ArticlePloS one2021
Trends in heart failure-related cardiovascular mortality in rural versus urban United States counties, 2011-2018: A cross-sectional study.
Article in PloS one, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 33 papers, 1 of them a synthesis that pooled it.
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Who cites it
33 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Characterization and stratification of risk factors of stroke in people living with HIV: A theory-informed systematic review.BMC cardiovascular disorders · 2025Pooled it
- Palliative care for patients with heart failure and family caregivers in rural Appalachia: a randomized controlled trial.BMC palliative care · 2024Trial
- The social context and environment as targets for heart failure prevention.Heart failure reviews · 2026Review
- Neighborhood-Level Socially Determined Vulnerabilities and Outcomes After Heart Failure Hospitalization.Journal of the American Heart Association · 2026Article
- Temporal Trends and Disparities in Hypertension-Related Cardiomyopathy Mortality in the United States, 1999-2023.Clinical cardiology · 2026Review
- Disparities in aortic stenosis and heart failure related mortality trends by sex, race, and geography in United States: A two-decade perspective.American heart journal plus : cardiology research and practice · 2026Article
- Remote Management of Patients With Heart Failure in Medically Underserved Areas.JACC. Advances · 2026Article
- Association between cold climates and in-hospital mortality of acute heart failure: An observational study using multilevel analysis.Medicine · 2026Observational
- Trends and Disparities in Cardiovascular Mortality among HIV-Positive Adults in the United States (2004-2020): A CDC WONDER Database Analysis.Current HIV research · 2026Article
- Variations in Cancer with Heart Failure Related Mortality in the United States from 1999-2020.Clinical medicine & research · 2025Article
- Disparities in Geographic Access to Cardiac Rehabilitation Among Socially Vulnerable Communities.Journal of the American Heart Association · 2025Article
- Review
- Trends and Disparities in Heart Failure Mortality Among Hypertensive Older Adults in the United States: A 22-Year Retrospective Study.Journal of clinical hypertension (Greenwich, Conn.) · 2025Article
- Study protocol of sustaining home palliative care for patients with Heart Failure (HF) and their family caregivers in rural Appalachia: a mixed methods randomized clinical trial.BMC palliative care · 2025Article
- Demographic and regional mortality trends in dilated cardiomyopathy in the United States; 1999-2020.SAGE open medicine · 2025Article
- Demographics and regional trends of ischemic heart disease-related mortality in older adults in the United States, 1999-2020.PloS one · 2025Article
- Trends and demographic disparities in heart failure mortality rates in non-alcoholic fatty liver disease: a population-based retrospective study in the United States from 1999 to 2020.American journal of cardiovascular disease · 2025Article
- Demographic trends and disparities in mortality related to coexisting heart failure and diabetes mellitus among older adults in the United States between 1999 and 2020: A retrospective population-based cohort study from the CDC WONDER database.International journal of cardiology. Cardiovascular risk and prevention · 2024Article
- Rural-Urban Differences in Outcomes of Acute Cardiac Admissions in a Large Health Service.JACC. Advances · 2024Article
- The Influence of Urbanization on the Patterns of Hepatocellular Carcinoma Mortality From 1999 to 2020.Gastroenterology research · 2024Article
Corrections and comments
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Authors and funding
7 authors.
Funding
Abstract
backgroundAdults in rural counties in the United States (US) experience higher rates broadly of cardiovascular disease (CVD) compared with adults in urban counties. Mortality rates specifically due to heart failure (HF) have increased since 2011, but estimates of heterogeneity at the county-level in HF-related mortality have not been produced. The objectives of this study were 1) to quantify nationwide trends by rural-urban designation and 2) examine county-level factors associated with rural-urban differences in HF-related mortality rates. METHODS AND
findingsWe queried CDC WONDER to identify HF deaths between 2011-2018 defined as CVD (I00-78) as the underlying cause of death and HF (I50) as a contributing cause of death. First, we calculated national age-adjusted mortality rates (AAMR) and examined trends stratified by rural-urban status (defined using 2013 NCHS Urban-Rural Classification Scheme), age (35-64 and 65-84 years), and race-sex subgroups per year. Second, we combined all deaths from 2011-2018 and estimated incidence rate ratios (IRR) in HF-related mortality for rural versus urban counties using multivariable negative binomial regression models with adjustment for demographic and socioeconomic characteristics, risk factor prevalence, and physician density. Between 2011-2018, 162,314 and 580,305 HF-related deaths occurred in rural and urban counties, respectively. AAMRs were consistently higher for residents in rural compared with urban counties (73.2 [95% CI: 72.2-74.2] vs. 57.2 [56.8-57.6] in 2018, respectively). The highest AAMR was observed in rural Black men (131.1 [123.3-138.9] in 2018) with greatest increases in HF-related mortality in those 35-64 years (+6.1%/year). The rural-urban IRR persisted among both younger (1.10 [1.04-1.16]) and older adults (1.04 [1.02-1.07]) after adjustment for county-level factors. Main limitations included lack of individual-level data and county dropout due to low event rates (<20).
conclusionsDifferences in county-level factors may account for a significant amount of the observed variation in HF-related mortality between rural and urban counties. Efforts to reduce the rural-urban disparity in HF-related mortality rates will likely require diverse public health and clinical interventions targeting the underlying causes of this disparity.
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