Socioeconomic Status Correlates with the Prevalence of Advanced Coronary Artery Disease in the United States
Open accessAbstract
BACKGROUND: Increasingly studies have identified socioeconomic factors adversely affecting healthcare outcomes for a multitude of diseases. To date, however, there has not been a study correlating socioeconomic details from nationwide databases on the prevalence of advanced coronary artery disease. We seek to identify whether socioeconomic factors contribute to advanced coronary artery disease prevalence in the United States. METHODS AND FINDINGS: State specific prevalence data was queried form the United States Nationwide Inpatient Sample for 2009. Patients undergoing percutaneous coronary angioplasty and coronary artery bypass graft were identified as principal procedures. Non-cardiac related procedures, lung lobectomy and hip replacement (partial and total) were identified and used as control groups. Information regarding prevalence was then merged with data from the Behavioral Risk Factor Surveillance System, the largest, on-going telephone health survey system tracking health conditions and risk behaviors in the United States. Pearson's correlation coefficient was calculated for individual socioeconomic variables including employment status, level of education, and household income. Household income and education level were inversely correlated with the prevalence of percutaneous coronary angioplasty (-0.717; -0.787) and coronary artery bypass graft surgery (-0.541; -0.618). This phenomenon was not seen in the non-cardiac procedure control groups. In multiple linear regression analysis, socioeconomic factors were significant predictors of coronary artery bypass graft and percutaneous transluminal coronary angioplasty (p<0.001 and p=0.005, respectively). CONCLUSIONS: Socioeconomic status is related to the prevalence of advanced coronary artery disease as measured by the prevalence of percutaneous coronary angioplasty and coronary artery bypass graft surgery.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Socioeconomic status is inversely associated with all phases of CVD progression, from the onset of risk factors through mortality due to CVD.
“The inverse association of socioeconomic status (SES) with all phases of the progression of CVD is well established, from the onset of risk factors through mortality due to CVD [41-45].”
From Prevalence of cardiovascular disease among Asian, Pacific Islander and multi-race populations in Hawai’i and California (2023) · cites this paper as [42]
The Introduction links socioeconomic factors to CAD risk factors, and the Discussion reports an inverse relationship between education level and cardiac revascularization procedures (pages not provided). These passages support parts of the claimed progression, but the paper does not establish an inverse SES association with every phase or with CVD mortality specifically. (LLM, conf=0.88)
Experimental — accuracy not yet measured
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Yusuf, S., Hawken, S., Ôunpuu, S., Dans, T., Avezum, A., Lanas, F., McQueen, M., Budaj, A., Pais, P., Varigos, J., et al. (2004) · The Lancet · doi:10.1016/s0140-6736(04)17018-9 · Cited by 12,026 · see citing works
Prediction of coronary heart disease using risk factor categories
