925 results on '"Matsouaka, Roland"'
Search Results
2. Average treatment effect on the treated, under lack of positivity
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Liu, Yi, Li, Huiyue, Zhou, Yunji, and Matsouaka, Roland
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Statistics - Methodology - Abstract
The use of propensity score (PS) methods has become ubiquitous in causal inference. At the heart of these methods is the positivity assumption. Violation of the positivity assumption leads to the presence of extreme PS weights when estimating average causal effects of interest, such as the average treatment effect (ATE) or the average treatment effect on the treated (ATT), which renders invalid related statistical inference. To circumvent this issue, trimming or truncating the extreme estimated PSs have been widely used. However, these methods require that we specify a priori a threshold and sometimes an additional smoothing parameter. While there are a number of methods dealing with the lack of positivity when estimating ATE, surprisingly there is no much effort in the same issue for ATT. In this paper, we first review widely used methods, such as trimming and truncation in ATT. We emphasize the underlying intuition behind these methods to better understand their applications and highlight their main limitations. Then, we argue that the current methods simply target estimands that are scaled ATT (and thus move the goalpost to a different target of interest), where we specify the scale and the target populations. We further propose a PS weight-based alternative for the average causal effect on the treated, called overlap weighted average treatment effect on the treated (OWATT). The appeal of our proposed method lies in its ability to obtain similar or even better results than trimming and truncation while relaxing the constraint to choose a priori a threshold (or even specify a smoothing parameter). The performance of the proposed method is illustrated via a series of Monte Carlo simulations and a data analysis on racial disparities in health care expenditures.
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- 2023
3. Overlap, matching, or entropy weights: what are we weighting for?
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Matsouaka, Roland A., Liu, Yi, and Zhou, Yunji
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Statistics - Methodology ,Statistics - Applications - Abstract
There has been a recent surge in statistical methods for handling the lack of adequate positivity when using inverse probability weights (IPW). However, these nascent developments have raised a number of questions. Thus, we demonstrate the ability of equipoise estimators (overlap, matching, and entropy weights) to handle the lack of positivity. Compared to IPW, the equipoise estimators have been shown to be flexible and easy to interpret. However, promoting their wide use requires that researchers know clearly why, when to apply them and what to expect. In this paper, we provide the rationale to use these estimators to achieve robust results. We specifically look into the impact imbalances in treatment allocation can have on the positivity and, ultimately, on the estimates of the treatment effect. We zero into the typical pitfalls of the IPW estimator and its relationship with the estimators of the average treatment effect on the treated (ATT) and on the controls (ATC). Furthermore, we also compare IPW trimming to the equipoise estimators. We focus particularly on two key points: What fundamentally distinguishes their estimands? When should we expect similar results? Our findings are illustrated through Monte-Carlo simulation studies and a data example on healthcare expenditure.
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- 2022
4. Variance estimation for the average treatment effects on the treated and on the controls
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Matsouaka, Roland A., Liu, Yi, and Zhou, Yunji
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Statistics - Methodology - Abstract
Common causal estimands include the average treatment effect (ATE), the average treatment effect of the treated (ATT), and the average treatment effect on the controls (ATC). Using augmented inverse probability weighting methods, parametric models are judiciously leveraged to yield doubly robust estimators, i.e., estimators that are consistent when at least one the parametric models is correctly specified. Three sources of uncertainty are associated when we evaluate these estimators and their variances, i.e., when we estimate the treatment and outcome regression models as well as the desired treatment effect. In this paper, we propose methods to calculate the variance of the normalized, doubly robust ATT and ATC estimators and investigate their finite sample properties. We consider both the asymptotic sandwich variance estimation, the standard bootstrap as well as two wild bootstrap methods. For the asymptotic approximations, we incorporate the aforementioned uncertainties via estimating equations. Moreover, unlike the standard bootstrap procedures, the proposed wild bootstrap methods use perturbations of the influence functions of the estimators through independently distributed random variables. We conduct an extensive simulation study where we vary the heterogeneity of the treatment effect as well as the proportion of participants assigned to the active treatment group. We illustrate the methods using an observational study of critical ill patients on the use of right heart catherization.
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- 2022
5. Neighborhood Socioeconomic Disadvantage and Hospitalized Heart Failure Outcomes in the American Heart Association Get With The Guidelines-Heart Failure Registry.
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Rao, Vishal, Mentz, Robert, Coniglio, Amanda, Kelsey, Michelle, Fudim, Marat, Fonarow, Gregg, Matsouaka, Roland, DeVore, Adam, and Caughey, Melissa
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algorithms ,heart failure ,hospitalization ,mortality ,quality improvement ,Aged ,Humans ,American Heart Association ,Heart Failure ,Registries ,Residence Characteristics ,Risk Factors ,Social Class ,Socioeconomic Factors ,United States - Abstract
BACKGROUND: Neighborhood socioeconomic status (SES) is associated with worse health outcomes, yet its relationship with in-hospital heart failure (HF) outcomes and quality metrics are underexplored. We examined the association between socioeconomic neighborhood disadvantage and in-hospital HF outcomes for patients from diverse neighborhoods in the Get With The Guidelines-Heart Failure registry. METHODS: SES-disadvantage scores were derived from geocoded US census data using a validated algorithm, which incorporated household income, home value, rent, education, and employment. We examined the association between SES-disadvantage quintiles with all-cause in-hospital mortality, adjusting for demographics and comorbidities. RESULTS: Of 593 053 patients hospitalized for HF between 2017 and 2020, 321 314 (54%) had residential ZIP Codes recorded. Patients from the most compared with least disadvantaged neighborhoods were younger (mean age 67 versus 76 years), more often Black (42% versus 9%) or Hispanic (14% versus 5%), and had higher comorbidity burden. Demographic-adjusted length of stay increased by ≈1.5 hours with each increment in worsening SES-disadvantage quintiles. Adjusted-mortality odds ratios increased with worsening SES-disadvantage quintiles (Ptrend=0.003), and was 28% higher (adjusted OR=1.28 [1.12-1.48]) for the most compared with least disadvantaged neighborhood groups. CONCLUSIONS: Patients hospitalized for HF from disadvantaged neighborhoods were younger and more often Black or Hispanic. SES disadvantage was independently associated with higher in-hospital mortality. Further research is needed to characterize care delivery patterns in disadvantaged neighborhoods and to address social determinants of health among patients hospitalized for HF. REGISTRATION: URL: https://www. CLINICALTRIALS: gov; Unique identifier: NCT02693509.
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- 2022
6. US Surveillance of Acute Ischemic Stroke Patient Characteristics, Care Quality, and Outcomes for 2019.
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Ziaeian, Boback, Xu, Haolin, Matsouaka, Roland A, Xian, Ying, Khan, Yosef, Schwamm, Lee S, Smith, Eric E, and Fonarow, Gregg C
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Humans ,Fibrinolytic Agents ,Anticoagulants ,Platelet Aggregation Inhibitors ,Hydroxymethylglutaryl-CoA Reductase Inhibitors ,Treatment Outcome ,Bayes Theorem ,Aged ,Quality of Health Care ,United States ,Female ,Male ,Stroke ,Ischemic Stroke ,Bayesian analysis ,epidemiology ,health services ,ischemic stroke ,quality and outcomes ,Prevention ,Health Services ,Clinical Research ,Brain Disorders ,Good Health and Well Being ,Cardiorespiratory Medicine and Haematology ,Clinical Sciences ,Neurosciences ,Neurology & Neurosurgery - Abstract
BackgroundThe United States lacks a timely and accurate nationwide surveillance system for acute ischemic stroke (AIS). We use the Get With The Guidelines-Stroke registry to apply poststratification survey weights to generate national assessment of AIS epidemiology, hospital care quality, and in-hospital outcomes.MethodsClinical data from the Get With The Guidelines-Stroke registry were weighted using a Bayesian interpolation method anchored to observations from the national inpatient sample. To generate a US stroke forecast for 2019, we linearized time trend estimates from the national inpatient sample to project anticipated AIS hospital volume, distribution, and race/ethnicity characteristics for the year 2019. Primary measures of AIS epidemiology and clinical care included patient and hospital characteristics, stroke severity, vital and laboratory measures, treatment interventions, performance measures, disposition, and clinical outcomes at discharge.ResultsWe estimate 552 476 patients with AIS were admitted in 2019 to US hospitals. Median age was 71 (interquartile range, 60-81), 48.8% female. Atrial fibrillation was diagnosed in 22.6%, 30.2% had prior stroke/transient ischemic attack, and 36.4% had diabetes. At baseline, 46.4% of patients with AIS were taking antiplatelet agents, 19.2% anticoagulants, and 46.3% cholesterol-reducers. Mortality was 4.4%, and only 52.3% were able to ambulate independently at discharge. Performance nationally on AIS achievement measures were generally higher than 95% for all measures but the use of thrombolytics within 3 hours of early stroke presentations (81.9%). Additional quality measures had lower rates of receipt: dysphagia screening (84.9%), early thrombolytics by 4.5 hours (79.7%), and statin therapy (80.6%).ConclusionsWe provide timely, reliable, and actionable US national AIS surveillance using Bayesian interpolation poststratification weights. These data may facilitate more targeted quality improvement efforts, resource allocation, and national policies to improve AIS care and outcomes.
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- 2022
7. Characteristics of High-Performing Hospitals in Cardiogenic Shock Following Acute Myocardial Infarction
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Saha, Amit, Li, Shuang, de Lemos, James A., Pandey, Ambarish, Bhatt, Deepak L., Fonarow, Gregg C., Nallamothu, Brahmajee K., Wang, Tracy Y., Navar, Ann Marie, Peterson, Eric, Matsouaka, Roland A., Bavry, Anthony A., Das, Sandeep R., Grodin, Justin L., Khera, Rohan, Drazner, Mark H., and Kumbhani, Dharam J.
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- 2024
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8. Race-Ethnic Disparities in Rates of Declination of Thrombolysis for Stroke
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Mendelson, Scott J, Zhang, Shuaiqi, Matsouaka, Roland, Xian, Ying, Shah, Shreyansh, Lytle, Barbara L, Solomon, Nicole, Schwamm, Lee H, Smith, Eric E, Saver, Jeffrey L, Fonarow, Gregg, Holl, Jane, and Prabhakaran, Shyam
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Biomedical and Clinical Sciences ,Clinical Sciences ,Clinical Research ,Brain Disorders ,Stroke ,Neurosciences ,Aging ,Brain Ischemia ,Ethnicity ,Female ,Fibrinolytic Agents ,Humans ,Ischemic Stroke ,Male ,Retrospective Studies ,Thrombolytic Therapy ,Tissue Plasminogen Activator ,Cognitive Sciences ,Neurology & Neurosurgery ,Clinical sciences - Abstract
Background and objectivesPrior regional or single-center studies have noted that 4% to 7% of eligible patients with acute ischemic stroke (AIS) decline IV tissue plasminogen activator (tPA). We sought to determine the prevalence of tPA declination in a nationwide registry of patients with AIS and to investigate differences in declination by race/ethnicity.MethodsWe used the Get With The Guidelines-Stroke registry to identify patients with AIS eligible for tPA and admitted to participating hospitals between January 1, 2016, and March 28, 2019. We compared patient demographics and admitting hospital characteristics between tPA-eligible patients who received and those who declined tPA. Using multivariable logistic regression, we determined patient and hospital factors associated with tPA declination.ResultsAmong 177,115 tPA-eligible patients with AIS at 1,976 sites, 6,545 patients (3.7%) had tPA declination as the sole documented reason for not receiving tPA. Patients declining treatment were slightly older, were more likely to be female, arrived more often at off-hours and earlier after symptom onset, and were more likely to present to Primary Stroke Centers. Compared with non-Hispanic White, non-Hispanic Black race/ethnicity was independently associated with increased (adjusted odds ratio [aOR] 1.21, 95% CI 1.11-1.31), Asian race/ethnicity with decreased (aOR 0.72, 95% CI 0.58-0.88), and Hispanic ethnicity (any race) with similar odds of tPA declination (OR 0.98, 95% CI 0.86-1.13) in multivariable analysis.DiscussionAlthough the overall prevalence of tPA declination is low, eligible non-Hispanic Black patients are more likely and Asian patients less likely to decline tPA than non-Hispanic White patients. Reducing rates of tPA declinations among non-Hispanic Black patients may be an opportunity to address disparities in stroke care.
