Inflammatory markers and incident depression: evidence in a population-based prospective study
Abstract
The association between pro-inflammatory cytokines and depression is widely acknowledged. However, longitudinal data that show they lead to depression are few. In a community-based sample of older individuals (n = 2761, ages = 55-98 y) in the Singapore Longitudinal Ageing Study (SLAS), we analyzed the associations between inflammatory markers (CRP, IL6, TNFα, and inflammation risk score) and depression (defined as the presence of depressive symptoms, depression history or treatment). Cross-sectional analysis showed that CRP, IL-6 and TNFα were significantly associated with depression at baseline. Longitudinal analysis controlling for a host of potentially confounding risk factors and initial depression revealed that IL-6, TNFα, and inflammation risk score were associated with elevated risk of depression at follow-ups. However, there was no significant association between CRP and subsequent depression after adjusting for sociodemographic, lifestyles and inflammatory medical condition variables. In summary, this prospective study shows that inflammation predicts depression in older adults, and suggests that the heterogeneous findings among studies may be due to differences in study population characteristics, depression, inflammatory markers, and the extent of adjusting for confounders.
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Patients with elevated inflammatory markers often show better outcomes with anti-inflammatory treatments and poorer responses to psychotherapy.
“Patients with elevated inflammatory markers often show better outcomes with anti-inflammatory treatments and poorer responses to psychotherapy, supporting stratified therapeutic approaches (Shi et al., 2022; Jha et al., 2017; Orsolini et al., 2022; Pan et al., 2022).”
From Histone modifications and depression: epigenetic mechanisms, therapeutic targets, and translational outlook (2026) · cites this paper as Shi et al., 2022
Cites
Vos, T., Allen, C., Arora, M., Barber, R. M., Bhutta, Z. A., Brown, A., Carter, A., Casey, D. C., Charlson, F. J., Chen, A. Z., et al. (2016) · The Lancet · doi:10.1016/s0140-6736(16)31678-6 · Cited by 7,253 · see citing works
A Meta-Analysis of Cytokines in Major Depression
Dowlati, Y., Herrmann, N., Swardfager, W., Liu, H., Sham, L., Reim, E. K., & Lanctôt, K. L. (2010) · Biological Psychiatry · doi:10.1016/j.biopsych.2009.09.033 · Cited by 4,729 · 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
Hammond, T. R., Dufort, C., Dissing-Olesen, L., Giera, S., Young, A., Wysoker, A., Walker, A. J., Segel, M., Nemesh, J., Saunders, A., et al. (2018) · doi:10.1101/406140 · Cited by 2,225 · see citing works
Immune-neuro-endocrine interactions: facts and hypotheses.
BESEDOVSKY, H. O., & REY, A. D. (1996) · Endocrine Reviews · doi:10.1210/edrv-17-1-64 · Cited by 1,564 · see citing works
Cytokine-Associated Emotional and Cognitive Disturbances in Humans
Reichenberg, A., Yirmiya, R., Schuld, A., Kraus, T., Haack, M., Morag, A., & Pollmächer, T. (2001) · Archives of General Psychiatry · doi:10.1001/archpsyc.58.5.445 · Cited by 1,365 · see citing works
Haapakoski, R., Mathieu, J., Ebmeier, K. P., Alenius, H., & Kivimäki, M. (2015) · Brain, Behavior, and Immunity · doi:10.1016/j.bbi.2015.06.001 · Cited by 1,129 · see citing works
Identifying the elderly at risk for malnutrition
Guigoz, Y., Lauque, S., & Vellas, B. J. (2002) · Clinics in Geriatric Medicine · doi:10.1016/s0749-0690(02)00059-9 · Cited by 983 · 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
Godbout, J. P., Chen, J., Abraham, J., Richwine, A. F., Berg, B. M., Kelley, K. W., & Johnson, R. W. (2005) · The FASEB Journal · doi:10.1096/fj.05-3776fje · Cited by 813 · see citing works
Müller, N., Schwarz, M. J., Dehning, S., Douhe, A., Cerovecki, A., Goldstein-Müller, B., Spellmann, I., Hetzel, G., Maino, K., Kleindienst, N., et al. (2006) · Molecular Psychiatry · doi:10.1038/sj.mp.4001805 · Cited by 794 · see citing works
Harrison, N. A., Brydon, L., Walker, C., Gray, M. A., Steptoe, A., & Critchley, H. D. (2009) · Biological Psychiatry · doi:10.1016/j.biopsych.2009.03.015 · Cited by 756 · see citing works
What Do Global Self-Rated Health Items Measure?