Wilson, P. W. F., D’Agostino, R. B., Levy, D., Belanger, A. M., Silbershatz, H., & Kannel, W. B. (1998) · Circulation · doi:10.1161/01.cir.97.18.1837 · Cited by 9,581 · see citing works
Prevention of Coronary Heart Disease with Pravastatin in Men with Hypercholesterolemia
Shepherd, J., Cobbe, S. M., Ford, I., Isles, C. G., Lorimer, A. R., Macfarlane, P. W., McKillop, J. H., & Packard, C. J. (1995) · New England Journal of Medicine · doi:10.1056/nejm199511163332001 · Cited by 7,449 · see citing works
Heart Disease and Stroke Statistics—2012 Update: A Report From the American Heart Association
Writing Group Members, Roger, V. L., Go, A. S., Lloyd-Jones, D. M., Benjamin, E. J., Berry, J. D., Borden, W. B., Bravata, D. M., Dai, S., Ford, E. S., et al. (2012) · Circulation · doi:10.1161/cir.0b013e31823ac046 · Cited by 7,333 · see citing works
Heart Disease and Stroke Statistics—2010 Update: A Report From the American Heart Association
WRITING GROUP MEMBERS, Lloyd-Jones, D., Adams, R. J., Brown, T. M., Carnethon, M., Dai, S., De Simone, G., Ferguson, T. B., Ford, E., Furie, K., et al. (2010) · Circulation · doi:10.1161/circulationaha.109.192667 · Cited by 5,700 · see citing works
Downs, J. R., Clearfield, M., Weis, S., Whitney, E., Shapiro, D. R., Beere, P. A., Langendorfer, A., Stein, E. A., Kruyer, W., Gotto, Jr., et al. (1998) · JAMA · doi:10.1001/jama.279.20.1615 · Cited by 5,236 · see citing works
Fischman, D. L., Leon, M. B., Baim, D. S., Schatz, R. A., Savage, M. P., Penn, I. M., Detre, K. M., Veltri, L., Ricci, D. R., Nobuyoshi, M., et al. (1994) · New England Journal of Medicine · doi:10.1056/nejm199408253310802 · Cited by 4,267 · see citing works
Colhoun, H. M., Betteridge, D. J., Durrington, P. N., Hitman, G. A., W Neil, H. A., Livingstone, S. J., Thomason, M. J., Mackness, M. I., Charlton-Menys, V., & Fuller, J. H. (2004) · The Lancet · doi:10.1016/s0140-6736(04)16895-5 · Cited by 3,755 · see citing works
Ryan, T. J., Faxon, D. P., Gunnar, R. M., Kennedy, J. W., King, S. B., Loop, F. D., Peterson, K. L., Reeves, T. J., Williams, D. O., & Winters, W. L. (1988) · Circulation · doi:10.1161/01.cir.78.2.486 · Cited by 2,123 · see citing works
ACC/AHA guidelines for coronary artery bypass graft surgery
Eagle, K. A., Guyton, R. A., Davidoff, R., Ewy, G. A., Fonger, J. D., Gardner, T. J., Gott, J. P., Herrmann, H. C., Marlow, R. A., Nugent, W. C., et al. (1999) · Journal of the American College of Cardiology · doi:10.1016/s0735-1097(99)00389-7 · Cited by 1,995 · see citing works
Neighborhood of residence and incidence of coronary heart disease
Roux, A. V. D., Merkin, S. S., Arnett, D., Chambless, L., Massing, M., Nieto, F. J., Sorlie, P., Szklo, M., Tyroler, H. A., & Watson, R. L. (2001) · New England Journal of Medicine · doi:10.1056/nejm200107123450205 · Cited by 1,799 · see citing works
Primary Prevention of Coronary Heart Disease in Women through Diet and Lifestyle
Stampfer, M. J., Hu, F. B., Manson, J. E., Rimm, E. B., & Willett, W. C. (2000) · New England Journal of Medicine · doi:10.1056/nejm200007063430103 · Cited by 1,794 · see citing works
Neighborhood characteristics associated with the location of food stores and food service places
Morland, K. B., Wing, S., Roux, A. V. D., & Poole, C. (2002) · American Journal of Preventive Medicine · doi:10.1016/s0749-3797(01)00403-2 · Cited by 1,662 · see citing works