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- 2022
9. Temporal Trends in Racial and Ethnic Disparities in Endovascular Therapy in Acute Ischemic Stroke
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Sheriff, Faheem, Xu, Haolin, Maud, Alberto, Gupta, Vikas, Vellipuram, Anantha, Fonarow, Gregg C, Matsouaka, Roland A, Xian, Ying, Reeves, Mathew, Smith, Eric E, Saver, Jeffrey, Rodriguez, Gustavo, Cruz‐Flores, Salvador, and Schwamm, Lee H
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Biomedical and Clinical Sciences ,Clinical Sciences ,Brain Disorders ,Stroke ,Clinical Research ,Good Health and Well Being ,Endovascular Procedures ,Ethnicity ,Hispanic or Latino ,Humans ,Ischemic Stroke ,Treatment Outcome ,endovascular therapy ,health equity ,ischemic stroke ,race and ethnicity ,Cardiorespiratory Medicine and Haematology ,Cardiovascular medicine and haematology - Abstract
Introduction Endovascular therapy (EVT) use increased following clinical trials publication in 2015, but limited data suggest there may be persistent race and ethnicity differences. Methods and Results We included all patients with acute ischemic stroke arriving within 6 hours of last known well and with National Institute of Health Stroke Scale (NIHSS) score ≥6 between April 2012 and June 2019 in the Get With The Guidelines-Stroke database and evaluated the association between race and ethnicity and EVT use and outcomes, comparing the era before versus after 2015. Of 302 965 potentially eligible patients; 42 422 (14%) underwent EVT. Although EVT use increased over time in all racial and ethnic groups, Black patients had reduced odds of EVT use compared with non-Hispanic White (NHW) patients (adjusted odds ratio [aOR] before 2015, 0.68 [0.58‒0.78]; aOR after 2015, 0.83 [0.76‒0.90]). In-hospital mortality/discharge to hospice was less frequent in Black, Hispanic, and Asian patients compared with NHW. Conversely discharge home was more frequent in Hispanic (29.7%; aOR, 1.28 [1.16‒1.42]), Asian (28.2%; aOR, 1.23 [1.05‒1.44]), and Black (29.1%; aOR, 1.08 [1.00‒1.18]) patients compared with NHW (24%). However, at 3 months, functional independence (modified Rankin Scale, 0-2) occurred less frequently in Black (37.5%; aOR, 0.84 [0.75‒0.95]) and Asian (33%; aOR, 0.79 [0.65‒0.98]) patients compared with NHW patients (38.1%). Conclusions In a large cohort of patients treated with EVT, Black versus NHW patient disparities in EVT use have narrowed over time but still exist. Discharge related outcomes were slightly more favorable in racial and ethnic underrepresented groups; 3-month functional outcomes were worse but improved across all groups with time.
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- 2022
10. Achievement and quality measure attainment in patients hospitalized with atrial fibrillation: Results from The Get With The Guidelines - Atrial Fibrillation (GWTG-AFIB) registry.
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Ullal, Aditya, Holmes, DaJuanicia, Lytle, Barbara, Matsouaka, Roland, Sheng, Shubin, Desai, Nihar, Curtis, Anne, Fang, Margaret, McCabe, Pamela, Fonarow, Gregg, Russo, Andrea, Lewis, William, Heidenreich, Paul, Piccini, Jonathan, Turakhia, Mintu, and Perino, Alexander
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Aged ,Aged ,80 and over ,Anticoagulants ,Atrial Fibrillation ,Female ,Hospitalization ,Humans ,Male ,Middle Aged ,Quality Indicators ,Health Care ,Registries ,Risk Factors ,Stroke - Abstract
BACKGROUND: The Get With The Guidelines - Atrial Fibrillation (GWTG-AFIB) Registry uses achievement and quality measures to improve the care of patients with atrial fibrillation (AF). We sought to evaluate overall and site-level variation in attainment of these measures among sites participating in the GWTG-AFIB Registry. METHODS: From the GWTG-AFIB registry, we included patients with AF admitted between 1/3/2013 and 6/30/2019. We described patient-level attainment and variation in attainment across sites of 6 achievement measures with 1) defect-free scores (percent of patients with all eligible measures attained), and 2) composite opportunity scores (percent of all eligible patient measures attained). We also described attainment of 11 quality measures at the patient-level. RESULTS: Among 80,951 patients hospitalized for AF (age 70±13 years, 47.0% female; CHA2DS2-VASc 3.6±1.8) at 132 sites. Site-level defect-free scores ranged from 4.7% to 85.8% (25th, 50th, 75th percentile: 32.7%, 52.1%, 64.4%). Composite opportunity scores ranged from 39.4% to 97.5% (25th, 50th, 75th: 68.1%, 80.3%, 87.1%). Attainment was notably low for the following quality measures: 1) aldosterone antagonist prescription when ejection fraction ≤35% (29% of those eligible); and 2) avoidance of antiplatelet therapy with OAC in patients without coronary/peripheral artery disease (81% of those eligible). CONCLUSIONS: Despite high overall attainment of care measures across GWTG-AFIB registry sites, large site variation was present with meaningful opportunities to improve AF care beyond OAC prescription, including but not limited to prescription of aldosterone antagonists in those with AF and systolic dysfunction and avoidance of non-indicated adjunctive antiplatelet therapy.
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- 2022
11. Seasonal Variation of Atrial Fibrillation Admission and Quality of Care in the United States
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Sheehy, Shanshan, Fonarow, Gregg C, Holmes, DaJuanicia N, Lewis, William R, Matsouaka, Roland A, Piccini, Jonathan P, Zhi, Lillian, and Bhatt, Deepak L
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Biomedical and Clinical Sciences ,Cardiovascular Medicine and Haematology ,Clinical Research ,Cardiovascular ,Heart Disease ,Atrial Fibrillation ,Hospitalization ,Humans ,Quality Improvement ,Registries ,Seasons ,United States ,atrial fibrillation ,quality of care ,season ,Cardiorespiratory Medicine and Haematology ,Cardiovascular medicine and haematology - Abstract
Background Currently, little is known regarding seasonal variation for atrial fibrillation (AF) in the United States and whether quality of care for AF varies between seasons. Methods and Results The GWTG-AFib (Get With The Guidelines-AFib) registry was initiated by the American Heart Association to enhance national guideline adherence for treatment and management of AF. Our analyses included 61 291 patients who were admitted at 141 participating hospitals from 2014 to 2018 across the United States. Outcomes included numbers of AF admissions and quality-of-care measures (defect-free care, defined as a patient's receiving all eligible measures). For quality-of-care measures, generalized estimating equations accounting for within-site correlations were used to estimate odds ratios (ORs) with 95% CIs, adjusting patient and hospital characteristics. The proportion of AF admissions for each season was similar, with the highest percentage of AF admissions being observed in the fall (spring 25%, summer 25%, fall 27%, and winter 24%). Overall, AF admissions across seasons were similar, with no seasonal variation observed. No seasonal variation was observed for incident AF. There were no seasonal differences in care quality (multivariable adjusted ORs and 95% CIs were 0.93 (0.87-1.00) for winter, 1.09 (1.01-1.18) for summer, and 1.08 (0.97-1.20) for fall, compared with spring). Conclusions In a nationwide quality improvement registry, no seasonal variation was observed in hospital admissions for AF or quality of care for AF.
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- 2022
12. Is the affordable care act medicaid expansion associated with receipt of heart failure guideline-directed medical therapy by race and ethnicity?
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Breathett, Khadijah K, Xu, Haolin, Sweitzer, Nancy K, Calhoun, Elizabeth, Matsouaka, Roland A, Yancy, Clyde W, Fonarow, Gregg C, DeVore, Adam D, Bhatt, Deepak L, and Peterson, Pamela N
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Biomedical and Clinical Sciences ,Cardiovascular Medicine and Haematology ,Brain Disorders ,Clinical Research ,Cardiovascular ,Heart Disease ,Good Health and Well Being ,Angiotensin Receptor Antagonists ,Angiotensin-Converting Enzyme Inhibitors ,Ethnicity ,Heart Failure ,Humans ,Insurance Coverage ,Medicaid ,Patient Protection and Affordable Care Act ,United States ,evidence-based medicine ,health policy ,heart failure ,hospitalization ,Cardiorespiratory Medicine and Haematology ,Public Health and Health Services ,Cardiovascular System & Hematology ,Cardiovascular medicine and haematology - Abstract
BackgroundUninsurance is a known contributor to racial/ethnic health inequities. Insurance is often needed for prescriptions and follow-up appointments. Therefore, we determined whether the Affordable Care Act(ACA) Medicaid Expansion was associated with increased receipt of guideline-directed medical treatment(GDMT) at discharge among patients hospitalized with heart failure(HF) by race/ethnicity.MethodsUsing Get With The Guidelines-HF registry, logistic regression was used to assess odds of receiving GDMT(HF medications; education; follow-up appointment) in early vs non-adopter states before(2012 - 2013) and after ACA Medicaid Expansion(2014 - 2019) within each race/ethnicity, accounting for patient-level covariates and within-hospital clustering. We tested for an interaction(p-int) between GDMT and pre/post Medicaid Expansion time periods.ResultsAmong 271,606 patients(57.5% early adopter, 42.5% non-adopter), 65.5% were White, 22.8% African American, 8.9% Hispanic, and 2.9% Asian race/ethnicity. Independent of ACA timing, Hispanic patients were more likely to receive all GDMT for residing in early adopter states compared to non-adopter states (P
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- 2022
13. Antithrombotic Therapy for Stroke Prevention in Patients With Ischemic Stroke With Aspirin Treatment Failure
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Lusk, Jay B, Xu, Haolin, Peterson, Eric D, Bhatt, Deepak L, Fonarow, Gregg C, Smith, Eric E, Matsouaka, Roland, Schwamm, Lee H, and Xian, Ying
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Biomedical and Clinical Sciences ,Oncology and Carcinogenesis ,Clinical Research ,Cardiovascular ,Hematology ,Stroke ,Brain Disorders ,Prevention ,Aged ,Aspirin ,Dual Anti-Platelet Therapy ,Female ,Fibrinolytic Agents ,Humans ,Ischemic Stroke ,Male ,Secondary Prevention ,Treatment Failure ,anticoagulants ,aspirin ,cardiovascular disease ,clopidogrel ,warfarin ,Cardiorespiratory Medicine and Haematology ,Clinical Sciences ,Neurosciences ,Neurology & Neurosurgery ,Clinical sciences ,Allied health and rehabilitation science - Abstract
Background and purposeMany older patients presenting with acute ischemic stroke were already taking aspirin before admission. However, the management strategy for patients with aspirin treatment failure has not been fully established.MethodsWe used data from the American Heart Association Get With The Guidelines Stroke Registry to describe discharge antithrombotic treatment patterns among Medicare beneficiaries with ischemic stroke who were taking aspirin before their stroke and were discharged alive from 1734 hospitals in the United States between October 2012 and December 2017.ResultsOf 261 634 ischemic stroke survivors, 100 016 (38.2%) were taking aspirin monotherapy before stroke. Among them, 44.4% of patients remained on aspirin monotherapy at discharge (20.9% 81 mg, 18.2% 325 mg, 5.3% other or unknown dose). The next most common therapy choice was dual antiplatelet therapy (24.6%), followed by clopidogrel monotherapy (17.8%). The remaining 13.2% of patients were discharged on either aspirin/dipyridamole, warfarin, or nonvitamin K antagonist oral anticoagulants with or without antiplatelet, or no antithrombotic therapy at all.ConclusionsNearly half of patients with ischemic stroke while on preventive therapy with aspirin are discharged on aspirin monotherapy without changing antithrombotic class, while the other half are discharged on clopidogrel monotherapy, dual antiplatelet therapy, or other less common agents. These findings emphasize the need for future research to identify best management strategies for this very common and complex clinical scenario.
