{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,2]],"date-time":"2026-04-02T03:09:47Z","timestamp":1775099387904,"version":"3.50.1"},"reference-count":48,"publisher":"American Medical Association (AMA)","issue":"7","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["JAMA Netw Open"],"abstract":"<jats:sec id=\"ab-zoi230641-4\"><jats:title>Importance<\/jats:title><jats:p>Mortality from cardiovascular disease (CVD) varies across communities and is associated with known structural and population health factors. Still, a population\u2019s well-being, including sense of purpose, social relationships, financial security, and relationship to community, may be an important target to improve cardiovascular health.<\/jats:p><\/jats:sec><jats:sec id=\"ab-zoi230641-5\"><jats:title>Objective<\/jats:title><jats:p>To examine the association of population level measures of well-being with rates of CVD mortality in the US.<\/jats:p><\/jats:sec><jats:sec id=\"ab-zoi230641-6\"><jats:title>Design, Setting, and Participants<\/jats:title><jats:p>This cross-sectional study linked data from the Gallup National Health and Well-Being Index (WBI) survey to county-level rates of CVD mortality from the Centers for Disease Control and Prevention Atlas of Heart Disease and Stroke. Participants were respondents of the WBI survey, which was conducted by Gallup with randomly selected adults aged 18 years or older from 2015 to 2017. Data were analyzed from August 2022 to May 2023.<\/jats:p><\/jats:sec><jats:sec id=\"ab-zoi230641-7\"><jats:title>Main Outcomes and Measures<\/jats:title><jats:p>The primary outcome was the county-level rate of total CVD mortality; secondary outcomes were mortality rates for stroke, heart failure, coronary heart disease, acute myocardial infarction, and total heart disease. The association of population well-being (measured using a modified version of the WBI) with CVD mortality was assessed, and an analysis of whether the association was modified by county structural factors (Area Deprivation Index [ADI], income inequality, and urbanicity) and population health factors (percentages of the adult population who had hypertension, diabetes, or obesity; were currently smoking; and were physically inactive) was conducted. Population WBI and its ability to mediate the association of structural factors associated with CVD using structural equation models was also assessed.<\/jats:p><\/jats:sec><jats:sec id=\"ab-zoi230641-8\"><jats:title>Results<\/jats:title><jats:p>Well-being surveys were completed by 514\u202f971 individuals (mean [SD] age 54.0 [19.2] years; 251\u202f691 [48.9%] women; 379\u202f521 [76.0%] White respondents) living in 3228 counties. Mortality rates for CVD decreased from a mean of 499.7 (range, 174.2-974.7) deaths per 100\u202f000 persons in counties with the lowest quintile of population well-being to 438.6 (range, 110.1-850.4) deaths per 100\u202f000 persons in counties with the highest quintile of population well-being. Secondary outcomes showed similar patterns. In the unadjusted model, the effect size (SE) of WBI on CVD mortality was \u221215.5 (1.5; <jats:italic>P<\/jats:italic>\u2009&amp;amp;lt;\u2009.001), or a decrease of 15 deaths per 100\u202f000 persons for each 1-point increase of population well-being. After adjusting for structural factors and structural plus population health factors, the association was attenuated but still significant, with an effect size (SE) of \u22127.3 (1.6; <jats:italic>P<\/jats:italic>\u2009&amp;amp;lt;\u2009.001); for each 1-point increase in well-being, the total cardiovascular death rate decreased by 7.3 deaths per 100\u202f000 persons. Secondary outcomes showed similar patterns, with mortality due to coronary heart disease and heart failure being significant in fully adjusted models. In mediation analyses, associations of income inequality and ADI with CVD mortality were all partly mediated by the modified population WBI.<\/jats:p><\/jats:sec><jats:sec id=\"ab-zoi230641-9\"><jats:title>Conclusions and Relevance<\/jats:title><jats:p>In this cross-sectional study assessing the association of well-being and cardiovascular outcomes, higher well-being, a measurable, modifiable, and meaningful outcome, was associated with lower CVD mortality, even after controlling for structural and cardiovascular-related population health factors, indicating that well-being may be a focus for advancing cardiovascular health.