Full accounting of diabetes and pre-diabetes in the U.S. population in 1988–1994 and 2005–2006
Cowie, C. C., Rust, K. F., Ford, E. S., Eberhardt, M. S., Byrd-Holt, D. D., Li, C., Williams, D. E., Gregg, E. W., Bainbridge, K. E., Saydah, S. H., et al. (2009) · Diabetes Care · doi:10.2337/dc08-1296 · Cited by 1,154 · see citing works
Anand, S. S., Yusuf, S., Vuksan, V., Devanesen, S., Teo, K. K., Montague, P. A., Kelemen, L. E., Yi, C., Lonn, E., Gerstein, H. C., et al. (2000) · The Lancet · doi:10.1016/s0140-6736(00)02502-2 · Cited by 1,052 · see citing works
Guidelines for percutaneous transluminal coronary angioplasty
Ryan, T. J. (1988) · Journal of the American College of Cardiology · doi:10.1016/0735-1097(88)90431-7 · Cited by 1,032 · see citing works
ACC/AHA 2004 Guideline Update for Coronary Artery Bypass Graft Surgery: Summary Article
Eagle, K. A., Guyton, R. A., Davidoff, R., Edwards, F. H., Ewy, G. A., Gardner, T. J., Hart, J. C. A., Herrmann, H. C., Hillis, L. D., Hutter, A. M., et al. (2004) · Circulation · doi:10.1161/01.cir.0000138790.14877.7d · Cited by 893 · see citing works
Working Class Matters: Socioeconomic Disadvantage, Race/Ethnicity, Gender, and Smoking in NHIS 2000
Barbeau, E. M., Krieger, N., & Soobader, M. (2004) · American Journal of Public Health · doi:10.2105/ajph.94.2.269 · Cited by 711 · see citing works
Connolly, V. M., Unwin, N. C., Sherriff, P., Bilous, R., & Kelly, W. (2000) · Journal of Epidemiology & Community Health · doi:10.1136/jech.54.3.173 · Cited by 517 · see citing works
Kanjilal, S. (2006) · Archives of Internal Medicine · doi:10.1001/archinte.166.21.2348 · Cited by 509 · see citing works
Cancer Mortality in the United States by Education Level and Race
Albano, J. D., Ward, E., Jemal, A., Anderson, R. N., Cokkinides, V. E., Murray, T., Henley, S. J., Liff, J. M., & Thun, M. J. (2007) · JNCI Journal of the National Cancer Institute · doi:10.1093/jnci/djm127 · Cited by 470 · see citing works
Trends in the Association between Obesity and Socioeconomic Status in U.S. Adults: 1971 to 2000
Zhang, Q., & Wang, Y. (2004) · Obesity Research · doi:10.1038/oby.2004.202 · Cited by 439 · see citing works
Air Force/Texas Coronary Atherosclerosis Prevention Study
佐々木, 淳. (2008) · Japanese journal of clinical medicine · Cited by 411 · see citing works
Paeratakul, S., Lovejoy, J., Ryan, D. H., & Bray, G. A. (2002) · International Journal of Obesity · doi:10.1038/sj.ijo.0802026 · Cited by 385 · see citing works
Unger, J. B., Reynolds, K. D., Shakib, S., Spruijt‐Metz, D., Sun, P., & Johnson, C. A. (2004) · Journal of Community Health · doi:10.1007/s10900-004-3395-3 · Cited by 319 · see citing works
Predisposing Factors for Severe, Uncontrolled Hypertension in an Inner-City Minority Population
Saver, B. G. (1993) · New England Journal of Medicine · doi:10.1056/nejm199301213280316 · Cited by 284 · see citing works
Formal education and back pain: a review
Dionne, C. E., Korff, M. V., Koepsell, T. D., Deyo, R. A., Barlow, W. E., & Checkoway, H. (2001) · Journal of Epidemiology & Community Health · doi:10.1136/jech.55.7.455 · Cited by 274 · see citing works
Satia, J. A., Galanko, J. A., & Siega‐Riz, A. M. (2004) · Public Health Nutrition · doi:10.1079/phn2004662 · Cited by 240 · see citing works
Education and the metabolic syndrome in women.