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- 2021
14. Robust statistical inference for the matched net benefit and the matched win ratio using prioritized composite endpoints
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Matsouaka, Roland A. and Coles, Adrian
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Statistics - Methodology - Abstract
As alternatives to the time-to-first-event analysis of composite endpoints, the {\it net benefit} (NB) and the {\it win ratio} (WR) -- which assess treatment effects using prioritized component outcomes based on clinical importance -- have been proposed. However, statistical inference of NB and WR relies on a large-sample assumptions, which can lead to an invalid test statistic and inadequate, unsatisfactory confidence intervals, especially when the sample size is small or the proportion of wins is near 0 or 1. In this paper, we develop a systematic approach to address these limitations in a paired-sample design. We first introduce a new test statistic under the null hypothesis of no treatment difference. Then, we present the formula to calculate the sample size. Finally, we develop the confidence interval estimations of these two estimators. To estimate the confidence intervals, we use the {\it method of variance estimates recovery} (MOVER), that combines two separate individual-proportion confidence intervals into a hybrid interval for the estimand of interest. We assess the performance of the proposed test statistic and MOVER confidence interval estimations through simulation studies. We demonstrate that the MOVER confidence intervals are as good as the large-sample confidence intervals when the sample is large and when the proportions of wins is bounded away from 0 and 1. Moreover, the MOVER intervals outperform their competitors when the sample is small or the proportions are at or near the boundaries 0 and 1. We illustrate the method (and its competitors) using three examples from randomized clinical studies., Comment: 27 pages, 7 figures
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- 2020
15. A framework for causal inference in the presence of extreme inverse probability weights: the role of overlap weights
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Matsouaka, Roland A. and Zhou, Yunji
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Statistics - Methodology - Abstract
In this paper, we consider recent progress in estimating the average treatment effect when extreme inverse probability weights are present and focus on methods that account for a possible violation of the positivity assumption. These methods aim at estimating the treatment effect on the subpopulation of patients for whom there is a clinical equipoise. We propose a systematic approach to determine their related causal estimands and develop new insights into the properties of the weights targeting such a subpopulation. Then, we examine the roles of overlap weights, matching weights, Shannon's entropy weights, and beta weights. This helps us characterize and compare their underlying estimators, analytically and via simulations, in terms of the accuracy, precision, and root mean squared error. Moreover, we study the asymptotic behaviors of their augmented estimators (that mimic doubly robust estimators), which lead to improved estimations when either the propensity or the regression models are correctly specified. Based on the analytical and simulation results, we conclude that overall overlap weights are preferable to matching weights, especially when there is moderate or extreme violations of the positivity assumption. Finally, we illustrate the methods using a real data example marked by extreme inverse probability weights., Comment: 73 pages, 18 figures
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- 2020
16. Regression with a right-censored predictor, using inverse probability weighting methods
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Matsouaka, Roland A. and Atem, Folefac D.
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Statistics - Methodology - Abstract
In a longitudinal study, measures of key variables might be incomplete or partially recorded due to drop-out, loss to follow-up, or early termination of the study occurring before the advent of the event of interest. In this paper, we focus primarily on the implementation of a regression model with a randomly censored predictor. We examine, particularly, the use of inverse probability weighting methods in a generalized linear model (GLM), when the predictor of interest is right-censored, to adjust for censoring. To improve the performance of the complete-case analysis and prevent selection bias, we consider three different weighting schemes: inverse censoring probability weights, Kaplan-Meier weights, and Cox proportional hazards weights. We use Monte Carlo simulation studies to evaluate and compare the empirical properties of different weighting estimation methods. Finally, we apply these methods to the Framingham Heart Study data as an illustrative example to estimate the relationship between age of onset of a clinically diagnosed cardiovascular event and low-density lipoprotein (LDL) among cigarette smokers., Comment: 21 pages
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- 2020
17. Propensity score weighting under limited overlap and model misspecification
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Zhou, Yunji, Matsouaka, Roland A., and Thomas, Laine
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Statistics - Methodology - Abstract
Propensity score (PS) weighting methods are often used in non-randomized studies to adjust for confounding and assess treatment effects. The most popular among them, the inverse probability weighting (IPW), assigns weights that are proportional to the inverse of the conditional probability of a specific treatment assignment, given observed covariates. A key requirement for IPW estimation is the positivity assumption, i.e., the PS must be bounded away from 0 and 1. In practice, violations of the positivity assumption often manifest by the presence of limited overlap in the PS distributions between treatment groups. When these practical violations occur, a small number of highly influential IPW weights may lead to unstable IPW estimators, with biased estimates and large variances. To mitigate these issues, a number of alternative methods have been proposed, including IPW trimming, overlap weights (OW), matching weights (MW), and entropy weights (EW). Because OW, MW, and EW target the population for whom there is equipoise (and with adequate overlap) and their estimands depend on the true PS, a common criticism is that these estimators may be more sensitive to misspecifications of the PS model. In this paper, we conduct extensive simulation studies to compare the performances of IPW and IPW trimming against those of OW, MW, and EW under limited overlap and misspecified propensity score models. Across the wide range of scenarios we considered, OW, MW, and EW consistently outperform IPW in terms of bias, root mean squared error, and coverage probability., Comment: 46 pages, 12 figures
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- 2020
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18. Association Between 2010 Medicare Reform and Inpatient Rehabilitation Access in People With Intracerebral Hemorrhage
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Ifejika, Nneka L, Vahidy, Farhaan S, Reeves, Mathew, Xian, Ying, Liang, Li, Matsouaka, Roland, Fonarow, Gregg C, and Grotta, James C
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Brain Disorders ,Rehabilitation ,Behavioral and Social Science ,Aging ,Stroke ,Health Services ,Clinical Research ,Adult ,Aged ,Aged ,80 and over ,Cerebral Hemorrhage ,Female ,Health Care Reform ,Health Services Accessibility ,Humans ,Inpatients ,Male ,Medicare ,Middle Aged ,Outcome and Process Assessment ,Health Care ,Patient Discharge ,Policy Making ,Prospective Payment System ,Registries ,Rehabilitation Centers ,Skilled Nursing Facilities ,Time Factors ,Treatment Outcome ,United States ,healthcare policy ,inpatient rehabilitation facility ,intracerebral hemorrhage ,outcome ,rehabilitation ,skilled nursing facility ,Cardiorespiratory Medicine and Haematology - Abstract
Background Evidence suggests intracerebral hemorrhage survivors have earlier recovery compared with ischemic stroke survivors. The Centers for Medicare and Medicaid Services prospective payment system instituted documentation rules for inpatient rehabilitation facilities (IRFs) in 2010, with the goal of optimizing patient selection. We investigated whether these requirements limited IRF and increased skilled nursing facility (SNF) use compared with home discharge. Methods and Results Intracerebral hemorrhage discharges to IRF, SNF, or home were estimated using GWTG (Get With The Guidelines) Stroke registry data between January 1, 2008, and December 31, 2015 (n=265 444). Binary hierarchical models determined associations between the 2010 Rule and discharge setting; subgroup analyses evaluated age, geographic region, and hospital type. From January 1, 2008, to December 31, 2009, 45.5% of patients with intracerebral hemorrhage had home discharge, 22.2% went to SNF, and 32.3% went to IRF. After January 1, 2010, there was a 1.06% absolute increase in home discharge, a 0.46% increase in SNF, and a 1.52% decline in IRF. The adjusted odds of IRF versus home discharge decreased 3% after 2010 (adjusted odds ratio [aOR], 0.97; 95% CI, 0.95-1.00). Lower odds of IRF versus home discharge were observed in people aged
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- 2021
19. Oral Anticoagulation and Adverse Outcomes after Ischemic Stroke in Heart Failure Patients without Atrial Fibrillation
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Saeed, Omar, Zhang, Shuaiqi, Patel, Snehal R, Jorde, Ulrich P, Garcia, Mario J, Bulcha, Nurilign, Gupta, Tanush, Xian, Ying, Matsouaka, Roland, Shah, Shreyansh, Smith, Eric E, Schwamm, Lee H, and Fonarow, Gregg C
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Biomedical and Clinical Sciences ,Clinical Sciences ,Clinical Research ,Brain Disorders ,Aging ,Heart Disease ,Stroke ,Cardiovascular ,Aged ,Anticoagulants ,Atrial Fibrillation ,Brain Ischemia ,Heart Failure ,Humans ,Ischemic Stroke ,Medicare ,United States ,Oral Anticoagulation ,Mortality ,Hemorrhage ,Cardiorespiratory Medicine and Haematology ,Nursing ,Cardiovascular System & Hematology ,Cardiovascular medicine and haematology ,Clinical sciences - Abstract
BackgroundThe safety and effectiveness of oral anticoagulation (OAC) after an ischemic stroke in older patients with heart failure (HF) without atrial fibrillation remains uncertain.MethodsUtilizing Get With The Guidelines Stroke national clinical registry data linked to Medicare claims from 2009-2014, we assessed the outcomes of eligible patients with a history of HF who were initiated on OAC during a hospitalization for an acute ischemic stroke. The cumulative incidences of adverse events were calculated using Kaplan-Meier curves and adjusted Cox proportional hazard ratios were compared between patients discharged on or off OAC.ResultsA total of 8,261 patients from 1,370 sites were discharged alive after an acute ischemic stroke and met eligibility criteria. Of those, 747 (9.0%) were initiated on OAC. Patients on OAC were younger (77.2±8.0 vs. 80.5±8.9 years, p
