Openness and conscientiousness predict 34-SSweek patterns of Interleukin-6 in older persons
Open accessAbstract
Studies have indicated that personality may be associated with inflammatory markers such as Interleukin (IL)-6. One pathway between personality and IL-6 may be health behaviors and conditions resulting in inflammation, while an alternate pathway involves activation of stress-response systems. In a clinical trial sample of 200 older adults, we examined associations between personality traits at baseline and three measures of IL-6 spanning 34 weeks of follow-up. Results indicate that IL-6 remained very stable over time, and that higher Conscientiousness and Openness were associated with lower IL-6 across the entire 34 week period. Goal striving was the active subcomponent of Conscientiousness, while aesthetic interests was the active subcomponent of Openness in IL-6 associations. Common health behaviors and chronic illness accounted for only a portion of these effects, suggesting that other behavioral and/or physiological processes may also predispose some persons to inflammation. Personality phenotype may provide useful prognostic information for inflammation. Older adults lower in Conscientiousness and Openness constitute a target population for anti-inflammatory interventions. Openness and Conscientiousness predicts 32-week patterns of Interleukin-6 in older persons.
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?
Neuroticism has been associated with higher levels of inflammatory markers in multiple studies, in addition to several null findings.
“In addition to several null findings (26-28), neuroticism has been associated with higher levels of inflammatory markers in multiple studies (29,30).”
From Socioeconomic Status Interacts with Conscientiousness and Neuroticism to Predict Circulating Concentrations of Inflammatory Markers (2017) · cites this paper as [27]
Higher levels of IL-6 have recently been linked to lower Conscientiousness.
“For instance, higher levels of the inflammatory marker Interleukin (IL)-6 have recently been linked to lower Conscientiousness [65, 66].”
From Personality and Longevity: Knowns, Unknowns, and Implications for Public Health and Personalized Medicine (2011) · cites this paper as [66]
Higher Openness was linked to lower levels of IL-6 in older persons.
“One study found that higher Openness was linked to lower levels of the inflammatory marker Interleukin-6 in older persons [66].”
From Personality and Longevity: Knowns, Unknowns, and Implications for Public Health and Personalized Medicine (2011) · cites this paper as [66]
Subsequent psychometric work identified subscales reflecting specific constituent traits of each of the Big 5 in the NEO-FFI.
“However, in some cases like the NEO-FFI, subsequent psychometric work identified subscales reflecting specific constituent traits of each of the Big 5 [190, 191] useful in health studies [66, 192].”
From Personality and Longevity: Knowns, Unknowns, and Implications for Public Health and Personalized Medicine (2011) · cites this paper as [66]
The increasing inclusion of biomarkers in personality-longevity studies is beginning to illuminate biological pathways such as systemic inflammation and artery calcification.
“Second, the increasing inclusion of biomarkers in personality-longevity studies is beginning to illuminate biological pathways such as systemic inflammation [65, 66, 218, 219] and artery calcification [220, 221]”
From Personality and Longevity: Knowns, Unknowns, and Implications for Public Health and Personalized Medicine (2011) · cites this paper as [66]
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
(2008) · Medical Entomology and Zoology · Cited by 7,477 · see citing works
The structure of phenotypic personality traits.
Goldberg, L. R. (1993) · American Psychologist · doi:10.1037//0003-066x.48.1.26 · Cited by 4,816 · see citing works
The structure of phenotypic personality traits.
Goldberg, L. R. (1993) · American Psychologist · doi:10.1037/0003-066x.48.1.26 · Cited by 4,816 · 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
Carver, C. S., & Connor-Smith, J. (2010) · Annual Review of Psychology · doi:10.1146/annurev.psych.093008.100352 · Cited by 2,424 · see citing works
Statistical Analysis of Correlated Data Using Generalized Estimating Equations: An Orientation
Hanley, J. A. (2003) · American Journal of Epidemiology · doi:10.1093/aje/kwf215 · Cited by 2,185 · see citing works
Does tailoring matter? Meta-analytic review of tailored print health behavior change interventions
Noar, S. M., Benac, C. N., & Harris, M. S. (2007) · Psychological Bulletin · doi:10.1037/0033-2909.133.4.673 · Cited by 2,136 · see citing works
Personality and Individual Differences: A Natural Science Approach
Eysenck, H. J., & Eysenck, M. W. (1985) · Medical Entomology and Zoology · Cited by 1,848 · see citing works
The Use of Psychological Testing for Treatment Planning and Outcome Assessment
Maruish, M. E., & Leahy, R. L. (2000) · Journal of Cognitive Psychotherapy · doi:10.1891/0889-8391.14.2.205 · Cited by 1,634 · see citing works
Bogg, T., & Roberts, B. W. (2004) · Psychological Bulletin · doi:10.1037/0033-2909.130.6.887 · Cited by 1,632 · cited 1× · see citing works
“First, personality is a strong predictor of health behaviors such as smoking (Terracciano and Costa, 2004), diet and exercise (Goldberg and Stycker, 2002; Rhodes and Courneya, 2003), alcohol consumption (Anton and Miller, 2005; Murray et al., 2005), and risky behaviors (Bogg and Roberts, 2004).”