Wamala, S. P., Lynch, J. B., Horsten, M., Mittleman, M. A., Schenck-Gustafsson, K. G., & Orth‐Gomér, K. (1999) · Diabetes Care · doi:10.2337/diacare.22.12.1999 · Cited by 199 · see citing works
THE SECOND NATIONAL HEALTH AND NUTRITION EXAMINATION SURVEY 1976%1980
Marks, G. C., Habicht, J., & Mueller, W. H. (1989) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a115372 · Cited by 190 · see citing works
Hadley, J. (2003) · Medical Care Research and Review · doi:10.1177/1077558703254101 · Cited by 183 · see citing works
Formal education level as a significant marker of clinical status in rheumatoid arthritis
Callahan, L. F., & Pincus, T. (1988) · Arthritis & Rheumatism · doi:10.1002/art.1780311102 · Cited by 176 · see citing works
Racial, ethnic and socioeconomic disparities in the treatment of brain tumors
Curry, W. T., & Barker, F. G. (2009) · Journal of Neuro-Oncology · doi:10.1007/s11060-009-9840-5 · Cited by 152 · see citing works
Linn, S., Fulwood, R., Rifkind, B. M., Carroll, M. D., Muesing, R. A., Williams, O. D., & JOHNSON, C. (1989) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a115133 · Cited by 79 · see citing works
Gillum, R. F. (2003) · Journal of Clinical Epidemiology · doi:10.1016/s0895-4356(02)00535-8 · Cited by 70 · see citing works
Bashinskaya, B., Nahed, B. V., Redjal, N., Kahle, K. T., & Walcott, B. P. (2011) · Journal of Global Infectious Diseases · doi:10.4103/0974-777x.91061 · Cited by 50 · see citing works
Self-citationCraniectomy for Malignant Cerebral Infarction: Prevalence and Outcomes in US Hospitals
Walcott, B. P., Kuklina, E. V., Nahed, B. V., George, M. G., Kahle, K. T., Simard, J. M., Asaad, W. F., & Coumans, J.-V. C. E. (2011) · PLoS ONE · doi:10.1371/journal.pone.0029193 · Cited by 48 · see citing works
Self-citationAnand, S. S., Yusuf, S., & Vuksan, V. (2001) · ACC Current Journal Review · doi:10.1016/s1062-1458(00)00170-7 · Cited by 41 · see citing works
Determination of geographic variance in stroke prevalence using Internet search engine analytics
Walcott, B. P., Nahed, B. V., Kahle, K. T., Redjal, N., & Coumans, J.-V. C. E. (2011) · Neurosurgical FOCUS · doi:10.3171/2011.2.focus1124 · Cited by 26 · see citing works
Self-citationSaleh, S. S., Hannan, E. L., & Ting, L. (2005) · The American Journal of Cardiology · doi:10.1016/j.amjcard.2005.06.054 · Cited by 20 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Manchikanti, L., Abdi, S., Atluri, S. L., Benyamin, R. M., Boswell, M. V., Buenaventura, R. M., Bryce, D. A., Burks, P. A., Caraway, D. L., Calodney, A. K., et al. (2013) · PubMed · Cited by 398 · see citing works
Sawatzky, J. V., Kehler, D. S., Ready, A. E., Lerner, N., Boreskie, S., Lamont, D., Luchik, D., Arora, R. C., & Duhamel, T. A. (2014) · Clinical Rehabilitation · doi:10.1177/0269215513516475 · Cited by 175 · see citing works
Distressed communities are associated with worse outcomes after coronary artery bypass surgery
Mehaffey, J. H., Hawkins, R. B., Charles, E. J., Thibault, D. P., Williams, M. L., Brennan, M., Thourani, V. H., Badhwar, V., & Ailawadi, G. (2019) · Journal of Thoracic and Cardiovascular Surgery · doi:10.1016/j.jtcvs.2019.06.104 · Cited by 107 · see citing works
Bevan, G., Pandey, A., Griggs, S., Dalton, J. E., Zidar, D., Patel, S., Khan, S. U., Nasir, K., Rajagopalan, S., & Al-Kindi, S. (2023) · Current Problems in Cardiology · doi:10.1016/j.cpcardiol.2022.101182 · Cited by 96 · see citing works
Disparities in peripheral artery disease care: A review and call for action
Demsas, F., Joiner, M. M., Telma, K., Flores, A. M., Teklu, S., & Ross, E. (2022) · Seminars in Vascular Surgery · doi:10.1053/j.semvascsurg.2022.05.003 · Cited by 77 · see citing works
Tuppin, P., Ricci-Renaud, P., de Peretti, C., Fagot‐Campagna, A., Alla, F., Danchin, N., & Allemand, H. (2014) · International Journal of Cardiology · doi:10.1016/j.ijcard.2014.03.012 · Cited by 37 · see citing works
Lewis, M. W., Khodneva, Y., Redmond, N., Durant, R. W., Judd, S., Wilkinson, L., Howard, V., & Safford, M. (2015) · BMC Public Health · doi:10.1186/s12889-015-2630-4 · Cited by 33 · see citing works
Waitzfelder, B., Palaniappan, L., Varga, A., Frankland, T. B., Li, J., Daida, Y. G., Kaholokula, J. K., Bacong, A. M., Rawlings, A. M., Chung, S., et al. (2023) · BMC Public Health · doi:10.1186/s12889-023-15795-5 · Cited by 31 · see citing works
Sosso, F. A. E., & Khoury, T. (2021) · PubMed Central · doi:10.5935/1984-0063.20200082 · Cited by 29 · see citing works
Development and validation of a socioeconomic status short-form questionnaire (SES-SQ).