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- 2021
20. Association Between 2010 Medicare Reforms and Utilization of Postacute Inpatient Rehabilitation in Ischemic Stroke.
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Ifejika, Nneka L, Vahidy, Farhaan, Reeves, Mathew, Xian, Ying, Liang, Li, Matsouaka, Roland, Fonarow, Gregg C, and Savitz, Sean I
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Health Services and Systems ,Health Sciences ,Physical Rehabilitation ,Health Services ,Aging ,Stroke ,Behavioral and Social Science ,Brain Disorders ,Clinical Research ,Rehabilitation ,8.1 Organisation and delivery of services ,Health and social care services research ,Adult ,Aged ,Female ,Health Care Reform ,Humans ,Ischemic Stroke ,Male ,Medicare ,Middle Aged ,Patient Acceptance of Health Care ,Rehabilitation Centers ,Retrospective Studies ,Skilled Nursing Facilities ,Subacute Care ,United States ,Young Adult ,Inpatient Rehabilitation Facility ,Health Reform ,Skilled Nursing Facility ,Centers for Medicare and Medicaid Services ,Clinical Sciences ,Human Movement and Sports Sciences ,Clinical sciences ,Allied health and rehabilitation science ,Sports science and exercise - Abstract
ObjectiveThe aim of the study was to investigate whether the elimination of trial admissions and the initiation of documentation requirements, via the 2010 Centers for Medicare and Medicaid Services Inpatient Rehabilitation Facility Prospective Payment System Rule, limited inpatient rehabilitation facility access while increasing skilled nursing facility utilization compared with home discharge in ischemic stroke patients.DesignThis is a retrospective observational study using Get with the Guidelines - Stroke hospital data between January 1, 2008 and December 31, 2015 (N = 1,643,553).ResultsBetween January 1, 2008 and December 31, 2009, 54.1% of patients went home, 25.4% to inpatient rehabilitation facility and 20.5% to skilled nursing facility. Between January 1, 2010 and December 31, 2015, there was a 1.4% absolute increase in home discharge, a 1.1% inpatient rehabilitation facility decline and a 0.3% skilled nursing facility decline.Within the 1.1% absolute decline in inpatient rehabilitation facility discharge, the adjusted odds of inpatient rehabilitation facility versus home discharge decreased 12% after 2010 Rule (adjusted odds ratio = 0.88, 95% confidence interval = 0.87-0.89, P < 0.0001). There was no statistically significant change in skilled nursing facility versus home discharge.Lower adjusted odds of inpatient rehabilitation facility discharge versus home discharge were identical across age groups and were present in all geographic regions.ConclusionsIn populations with ischemic stroke, the Centers for Medicare and Medicaid Services 2010 Inpatient Rehabilitation Facility Prospective Payment System Rule was associated with a 1.1% absolute decrease in inpatient rehabilitation facility discharge, with a concomitant increase in home discharge rather than to skilled nursing facility.
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- 2021
21. Association of Dual Eligibility for Medicare and Medicaid With Heart Failure Quality and Outcomes Among Get With The Guidelines-Heart Failure Hospitals.
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Bahiru, Ehete, Ziaeian, Boback, Moucheraud, Corrina, Agarwal, Anubha, Xu, Haolin, Matsouaka, Roland A, DeVore, Adam D, Heidenreich, Paul A, Allen, Larry A, Yancy, Clyde W, and Fonarow, Gregg C
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Humans ,Aged ,Aged ,80 and over ,Hospitals ,Medicaid ,Medicare ,Insurance Coverage ,Eligibility Determination ,Quality of Health Care ,Guideline Adherence ,Quality Indicators ,Health Care ,United States ,Female ,Male ,Heart Failure ,Healthcare Disparities ,Outcome Assessment ,Health Care ,Health Services ,Clinical Research ,Cardiovascular ,Heart Disease - Abstract
ImportanceThe Centers for Medicare & Medicaid Services uses a new peer group-based payment system to compare hospital performance as part of its Hospital Readmissions Reduction Program, which classifies hospitals into quintiles based on their share of dual-eligible beneficiaries for Medicare and Medicaid. However, little is known about the association of a hospital's share of dual-eligible beneficiaries with the quality of care and outcomes for patients with heart failure (HF).ObjectiveTo evaluate the association between a hospital's proportion of patients with dual eligibility for Medicare and Medicaid and HF quality of care and outcomes.Design, setting, and participantsThis retrospective cohort study evaluated 436 196 patients hospitalized for HF using the Get With The Guidelines-Heart Failure registry from January 1, 2010, to December 31, 2017. The analysis included patients 65 years or older with available data on dual-eligibility status. Hospitals were divided into quintiles based on their share of dual-eligible patients. Quality and outcomes were analyzed using unadjusted and adjusted multivariable logistic regression models. Data analysis was performed from April 1, 2020, to January 1, 2021.Main outcomes and measuresThe primary outcome was 30-day all-cause readmission. The secondary outcomes included in-hospital mortality, 30-day HF readmissions, 30-day all-cause mortality, and HF process of care measures.ResultsA total of 436 196 hospitalized HF patients 65 years or older from 535 hospital sites were identified, with 258 995 hospitalized patients (median age, 81 years; interquartile range, 74-87 years) at 455 sites meeting the study criteria and included in the primary analysis. A total of 258 995 HF hospitalizations from 455 sites were included in the primary analysis of the study. Hospitals in the highest dual-eligibility quintile (quintile 5) tended to care for patients who were younger, were more likely to be female, belonged to racial minority groups, or were located in rural areas compared with quintile 1 sites. After multivariable adjustment, hospitals with the highest quintile of dual eligibility were associated with lower rates of key process measures, including evidence-based β-blocker prescription, measure of left ventricular function, and anticoagulation for atrial fibrillation or atrial flutter. Differences in clinical outcomes were seen with higher 30-day all-cause (adjusted odds ratio, 1.24; 95% CI, 1.14-1.35) and HF (adjusted odds ratio, 1.14; 95% CI, 1.03-1.27) readmissions in higher dual-eligible quintile 5 sites compared with quintile 1 sites. Risk-adjusted in-hospital and 30-day mortality did not significantly differ in quintile 1 vs quintile 5 hospitals.Conclusions and relevanceIn this cohort study, hospitals with a higher share of dual-eligible patients provided care with lower rates of some of the key HF quality of care process measures and with higher 30-day all-cause or HF readmissions compared with lower dual-eligibility quintile hospitals.
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- 2021
22. National Surveillance of Stroke Quality of Care and Outcomes by Applying Post-Stratification Survey Weights on the Get With The Guidelines-Stroke Patient Registry
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Ziaeian, Boback, Xu, Haolin, Matsouaka, Roland A, Xian, Ying, Khan, Yosef, Schwamm, Lee S, Smith, Eric E, and Fonarow, Gregg C
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Abstract Background: The U.S. lacks a stroke surveillance system. This study develops a method to transform an existing registry into a nationally representative database to evaluate acute ischemic stroke care quality.Methods: Two statistical approaches were used to develop post-stratification weights for the Get With The Guidelines-Stroke registry by anchoring population estimates to the National Inpatient Sample. Post-stratification survey weights were estimated using a raking procedure and Bayesian interpolation methods. Weighting methods were adjusted to limit the dispersion of weights and make reasonable epidemiologic estimates of patient characteristics, quality of hospital care, and clinical outcomes. Standardized differences in national estimates were reported between the two post-stratification methods for anchored and non-anchored patient characteristics to evaluate estimation quality. Primary measures evaluated were patient and hospital characteristics, stroke severity, vital and laboratory measures, disposition, and clinical outcomes at discharge. Results: A total of 1,388,296 acute ischemic strokes occurred between 2012 and 2014. Raking and Bayesian estimates of clinical data not recorded in administrative databases were estimated within 5% to 10% of the margins of expected values. Median weights for the raking method were 1.386 and the weights at the 99th percentile were 6.881 with a maximum weight of 30.775. Median Bayesian weights were 1.329 and the 99th percentile weights were 11.201 with a maximum weight of 515.689. Conclusions: Leveraging existing databases with patient registries to develop post-stratification weights is a reliable approach to estimate acute ischemic stroke epidemiology and monitoring for stroke quality of care nationally. These methods may be applied to other diseases or settings to better monitor population health.
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- 2021
23. Regional Variations in Heart Failure Quality and Outcomes: Get With The Guidelines–Heart Failure Registry
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Cunningham, Luke C, Fonarow, Gregg C, Yancy, Clyde W, Sheng, Shubin, Matsouaka, Roland A, DeVore, Adam D, Jneid, Hani, and Deswal, Anita
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Aging ,Patient Safety ,Heart Disease ,Clinical Research ,Cardiovascular ,Prevention ,Good Health and Well Being ,Aged ,Female ,Guideline Adherence ,Heart Failure ,Humans ,Inpatients ,Male ,Quality of Health Care ,Registries ,heart failure ,quality and outcomes ,regional variations ,Cardiorespiratory Medicine and Haematology - Abstract
Background Regional patient characteristics, care quality, and outcomes may differ based on a variety of factors among patients hospitalized for heart failure (HF). Regional disparities in outcomes of cardiovascular disease have been suggested across various regions in the United States. This study examined whether there are significant differences by region in quality of care and short-term outcomes of hospitalized patients with HF across the United States. Methods and Results We examined regional demographics, quality measures, and short-term outcomes across 4 US Census Bureau regions in patients hospitalized with HF and enrolled in the GWTG-HF (Get With The Guidelines-Heart Failure) registry from 2010 to 2016. Differences in length of stay and mortality by region were examined with multivariable logistic regression. The study included 423 333 patients hospitalized for HF in 488 hospitals. Patients in the Northeast were significantly older. Completion of achievement measures, with few exceptions, were met with similar frequency across regions. Multivariable analysis demonstrated significantly lower in-hospital mortality in the Midwest compared with the Northeast (hazard ratio, 0.64; 95% CI, 0.51-0.8; P
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- 2021
24. Defining the Need for Causal Inference to Understand the Impact of Social Determinants of Health: A Primer on Behalf of the Consortium for the Holistic Assessment of Risk in Transplantation (CHART)
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Bhavsar, Nrupen A., Patzer, Rachel E., Taber, David J., Ross-Driscoll, Katie, Deierhoi Reed, Rhiannon, Caicedo-Ramirez, Juan C., Gordon, Elisa J., Matsouaka, Roland A., Rogers, Ursula, Webster, Wendy, Adams, Andrew, Kirk, Allan D., and McElroy, Lisa M.
