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Patterns of Adherence to Home Blood Pressure Monitoring Among Older Adults With Ischemic Heart Disease: An Analysis From the RESILIENT Trial of Mobile Health Cardiac Rehabilitation
Kovell, Lara C; Bothwick, Victoria; McCabe, Paul; Juraschek, Stephen P; Meng, Yuchen; Revoori, Ritika; Pena, Stephanie; Schoenthaler, Antoinette; Adhikari, Samrachana; Dodson, John A
PURPOSE/OBJECTIVE:Hypertension (HTN) is common and represents a major modifiable risk factor for ischemic heart disease in older adults. While home blood pressure monitoring (HBPM) is important in HTN management, patterns of HBPM engagement in older adults undergoing mobile health cardiac rehabilitation (mHealth-CR) are unknown. We aimed to identify patterns of adherence to HBPM in a cohort of older adults undergoing mHealth-CR to optimize HBPM use in the future. METHODS:We used interim data from the ongoing Rehabilitation using Mobile Health for Older Adults with Ischemic Heart Disease in the Home Setting (RESILIENT) randomized trial, in which intervention arm participants (adults ≥ 65 years with ischemic heart disease) were instructed to monitor blood pressure (BP) at least weekly. Engagement groups were determined by latent class analysis and compared using ANOVA or Chi-Square tests. Longitudinal mixed effect modeling determined the associations between weekly HBPM and baseline covariates including uncontrolled HTN, obesity, diabetes, depression, alcohol, and tobacco use. RESULTS:Of the 111 participants, the mean age was 71.9 ± 5.6 years, and 83% had HTN. Over the 12-week study, mean HBPM engagement was 2.3 ± 2.3 d/wk. We observed 3 distinct patterns of engagement: high engagement (22%), gradual decline (10%), and sustained baseline engagement (68%). HBPM adherence decreased in two of the engagement groups over time. Of the covariates tested, only depression was associated with weekly HBPM after adjusting for relevant covariates (OR 9.09, P = .03). CONCLUSIONS:In this older adult cohort undergoing mHealth-CR, we found three main engagement groups with declining engagement over time in two of the three groups. These patterns can inform future mHealth-CR interventions.
PMID: 39602435
ISSN: 1932-751x
CID: 5779542
Examining Risk Factors Related to Cardiac Rehabilitation Cessation Among Patients With Advanced Heart Failure
Sidhu, Sharnendra K; Kadosh, Bernard S; Tang, Ying; Sweeney, Greg; Pierre, Alicia; Whiteson, Jonathan; Katz, Edward; Reyentovich, Alex; Dodson, John A
PURPOSE/OBJECTIVE:Cardiac rehabilitation (CR) is beneficial in heart transplant and left ventricular assist device (LVAD) recipients, but patterns of attendance remain poorly understood. We describe CR adherence and cessation in this population. METHODS:We performed a retrospective review of heart transplant and LVAD recipients who attended ≥1 CR session at a tertiary medical center (2013-2022). Complete adherence was defined as attending 36 sessions. Primary reasons for cessation before 36 sessions were recorded. We compared post-operative complications, duration of hospitalization, and readmissions between participants with and without complete adherence using logistic and linear regressions. Among participants with complete adherence, we compared changes in metabolic equivalent of task (MET), exercise time, and peak oxygen uptake using paired sample t tests. RESULTS:There were 137 heart transplant and LVAD recipients (median age 56.9 years, 74% male) who attended CR. Among them, 91% either completed 36 CR sessions or <24 sessions. Among those without complete adherence (n = 74), 72% reported medical reasons, and 15% reported personal reasons for cessation. Compared to those who completed CR, those without complete adherence experienced more post-operative complications (44% vs 24%, P = .02) and major bleeding (23% vs 7%, P = .02) prior to CR. Participants with complete adherence experienced significant improvements in exercise time (142.5 seconds), MET (0.4), and peak oxygen uptake (1.4 mL/kg/min). CONCLUSIONS:Nearly half of heart transplant and LVAD recipients in CR completed all 36 sessions. Those with complete adherence experienced significant improvements in exercise measures, underscoring the important benefits of CR in this population.
