Racial and ethnic differences in the associations between social integration, C-reactive protein and depressive symptoms
Open accessAbstract
This study evaluates whether the associations between social integration, inflammation, and depressive symptoms vary by race/ethnicity in the United States. Our study includes 5,634 respondents age 40 and older from the National Health and Nutrition Examination Survey for 2005-2008. We fit multivariate logistic regression models with interactions between C-reactive protein (CRP) and race/ethnicity as well as social integration and race/ethnicity to test our hypotheses. We find that social integration and CRP operate independently in their associations with depressive symptoms by race/ethnicity. Higher levels of social integration are associated with lower predicted probability of depressive symptoms for White and Black populations. This association is not statistically significant for the Hispanic population. CRP is associated with depressive symptoms for the White population, but not the Black or Hispanic populations. Our results suggest that studying depressive symptoms, and other mental health outcomes, among the US population without considering variation by race/ethnicity may restrict scholarly understanding of health disparities. Population-based assessments of associations between physiological processes or social integration should consider whether these variables operate differently by race/ethnicity and work to explain why differences may emerge. Furthermore, interventions aimed at social integration may improve mental health among older adults in the United States; especially for the least socially integrated.
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?
In US participants, social integration and CRP levels were found to operate independently in their association with depressive symptoms only for the white population but not the black or the Hispanic one.
“A cross-sectional study evaluated the association between social integration, race/ethnicity, inflammation, and depressive symptoms in US participants through the NHANES survey [51]. Participants were administered PHQ-8 and measured hs-CRP levels. Social integration and CRP levels were found to operate independently in their association with depressive symptoms only for the white population but”
From C-Reactive protein as a biomarker for major depressive disorder? (2022) · cites this paper as [51]
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
Diagnostic and Statistical Manual of Mental Disorders(DSM)
Leong, F. T. L. (2008) · Sage eBooks · doi:10.4135/9781412963978.n182 · Cited by 10,858 · see citing works
From inflammation to sickness and depression: when the immune system subjugates the brain
Dantzer, R., O'Connor, J. C., Freund, G. G., Johnson, R. W., & Kelley, K. W. (2008) · Nature Reviews Neuroscience · doi:10.1038/nrn2297 · Cited by 7,395 · see citing works
Interaction terms in logit and probit models
Ai, C., & Norton, E. C. (2003) · Economics Letters · doi:10.1016/s0165-1765(03)00032-6 · Cited by 5,466 · see citing works
BERKMAN, L. F., & SYME, S. L. (1979) · American Journal of Epidemiology · doi:10.1093/oxfordjournals.aje.a112674 · Cited by 5,341 · see citing works
The PHQ-8 as a measure of current depression in the general population
Kroenke, K., Strine, T. W., Spitzer, R. L., Williams, J. B. W., Berry, J. T., & Mokdad, A. H. (2009) · Journal of Affective Disorders · doi:10.1016/j.jad.2008.06.026 · Cited by 5,121 · see citing works
The role of inflammation in depression: from evolutionary imperative to modern treatment target
Miller, A. H., & Raison, C. L. (2016) · Nature Reviews Immunology · doi:10.1038/nri.2015.5 · Cited by 3,942 · see citing works
Inflammation and Its Discontents: The Role of Cytokines in the Pathophysiology of Major Depression
Miller, A. H., Maletic, V., & Raison, C. L. (2009) · Biological Psychiatry · doi:10.1016/j.biopsych.2008.11.029 · Cited by 3,848 · see citing works
Associations of depression with C-reactive protein, IL-1, and IL-6: a meta-analysis.
Howren, M. B., Lamkin, D. M., & Suls, J. (2009) · Psychosomatic Medicine · doi:10.1097/psy.0b013e3181907c1b · Cited by 2,766 · see citing works
“Weathering” and Age Patterns of Allostatic Load Scores Among Blacks and Whites in the United States
Geronimus, A. T., Hicken, M., Keene, D., & Bound, J. (2006) · American Journal of Public Health · doi:10.2105/ajph.2004.060749 · Cited by 2,525 · see citing works
National Health and Nutrition Examination Survey
Rothwell, C. J. (2009) · Springer eBooks · doi:10.1007/978-0-387-78665-0_6177 · Cited by 2,087 · see citing works
Hispanic Familism and Acculturation: What Changes and What Doesn't?