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- 2023
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25. Temporal trends in risk profiles among patients hospitalized for heart failure
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Hamo, Carine E, Fonarow, Gregg C, Greene, Stephen J, Vaduganathan, Muthiah, Yancy, Clyde W, Heidenreich, Paul, Lu, Di, Matsouaka, Roland A, DeVore, Adam D, and Butler, Javed
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Biomedical and Clinical Sciences ,Clinical Sciences ,Cardiovascular ,Heart Disease ,Clinical Research ,Good Health and Well Being ,Black or African American ,Age Factors ,Aged ,Aged ,80 and over ,Blood Pressure ,Blood Urea Nitrogen ,Comorbidity ,Diabetes Mellitus ,Female ,Heart Failure ,Heart Rate ,Hispanic or Latino ,Hospital Mortality ,Hospitalization ,Humans ,Logistic Models ,Male ,Middle Aged ,Odds Ratio ,Pulmonary Disease ,Chronic Obstructive ,Risk Factors ,Severity of Illness Index ,Sex Factors ,Sodium ,Stroke Volume ,White People ,Cardiorespiratory Medicine and Haematology ,Public Health and Health Services ,Cardiovascular System & Hematology ,Cardiovascular medicine and haematology - Abstract
BackgroundPostdischarge mortality following hospitalization for heart failure with reduced ejection fraction (HFrEF) has remained high and unchanged over the past 2 decades, despite effective therapies for HFrEF. We aimed to explore whether these patterns could in part be explained by changes in longitudinal risk profile and HF severity over time.MethodsAmong patients hospitalized for HF in the GWTG-HF registry from January 2005 to December 2018 with available data, we evaluated GWTG-HF and ADHERE risk scores, observing in-hospital mortality per-year. The risk profiles and outcomes were described overall and by subgroups based on ejection fraction (EF), diabetes mellitus (DM), sex, and age.ResultsOverall, 335,735 patients were included (50% HFrEF, 46% DM, 48% female, mean age 74 years). In-hospital mortality increased by 2.0% per year from 2005 to 2018. There was no significant change in mean GWTG-HF risk score overall or when stratified by EF groups (P = 0.46 HFrEF, p = 0.26 HF mid-range EF [HFmrEF], and P = 0.72 HF preserved EF [HFpEF]), age, sex, or presence of DM. The observed/expected ratio based on the GWTG-HF risk score was 0.93 (0.91-0.96), 0.83 (0.77-0.90), 0.92 (0.89-95) for HFrEF, HFmrEF, and HFpEF, respectively. Similar findings were seen when risk was assessed using ADHERE risk score.ConclusionsThere were no significant changes in average risk profiles among hospitalized HF patients over the study duration. These data do not support the notion that worsening risk profile explains the lack of improved outcomes despite therapeutic advances, underscoring the importance of aggressive implementation of guideline-recommended therapies and investigation of novel treatments.
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- 2021
26. The Implementation of Farm-to-University Program in Historically Black Colleges and Universities: Assessment of Feasibility and Barriers
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Vilme, Helene, Campbell, Santiba D., Sauls, Derrick L., Powell, Keith, Lee, Jennifer, Stout, Robyn, Erkanli, Alaattin, Reynolds, Glenn, Story, Mary T., Matsouaka, Roland A., Austin, Tomia, Templeton, P. Gizem, Locklear, Millard, Bosworth, Hayden B., Skinner, Asheley C., Otienoburu, Philip E., and Duke, Naomi N.
- Abstract
Background: Farm-to-University (Farm2U) programs make healthy eating accessible, easier, and the default option. Yet, few published studies have focused on Farm2U implementations in Historically Black Colleges and Universities (HBCUs) in conjunction with measurements of implementation barriers using the consolidated framework for implementation research (CFIR). Purpose: The purpose of this study was to assess the feasibility of delivering a Farm2U program in four HBCUs in North Carolina. Methods: Using a quasi-experimental pre-posttest design, four HBCUs were allocated to either the intervention or the control group. The program was administered over a 4-month period and data were collected at baseline and at post-program implementation. Results: With a target sample size of 128, we successfully recruited 351 participants, retaining 138 at follow-up, for a retention rate of 39%. Twelve CFIR constructs were measured, ten emerged as facilitators and two as mixed barriers/facilitators to program implementation. We observed an increase in local produce purchases and a significant increase in the daily intake of fruits for students. Discussion: This study demonstrated that a Farm2U program is feasible in HBCUs. Translation to Health Education Practice: Certified Health Education Specialists can use the findings to implement Farm2U programs that promote healthy food environments in school settings.
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- 2022
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27. Home Health Care Use and Post-Discharge Outcomes After Heart Failure Hospitalizations
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Sterling, Madeline R, Kern, Lisa M, Safford, Monika M, Jones, Christine D, Feldman, Penny H, Fonarow, Gregg C, Sheng, Shubin, Matsouaka, Roland A, DeVore, Adam D, Lytle, Barbara, Xu, Haolin, Allen, Larry A, Deswal, Anita, Yancy, Clyde W, and Albert, Nancy M
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Biomedical and Clinical Sciences ,Cardiovascular Medicine and Haematology ,Heart Disease ,Clinical Research ,Cardiovascular ,Health Services ,Aging ,Good Health and Well Being ,Aftercare ,Aged ,Female ,Heart Failure ,Home Care Services ,Hospitalization ,Humans ,Male ,Medicare ,Patient Discharge ,Patient Readmission ,United States ,heart failure ,home health care ,mortality ,readmission ,Cardiorespiratory Medicine and Haematology ,Cardiovascular medicine and haematology - Abstract
ObjectivesThis study compared the characteristics of Medicare beneficiaries who were hospitalized for heart failure (HF) and then discharged home who received home health care (HHC) to the characteristics of those who did not, and examined associations among HHC and readmission and mortality rates.BackgroundAfter hospitalization for HF, some patients receive HHC. However, the use of HHC over time, the factors associated with its use, and the post-discharge outcomes after receiving it are not well studied.MethodsThis study used Get With The Guidelines-HF data, merged with Medicare fee-for-service claims. Propensity score matching and Cox proportional hazards models were used to evaluate the associations between HHC and post-discharge outcomes.ResultsFrom 2005 to 2015, 95,531 patients were admitted for HF, and 32,697 (34.2%) received HHC after discharge. The rate of HHC increased over time from 31.4% to 36.1% (p
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- 2020
28. Management of Atrial Fibrillation in Older Patients by Morbidity Burden: Insights From Get With The Guidelines‐Atrial Fibrillation
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Dalgaard, Frederik, Xu, Haolin, Matsouaka, Roland A, Russo, Andrea M, Curtis, Anne B, Rasmussen, Peter Vibe, Ruwald, Martin H, Fonarow, Gregg C, Lowenstern, Angela, Hansen, Morten L, Pallisgaard, Jannik L, Alexander, Karen P, Alexander, John H, Lopes, Renato D, Granger, Christopher B, Lewis, William R, Piccini, Jonathan P, and Al‐Khatib, Sana M
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Biomedical and Clinical Sciences ,Cardiovascular Medicine and Haematology ,Aging ,Cardiovascular ,Heart Disease ,Clinical Research ,Management of diseases and conditions ,7.1 Individual care needs ,Administration ,Oral ,Age Factors ,Aged ,Aged ,80 and over ,Anticoagulants ,Atrial Fibrillation ,Cross-Sectional Studies ,Female ,Hospitalization ,Humans ,Logistic Models ,Male ,Multimorbidity ,Odds Ratio ,Practice Guidelines as Topic ,Practice Patterns ,Physicians' ,Registries ,anticoagulation ,atrial fibrillation ,comorbidities ,multimorbidity ,oral anticoagulants ,prescription ,quality of care ,Cardiorespiratory Medicine and Haematology ,Cardiovascular medicine and haematology - Abstract
Background Knowledge is scarce regarding how multimorbidity is associated with therapeutic decisions regarding oral anticoagulants (OACs) in patients with atrial fibrillation. Methods and Results We conducted a cross-sectional study of hospitalized patients with atrial fibrillation using the Get With The Guidelines-Atrial Fibrillation registry from 2013 to 2019. We identified patients ≥65 years and eligible for OAC therapy. Using 16 available comorbidity categories, patients were stratified by morbidity burden. A multivariable logistic regression model was used to determine the odds of receiving OAC prescription at discharge by morbidity burden. We included 34 174 patients with a median (interquartile range) age of 76 (71-83) years, 56.6% women, and 41.9% were not anticoagulated at admission. Of these patients, 38.6% had 0 to 2 comorbidities, 50.7% had 3 to 5 comorbidities, and 10.7% had ≥6 comorbidities. The overall discharge OAC prescription was high (85.6%). The prevalence of patients with multimorbidity increased from 59.7% in 2014 to 64.3% in 2019 (P trend=0.002). Using 0 to 2 comorbidities as the reference, the adjusted odds ratio (95% CI) of OAC prescription were 0.93 (0.82, 1.05) for patients with 3 to 5 comorbidities and 0.72 (0.60, 0.86) for patients with ≥6 comorbidities. In those with ≥6 comorbidities, the most common reason for nonprescription of OACs were frequent falls/frailty (31.0%). Conclusions In a contemporary quality-of-care database of hospitalized patients with atrial fibrillation eligible for OAC therapy, multimorbidity was common. A higher morbidity burden was associated with a lower odds of OAC prescription. This highlights the need for interventions to improve adherence to guideline-recommended anticoagulation in multimorbid patients with atrial fibrillation.
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- 2020
29. Opportunities and Achievement of Medication Initiation Among Inpatients With Heart Failure With Reduced Ejection Fraction
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Swat, Stanley A., Xu, Haolin, Allen, Larry A., Greene, Stephen J., DeVore, Adam D., Matsouaka, Roland A., Goyal, Parag, Peterson, Pamela N., Hernandez, Adrian F., Krumholz, Harlan M., Yancy, Clyde W., Fonarow, Gregg C., and Hess, Paul L.
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- 2023
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30. National Surveillance of Stroke Quality of Care and Outcomes by Applying Post-Stratification Survey Weights on the Get With The Guidelines-Stroke Patient Registry
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Ziaeian, Boback, Xu, Haolin, Matsouaka, Roland A, Xian, Ying, Khan, Yosef, Schwamm, Lee S, Smith, Eric E, and Fonarow, Gregg C
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Health Services ,Stroke ,Clinical Research ,Good Health and Well Being - Abstract
Abstract: Background: The U.S. lacks a stroke surveillance system. This study develops a method to transform an existing registry into a nationally representative database to evaluate acute ischemic stroke care quality.Methods: Two statistical approaches were used to develop post-stratification weights for the Get With The Guidelines-Stroke registry by anchoring population estimates to the National Inpatient Sample. Post-stratification survey weights were estimated using a raking procedure and Bayesian interpolation methods. Weighting methods were adjusted to limit the dispersion of weights and make reasonable epidemiologic estimates of patient characteristics, quality of hospital care, and clinical outcomes. Standardized differences in national estimates were reported between the two post-stratification methods for anchored and non-anchored patient characteristics to evaluate estimation quality. Primary measures evaluated were patient and hospital characteristics, stroke severity, vital and laboratory measures, disposition, and clinical outcomes at discharge. Results: A total of 1,388,296 acute ischemic strokes occurred between 2012 and 2014. Raking and Bayesian estimates of clinical data not recorded in administrative databases were estimated within 5% to 10% of the margins of expected values. Median weights for the raking method were 1.386 and the weights at the 99th percentile were 6.881 with a maximum weight of 30.775. Median Bayesian weights were 1.329 and the 99th percentile weights were 11.201 with a maximum weight of 515.689. Conclusions: Leveraging existing databases with patient registries to develop post-stratification weights is a reliable approach to estimate acute ischemic stroke epidemiology and monitoring for stroke quality of care nationally. These methods may be applied to other diseases or settings to better monitor population health.