PMID: 39475812
ISSN: 1932-751x
CID: 5747062
Risk of malnutrition increases in the year prior to surgery among patients with inflammatory bowel disease
Chaudhary, Vasantham; Chung, Frank R; Delau, Olivia; Dane, Bari; Levine, Irving; Meng, Xucong; Chodosh, Joshua; da Luz Moreira, Andre; Simon, Jessica N; Axelrad, Jordan E; Katz, Seymour; Dodson, John; Shaukat, Aasma; Faye, Adam S
BACKGROUND/UNASSIGNED:In patients with inflammatory bowel disease (IBD) who need intestinal resection, prior data suggest that earlier surgical intervention may be associated with improved outcomes. However, surgery is often deferred for additional trials of advanced therapies, which potentially shifts patients from a fit to a frail preoperative state. OBJECTIVES/UNASSIGNED:This study aimed to evaluate clinical changes that occur in the year prior to intestinal resection in patients with IBD. DESIGN/UNASSIGNED:Retrospective cohort study. METHODS/UNASSIGNED:This was a multi-hospital retrospective study of patients ⩾18 years old who underwent initial IBD-related intestinal resection between January 1, 2018 and May 31, 2023. Clinical characteristics and radiographical skeletal muscle mass were compared using the Wilcoxon Signed-Rank test for continuous variables and McNemar's test for categorical variables. RESULTS/UNASSIGNED: = 0.06). CONCLUSION/UNASSIGNED:In the 6-12 months prior to an IBD-related intestinal resection, as compared to the month prior, individuals were less likely to be malnourished, have an infection, or need hospitalization for IBD. This suggests that minimizing delays to surgery may lead to improved outcomes.
PMCID:12365438
PMID: 40842457
ISSN: 1756-283x
CID: 5909332
Evaluating Large Language Models in extracting cognitive exam dates and scores
Zhang, Hao; Jethani, Neil; Jones, Simon; Genes, Nicholas; Major, Vincent J; Jaffe, Ian S; Cardillo, Anthony B; Heilenbach, Noah; Ali, Nadia Fazal; Bonanni, Luke J; Clayburn, Andrew J; Khera, Zain; Sadler, Erica C; Prasad, Jaideep; Schlacter, Jamie; Liu, Kevin; Silva, Benjamin; Montgomery, Sophie; Kim, Eric J; Lester, Jacob; Hill, Theodore M; Avoricani, Alba; Chervonski, Ethan; Davydov, James; Small, William; Chakravartty, Eesha; Grover, Himanshu; Dodson, John A; Brody, Abraham A; Aphinyanaphongs, Yindalon; Masurkar, Arjun; Razavian, Narges
Ensuring reliability of Large Language Models (LLMs) in clinical tasks is crucial. Our study assesses two state-of-the-art LLMs (ChatGPT and LlaMA-2) for extracting clinical information, focusing on cognitive tests like MMSE and CDR. Our data consisted of 135,307 clinical notes (Jan 12th, 2010 to May 24th, 2023) mentioning MMSE, CDR, or MoCA. After applying inclusion criteria 34,465 notes remained, of which 765 underwent ChatGPT (GPT-4) and LlaMA-2, and 22 experts reviewed the responses. ChatGPT successfully extracted MMSE and CDR instances with dates from 742 notes. We used 20 notes for fine-tuning and training the reviewers. The remaining 722 were assigned to reviewers, with 309 each assigned to two reviewers simultaneously. Inter-rater-agreement (Fleiss' Kappa), precision, recall, true/false negative rates, and accuracy were calculated. Our study follows TRIPOD reporting guidelines for model validation. For MMSE information extraction, ChatGPT (vs. LlaMA-2) achieved accuracy of 83% (vs. 66.4%), sensitivity of 89.7% (vs. 69.9%), true-negative rates of 96% (vs 60.0%), and precision of 82.7% (vs 62.2%). For CDR the results were lower overall, with accuracy of 87.1% (vs. 74.5%), sensitivity of 84.3% (vs. 39.7%), true-negative rates of 99.8% (98.4%), and precision of 48.3% (vs. 16.1%). We qualitatively evaluated the MMSE errors of ChatGPT and LlaMA-2 on double-reviewed notes. LlaMA-2 errors included 27 cases of total hallucination, 19 cases of reporting other scores instead of MMSE, 25 missed scores, and 23 cases of reporting only the wrong date. In comparison, ChatGPT's errors included only 3 cases of total hallucination, 17 cases of wrong test reported instead of MMSE, and 19 cases of reporting a wrong date. In this diagnostic/prognostic study of ChatGPT and LlaMA-2 for extracting cognitive exam dates and scores from clinical notes, ChatGPT exhibited high accuracy, with better performance compared to LlaMA-2. The use of LLMs could benefit dementia research and clinical care, by identifying eligible patients for treatments initialization or clinical trial enrollments. Rigorous evaluation of LLMs is crucial to understanding their capabilities and limitations.