Roohafza, H., Feizi, A., Gharipour, M., Khani, A., Dianatkhah, M., Sarrafzadegan, N., & Sadeghi, M. (2021) · PubMed Central · doi:10.22122/arya.v17i0.2355 · Cited by 25 · see citing works
Sosso, F. A. E., Matos, E., & Papadopoulos, D. (2023) · Sleep Health · doi:10.1016/j.sleh.2023.08.021 · Cited by 20 · see citing works
Wong, F. Y., Wong, R. X., Zhou, S., Ong, W. S., Pek, P. P., Yap, Y. S., Tan, B. K. T., Ngeow, J. Y. Y., Tan, V. K. M., Sim, Y., et al. (2020) · The Lancet Regional Health - Western Pacific · doi:10.1016/j.lanwpc.2020.100065 · Cited by 18 · see citing works
A Simplified Framework For Incorporating Health Into Community Development Initiatives
Rogerson, B., Lindberg, R., Givens, M. L., & Wernham, A. (2014) · Health Affairs · doi:10.1377/hlthaff.2014.0632 · Cited by 16 · see citing works
Moesker, M. J., de Groot, J. F., Damen, N. L., Bijsterveld, N. R., Twisk, J. W. R., Huisman, M. V., de Bruijne, M. C., & Wagner, C. (2019) · Thrombosis Journal · doi:10.1186/s12959-019-0204-x · Cited by 16 · see citing works
Biomarkers and Social Determinants in Atherosclerotic Arterial Diseases: A Scoping Review
Scalise, E., Costa, D., Gallelli, G., Ielapi, N., Turchino, D., Accarino, G., Faga, T., Michael, A., Bracale, U. M., Andreucci, M., et al. (2025) · Annals of Vascular Surgery · doi:10.1016/j.avsg.2024.12.076 · Cited by 11 · see citing works
King, A. J., Hudson, J., Azuara‐Blanco, A., Kirwan, J., Goyal, S., Lim, K. S., & MacLennan, G. (2023) · British Journal of Ophthalmology · doi:10.1136/bjo-2022-321922 · Cited by 10 · see citing works
Rahwan, M., Lekoubou, A., Bishu, K. G., & Ovbiagele, B. I. (2020) · Epilepsy & Behavior · doi:10.1016/j.yebeh.2020.107252 · Cited by 3 · see citing works
Socioeconomic inequalities in health status and survival: a cohort study in Rome
Bardi, L. D., Calandrini, E., Bargagli, A. M., Egidi, V., Davoli, M., Agabiti, N., & Cesaroni, G. (2022) · BMJ Open · doi:10.1136/bmjopen-2021-055503 · Cited by 3 · see citing works
Tubek, S., Stępkowski, M., Szczurowska, A., Storek, M., Rzasa, A., Matyjaszczyk, M., Pociupany, R., Wilkins, A., Banasiak, W., Ponikowski, P. P., et al. (2015) · Cardiology Journal · doi:10.5603/cj.a2015.0016 · Cited by 3 · see citing works
Winters-Miner, L. A., Bolding, P. S., Hilbe, J. M., Goldstein, M., Hill, T., Nisbet, R. A., Walton, N., & Miner, G. D. (2014) · Elsevier eBooks · doi:10.1016/b978-0-12-411643-6.00013-2 · Cited by 4 · see citing works
Precision (personalized) medicine
Walton, N. (2023) · Elsevier eBooks · doi:10.1016/b978-0-323-95274-3.00002-6 · Cited by 3 · see citing works
Protective effect of active perfusion in porcine models of acute myocardial ischemia
Feng, Z., Mao, Z.-F., Dong, S., & Liu, B. (2016) · Molecular Medicine Reports · doi:10.3892/mmr.2016.5665 · Cited by 2 · see citing works