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- 2020
31. Procedural Patterns and Safety of Atrial Fibrillation Ablation: Findings From Get With The Guidelines-Atrial Fibrillation.
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Loring, Zak, Holmes, DaJuanicia N, Matsouaka, Roland A, Curtis, Anne B, Day, John D, Desai, Nihar, Ellenbogen, Kenneth A, Feld, Gregory K, Fonarow, Gregg C, Frankel, David S, Hurwitz, Jodie L, Knight, Bradley P, Joglar, Jose A, Russo, Andrea M, Sidhu, Mandeep S, Turakhia, Mintu P, Lewis, William R, and Piccini, Jonathan P
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Pulmonary Veins ,Humans ,Atrial Fibrillation ,Postoperative Complications ,Catheter Ablation ,Treatment Outcome ,Cryosurgery ,Registries ,Time Factors ,Aged ,Middle Aged ,Guideline Adherence ,United States ,Female ,Male ,Practice Guidelines as Topic ,Practice Patterns ,Physicians' ,atrial fibrillation ,catheter ablation ,guideline adherence ,hypertension ,pulmonary vein ,Cardiovascular ,Clinical Research ,Heart Disease ,Cardiorespiratory Medicine and Haematology ,Clinical Sciences ,Medical Physiology ,Cardiovascular System & Hematology - Abstract
BackgroundCatheter ablation is an increasingly used treatment for symptomatic atrial fibrillation (AF). However, there are limited prospective, nationwide data on patient selection and procedural characteristics. This study describes patient characteristics, techniques, treatment patterns, and safety outcomes of patients undergoing AF ablation.MethodsA total of 3139 patients undergoing AF ablation between 2016 and 2018 in the Get With The Guidelines-Atrial Fibrillation registry from 24 US centers were included. Patient demographics, medical history, procedural details, and complications were abstracted. Differences between paroxysmal and patients with persistent AF were compared using Pearson χ2 and Wilcoxon rank-sum tests.ResultsPatients undergoing AF ablation were predominantly male (63.9%) and White (93.2%) with a median age of 65. Hypertension was the most common comorbidity (67.6%), and patients with persistent AF had more comorbidities than patients with paroxysmal AF. Drug refractory, paroxysmal AF was the most common ablation indication (class I, 53.6%) followed by drug refractory, persistent AF (class I, 41.8%). Radiofrequency ablation with contact force sensing was the most common ablation modality (70.5%); 23.7% of patients underwent cryoballoon ablation. Pulmonary vein isolation was performed in 94.6% of de novo ablations; the most common adjunctive lesions included left atrial roof or posterior/inferior lines, and cavotricuspid isthmus ablation. Complications were uncommon (5.1%) and were life-threatening in 0.7% of cases.ConclusionsMore than 98% of AF ablations among participating sites are performed for class I or class IIA indications. Contact force-guided radiofrequency ablation is the dominant technique and pulmonary vein isolation the principal lesion set. In-hospital complications are uncommon and rarely life-threatening.
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- 2020
32. Comparative Effectiveness of Primary Prevention Implantable Cardioverter‐Defibrillators in Older Heart Failure Patients With Diabetes Mellitus
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Sharma, Abhinav, Wu, Jingjing, Xu, Haolin, Hernandez, Adrian, Felker, G Michael, Al‐Khatib, Sana, Green, Jennifer, Matsouaka, Roland, Fonarow, Gregg C, Singh, Jagmeet P, Heidenreich, Paul A, Ezekowitz, Justin A, and DeVore, Adam
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Heart Disease ,Health Services ,Prevention ,Aging ,Diabetes ,Cardiovascular ,Comparative Effectiveness Research ,Clinical Research ,Metabolic and endocrine ,Good Health and Well Being ,Age Factors ,Aged ,Aged ,80 and over ,Centers for Medicare and Medicaid Services ,U.S. ,Death ,Sudden ,Cardiac ,Defibrillators ,Implantable ,Diabetes Mellitus ,Electric Countershock ,Female ,Heart Failure ,Humans ,Male ,Primary Prevention ,Registries ,Risk Assessment ,Risk Factors ,Stroke Volume ,Time Factors ,Treatment Outcome ,United States ,Ventricular Function ,Left ,arrhythmia ,diabetes mellitus ,implantable cardioverter-defibrillator ,sudden cardiac death ,implantable cardioverter‐defibrillator ,Cardiorespiratory Medicine and Haematology - Abstract
Background There are conflicting data regarding the benefit of primary prevention implantable cardioverter-defibrillators (ICDs) in patients with diabetes mellitus and heart failure (HF) with reduced ejection fraction. We aimed to assess the comparative effectiveness of ICD placement in patients with diabetes mellitus and HF with reduced ejection fraction. Methods and Results Data were obtained from the Get With the Guidelines-Health Failure registry, linked with claims from the Centers for Medicare & Medicaid Services. We used a Cox proportional hazards model censored at 5 years with propensity score matching. Of the 17 186 patients with HF with reduced ejection fraction from the Centers for Medicare & Medicaid Services claims database (6540 with diabetes mellitus; 38%), 1677 (646 with diabetes mellitus; 39%) received an ICD during their index HF hospitalization or were prescribed an ICD at discharge. Patients with diabetes mellitus and an ICD (n=646), as compared with those without an ICD (n=1031), were more likely to be younger (74 versus 78 years of age) and have coronary artery disease (68% versus 60%). After propensity matching, ICD use among patients with diabetes mellitus, as compared with those without an ICD, was associated with a reduced risk of all-cause mortality at 5 years after HF discharge (54% versus 59%; multivariable hazard ratio, 0.73; 95% CI, 0.64-0.82; P
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- 2020
33. Testing for Coronary Artery Disease in Older Patients With New-Onset Heart Failure: Findings From Get With The Guidelines-Heart Failure.
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OConnor, Kyle, Brophy, Todd, Fonarow, Gregg, Blankstein, Ron, Swaminathan, Rajesh, Xu, Haolin, Matsouaka, Roland, Albert, Nancy, Velazquez, Eric, Yancy, Clyde, Heidenreich, Paul, Hernandez, Adrian, and DeVore, Adam
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atrial fibrillation ,coronary artery disease ,heart failure ,hyperlipidemia ,left ventricular dysfunction ,Age Factors ,Aged ,Aged ,80 and over ,Coronary Artery Disease ,Diagnostic Techniques ,Cardiovascular ,Female ,Guideline Adherence ,Heart Failure ,Hospitalization ,Humans ,Male ,Medicare ,Practice Guidelines as Topic ,Practice Patterns ,Physicians ,Predictive Value of Tests ,Registries ,Risk Assessment ,Risk Factors ,Stroke Volume ,Time Factors ,United States ,Ventricular Function ,Left - Abstract
BACKGROUND: Current guidelines recommend evaluation for underlying heart disease and reversible conditions for patients with new-onset heart failure (HF). There are limited data on contemporary testing for coronary artery disease (CAD) in patients with new-onset HF. METHODS: We performed an observational cohort study using the Get With The Guidelines-Heart Failure registry linked to Medicare claims. All patients were aged ≥65 and hospitalized for new-onset HF from 2009 to 2015. We collected left ventricular ejection fraction (LVEF), prior HF history, and in-hospital CAD testing from the registry, as well as testing for CAD using claims from 90 days before to 90 days after index HF hospitalization. RESULTS: Among 17 185 patients with new-onset HF, 6672 (39%) received testing for CAD, including 3997 (23%) during the index hospitalization. Testing for CAD differed by LVEF: 53% in HF with reduced EF (LVEF ≤40%), 42% in HF with borderline EF (LVEF, 41%-49%), and 31% in HF with preserved EF (LVEF ≥50%). After multivariable adjustment, patients who received testing for CAD, compared with those who did not, were younger and more likely to be male, have a smoking history, have hyperlipidemia, and have HF with reduced ejection fraction or HF with borderline ejection fraction (all P
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- 2020
34. Representativeness of the PIONEER-HF Clinical Trial Population in Patients Hospitalized With Heart Failure and Reduced Ejection Fraction
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Fudim, Marat, Sayeed, Sabina, Xu, Haolin, Matsouaka, Roland A, Heidenreich, Paul A, Velazquez, Eric J, Yancy, Clyde W, Fonarow, Gregg C, Hernandez, Adrian F, and DeVore, Adam D
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Biomedical and Clinical Sciences ,Clinical Sciences ,Cardiovascular ,Heart Disease ,Clinical Research ,Good Health and Well Being ,Aged ,Aged ,80 and over ,Aminobutyrates ,Angiotensin II Type 1 Receptor Blockers ,Biomarkers ,Biphenyl Compounds ,Clinical Decision-Making ,Drug Combinations ,Eligibility Determination ,Evidence-Based Medicine ,Female ,Heart Failure ,Humans ,Male ,Middle Aged ,Natriuretic Peptide ,Brain ,Neprilysin ,Patient Admission ,Patient Selection ,Peptide Fragments ,Protease Inhibitors ,Randomized Controlled Trials as Topic ,Recovery of Function ,Registries ,Risk Factors ,Stroke Volume ,Tetrazoles ,Time Factors ,Treatment Outcome ,Valsartan ,Ventricular Function ,Left ,brain natriuretic peptide ,enalapril ,heart failure ,hospitalization ,sacubitril valsartan ,Biochemistry and Cell Biology ,Cardiorespiratory Medicine and Haematology ,Medical Physiology ,Cardiovascular System & Hematology ,Cardiovascular medicine and haematology ,Medical physiology - Abstract
BackgroundIn PIONEER-HF (Comparison of Sacubitril/Valsartan Versus Enalapril on Effect on NT-pro BNP in Patients Stabilized From an Acute Heart Failure Episode), the in-hospital initiation of sacubitril/valsartan in patients hospitalized for acute decompensated heart failure (ADHF) was well-tolerated and led to improved outcomes. We aim to determine the representativeness of the PIONEER-HF trial among patients hospitalized for ADHF using real-world data.MethodsThe study population was derived from all patients discharged alive for ADHF in the Get With The Guidelines-HF registry from 2006 to 2018 with HF with reduced ejection fraction (HFrEF; all HFrEF with ADHF). We then determined the proportion of patients meeting PIONEER-HF eligibility criteria (PIONEER-HF eligible) and those meeting a set of limited eligibility criteria (actionable cohort). Rates of HF readmissions and all-cause mortality were then compared between the all HFrEF with ADHF, PIONEER-HF eligible, and actionable cohorts using linked Medicare claims data.ResultsA total of 99 767 patients with HFrEF in Get With The Guidelines-HF were hospitalized for ADHF. PIONEER-HF inclusion criteria were met by 71 633 (71.8%) patients, and both inclusion and exclusion criteria were met by 20 704 (20.8%) patients. Further, 68 739 (68.9%) patients met the criteria for the actionable cohort. Among the Centers for Medicare and Medicaid-linked patients, the HF rehospitalization rate at 1 year was 35.1% (95% CI, 34.5-35.8) for all HFrEF with ADHF patients, 32.6% (95% CI, 31.3-33.9) for the PIONEER-HF eligible cohort, and 33.1% (95% CI, 32.3-33.9) for the actionable cohort. The 1-year all-cause mortality was 36.7% (95% CI, 36.1-7.4) for all HFrEF with ADHF patients, 31.6% (95% CI, 30.3-32.9) for the PIONEER-HF eligible cohort, and 32.2% (95% CI, 31.4-33.0) for the actionable cohort.ConclusionsPatient characteristics and clinical outcomes for patients eligible for PIONEER-HF only modestly differ when compared with those encountered in routine practice, suggesting that the in-hospital initiation of sacubitril/valsartan should be routinely considered for patients with HFrEF hospitalized for ADHF.