BackgroundAssociations of elevated interleukin-6 and C-reactive protein levels with mortality in the elderly
Harris, T. B., Ferrucci, L., Tracy, R. P., Corti, M. C., Wacholder, S., Ettinger, W. H., Heimovitz, H., Cohen, H. J., & Wallace, R. (1999) · The American Journal of Medicine · doi:10.1016/s0002-9343(99)00066-2 · Cited by 1,488 · see citing works
Testing Predictions From Personality Neuroscience: Brain Structure and the Big Five
DeYoung, C. G., Hirsh, J. B., Shane, M. S., Papademetris, X., Rajeevan, N., & Gray, J. R. (2010) · Psychological Science · doi:10.1177/0956797610370159 · Cited by 995 · see citing works
Higher-order factors of the Big Five in a multi-informant sample.
DeYoung, C. G. (2006) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.91.6.1138 · Cited by 933 · see citing works
Personality Development Across the Life Course:The Argument for Change and Continuity
Caspi, A., & Roberts, B. W. (2001) · Psychological Inquiry · doi:10.1207/s15327965pli1202_01 · Cited by 832 · see citing works
Genomic and personalized medicine: foundations and applications
Ginsburg, G. S., & Willard, H. F. (2009) · Translational Research · doi:10.1016/j.trsl.2009.09.005 · Cited by 637 · see citing works
Emotional Style and Susceptibility to the Common Cold
Cohen, S., Doyle, W. J., Turner, R. B., Alper, C. M., & Skoner, D. P. (2003) · Psychosomatic Medicine · doi:10.1097/01.psy.0000077508.57784.da · Cited by 600 · see citing works
Inflamm‐ageing and lifelong antigenic load as major determinants of ageing rate and longevity
Martinis, M. D., Franceschi, C., Monti, D., & Ginaldi, L. (2005) · FEBS Letters · doi:10.1016/j.febslet.2005.02.055 · Cited by 488 · see citing works
Smoking and the Five‐Factor Model of personality
Terracciano, A., & Costa, P. T. (2004) · Addiction · doi:10.1111/j.1360-0443.2004.00687.x · Cited by 422 · see citing works
Coronary Prone Behavior: Components of the Type A Pattern and Hostility
Dembroski, T. M., & Costa, P. T. (1987) · Journal of Personality · doi:10.1111/j.1467-6494.1987.tb00435.x · Cited by 261 · see citing works
High Neuroticism and low Conscientiousness are associated with interleukin-6
Sutin, A. R., Terracciano, A., Deiana, B., Naitza, S., Ferrucci, L., Uda, M., Schlessinger, D., & Costa, P. T. (2010) · Psychological Medicine · doi:10.1017/s0033291709992029 · Cited by 244 · see citing works
Combinations of biomarkers predictive of later life mortality
Gruenewald, T. L., Seeman, T. E., Ryff, C. D., Karlamangla, A. S., & Singer, B. H. (2006) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0606215103 · Cited by 242 · see citing works
Evaluation of champs, a physical activity promotion program for older adults
Stewart, A. L., Mills, K. M., Sepsis, P. G., King, A. C., McLellan, B. Y., Roitz, K. B. A., & Ritter, P. L. (1997) · Annals of Behavioral Medicine · doi:10.1007/bf02895154 · Cited by 232 · see citing works
Sociability and Susceptibility to the Common Cold
Cohen, S., Doyle, W. J., Turner, R. B., Alper, C. M., & Skoner, D. P. (2003) · Psychological Science · doi:10.1111/1467-9280.01452 · Cited by 230 · see citing works
Replicable Item-Cluster Subcomponents in the NEO Five-Factor Inventory
Saucier, G. (1998) · Journal of Personality Assessment · doi:10.1207/s15327752jpa7002_6 · Cited by 188 · cited 3× · see citing works
“Cronbach’s alpha for the subcomponents ranged from .55 to .85, with the exception of the Openness subcomponent Unconventionality, which showed a typically low alpha of .40, as in prior work (Saucier, 1998; Chapman, 2007), and was not used.”