PMCID:11634005
PMID: 39661652
ISSN: 2767-3170
CID: 5762692
Heart Transplant Outcomes in Older Adults in the Modern Era of Transplant
Golob, Stephanie; Leiva, Orly; Goldberg, Randal; Kadosh, Bernard; Nazeer, Haider; Alam, Amit; Rao, Shaline; Moazami, Nader; Dodson, John A; Reyentovich, Alex
BACKGROUND:Because of advances in medical treatment of heart failure, patients are living longer than in previous eras and may approach the need for advanced therapies, including heart transplantation, at older ages. This study assesses practices surrounding heart transplant in older adults (> 70 years) and examines short- and medium-term outcomes. METHODS AND RESULTS/RESULTS:This study is a retrospective analysis using the United Network for Organ Sharing (UNOS) database from 2010 to 2021. The absolute number of older adults being transplanted is increasing. Older adults were more likely to have had a prior malignancy or ischemic cardiomyopathy and less likely to be on extra-corporeal membrane oxygenation or have a high UNOS status prior to transplant. Mortality at 1-year was higher for older adults (27.8% vs. 23.4%), but at 5 years there was no significant difference (22.3% vs. 19.4%.). Older adults were more likely to die of malignancy or infection. Adults under 70 were more likely to die of cardiovascular causes or graft failure. There was less rejection in older adults. Mortality has not changed for older adults transplanted before versus after the 2018 UNOS allocation change. CONCLUSIONS:Carefully selected older adults may be considered for heart transplantation, given similar intermediate-term mortality.
PMID: 39575512
ISSN: 1399-0012
CID: 5758852
Improving TRansitions ANd outcomeS for heart FailurE patients in home health CaRe (I-TRANSFER-HF): a type 1 hybrid effectiveness-implementation trial: study protocol
Sterling, Madeline R; Espinosa, Cisco G; Spertus, Daniel; Shum, Michelle; McDonald, Margaret V; Ryvicker, Miriam B; Barrón, Yolanda; Tobin, Jonathan N; Kern, Lisa M; Safford, Monika M; Banerjee, Samprit; Goyal, Parag; Ringel, Joanna Bryan; Rajan, Mangala; Arbaje, Alicia I; Jones, Christine D; Dodson, John A; Cené, Crystal; Bowles, Kathryn H
BACKGROUND:Some of the most promising strategies to reduce hospital readmissions in heart failure (HF) is through the timely receipt of home health care (HHC), delivered by Medicare-certified home health agencies (HHAs), and outpatient medical follow-up after hospital discharge. Yet national data show that only 12% of Medicare beneficiaries receive these evidence-based practices, representing an implementation gap. To advance the science and improve outcomes in HF, we will test the effectiveness and implementation of an intervention called Improving TRansitions ANd OutcomeS for Heart FailurE Patients in Home Health CaRe (I-TRANSFER-HF), comprised of early and intensive HHC nurse visits combined with an early outpatient medical visit post-discharge, among HF patients receiving HHC. METHODS:This study will use a Hybrid Type 1, stepped wedge randomized trial design, to test the effectiveness and implementation of I-TRANSFER-HF in partnership with four geographically diverse dyads of hospitals and HHAs ("hospital-HHA" dyads) across the US. Aim 1 will test the effectiveness of I-TRANSFER-HF to reduce 30-day readmissions (primary outcome) and ED visits (secondary outcome), and increase days at home (secondary outcome) among HF patients who receive timely follow-up compared to usual care. Hospital-HHA dyads will be randomized to cross over from a baseline period of no intervention to the intervention in a randomized sequential order. Medicare claims data from each dyad and from comparison dyads selected within the national dataset will be used to ascertain outcomes. Hypotheses will be tested with generalized mixed models. Aim 2 will assess the determinants of I-TRANSFER-HF's implementation using a mixed-methods approach and is guided by the Consolidated Framework for Implementation Research 2.0 (CFIR 2.0). Qualitative interviews will be conducted with key stakeholders across the hospital-HHA dyads to assess acceptability, barriers, and facilitators of implementation; feasibility and process measures will be assessed with Medicare claims data. DISCUSSION/CONCLUSIONS:As the first pragmatic trial of promoting timely HHC and outpatient follow-up in HF, this study has the potential to dramatically improve care and outcomes for HF patients and produce novel insights for the implementation of HHC nationally. TRIAL REGISTRATION/BACKGROUND:This trial has been registered on ClinicalTrials.Gov (#NCT06118983). Registered on 10/31/2023, https://clinicaltrials.gov/study/NCT06118983?id=NCT06118983&rank=1 .