Sabogal, F., Marín, G., Otero-Sabogal, R., Marín, B. V., & Perez-Stable, E. J. (1987) · Hispanic Journal of Behavioral Sciences · doi:10.1177/07399863870094003 · Cited by 1,685 · see citing works
Battle, D. E. (2013) · CoDAS · doi:10.1590/s2317-17822013000200017 · Cited by 1,569 · see citing works
National health and nutrition examination survey: analytic guidelines, 1999-2010.
Cl, J., Paulose‐Ram, R., Ogden, C. L., Carroll, Kruszon‐Moran, D., Dohrmann, S. M., & Curtin, L. R. (2013) · PubMed · Cited by 1,522 · see citing works
Gariépy, G., Honkaniemi, H., & Quesnel-Vallée, A. (2016) · British Journal of Psychiatry · doi:10.1192/bjp.bp.115.169094 · Cited by 1,210 · cited 2× · see citing works
“For example, older adults rely more on spouses and have a stronger protective affect from close friends than younger populations (Gariepy et al., 2016).”
BackgroundSocial support concepts and measures
Gottlieb, B. H., & Bergen, A. (2009) · Journal of Psychosomatic Research · doi:10.1016/j.jpsychores.2009.10.001 · Cited by 1,168 · see citing works
Best Practices for Estimating, Interpreting, and Presenting Nonlinear Interaction Effects
Mize, T. D. (2019) · Sociological Science · doi:10.15195/v6.a4 · Cited by 982 · see citing works
CRP, IL-6 and depression: a systematic review and meta-analysis of longitudinal studies.
Valkanova, V., Ebmeier, K. P., & Allan, C. L. (2013) · Journal of Affective Disorders · doi:10.1016/j.jad.2013.06.004 · Cited by 972 · see citing works
Handbook of the Sociology of Mental Health
(2013) · Handbooks of Sociology and Social Research · doi:10.1007/978-94-007-4276-5 · Cited by 922 · see citing works
Inflammatory markers in population studies of aging
Singh, T., & Newman, A. B. (2010) · Ageing Research Reviews · doi:10.1016/j.arr.2010.11.002 · Cited by 866 · see citing works
Depression and Risk of Stroke Morbidity and Mortality: A Meta-analysis and Systematic Review
Pan, A., Sun, Q., Okereke, O. I., Rexrode, K. M., & Hu, F. B. (2011) · JAMA · doi:10.1001/jama.2011.1282 · Cited by 819 · see citing works
Going solo: the extraordinary rise and surprising appeal of living alone
(2012) · Choice Reviews Online · doi:10.5860/choice.49-7198 · Cited by 589 · see citing works
Close relationships, inflammation, and health
Kiecolt-Glaser, J. K., Gouin, J.-P., & Hantsoo, L. (2010) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2009.09.003 · Cited by 480 · see citing works
Domènech-Abella, J., Mundó, J., Haro, J. M., & Rubio-Valera, M. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2018.12.043 · Cited by 469 · see citing works
Dovidio, J. F., Penner, L. A., Albrecht, T. L., Norton, W. E., Gaertner, S. L., & Shelton, J. N. (2008) · Social Science & Medicine · doi:10.1016/j.socscimed.2008.03.019 · Cited by 455 · see citing works
Social Networks Among Blacks and Whites: The Interaction Between Race and Age
Ajrouch, K. J., Antonucci, T. C., & Janevic, M. R. (2001) · The Journals of Gerontology Series B · doi:10.1093/geronb/56.2.s112 · Cited by 426 · see citing works
Swenson, M. J., Lee, E. S., Forthofer, R. N., & Lorimor, R. J. (1990) · Journal of Marketing Research · doi:10.2307/3172853 · Cited by 416 · see citing works
Eisenberger, N. I., Inagaki, T. K., Mashal, N. M., & Irwin, M. R. (2010) · Brain, Behavior, and Immunity · doi:10.1016/j.bbi.2009.12.009 · Cited by 413 · see citing works