MethodRoy, B., Diez-Roux, A. V., Seeman, T., Ranjit, N., Shea, S., & Cushman, M. (2010) · Psychosomatic Medicine · doi:10.1097/psy.0b013e3181cb981b · Cited by 187 · see citing works
Weindling, P. J. (1992) · Psychological Medicine · doi:10.1017/s0033291700032657 · Cited by 184 · see citing works
Personality and Tonic Cardiovascular, Neuroendocrine, and Immune Parameters
Miller, G. E., Cohen, S., Rabin, B. S., Skoner, D. P., & Doyle, W. J. (1999) · Brain Behavior and Immunity · doi:10.1006/brbi.1998.0545 · Cited by 178 · see citing works
Type D Personality: A Five-Factor Model Perspective
Fruyt, F. D., & Denollet, J. (2002) · Psychology and Health · doi:10.1080/08870440290025858 · Cited by 161 · see citing works
Personality traits and eating habits: the assessment of food preferences in a large community sample
Goldberg, L. R., & Strycker, L. A. (2002) · Personality and Individual Differences · doi:10.1016/s0191-8869(01)00005-8 · Cited by 153 · see citing works
Suarez, E. C., Lewis, J. G., & Kuhn, C. M. (2002) · Brain Behavior and Immunity · doi:10.1016/s0889-1591(02)00019-3 · Cited by 145 · see citing works
Cytokines and immune activation in systolic heart failure: the role of Type D personality
Denollet, J., Conraads, V. M., Brutsaert, D. L., De Clerck, L. S., Stevens, W. J., & Vrints, C. J. (2003) · Brain, Behavior, and Immunity · doi:10.1016/s0889-1591(03)00060-6 · Cited by 140 · see citing works
Sjögren, E., Leanderson, P., Kristenson, M., & Ernerudh, J. (2005) · Brain Behavior and Immunity · doi:10.1016/j.bbi.2005.08.001 · Cited by 135 · see citing works
Rhodes, R. E., & Courneya, K. S. (2003) · British Journal of Health Psychology · doi:10.1348/135910703762879183 · Cited by 124 · see citing works
Joint Effect of Hostility and Severity of Depressive Symptoms on Plasma Interleukin-6 Concentration
Suarez, E. C. (2003) · Psychosomatic Medicine · doi:10.1097/01.psy.0000062530.94551.ea · Cited by 120 · see citing works
Conraads, V. M., Denollet, J., De Clerck, L. S., Stevens, W. J., Bridts, C., & Vrints, C. J. (2006) · International Journal of Cardiology · doi:10.1016/j.ijcard.2005.10.013 · Cited by 119 · see citing works
Anton, S. D., & Miller, P. M. (2005) · Behavior Modification · doi:10.1177/0145445503261164 · Cited by 112 · see citing works
Gender, race/ethnicity, personality, and interleukin-6 in urban primary care patients
Chapman, B. P., Khan, A., Harper, M., Stockman, D., Fiscella, K., Walton, J., Duberstein, P., Talbot, N., Lyness, J. M., & Moynihan, J. (2009) · Brain, Behavior, and Immunity · doi:10.1016/j.bbi.2008.12.009 · Cited by 103 · see citing works
Self-citationChapman, B. P., Fiscella, K., Duberstein, P., Coletta, M., & Kawachi, I. (2009) · Health Psychology · doi:10.1037/a0015212 · Cited by 100 · see citing works
Self-citationEmotional style, nasal cytokines, and illness expression after experimental rhinovirus exposure
Doyle, W. J., Gentile, D. A., & Cohen, S. (2005) · Brain Behavior and Immunity · doi:10.1016/j.bbi.2005.05.005 · Cited by 100 · see citing works
Neuroimmune Interactions in Stress
Costa‐Pinto, F. A., & Palermo‐Neto, J. (2010) · NeuroImmunoModulation · doi:10.1159/000258722 · Cited by 87 · see citing works
Human psychoneuroimmunology today
Biondi, M., & Kotzalidis, G. D. (1990) · Journal of Clinical Laboratory Analysis · doi:10.1002/jcla.1860040107 · Cited by 87 · see citing works