PMCID:11443790
PMID: 39354472
ISSN: 1472-6963
CID: 5706792
Progression of frailty and cardiovascular outcomes among Medicare beneficiaries
Gong, Yusi; Song, Yang; Xu, Jiaman; Dong, Huaying; Kramer, Daniel B; Orkaby, Ariela R; Dodson, John A; Strom, Jordan B
BACKGROUND:Frailty is associated with adverse cardiovascular outcomes independent of age and comorbidities, yet the independent influence of frailty progression on cardiovascular outcomes remains uncertain. METHODS:To determine whether frailty progression is associated with adverse cardiovascular outcomes, independent of baseline frailty and age, we evaluated all Medicare Fee-for-Service beneficiaries ≥65 years at cohort inception with continuous enrollment from 2003 to 2015. Linear mixed effects models, adjusted for baseline frailty and age, were used to estimate change in a validated claims-based frailty index (CFI) over a 5-year period. Survival analysis was used to examine frailty progression and risk of adverse health outcomes. RESULTS:There were 8.9 million unique patients identified, mean age 77.3 ± 7.2 years, 58.7% female, 10.9% non-White race. In total, 60% had frailty progression and 40% frailty regression over median follow-up of 2.4 years. Compared to those with frailty regression, when adjusting for age and baseline CFI, those with frailty progression had a significantly greater risk of incident major adverse cardiovascular and cerebrovascular events (MACCE) (hazard ratio [HR] 1.31, 95% confidence interval [CI] 1.31-1.31), all-cause mortality (HR 1.34, 95% CI 1.34-1.34), acute myocardial infarction (HR 1.08, 95% CI 1.07-1.09), heart failure exacerbation (HR 1.30, 95% CI 1.29-1.30), ischemic stroke (HR 1.14, 95% CI 1.14-1.15). There was also a graded increase in risk of each outcome with more rapid progression, as well as significantly fewer days alive at home (DAH) with more rapid progression compared to the slowest progression group (270.4 ± 112.3 vs. 308.6 ± 93.0 days, rate ratio 0.88, 95% CI 0.87-0.88, p < 0.001). CONCLUSIONS:In this large, nationwide sample of older Medicare beneficiaries, frailty progression, independent of age and baseline frailty, was associated with fewer DAH and a graded risk of MACCE, all-cause mortality, myocardial infarction, heart failure, and ischemic stroke compared to those with frailty regression.
PMID: 39091085
ISSN: 1532-5415
CID: 5705632
Developing an Individualized Patient Decision Aid for Chronic Coronary Disease Based on the ISCHEMIA Trial: A Mixed-Methods Study
Nguyen, Dan D; Decker, Carole; Pacheco, Christina M; Farr, Stacy L; Fuss, Christine; Masterson Creber, Ruth M; Pena, Stephanie; Ikemura, Nobuhiro; Uzendu, Anezi I; Maron, David J; Hochman, Judith S; Dodson, John A; Spertus, John A
BACKGROUND/UNASSIGNED:Pursuing initial invasive or conservative management of chronic coronary disease (CCD) is a preference-sensitive decision that should include shared decision-making. Communicating the benefits of either approach is challenging, as individual patients rarely achieve the population-averaged outcomes reported in clinical trials. Our objective was to develop a patient decision aid (PDA) with patient-specific estimates of outcomes for initial invasive versus conservative management of CCD, based on the ISCHEMIA trial (International Study of Comparative Health Effectiveness With Medical and Invasive Approaches). METHODS/UNASSIGNED:This was a multiphase mixed-methods study using focus groups of outpatients with CCD, caregivers, clinicians, and researchers. Focus groups were held in Kansas City, MO and New York City, NY between September 2021 and June 2022. Patients with CCD were included if they had a positive stress test within 1 year. Phase 1 focused on patient priorities for outcomes to guide treatment decisions. Phase 2 involved PDA development and refinement. Phase 3 involved further refinement and member checking. Key themes involving shared decision-making and treatment preferences were elicited from focus groups using a deductive approach to develop a PDA representing the outcomes most important to patients. RESULTS/UNASSIGNED:Of 46 patient and caregiver participants, the mean age was 63.5 years, 53% were female, 61% were White, 24% were Black, and 9% were Hispanic. When deciding between treatments, participants valued shared decision-making but generally deferred decisions to clinicians. The outcomes most important to participants were survival and quality of life, followed by physical functioning and symptoms. To represent these outcomes, participants favored simple visualizations, such as a speedometer or health meter. When deciding between treatment options, participants preferred to use the PDA collaboratively with a clinician instead of as a stand-alone tool. CONCLUSIONS/UNASSIGNED:Our novel, patient-centered approach to developing a PDA for CCD with patient-specific outcomes has the potential to rapidly translate clinical trial results to individual patients and support shared decision-making.
