e., AA recipients in areas with the worst SDoH had higher hospitalization rates. However, EA recipients in areas with the best SDoH had higher hospitalization rates than their counterparts. CONCLUSIONS:Relationship between healthcare utilization and SDoH depends on DRP, with higher hospitalization rates among AA recipients living in areas with the worst SDoH and among EA recipients in areas with the best SDoH profiles. SDoH plays an important role in driving disparities in hospitalizations after kidney transplantation.
PMID: 37930581
ISSN: 2196-8837
CID: 5736662

FUNCTIONAL CLUSTERING FOR LONGITUDINAL ASSOCIATIONS BETWEEN SOCIAL DETERMINANTS OF HEALTH AND STROKE MORTALITY IN THE US

Luo, Fangzhi; Tan, Jianbin; Zhang, Donglan; Huang, Hui; Shen, Ye
ISI:001479158100023
ISSN: 1932-6157
CID: 5841092

AD-AutoGPT: An autonomous GPT for Alzheimer's disease infodemiology

Dai, Haixing; Li, Yiwei; Liu, Zhengliang; Zhao, Lin; Wu, Zihao; Song, Suhang; Ye, Shen; Zhu, Dajiang; Li, Xiang; Li, Sheng; Yao, Xiaobai; Shi, Lu; Peng, Tai-Quan; Li, Quanzheng; Chen, Zhuo; Zhang, Donglan; Liu, Tianming; Mai, Gengchen
In this pioneering study, inspired by AutoGPT, the state-of-the-art open-source application based on the GPT-4 large language model, we develop a novel tool called AD-AutoGPT, which can conduct data collection, processing, and analysis about complex health narratives of Alzheimer's Disease in an autonomous manner via users' textual prompts. We collated comprehensive data from a variety of news sources, including the Alzheimer's Association, BBC, Mayo Clinic, and the National Institute on Aging since June 2022, leading to the autonomous execution of robust trend analyses, intertopic distance map visualization, and identification of salient terms pertinent to Alzheimer's Disease. This approach has yielded not only a quantifiable metric of relevant discourse but also valuable insights into public focus on Alzheimer's Disease. This application of AD-AutoGPT in public health signifies the transformative potential of AI in facilitating a data-rich understanding of complex health narratives like Alzheimer's Disease in an autonomous manner, setting the groundwork for future AI-driven investigations in global health landscapes. Code, a demo video, and other information are available at https://github.com/levyisthebest/AD-AutoGPT.
PMCID:12058166
PMID: 40334220
ISSN: 2767-3375
CID: 5839262

SpaCE: a spatial counterfactual explainable deep learning model for predicting out-of-hospital cardiac arrest survival outcome

Zhang, Jielu; Mu, Lan; Zhang, Donglan; Chen, Zhuo; Rajbhandari-Thapa, Janani; Pagan, Jose A.; Li, Yan; Mai, Gengchen; Zhou, Zhongliang
ISI:001407646300001
ISSN: 1365-8816
CID: 5841102

Initiation of Hearing Aids Use and Incident Dementia Among Mid-to-late Life Adults: The Health and Retirement Study 2010-2018

Wei, Jingkai; Li, Kun; Kim, Youngran; Ghosal, Rahul; Zhang, Donglan; Merchant, Anwar T; Crump, Casey
BACKGROUND AND OBJECTIVES/OBJECTIVE:Hearing aids may reduce the risk of dementia among individuals with hearing loss. However, no evidence is available from randomized controlled trials (RCTs) on the effectiveness of hearing aids use in reducing incident dementia. Using target trial emulation, we leveraged an existing longitudinal cohort study to estimate the association between hearing aids initiation and risk of dementia. RESEARCH DESIGN AND METHODS/METHODS:The Health and Retirement Study was used to emulate target trials among non-institutionalized participants aged ≥50 years with self-reported hearing loss, without dementia at baseline, and without use of hearing aids in the previous 2 years. Intention-to-treat analysis was conducted to estimate the risk of dementia associated with hearing aids initiation vs controls who did not initiate hearing aids. Pooled logistic regression models with inverse-probability of treatment and censoring weights were applied to estimate risk ratios, and 95% confidence intervals were calculated using 1000 sets of bootstrapping. RESULTS:Among 2314 participants (328 in the intervention group and 1986 in the control group; average age: 72.3 ± 9.7 years, 49% women, and 81% White), after 8 years of follow-up, risk of dementia was significantly lower among individuals who initiated hearing aids (risk difference (RD): -0.05, 95% confidence interval (CI): -0.08, -0.01). A lower risk was observed particularly among adults aged 50-74 years, men, and individuals with cardiovascular disease. DISCUSSION AND IMPLICATIONS/CONCLUSIONS:Hearing aids use was associated with a significant reduction of incident dementia. Future interventional studies are needed to further assess the effectiveness of hearing aids in preventing dementia.
PMID: 39572406
ISSN: 0891-9887
CID: 5758822