Ertel, K. A., Glymour, M. M., & Berkman, L. F. (2008) · American Journal of Public Health · doi:10.2105/ajph.2007.113654 · Cited by 395 · see citing works
A prospective evaluation of the directionality of the depression–inflammation relationship
Stewart, J. C., Rand, K. L., Muldoon, M. F., & Kamarck, T. W. (2009) · Brain, Behavior, and Immunity · doi:10.1016/j.bbi.2009.04.011 · Cited by 390 · see citing works
Heterogeneity in long-term trajectories of depressive symptoms: Patterns, predictors and outcomes
Musliner, K. L., Munk‐Olsen, T., Eaton, W. W., & Zandi, P. P. (2015) · Journal of Affective Disorders · doi:10.1016/j.jad.2015.12.030 · Cited by 352 · see citing works
Social support, social integration, and inflammatory cytokines: a meta-analysis
Uchino, B. N., Trettevik, R., Kent de Grey, R. G., Cronan, S., Hogan, J., & Baucom, B. R. W. (2018) · Health Psychology · doi:10.1037/hea0000594 · Cited by 320 · see citing works
Patel, J. S., Oh, Y., Rand, K. L., Wu, W., Cyders, M. A., Kroenke, K., & Stewart, J. C. (2019) · Depression and Anxiety · doi:10.1002/da.22940 · Cited by 306 · see citing works
Nazmi, A., & Victora, C. G. (2007) · BMC Public Health · doi:10.1186/1471-2458-7-212 · Cited by 291 · see citing works
Almeida, J., Molnar, B. E., Kawachi, I. I., & Subramanian, S. V. (2009) · Social Science & Medicine · doi:10.1016/j.socscimed.2009.02.029 · Cited by 288 · see citing works
Inflammation and Specific Symptoms of Depression
Jokela, M. M., Virtanen, M., Batty, G. D., & Mika Kivimaki, B. (2015) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2015.1977 · Cited by 261 · see citing works
Lee, E., & Forthofer, R. N. (2006) · Sage eBooks · doi:10.4135/9781412983341 · Cited by 255 · see citing works
SOCIAL NETWORKS AND INFLAMMATORY MARKERS IN THE FRAMINGHAM HEART STUDY
LOUCKS, E. B., SULLIVAN, L. M., D’AGOSTINO Sr, R. B., LARSON, M. G., BERKMAN, L. F., & BENJAMIN, E. J. (2006) · Journal of Biosocial Science · doi:10.1017/s0021932005001203 · Cited by 247 · see citing works
Social Isolation and Adult Mortality: The Role of Chronic Inflammation and Sex Differences
Yang, Y. C., McClintock, M. K., Kozloski, M., & Li, T. (2013) · Journal of Health and Social Behavior · doi:10.1177/0022146513485244 · Cited by 222 · see citing works
Hughes, S., Jaremka, L. M., Alfano, C. M., Glaser, R., Povoski, S. P., Lipari, A. M., Agnese, D. M., Farrar, W. B., Yee, L. D., Carson, W. E., et al. (2014) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2013.12.016 · Cited by 213 · see citing works
Social integration and concentrations of C-reactive protein among US adults
Ford, E. S., Loucks, E. B., & Berkman, L. F. (2006) · Annals of Epidemiology · doi:10.1016/j.annepidem.2005.08.005 · Cited by 201 · see citing works
National Health and Nutrition Examination Survey, The
Tiro, J. A., Lee, S. J. C., Lipshultz, S. E., et al. (2012) · Springer eBooks · doi:10.1007/978-1-4419-1005-9_101778 · Cited by 198 · see citing works
Smith, K. J., Au, B., Ollis, L., & Schmitz, N. (2017) · Experimental Gerontology · doi:10.1016/j.exger.2017.12.005 · Cited by 193 · see citing works
Razykov, I., Ziegelstein, R. C., Whooley, M. A., & Thombs, B. D. (2012) · Journal of Psychosomatic Research · doi:10.1016/j.jpsychores.2012.06.001 · Cited by 188 · see citing works