PMID: 39301725
ISSN: 1941-7705
CID: 5711202
Decline in use of high-risk agents for tight glucose control among older adults with diabetes in New York City: 2017-2022
Zhang, Jeff; Kanchi, Rania; Conderino, Sarah; Levy, Natalie K; Adhikari, Samrachana; Blecker, Saul; Davis, Nichola; Divers, Jasmin; Rabin, Catherine; Weiner, Mark; Thorpe, Lorna; Dodson, John A
BACKGROUND:This study aimed to examine the prevalence of inappropriate tight glycemic control in older adults with type 2 diabetes and other chronic conditions in New York City, and to identify factors associated with this practice. METHODS:We conducted a retrospective cohort study using the INSIGHT Clinical Research Network. The study population included 11,728 and 15,196 older adults in New York City (age ≥ 75 years) with a diagnosis of type 2 diabetes, and at least one other chronic medical condition, in 2017 and 2022, respectively. The main outcome of interest was inappropriate tight glycemic control, defined as HbA1c <7.0% (<53 mmol/mol) with prescription of at least one high-risk agent (insulin or insulin secretagogue). RESULTS:The proportion of older adults with inappropriate tight glycemic control decreased by nearly 19% over a five-year period (19.4% in 2017 to 15.8% in 2022). There was a significant decrease in insulin (27.8% in 2017; 24.3% in 2022) and sulfonylurea (29.4% in 2017; 21.7% in 2022) medication prescription, and increase in use of GLP-1 agonists (1.8% in 2017; 11.4% in 2022) and SGLT-2 inhibitors (5.8% in 2017; 25.1% in 2022), among the total population. Factors associated with inappropriate tight glycemic control in 2022 included history of heart failure (adjusted odds ratio [aOR] 1.38), chronic kidney disease ([aOR] 1.93), colorectal cancer ([aOR] 1.38), acute myocardial infarction ([aOR] 1.28), "other" ([aOR] 0.72) or "unknown" ([aOR] 0.72) race, and a point increase in BMI ([aOR] 0.98). CONCLUSIONS:We found an encouraging trend toward less use of high-risk medication strategies for older adults with type 2 diabetes and multiple chronic conditions. However, one in six patients in 2022 still had inappropriate tight glycemic control, indicating a need for continued efforts to optimize diabetes management in this population.
PMCID:11368607
PMID: 38980267
ISSN: 1532-5415
CID: 5687172
Descriptive Epidemiology of New York City Older Adult Patients With Multiple Chronic Conditions
Conderino, Sarah; Dodson, John; Meng, Yuchen; Weiner, Mark G; Rabin, Catherine; Jacobs, Wilson; Bakshi, Parampreet; Lee, Melissa; Uguru, Jenny; Thorpe, Lorna E
We characterized comorbidity profiles and cardiometabolic risk factors among older adults with multiple chronic conditions (MCCs) in New York City using an intersectionality approach. Electronic health record data were obtained from the INSIGHT Clinical Research Network on 367,901 New York City residents aged 50 years or older with MCCs. Comorbidity profiles were heterogeneous. The most common profile across sex and racial and ethnic groups was co-occurring hypertension and hyperlipidemia; prevalence of these 2 conditions differed across groups (4.7%-7.3% co-occurrence alone, 65.1%-88.0% with other conditions). Significant sex and racial and ethnic differences were observed, which may reflect accumulated disparities in risk factors and health care access across the life course.
PMCID:11318948
PMID: 39089737
ISSN: 1545-1151
CID: 5696582