Personality and Medical Illness Burden Among Older Adults in Primary Care
Chapman, B. P., Lyness, J. M., & Duberstein, P. (2007) · Psychosomatic Medicine · doi:10.1097/psy.0b013e3180313975 · Cited by 86 · see citing works
Self-citationPotential psychosocial mechanisms linking depression to immune function in elderly subjects
Bouhuys, A. L., Flentge, F., Oldehinkel, A. J., & van den Berg, M. D. (2004) · Psychiatry Research · doi:10.1016/j.psychres.2004.05.001 · Cited by 78 · see citing works
Chapman, B. P. (2007) · Journal of Personality Assessment · doi:10.1080/00223890701268082 · Cited by 77 · cited 3× · see citing works
“Cronbach’s alpha for the subcomponents ranged from .55 to .85, with the exception of the Openness subcomponent Unconventionality, which showed a typically low alpha of .40, as in prior work (Saucier, 1998; Chapman, 2007), and was not used.”
MethodSelf-citationDenollet, J., Schiffer, A. A., Kwaijtaal, M., Hooijkaas, H., Hendriks, E. H., Widdershoven, J. W., & Kupper, N. (2009) · The American Journal of Cardiology · doi:10.1016/j.amjcard.2008.09.096 · Cited by 73 · see citing works
A Comprehensive Model of Stress
de Jong, G. M., van Sonderen, E., & Emmelkamp, P. M. G. (1999) · Psychotherapy and Psychosomatics · doi:10.1159/000012346 · Cited by 61 · see citing works
Denollet, J., Vrints, C. J., & Conraads, V. M. (2008) · Brain, Behavior, and Immunity · doi:10.1016/j.bbi.2007.10.015 · Cited by 58 · see citing works
Garvin, P., Nilsson, L., Carstensen, J. M., Jonasson, L., & Kristenson, M. (2009) · Psychosomatic Medicine · doi:10.1097/psy.0b013e3181960e7f · Cited by 51 · see citing works
Hostility is related to clusters of T-cell cytokines and chemokines in healthy men
Mommersteeg, P. M. C., Vermetten, E. H. G. J. M., Kavelaars, A., Geuze, E., & Heijnen, C. J. (2008) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2008.05.007 · Cited by 51 · see citing works
Sex Differences in Resting-State Neural Correlates of Openness to Experience among Older Adults
Sutin, A. R., Beason‐Held, L. L., Resnick, S. M., & Costa, P. T. (2009) · Cerebral Cortex · doi:10.1093/cercor/bhp066 · Cited by 50 · see citing works
Personality and inflammation: the protective effect of openness to experience.
Jonassaint, C. R., Boyle, S. H., Kuhn, C. M., Siegler, I. C., Copeland, W., & Williams, R. B. (2010) · PubMed · Cited by 24 · see citing works
Murray, R. P., Barnes, G. E., & Ekuma, O. (2005) · Addictive Behaviors · doi:10.1016/j.addbeh.2004.06.017 · Cited by 11 · see citing works
Introduction to immunology and immune–endocrine interactions
Rabin, B. S. (2005) · Oxford University Press eBooks · doi:10.1093/med:psych/9780198568841.003.0001 · Cited by 8 · see citing works
Vergara‐Rodriguez, P. (2006) · Shock · doi:10.1097/01.shk.0000217809.00462.00 · Cited by 5 · see citing works
Flagged first, then by citations
Research works printed but not linked: 1
- Grunewald TLSTERCDKAS Singer BH 2006 Combinations of biomarkers predictive of later life mortality Proceedings of the National Academy of Sciences 103 38 14158 14163 PMC1599928 16983099
Cited by
Sorted by citations
Chapman, B. P., Roberts, B., & Duberstein, P. (2011) · Journal of Aging Research · doi:10.4061/2011/759170 · Cited by 283 · see citing works
“For instance, higher levels of the inflammatory marker Interleukin (IL)-6 have recently been linked to lower Conscientiousness [65, 66].”