Yang, Y. C., Schorpp, K., & Harris, K. M. (2014) · Social Science & Medicine · doi:10.1016/j.socscimed.2014.02.013 · Cited by 174 · see citing works
The Role of Familism in Explaining the Hispanic-White College Application Gap
Desmond, M., & Turley, R. N. L. (2009) · Social Problems · doi:10.1525/sp.2009.56.2.311 · Cited by 166 · see citing works
Social Relations, Social Integration, and Social Support
Turner, J. B., & Turner, R. J. (2012) · Handbooks of sociology and social research · doi:10.1007/978-94-007-4276-5_17 · Cited by 144 · see citing works
Systemic Inflammation in Midlife: Race, Socioeconomic Status, and Perceived Discrimination
Štěpáníková, I., Bateman, L. B., & Oates, G. R. (2016) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2016.09.026 · Cited by 141 · see citing works
Gender differences in the relation between depression and social support in later life
Sonnenberg, C., Deeg, D. J. H., van Tilburg, T. G., Vink, D., Stek, M. L., & Beekman, A. T. F. (2012) · International Psychogeriatrics · doi:10.1017/s1041610212001202 · Cited by 140 · see citing works
Horn, S. R., Long, M. M., Nelson, B. W., Allen, N. B., Fisher, P. A., & Byrne, M. L. (2018) · Brain, Behavior, and Immunity · doi:10.1016/j.bbi.2018.06.016 · Cited by 129 · see citing works
Nersesian, P. V., Han, H.-R., Yenokyan, G., Blumenthal, R. S., Nolan, M. T., Hladek, M. D., & Szanton, S. L. (2018) · Social Science & Medicine · doi:10.1016/j.socscimed.2018.04.007 · Cited by 120 · see citing works
Social Disadvantage and Network Turnover
Cornwell, B. T. (2014) · The Journals of Gerontology Series B · doi:10.1093/geronb/gbu078 · Cited by 106 · see citing works
Deverts, D. J., Cohen, S., DiLillo, V. G., Lewis, C. E., Kiefe, C. I., Whooley, M. A., & Matthews, K. A. (2010) · Psychosomatic Medicine · doi:10.1097/psy.0b013e3181ec4b98 · Cited by 104 · see citing works
Race/Ethnicity and Hypertension: The Role of Social Support
Bell, C. N., Thorpe, R. J., & LaVeist, T. A. (2010) · American Journal of Hypertension · doi:10.1038/ajh.2010.28 · Cited by 101 · see citing works
Almeida, J., Subramanian, S. V., Kawachi, I. I., & Molnar, B. E. (2009) · Journal of Epidemiology & Community Health · doi:10.1136/jech.2009.092213 · Cited by 86 · see citing works
Ageism and Social Integration of Older Adults in Their Neighborhoods in Israel
Vitman, A., Iecovich, E., & Alfasi, N. (2013) · The Gerontologist · doi:10.1093/geront/gnt008 · Cited by 85 · see citing works
Rees, C. A., Karter, A. J., & Young, B. A. (2010) · The Diabetes Educator · doi:10.1177/0145721710364419 · Cited by 83 · see citing works
Abrams, L. R., & Mehta, N. (2019) · SSM: Population Health · doi:10.1016/j.ssmph.2019.100399 · Cited by 81 · see citing works
Links Between Behavioral Factors and Inflammation
O'Connor, M.-F., & Irwin, M. R. (2010) · Clinical Pharmacology & Therapeutics · doi:10.1038/clpt.2009.255 · Cited by 73 · see citing works
Guan, S. A., Bower, J. E., Almeida, D. M., Cole, S. W., Dahl, R. E., Irwin, M. R., Seeman, T. E., McDade, T. W., & Fuligni, A. J. (2016) · Brain Behavior and Immunity · doi:10.1016/j.bbi.2016.03.007 · Cited by 72 · see citing works
Case, S. M., & Stewart, J. C. (2014) · Brain Behavior and Immunity · doi:10.1016/j.bbi.2014.04.004 · Cited by 63 · see citing works
Howard, J. T., & Sparks, P. J. (2016) · American Journal of Human Biology · doi:10.1002/ajhb.22843 · Cited by 53 · see citing works