<\/jats:p><\/jats:sec>","DOI":"10.1001\/jamanetworkopen.2023.21740","type":"journal-article","created":{"date-parts":[[2023,7,5]],"date-time":"2023-07-05T15:03:53Z","timestamp":1688569433000},"page":"e2321740","source":"Crossref","is-referenced-by-count":10,"title":["Association of Population Well-Being With Cardiovascular Outcomes"],"prefix":"10.1001","volume":"6","author":[{"given":"Erica S.","family":"Spatz","sequence":"first","affiliation":[{"name":"Section of Cardiovascular Medicine, Department of Medicine, Yale School of Medicine, New Haven, Connecticut"},{"name":"Yale University\/Yale New Haven Health Center for Outcomes Research and Evaluation, New Haven, Connecticut"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Brita","family":"Roy","sequence":"additional","affiliation":[{"name":"Section of General Internal Medicine, Department of Medicine, Yale School of Medicine, New Haven, Connecticut"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Carley","family":"Riley","sequence":"additional","affiliation":[{"name":"Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, Ohio"},{"name":"Division of Critical Care, Cincinnati Children\u2019s Hospital Medical Center, Cincinnati, Ohio"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Dan","family":"Witters","sequence":"additional","affiliation":[{"name":"Gallup National Health and Well-Being Index, Omaha, Nebraska"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Jeph","family":"Herrin","sequence":"additional","affiliation":[{"name":"Section of Cardiovascular Medicine, Department of Medicine, Yale School of Medicine, New Haven, Connecticut"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"10","published-online":{"date-parts":[[2023,7,5]]},"reference":[{"issue":"12","key":"zoi230641r1","doi-asserted-by":"publisher","first-page":"933","DOI":"10.1093\/aje\/kww081","article-title":"County-level variation in cardiovascular disease mortality in the United States in 2009-2013: comparative assessment of contributing factors.","volume":"184","author":"Patel","year":"2016","journal-title":"Am J Epidemiol"},{"issue":"7","key":"zoi230641r2","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0101531","article-title":"Interstate variation in modifiable risk factors and cardiovascular mortality in the United States.","volume":"9","author":"Patel","year":"2014","journal-title":"PLoS One"},{"issue":"19","key":"zoi230641r3","doi-asserted-by":"publisher","first-page":"1976","DOI":"10.1001\/jama.2017.4150","article-title":"Trends and patterns of geographic variation in cardiovascular mortality among US counties, 1980-2014.","volume":"317","author":"Roth","year":"2017","journal-title":"JAMA"},{"issue":"3","key":"zoi230641r4","doi-asserted-by":"publisher","first-page":"255","DOI":"10.1001\/jamacardio.2016.0382","article-title":"Geographic variation in trends and disparities in acute myocardial infarction hospitalization and mortality by income levels, 1999-2013.","volume":"1","author":"Spatz","year":"2016","journal-title":"JAMA Cardiol"},{"issue":"3","key":"zoi230641r5","doi-asserted-by":"publisher","first-page":"427","DOI":"10.1093\/ije\/30.3.427","article-title":"Sick individuals and sick populations.","volume":"30","author":"Rose","year":"2001","journal-title":"Int J Epidemiol"},{"issue":"6","key":"zoi230641r6","doi-asserted-by":"publisher","DOI":"10.1161\/JAHA.114.001673","article-title":"Geographic variations in cardiovascular health in the United States: contributions of state- and individual-level factors.","volume":"4","author":"Gebreab","year":"2015","journal-title":"J Am Heart Assoc"},{"issue":"6","key":"zoi230641r8","doi-asserted-by":"publisher","first-page":"357","DOI":"10.1089\/pop.2013.0119","article-title":"The well-being 5: development and validation of a diagnostic instrument to improve population well-being.","volume":"17","author":"Sears","year":"2014","journal-title":"Popul Health Manag"},{"issue":"22","key":"zoi230641r9","doi-asserted-by":"publisher","DOI":"10.1161\/JAHA.122.027095","article-title":"Community-based