Educational inequality in cardiovascular diseases: a sibling approach
Søndergaard, G., Dalton, S. O., Mortensen, L. H., & Osler, M. (2017) · Scandinavian Journal of Public Health · doi:10.1177/1403494817734775 · Cited by 2 · see citing works
Association between socioeconomic position and cystatin C in the Heinz Nixdorf Recall Study
Zamrik, T., Frank, M., Emmel, C., Rump, L. C., Erbel, R., Jöckel, K., Dragano, N., & Schmidt, B. (2021) · Scientific Reports · doi:10.1038/s41598-021-98835-7 · Cited by 2 · see citing works
Subjective social status and its associations with social vulnerabilities and health
Tang, K. L. (2017) · Libraries and Cultural Resources (University of Calgary) · doi:10.5072/prism/27927
Safety of antithrombotic care in Dutch hospitals
Moesker, M. J. (2023) · doi:10.5463/thesis.119
Waitzfelder, B., Palaniappan, L. P., Varga, A., Frankland, T. B., Li, J., Daida, Y. G., Kaholokula, J. K., Bacong, A. M., Rawlings, A. M., Chung, S., et al. (2023) · Figshare · doi:10.6084/m9.figshare.22826743
- Authors
- Bashinskaya, B., Nahed, B. V., Walcott, B. P., Coumans, J.-V. C. E., & Onuma, O. K.
- Affiliations
- Boston University (US)
- Harvard University (US)
- Corresponding author
- Walcott, Brian P.
- Venue
- PLoS ONE
- Publisher
- Public Library of Science (PLoS)
- Published
- 2012-09-25
- Volume
- 7
- Issue
- 9
- Pages
- e46314
- ISSN
- 1932-6203 (ISSN-L)
- PMC
- PMC3457990
- OpenAlex
- W2108278739
- Cited by
- 27
- References
- 41
- Citations by year
- 2025: 1 · 2023: 6 · 2022: 3 · 2021: 3 · 2020: 2 · 2019: 2 · 2017: 2 · 2016: 1 · 2015: 2 · 2014: 4 · 2013: 1
- FWCI
- 2.56
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- PLoS ONE (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Digital Access to Scholarship at Harvard (DASH) (Harvard University) (submittedVersion, cc-by)
- RePEc: Research Papers in Economics (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Topics
- Social Sciences › Health › Health disparities and outcomes
- Health Sciences › Medicine › Surgery › Coronary Interventions and Diagnostics
- Health Sciences › Medicine › Cardiology and Cardiovascular Medicine › Cardiac Health and Mental Health
- Keywords
- socioeconomic status, coronary artery disease, percutaneous transluminal coronary angioplasty, coronary artery bypass grafting, household income, educational attainment, employment status, health disparities, prevalence, Behavioral Risk Factor Surveillance System, National Inpatient Sample
- MeSH terms
- Coronary Artery Bypass, Coronary Artery Disease, Employment, Female, Humans, Male, Social Class, United States, Angioplasty, Balloon, Coronary, Prevalence, Linear Models
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review