BackgroundMethodSelf-citationTuriano, N. A., Mroczek, D. K., Moynihan, J., & Chapman, B. P. (2013) · Brain, Behavior, and Immunity · doi:10.1016/j.bbi.2012.10.020 · Cited by 206 · see citing works
Self-citationFive-factor model personality traits and inflammatory markers: New data and a meta-analysis
Luchetti, M., Barkley, J. M., Stephan, Y., Terracciano, A., & Sutin, A. R. (2014) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2014.08.014 · Cited by 162 · see citing works
High interleukin-6 and impulsivity: determining the role of endophenotypes in attempted suicide
Isung, J., Aeinehband, S., Mobarrez, F., Nordström, P., Runeson, B., Åsberg, M., Piehl, F., & Jokinen, J. (2014) · Translational Psychiatry · doi:10.1038/tp.2014.113 · Cited by 85 · see citing works
Personality, Socio-Economic Status and Inflammation: Cross-Sectional, Population-Based Study
Millar, K., Lloyd, S. M., McLean, J. S., Batty, G. D., Burns, H., Cavanagh, J., Deans, K. A., Ford, I., McConnachie, A., McGinty, A., et al. (2013) · PLoS ONE · doi:10.1371/journal.pone.0058256 · Cited by 47 · see citing works
Mõttus, R., Luciano, M., Starr, J. M., Pollard, M. C., & Deary, I. J. (2013) · Psychosomatic Medicine · doi:10.1097/psy.0b013e31827576cc · Cited by 43 · see citing works
Elliot, A. J., Turiano, N. A., & Chapman, B. P. (2017) · Annals of Behavioral Medicine · doi:10.1007/s12160-016-9847-z · Cited by 37 · see citing works
Self-citationArmon, G., Melamed, S., Shirom, A., Berliner, S., & Shapira, I. (2013) · Personality and Individual Differences · doi:10.1016/j.paid.2012.11.035 · Cited by 54 · see citing works
Catala, P., Lopez-Roig, S., Ecija, C., Suso-Ribera, C., & Peñacoba Puente, C. (2021) · Rheumatology International · doi:10.1007/s00296-020-04719-w · Cited by 25 · see citing works
Marteinsdottir, I., Ernerudh, J., Jonasson, L., Kristenson, M., & Garvin, P. (2016) · International Journal of Behavioral Medicine · doi:10.1007/s12529-016-9553-z · Cited by 18 · see citing works
- Authors
- Chapman, B. P., van Wijngaarden, E., Seplaki, C. L., Talbot, N., Duberstein, P., & Moynihan, J.
- Affiliations
- University of Rochester Medicine (US)
- Corresponding author
- Chapman, Benjamin P.
- Venue
- Brain, Behavior, and Immunity
- Publisher
- Elsevier BV
- Published
- 2011-05
- Volume
- 25
- Issue
- 4
- Pages
- 667-673
- ISSN
- 0889-1591 (ISSN-L)
- PMC
- PMC3358819
- OpenAlex
- W2021392550
- Cited by
- 59
- References
- 54
- Citations by year
- 2026: 1 · 2025: 2 · 2023: 4 · 2022: 2 · 2021: 4 · 2020: 2 · 2019: 4 · 2018: 3 · 2017: 5 · 2016: 5 · 2015: 7 · 2014: 5 · 2013: 8 · 2012: 5
- FWCI
- 6.89
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Brain Behavior and Immunity (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Funders
- Mentored Research Scientist Development Awards from the National Institute on Aging (R01AG025474, 1R24AG031089)
- Topics
- Social Sciences › Psychology › Clinical Psychology › Personality Traits and Psychology
- Life Sciences › Neuroscience › Biological Psychiatry › Tryptophan and brain disorders
- Life Sciences › Neuroscience › Behavioral Neuroscience › Stress Responses and Cortisol
- Keywords
- interleukin-6, personality traits, openness to experience, conscientiousness, older adults, inflammation, goal pursuit, aesthetic interest, health behavior, chronic disease, stress response, anti-inflammatory therapy, longitudinal stability
- MeSH terms
- Aged, Attitude to Health, Behavior, Female, Humans, Longitudinal Studies, Personality, Psychophysiology, Reference Values, Temperament, Health Behavior, Interleukin-6, Models, Immunological
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