evaluation of the associations between well-being and cardiovascular disease risk.","volume":"11","author":"McLeish","year":"2022","journal-title":"J Am Heart Assoc"},{"issue":"11","key":"zoi230641r10","doi-asserted-by":"publisher","DOI":"10.1136\/bmjopen-2019-030017","article-title":"Associations between community well-being and hospitalisation rates: results from a cross-sectional study within six US states.","volume":"9","author":"Roy","year":"2019","journal-title":"BMJ Open"},{"issue":"6","key":"zoi230641r11","doi-asserted-by":"publisher","first-page":"791","DOI":"10.1016\/j.amepre.2017.06.028","article-title":"Psychological well-being\u2019s link with cardiovascular health in older adults.","volume":"53","author":"Boehm","year":"2017","journal-title":"Am J Prev Med"},{"issue":"7","key":"zoi230641r12","doi-asserted-by":"publisher","first-page":"779","DOI":"10.1037\/hea0000174","article-title":"Life satisfaction and use of preventive health care services.","volume":"34","author":"Kim","year":"2015","journal-title":"Health Psychol"},{"key":"zoi230641r13","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.jpsychores.2016.03.018","article-title":"Subjective well-being and cardiometabolic health: an 8-11 year study of midlife adults.","volume":"85","author":"Boehm","year":"2016","journal-title":"J Psychosom Res"},{"issue":"7","key":"zoi230641r14","doi-asserted-by":"publisher","first-page":"1053","DOI":"10.1007\/s10198-021-01305-0","article-title":"Economics of mental well-being: a prospective study estimating associated health care costs and sickness benefit transfers in Denmark.","volume":"22","author":"Santini","year":"2021","journal-title":"Eur J Health Econ"},{"issue":"4","key":"zoi230641r15","doi-asserted-by":"publisher","DOI":"10.1136\/bmjopen-2018-024143","article-title":"Do pregnant women living in higher well-being populations in the USA experience lower risk of preterm delivery? a cross-sectional study.","volume":"9","author":"Riley","year":"2019","journal-title":"BMJ Open"},{"issue":"11","key":"zoi230641r16","doi-asserted-by":"publisher","first-page":"2075","DOI":"10.1377\/hlthaff.2016.0715","article-title":"Population well-being measures help explain geographic disparities in life expectancy at the county level.","volume":"35","author":"Arora","year":"2016","journal-title":"Health Aff (Millwood)"},{"issue":"5","key":"zoi230641r17","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0196720","article-title":"Identifying county characteristics associated with resident well-being: a population based study.","volume":"13","author":"Roy","year":"2018","journal-title":"PLoS One"},{"issue":"8","key":"zoi230641r18","doi-asserted-by":"publisher","first-page":"1800","DOI":"10.1177\/0890117118791993","article-title":"Collective well-being to improve population health outcomes: an actionable conceptual model and review of the literature.","volume":"32","author":"Roy","year":"2018","journal-title":"Am J Health Promot"},{"issue":"12","key":"zoi230641r19","doi-asserted-by":"publisher","DOI":"10.1136\/bmjopen-2020-048378","article-title":"Can a collective-impact initiative improve well-being in three US communities? findings from a prospective repeated cross-sectional study.","volume":"11","author":"Riley","year":"2021","journal-title":"BMJ Open"},{"issue":"9","key":"zoi230641r20","doi-asserted-by":"publisher","DOI":"10.1136\/bmjopen-2019-035645","article-title":"Identifying characteristics of high-poverty counties in the United States with high well-being: an observational cross-sectional study.","volume":"10","author":"Arora","year":"2020","journal-title":"BMJ Open"},{"issue":"38","key":"zoi230641r21","doi-asserted-by":"publisher","first-page":"3897","DOI":"10.1093\/eurheartj\/ehab486","article-title":"Can the US COVID-19 response advance equity in cardiovascular health?","volume":"42","author":"Spatz","year":"2021","journal-title":"Eur Heart J"},{"issue":"11","key":"zoi230641r25","doi-asserted-by":"publisher","first-page":"765","DOI":"10.7326\/M13-2946","article-title":"Neighborhood socioeconomic disadvantage and 30-day rehospitalization: a retrospective cohort study.","volume":"161","author":"Kind","year":"2014","journal-title":"Ann