Race/Ethnic and Social-Demographic Correlates of Religious Non-Involvement in America
Brown, R. K., Taylor, R. J., & Chatters, L. M. (2015) · Journal of Black Studies · doi:10.1177/0021934715573168 · Cited by 30 · see citing works
Yang, T., & Park, K. (2019) · Social Science Research · doi:10.1016/j.ssresearch.2019.04.002 · Cited by 26 · see citing works
Close relationship qualities and maternal peripheral inflammation during pregnancy
Ross, K. M., Miller, G. E., Qadir, S., Keenan‐Devlin, L. S., Leigh, A. K. K., & Borders, A. E. B. (2017) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2017.01.003 · Cited by 22 · see citing works
Stewart, J. C. (2016) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2015.3205 · Cited by 20 · see citing works
Nehring, S. M., & Patel, B. C. K. (2019) · StatPearls · Cited by 19 · see citing works
Understanding Complex Roles of Family for Latina Health
Molina, Y., Henderson, V., Ornelas, I. J., Scheel, J. R., Bishop, S. K., Doty, S. L., Patrick, D. L., Beresford, S. A. A., & Coronado, G. D. (2019) · Family & Community Health · doi:10.1097/fch.0000000000000232 · Cited by 16 · see citing works
Santos‐Lozada, A. R., & Daw, J. (2017) · SSM - Population Health · doi:10.1016/j.ssmph.2017.11.007 · Cited by 10 · see citing works
Self-citationGabriel, A. C., Bell, C. N., Bowie, J. V., et al. (2020) · Journal of Urban Health · doi:10.1007/s11524-020-00421-1 · Cited by 10 · see citing works
Hur, N. W., Kim, H. C., Waite, L. J., & Youm, Y. (2018) · Psychiatry Investigation · doi:10.4306/pi.2018.15.1.24 · Cited by 8 · see citing works
SOCIAL ISOLATION AND POPULATION DENSITY: IMPACT OF RACE/ETHNICITY
Jacobson, S., Nicholson, N. R., & Feinn, R. (2018) · Innovation in Aging · doi:10.1093/geroni/igy023.070 · Cited by 3 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
C-Reactive protein as a biomarker for major depressive disorder?
Orsolini, L., Pompili, S., Tempia Valenta, S., Salvi, V., & Volpe, U. (2022) · International Journal of Molecular Sciences · doi:10.3390/ijms23031616 · Cited by 171 · see citing works
- Authors
- Chapman, A., & Santos-Lozada, A. R.
- Affiliations
- Pennsylvania State University (US)
- Corresponding author
- Chapman, Alexander
- ORCID
- Chapman, Alexander
- Venue
- SSM - Population Health
- Publisher
- Elsevier BV
- Published
- 2020-12
- Volume
- 12
- Pages
- 100663
- ISSN
- 2352-8273 (ISSN-L)
- PMC
- PMC7501457
- OpenAlex
- W3083102401
- Cited by
- 11
- References
- 71
- Citations by year
- 2025: 2 · 2024: 4 · 2023: 3 · 2022: 2
- FWCI
- 0.69
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- SSM - Population Health (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- Eunice Kennedy Shriver National Institute of Child Health and Human Development
- Topics
- Social Sciences › Health › Health disparities and outcomes
- Social Sciences › Sociology and Political Science › Racial and Ethnic Identity Research
- Social Sciences › Psychology › Social Psychology › Mental Health Treatment and Access
- Keywords
- social integration, C-reactive protein, depressive symptoms, racial and ethnic differences, health disparities, older adults, inflammation, mental health, Hispanic adults, Black people, White adults
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