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- 2020
35. Probing the Effective Treatment Thresholds for Alteplase in Acute Ischemic Stroke With Regression Discontinuity Designs
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Naidech, Andrew M, Lawlor, Patrick N, Xu, Haolin, Fonarow, Gregg C, Xian, Ying, Smith, Eric E, Schwamm, Lee, Matsouaka, Roland, Prabhakaran, Shyam, Marinescu, Ioana, and Kording, Konrad P
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Biomedical and Clinical Sciences ,Biological Psychology ,Clinical Sciences ,Neurosciences ,Psychology ,Clinical Research ,Brain Disorders ,Clinical Trials and Supportive Activities ,Stroke ,Health and social care services research ,8.4 Research design and methodologies (health services) ,alteplase ,causal inference ,ischemic stroke ,quasi-experiments ,regression discontinuity design ,Clinical sciences ,Biological psychology - Abstract
Randomized Controlled Trials (RCTs) are considered the gold standard for measuring the efficacy of medical interventions. However, RCTs are expensive, and use a limited population. Techniques to estimate the effects of stroke interventions from observational data that minimize confounding would be useful. We used regression discontinuity design (RDD), a technique well-established in economics, on the Get With The Guidelines-Stroke (GWTG-Stroke) data set. RDD, based on regression, measures the occurrence of a discontinuity in an outcome (e.g., odds of home discharge) as a function of an intervention (e.g., alteplase) that becomes significantly more likely when crossing the threshold of a continuous variable that determines that intervention (e.g., time from symptom onset, since alteplase is only given if symptom onset is less than e.g., 3 h). The technique assumes that patients near either side of a threshold (e.g., 2.99 and 3.01 h from symptom onset) are indistinguishable other than the use of the treatment. We compared outcomes of patients whose estimated onset to treatment time fell on either side of the treatment threshold for three cohorts of patients in the GWTG-Stroke data set. This data set spanned three different treatment thresholds for alteplase (3 h, 2003-2007, N = 1,869; 3 h, 2009-2016, N = 13,086, and 4.5 h, 2009-2016, N = 6,550). Patient demographic characteristics were overall similar across the treatment thresholds. We did not find evidence of a discontinuity in clinical outcome at any treatment threshold attributable to alteplase. Potential reasons for failing to find an effect include violation of some RDD assumptions in clinical care, large sample sizes required, or already-well-chosen treatment threshold.
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- 2020
36. The Medicare Shared Savings Program and Outcomes for Ischemic Stroke Patients: a Retrospective Cohort Study
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Kaufman, Brystana G, O’Brien, Emily C, Stearns, Sally C, Matsouaka, Roland, Holmes, G Mark, Weinberger, Morris, Song, Paula H, Schwamm, Lee H, Smith, Eric E, Fonarow, Gregg C, and Xian, Ying
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Health Services and Systems ,Health Sciences ,Stroke ,Brain Disorders ,Aging ,Clinical Research ,Health Services ,Patient Safety ,8.1 Organisation and delivery of services ,Health and social care services research ,Good Health and Well Being ,Accountable Care Organizations ,Aged ,Aged ,80 and over ,Case-Control Studies ,Female ,Humans ,Length of Stay ,Male ,Medicare ,Patient Discharge ,Patient Readmission ,Retrospective Studies ,United States ,health policy ,health services research ,stroke ,utilization ,outcomes ,Clinical Sciences ,General & Internal Medicine ,Clinical sciences ,Health services and systems ,Public health - Abstract
BackgroundPost-stroke care delivery may be affected by provider participation in Medicare Shared Savings Program (MSSP) Accountable Care Organizations (ACOs) through systematic changes to discharge planning, care coordination, and transitional care.ObjectiveTo evaluate the association of MSSP with patient outcomes in the year following hospitalization for ischemic stroke.DesignRetrospective cohort SETTING: Get With The Guidelines (GWTG)-Stroke (2010-2014) PARTICIPANTS: Hospitalizations for mild to moderate incident ischemic stroke were linked with Medicare claims for fee-for-service beneficiaries ≥ 65 years (N = 251,605).Main measuresOutcomes included discharge to home, 30-day all-cause readmission, length of index hospital stay, days in the community (home-time) at 1 year, and 1-year recurrent stroke and mortality. A difference-in-differences design was used to compare outcomes before and after hospital MSSP implementation for patients (1) discharged from hospitals that chose to participate versus not participate in MSSP or (2) assigned to an MSSP ACO versus not or both. Unique estimates for 2013 and 2014 ACOs were generated.Key resultsFor hospitals joining MSSP in 2013 or 2014, the probability of discharge to home decreased by 2.57 (95% confidence intervals (CI) = - 4.43, - 0.71) percentage points (pp) and 1.84 pp (CI = - 3.31, - 0.37), respectively, among beneficiaries not assigned to an MSSP ACO. Among discharges from hospitals joining MSSP in 2013, beneficiary ACO alignment versus not was associated with increased home discharge, reduced length of stay, and increased home-time. For patients discharged from hospitals joining MSSP in 2014, ACO alignment was not associated with changes in utilization. No association between MSSP and recurrent stroke or mortality was observed.ConclusionsAmong patients with mild to moderate ischemic stroke, meaningful reductions in acute care utilization were observed only for ACO-aligned beneficiaries who were also discharged from a hospital initiating MSSP in 2013. Only 1 year of data was available for the 2014 MSSP cohort, and these early results suggest further study is warranted.RegistrationNone.
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- 2019
37. Trial Design with Win Statistics for Multiple Time-to-Event Endpoints with Hierarchy
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Barnhart, Huiman X., primary, Lokhnygina, Yuliya, additional, Matsouaka, Roland A., additional, and Rockhold, Frank W., additional
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- 2024
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38. Causal inference in the absence of positivity: The role of overlap weights
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Matsouaka, Roland A., primary and Zhou, Yunji, additional
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- 2024
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39. Representativeness of a Heart Failure Trial by Race and Sex Results From ASCEND-HF and GWTG-HF
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Greene, Stephen J, DeVore, Adam D, Sheng, Shubin, Fonarow, Gregg C, Butler, Javed, Califf, Robert M, Hernandez, Adrian F, Matsouaka, Roland A, Samman Tahhan, Ayman, Thomas, Kevin L, Vaduganathan, Muthiah, Yancy, Clyde W, Peterson, Eric D, O'Connor, Christopher M, and Mentz, Robert J
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Heart Disease ,Clinical Research ,Clinical Trials and Supportive Activities ,Cardiovascular ,Good Health and Well Being ,Black or African American ,Aged ,Aged ,80 and over ,Female ,Heart Failure ,Humans ,Male ,Natriuretic Agents ,Natriuretic Peptide ,Brain ,Patient Selection ,Randomized Controlled Trials as Topic ,Sex Distribution ,White People ,enrollment ,heart failure ,race ,sex ,trial ,Cardiorespiratory Medicine and Haematology - Abstract
ObjectivesThis study sought to determine the degree to which U.S. patients enrolled in a heart failure (HF) trial represent patients in routine U.S. clinical practice according to race and sex.BackgroundBlack patients and women are frequently under-represented in HF clinical trials. However, the degree to which black patients and women enrolled in trials represent such patients in routine practice is unclear.MethodsThe ASCEND-HF (Acute Study of Clinical Effectiveness of Nesiritide in Decompensated Heart Failure) trial randomized patients hospitalized for HF to receive nesiritide or placebo from May 2007 to August 2010 and was neutral for clinical endpoints. This analysis compared non-Hispanic white (n = 1,494) and black (n = 1,012) patients enrolled in ASCEND-HF from the U.S. versus non-Hispanic white and black patients included in a U.S. hospitalized HF registry (i.e., Get With The Guidelines-Heart Failure [GWTG-HF]) during the ASCEND-HF enrollment period and meeting trial eligibility criteria.ResultsAmong 79,291 white and black registry patients, 49,063 (62%) met trial eligibility criteria (white, n = 37,883 [77.2%]; black, n = 11,180 [22.8%]). Women represented 35% and 49% of the ASCEND-HF and trial-eligible GWTG-HF cohorts, respectively. Compared with trial-enrolled patients, trial-eligible GWTG-HF patients tended to be older with higher blood pressure and higher ejection fraction. Trial-eligible patients had higher in-hospital mortality (2.3% vs. 1.3%), 30-day readmission (20.2% vs. 16.8%), and 180-day mortality (21.2% vs. 18.6%) than those enrolled in the trial (all p
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- 2019
40. Hospital distance, socioeconomic status, and timely treatment of ischemic stroke.
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Ader, Jeremy, Wu, Jingjing, Fonarow, Gregg C, Smith, Eric E, Shah, Shreyansh, Xian, Ying, Bhatt, Deepak L, Schwamm, Lee H, Reeves, Mathew J, Matsouaka, Roland A, and Sheth, Kevin N
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Stroke ,Brain Disorders ,Good Health and Well Being ,Adolescent ,Adult ,Aged ,Aged ,80 and over ,Female ,Geography ,Medical ,Hospitals ,Humans ,Male ,Middle Aged ,Social Class ,Time-to-Treatment ,Tissue Plasminogen Activator ,United States ,Young Adult ,Clinical Sciences ,Neurosciences ,Cognitive Sciences ,Neurology & Neurosurgery - Abstract
ObjectiveTo determine whether lower socioeconomic status (SES) and longer home to hospital driving time are associated with reductions in tissue plasminogen activator (tPA) administration and timeliness of the treatment.MethodsWe conducted a retrospective observational study using data from the Get With The Guidelines-Stroke Registry (GWTG-Stroke) between January 2015 and March 2017. The study included 118,683 ischemic stroke patients age ≥18 who were transported by emergency medical services to one of 1,489 US hospitals. We defined each patient's SES based on zip code median household income. We calculated the driving time between each patient's home zip code and the hospital where he or she was treated using the Google Maps Directions Application Programing Interface. The primary outcomes were tPA administration and onset-to-arrival time (OTA). Outcomes were analyzed using hierarchical multivariable logistic regression models.ResultsSES was not associated with OTA (p = 0.31) or tPA administration (p = 0.47), but was associated with the secondary outcomes of onset-to-treatment time (OTT) (p = 0.0160) and in-hospital mortality (p = 0.0037), with higher SES associated with shorter OTT and lower in-hospital mortality. Driving time was associated with tPA administration (p < 0.001) and OTA (p < 0.0001), with lower odds of tPA (0.83, 0.79-0.88) and longer OTA (1.30, 1.24-1.35) in patients with the longest vs shortest driving time quartiles. Lower SES quintiles were associated with slightly longer driving time quartiles (p = 0.0029), but there was no interaction between the SES and driving time for either OTA (p = 0.1145) or tPA (p = 0.6103).ConclusionsLonger driving times were associated with lower odds of tPA administration and longer OTA; however, SES did not modify these associations.