Intern Med"},{"issue":"26","key":"zoi230641r26","doi-asserted-by":"publisher","first-page":"2456","DOI":"10.1056\/NEJMp1802313","article-title":"Making neighborhood-disadvantage metrics accessible\u2014the neighborhood atlas.","volume":"378","author":"Kind","year":"2018","journal-title":"N Engl J Med"},{"issue":"166","key":"zoi230641r28","first-page":"1","article-title":"2013 NCHS urban-rural classification scheme for counties.","author":"Ingram","year":"2014","journal-title":"Vital Health Stat 2"},{"issue":"1","key":"zoi230641r29","doi-asserted-by":"publisher","first-page":"64","DOI":"10.1093\/aje\/kwu239","article-title":"Mediation analysis with intermediate confounding: structural equation modeling viewed through the causal inference lens.","volume":"181","author":"De Stavola","year":"2015","journal-title":"Am J Epidemiol"},{"key":"zoi230641r30","doi-asserted-by":"publisher","first-page":"17","DOI":"10.1146\/publhealth.2016.37.issue-1","article-title":"Mediation analysis: a practitioner\u2019s guide.","volume":"37","author":"VanderWeele","year":"2016","journal-title":"Annu Rev Public Health"},{"key":"zoi230641r32","doi-asserted-by":"publisher","first-page":"139","DOI":"10.1177\/1536867X1701700109","article-title":"Spatial panel-data models using stata.","volume":"17","author":"Belotti","year":"2017","journal-title":"Stata J"},{"issue":"7","key":"zoi230641r33","doi-asserted-by":"publisher","first-page":"814","DOI":"10.1001\/jamacardio.2017.1654","article-title":"Trends in cardiovascular health of US adults by income, 2005-2014.","volume":"2","author":"Beckman","year":"2017","journal-title":"JAMA Cardiol"},{"issue":"10","key":"zoi230641r34","doi-asserted-by":"publisher","first-page":"1376","DOI":"10.1016\/j.jacc.2019.03.009","article-title":"2019 ACC\/AHA guideline on the primary prevention of cardiovascular disease: executive summary: a report of the American College of Cardiology\/American Heart Association Task Force on Clinical Practice Guidelines.","volume":"74","author":"Arnett","year":"2019","journal-title":"J Am Coll Cardiol"},{"issue":"10","key":"zoi230641r35","doi-asserted-by":"publisher","first-page":"e763","DOI":"10.1161\/CIR.0000000000000947","article-title":"Psychological health, well-being, and the mind-heart-body connection: a scientific statement from the American Heart Association.","volume":"143","author":"Levine","year":"2021","journal-title":"Circulation"},{"issue":"8","key":"zoi230641r36","doi-asserted-by":"publisher","first-page":"837","DOI":"10.1161\/CIRCULATIONAHA.120.046501","article-title":"Bending the curve in cardiovascular disease mortality: Bethesda + 40 and beyond.","volume":"143","author":"Goff","year":"2021","journal-title":"Circulation"},{"issue":"2","key":"zoi230641r37","doi-asserted-by":"publisher","first-page":"99","DOI":"10.1056\/NEJM200107123450205","article-title":"Neighborhood of residence and incidence of coronary heart disease.","volume":"345","author":"Diez Roux","year":"2001","journal-title":"N Engl J Med"},{"issue":"9","key":"zoi230641r38","doi-asserted-by":"publisher","first-page":"873","DOI":"10.1161\/CIR.0000000000000228","article-title":"Social determinants of risk and outcomes for cardiovascular disease: a scientific statement from the American Heart Association.","volume":"132","author":"Havranek","year":"2015","journal-title":"Circulation"},{"issue":"8","key":"zoi230641r39","doi-asserted-by":"publisher","DOI":"10.1161\/HCQ.0000000000000089","article-title":"Importance of housing and cardiovascular health and well-being: a scientific statement from the American Heart Association.","volume":"13","author":"Sims","year":"2020","journal-title":"Circ Cardiovasc Qual Outcomes"},{"key":"zoi230641r40","doi-asserted-by":"publisher","first-page":"42","DOI":"10.1016\/j.socscimed.2013.07.021","article-title":"Structural racism and myocardial infarction in the United States.","volume":"103","author":"Lukachko","year":"2014","journal-title":"Soc Sci Med"},{"issue":"24","key":"zoi230641r41","doi-asserted-by":"publisher","first-page":"e454","DOI":"10.1161\/CIR.0000000000000936","article-title":"Call to action: structural racism as a fundamental driver of health disparities: a presidential advisory from the American Heart Association.","volume":"142","author":"Churchwell","year":"2020","journal-title":"Circulation"},{"key":"zoi230641r42","doi-asserted-by":"publisher","first-page":"173","DOI":"10.1111\/nyas.1999.896.issue-1","article-title":"Race, socioeconomic status, and health: the added effects of racism and discrimination.","volume":"896","author":"Williams","year":"1999","journal-title":"Ann N Y Acad Sci"},{"issue":"18","key":"zoi230641r43","doi-asserted-by":"publisher","first-page":"1829","DOI":"10.1001\/jama.2021.5469","article-title":"The leading causes of death in the US for 2020.","volume":"325","author":"Ahmad","year":"2021","journal-title":"JAMA"},{"issue":"17","key":"zoi230641r44","doi-asserted-by":"publisher","DOI":"10.1161\/JAHA.120.020138","article-title":"Racial, ethnic, and geographic disparities in cardiovascular health among women of childbearing age in the United States.","volume":"10","author":"Zheng","year":"2021","journal-title":"J Am Heart Assoc"},{"issue":"9","key":"zoi230641r46","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0138511","article-title":"Racism as a determinant of health: a systematic review and meta-analysis.","volume":"10","author":"Paradies","year":"2015","journal-title":"PLoS One"},{"issue":"7921","key":"zoi230641r47","doi-asserted-by":"publisher","first-page":"122","DOI":"10.1038\/s41586-022-04997-3","article-title":"Social capital II: determinants of economic connectedness.","volume":"608","author":"Chetty","year":"2022","journal-title":"Nature"},{"key":"zoi230641r48","doi-asserted-by":"publisher","DOI":"10.3389\/fpsyg.2020.528656","article-title":"What kind of intervention is effective for improving subjective well-being among workers? a systematic review and meta-analysis of randomized controlled trials.","volume":"11","author":"Sakuraya","year":"2020","journal-title":"Front Psychol"},{"key":"zoi230641r7","volume-title":"Subjective Well-Being: Measuring Happiness, Suffering, and Other Dimensions of Experience","author":"Stone","year":"2013"},{"key":"zoi230641r23","volume-title":"The Pattern of Human Concerns","author":"Cantril","year":"1965"},{"key":"zoi230641r22","unstructured":"Gallup, Inc. How does the Gallup National Health and Well-Being Index Work?: measuring career, social, financial, physical and community wellbeing. 2023. Accessed May 28, 2023. https:\/\/news.gallup.com\/poll\/246200\/gallup-national-health-index-work.aspx"},{"key":"zoi230641r24","unstructured":"Centers for Disease Control and Prevention. Interactive atlas of heart disease and stroke. Accessed April 20, 2021. https:\/\/nccd.cdc.gov\/DHDSPAtlas"},{"key":"zoi230641r27","unstructured":"Dijkstra? L, Papadimitriou? E, Nichols? S. The degree of urbanisation's effect on happiness. July 16, 2020. Accessed May 26,2023. https:\/\/news.gallup.com\/opinion\/gallup\/315857\/degree-urbanisation-effect-happiness.aspx"},{"key":"zoi230641r31","unstructured":"Manson? S, Schroeder? J, Van Riper? D, Kugler? T, Ruggles? S. IPUMS national historical geographic information system: Version 17.0. Dataset. IPUMS; 2022. doi:10.18128\/D050.V17.0"},{"key":"zoi230641r45","unstructured":"Witters? D, Nekvasil? N. Communities built for active living have healthier residents. Gallup Business Journal. October 11, 2016. Accessed May 23, 2023. https:\/\/news.gallup.com\/businessjournal\/196061\/communities-built-active-living-healthier-residents.aspx"}],"container-title":["JAMA Network Open"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/jamanetwork.com\/journals\/jamanetworkopen\/articlepdf\/2806842\/spatz_2023_oi_230641_1687873087.63906.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,7,5]],"date-time":"2023-07-05T15:04:02Z","timestamp":1688569442000},"score":1,"resource":{"primary":{"URL":"https:\/\/jamanetwork.com\/journals\/jamanetworkopen\/fullarticle\/2806842"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2023,7,5]]},"references-count":48,"journal-issue":{"issue":"7","published-print":{"date-parts":[[2023,7,3]]}},"URL":"https:\/\/doi.org\/10.1001\/jamanetworkopen.2023.21740","relation":{},"ISSN":["2574-3805"],"issn-type":[{"value":"2574-3805","type":"electronic"}],"subject":[],"published":{"date-parts":[[2023,7,5]]}}}