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- 2019
41. A paradoxical relationship between hemoglobin A1C and in-hospital mortality in intracerebral hemorrhage patients.
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Dandapat, Sudeepta, Siddiqui, Fazeel M, Fonarow, Gregg C, Bhatt, Deepak L, Xu, Haolin, Matsouaka, Roland, Heidenreich, Paul A, Xian, Ying, Schwamm, Lee H, and Smith, Eric E
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Neurology - Abstract
Objectives:The relationship between prior glycemic status and outcomes in intracerebral hemorrhage (ICH) is not established. We hypothesized that higher hemoglobin (Hb) A1c is associated with worse outcomes in ICH. Patients and methods:Using the GWTG-Stroke registry, data on patients with ICH between April 1, 2003 and September 30, 2015 were harvested. Patients were divided into four ordinal groups based on HbA1c values of 8.0%. Outcomes (mortality, modified Rankin Scale (mRS), home discharge and independent ambulatory status) were analyzed for patients overall and separately for patients with or without history of diabetes using multivariable regression models. Results:Among 75,455 patients with ICH (with available HbA1c data), patients with lower HbA1c (8.0%), (15.0%; 205/1364) were associated with higher in-hospital mortality. Lower HbA1c was also associated with higher mRS, less chance of going home, and lower likelihood of having independent ambulatory status in patients with prior history of diabetes. Conclusions:Among patients with no reported history of diabetes, both very low and very high HbA1c were directly associated with higher in-hospital mortality. Only very low HbA1c was associated with higher mortality in known diabetic patients. Further studies are needed to better define the relationship between HbA1c and outcomes, for it may have important implications for care of ICH patients.
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- 2019
42. Long-term outcomes for heart failure patients with and without diabetes: From the Get With The Guidelines-Heart Failure Registry.
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Ziaeian, Boback, Hernandez, Adrian F, DeVore, Adam D, Wu, Jingjing, Xu, Haolin, Heidenreich, Paul A, Matsouaka, Roland A, Bhatt, Deepak L, Yancy, Clyde W, and Fonarow, Gregg C
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Humans ,Diabetes Complications ,Stroke Volume ,Hospitalization ,Patient Readmission ,Registries ,Cause of Death ,Proportional Hazards Models ,Comorbidity ,Aged ,Aged ,80 and over ,United States ,Female ,Male ,Heart Failure ,Practice Guidelines as Topic ,Cardiovascular System & Hematology ,Cardiorespiratory Medicine and Haematology ,Public Health and Health Services - Abstract
BackgroundDiabetes mellitus is an increasingly prevalent condition among heart failure (HF) patients. The long-term morbidity and mortality among patients with and without diabetes with HF with reduced (HFrEF), borderline (HFbEF), and preserved ejection fraction (HFpEF) are not well described.MethodsUsing the Get With The Guidelines (GWTG)-HF Registry linked to Centers for Medicare & Medicaid Services claims data, we evaluated differences between HF patients with and without diabetes. Adjusted Cox proportional-hazard models controlling for patient and hospital characteristics were used to evaluate mortality and readmission outcomes.ResultsA cohort of 86,659 HF patients aged ≥65 years was followed for 3 years from discharge. Unadjusted all-cause mortality was between 4.4% and 5.5% and all-cause hospitalization was between 19.4% and 22.6% for all groups at 30 days. For all-cause mortality at 3 years from hospital discharge, diabetes was associated with an adjusted hazard ratio of 1.27 (95% CI 1.07-1.49, P = .0051) for HFrEF, 0.95 (95% CI 0.55-1.65, P = .8536) for HFbEF, 1.02 (95% CI 0.87-1.19, P = .8551) for HFpEF. For all-cause readmission, diabetes was associated with an adjusted hazard ratio of 1.06 (95% CI 0.87-1.29, P = .5585) for HFrEF, 1.48 (95% CI 1.15-1.90, P = .0023) for HFbEF, and 1.06 (95% CI 0.91-1.22, P = .4747) for HFpEF.ConclusionsHFrEF and HFbEF patients with diabetes are at increased risk for mortality and rehospitalization after hospitalization for HF, independent of other patient and hospital characteristics. Among HFpEF patients, diabetes does not appear to be independently associated with significant additional risks.
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- 2019
43. Patterns of care for first-detected atrial fibrillation: Insights from the Get With The Guidelines® – Atrial Fibrillation registry
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Kir, Devika, Zhang, Shuaiqi, Kaltenbach, Lisa A., Fonarow, Gregg C., Matsouaka, Roland A., Piccini, Jonathan P., and Desai, Nihar R.
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- 2022
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44. Association of readmission penalty amount with subsequent 30-day risk standardized readmission and mortality rates among patients hospitalized with heart failure: An analysis of get with the guidelines – heart failure participating centers
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Patel, Kershaw V., Keshvani, Neil, Pandey, Ambarish, Vaduganathan, Muthiah, Holmes, DaJuanicia N., Matsouaka, Roland A., DeVore, Adam D., Allen, Larry A., Yancy, Clyde W., and Fonarow, Gregg C.
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- 2022
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45. Clinical Outcomes With Metformin and Sulfonylurea Therapies Among Patients With Heart Failure and Diabetes
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Khan, Muhammad Shahzeb, Solomon, Nicole, DeVore, Adam D., Sharma, Abhinav, Felker, G. Michael, Hernandez, Adrian F., Heidenreich, Paul A., Matsouaka, Roland A., Green, Jennifer B., Butler, Javed, Yancy, Clyde W., Peterson, Pamela N., Fonarow, Gregg C., and Greene, Stephen J.
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- 2022
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46. Achievement and quality measure attainment in patients hospitalized with atrial fibrillation: Results from The Get With The Guidelines – Atrial Fibrillation (GWTG-AFIB) registry
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Ullal, Aditya J., Holmes, DaJuanicia N., Lytle, Barbara L., Matsouaka, Roland A., Sheng, Shubin, Desai, Nihar R., Curtis, Anne B., Fang, Margaret C., McCabe, Pamela J., Fonarow, Gregg C., Russo, Andrea M., Lewis, William R., Heidenreich, Paul A., Piccini, Jonathan P., Turakhia, Mintu P., and Perino, Alexander C.
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- 2022
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47. Linear regression model with a randomly censored predictor:Estimation procedures
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Atem, Folefac and Matsouaka, Roland A.
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Statistics - Applications - Abstract
We consider linear regression model estimation where the covariate of interest is randomly censored. Under a non-informative censoring mechanism, one may obtain valid estimates by deleting censored observations. However, this comes at a cost of lost information and decreased efficiency, especially under heavy censoring. Other methods for dealing with censored covariates, such as ignoring censoring or replacing censored observations with a fixed number, often lead to severely biased results and are of limited practicality. Parametric methods based on maximum likelihood estimation as well as semiparametric and non-parametric methods have been successfully used in linear regression estimation with censored covariates where censoring is due to a limit of detection. In this paper, we adapt some of these methods to handle randomly censored covariates and compare them under different scenarios to recently-developed semiparametric and nonparametric methods for randomly censored covariates. Specifically, we consider both dependent and independent randomly censored mechanisms as well as the impact of using a non-parametric algorithm on the distribution of the randomly censored covariate. Through extensive simulation studies, we compare the performance of these methods under different scenarios. Finally, we illustrate and compare the methods using the Framingham Health Study data to assess the association between low-density lipoprotein (LDL) in offspring and parental age at onset of a clinically-diagnosed cardiovascular event., Comment: 21 pages; 1 figure
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- 2017
48. When does adjusting covariate under randomization help? A comparative study on current practices.
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Gao, Ying, Liu, Yi, and Matsouaka, Roland
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Purpose: We aim to thoroughly compare past and current methods that leverage baseline covariate information to estimate the average treatment effect (ATE) using data from of randomized clinical trials (RCTs). We especially focus on their performance, efficiency gain, and power. Methods: We compared 6 different methods using extensive Monte-Carlo simulation studies: the unadjusted estimator, i.e., analysis of variance (ANOVA), the analysis of covariance (ANCOVA), the analysis of heterogeneous covariance (ANHECOVA), the inverse probability weighting (IPW), the augmented inverse probability weighting (AIPW), and the overlap weighting (OW) as well as the augmented overlap weighting (AOW) estimators. The performance of these methods is assessed using the relative bias (RB), the root mean square error (RMSE), the model-based standard error (SE) estimation, the coverage probability (CP), and the statistical power. Results: Even with a well-executed randomization, adjusting for baseline covariates by an appropriate method can be a good practice. When the outcome model(s) used in a covariate-adjusted method is closer to the correctly specified model(s), the efficiency and power gained can be substantial. We also found that most covariate-adjusted methods can suffer from the high-dimensional curse, i.e., when the number of covariates is relatively high compared to the sample size, they can have poor performance (along with lower efficiency) in estimating ATE. Among the different methods we compared, the OW performs the best overall with smaller RMSEs and smaller model-based SEs, which also result in higher power when the true effect is non-zero. Furthermore, the OW is more robust when dealing with the high-dimensional issue. Conclusion: To effectively use covariate adjustment methods, understanding their nature is important for practical investigators. Our study shows that outcome model misspecification and high-dimension are two main burdens in a covariate adjustment method to gain higher efficiency and power. When these factors are appropriately considered, e.g., performing some variable selections if the data dimension is high before adjusting covariate, these methods are expected to be useful. [ABSTRACT FROM AUTHOR]
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- 2024
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49. Is the affordable care act medicaid expansion associated with receipt of heart failure guideline-directed medical therapy by race and ethnicity?
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Breathett, Khadijah K., Xu, Haolin, Sweitzer, Nancy K., Calhoun, Elizabeth, Matsouaka, Roland A., Yancy, Clyde W., Fonarow, Gregg C., DeVore, Adam D., Bhatt, Deepak L., and Peterson, Pamela N.
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- 2022
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50. Temperature and Precipitation Associate With Ischemic Stroke Outcomes in the United States
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Chu, Stacy Y, Cox, Margueritte, Fonarow, Gregg C, Smith, Eric E, Schwamm, Lee, Bhatt, Deepak L, Matsouaka, Roland A, Xian, Ying, and Sheth, Kevin N
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Brain Disorders ,Stroke ,Aged ,Climatic Processes ,Cross-Sectional Studies ,Female ,Hospital Mortality ,Humans ,Male ,Multivariate Analysis ,Odds Ratio ,Rain ,Risk Factors ,Seasons ,Temperature ,United States ,cerebrovascular disease ,environment ,epidemiology ,ischemic stroke ,seasonal variation ,Cardiorespiratory Medicine and Haematology - Abstract
Background There is disagreement in the literature about the relationship between strokes and seasonal conditions. We sought to (1) describe seasonal patterns of stroke in the United States, and (2) determine the relationship between weather variables and stroke outcomes. Methods and Results We performed a cross-sectional study using Get With The Guidelines-Stroke data from 896 hospitals across the continental United States. We examined effects of season, climate region, and climate variables on stroke outcomes. We identified 457 638 patients admitted from 2011 to 2015 with ischemic stroke. There was a higher frequency of admissions in winter (116 862 in winter versus 113 689 in spring, 113 569 in summer, and 113 518 in fall; P
- Published
- 2018
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