KRAUSE, N. M., & Jay, G. (1994) · Medical Care · doi:10.1097/00005650-199409000-00004 · Cited by 720 · see citing works
Depression and immune function
Kiecolt-Glaser, J. K., & Glaser, R. (2002) · Journal of Psychosomatic Research · doi:10.1016/s0022-3999(02)00309-4 · Cited by 571 · see citing works
Manipulation of Brain Kynurenines: Glial Targets, Neuronal Effects, and Clinical Opportunities
Schwarcz, R. M., & Pellicciari, R. (2002) · Journal of Pharmacology and Experimental Therapeutics · doi:10.1124/jpet.102.034439 · Cited by 556 · see citing works
Is depression an inflammatory disorder?
Raison, C. L., & Miller, A. H. (2011) · Current Psychiatry Reports · doi:10.1007/s11920-011-0232-0 · Cited by 524 · see citing works
Nyunt, M. S. Z., Fones, C. S. L., Niti, M., & Ng, T. P. (2009) · Aging & Mental Health · doi:10.1080/13607860902861027 · Cited by 416 · see citing works
Self-citationDepression: an inflammatory illness?: Figure 1
Krishnadas, R., & Cavanagh, J. (2012) · Journal of Neurology, Neurosurgery & Psychiatry · doi:10.1136/jnnp-2011-301779 · Cited by 392 · see citing works
Dilger, R. N., & Johnson, R. W. (2008) · Journal of Leukocyte Biology · doi:10.1189/jlb.0208108 · Cited by 391 · see citing works
Brydon, L., Harrison, N. A., Walker, C., Steptoe, A., & Critchley, H. D. (2008) · Biological Psychiatry · doi:10.1016/j.biopsych.2007.12.007 · Cited by 381 · see citing works
Mac Giollabhui, N., Ng, T. H., Ellman, L. M., & Alloy, L. B. (2021) · Molecular Psychiatry · doi:10.1038/s41380-020-00867-4 · Cited by 361 · see citing works
Self-citationVogelzangs, N., Duivis, H. E., Beekman, A. T. F., Kluft, C., Neuteboom, J., Hoogendijk, W., Smit, J. H., de Jonge, P., & Penninx, B. W. J. H. (2012) · Translational Psychiatry · doi:10.1038/tp.2012.8 · Cited by 323 · see citing works
Zunszain, P. A., Hepgul, N., & Pariante, C. M. (2012) · Current topics in behavioral neurosciences · doi:10.1007/7854_2012_211 · Cited by 317 · see citing works
Cytokines mediated inflammation and decreased neurogenesis in animal models of depression
Song, C., & Wang, H. (2010) · Progress in Neuro-Psychopharmacology and Biological Psychiatry · doi:10.1016/j.pnpbp.2010.06.020 · Cited by 289 · see citing works
The future of rodent models in depression research
Gururajan, A., Reif, A., Cryan, J. F., & Slattery, D. A. (2019) · Nature Reviews Neuroscience · doi:10.1038/s41583-019-0221-6 · Cited by 269 · see citing works
Cumulative Depression Episodes Predict Later C-Reactive Protein Levels: A Prospective Analysis
Copeland, W. E., Shanahan, L., Worthman, C., Angold, A., & Costello, E. J. (2012) · Biological Psychiatry · doi:10.1016/j.biopsych.2011.09.023 · Cited by 265 · see citing works
Miller, A. H. (2009) · Brain, Behavior, and Immunity · doi:10.1016/j.bbi.2008.08.006 · Cited by 261 · see citing works
Loftis, J. M., Huckans, M. S., & Morasco, B. J. (2009) · Neurobiology of Disease · doi:10.1016/j.nbd.2009.11.015 · Cited by 252 · see citing works
The inflammation hypothesis in geriatric depression
Alexopoulos, G. S., & Morimoto, S. S. (2011) · International Journal of Geriatric Psychiatry · doi:10.1002/gps.2672 · Cited by 225 · see citing works
Lamers, F., Milaneschi, Y., Smit, J. H., Schoevers, R. A., Wittenberg, G. M., & Penninx, B. W. J. H. (2019) · Biological Psychiatry · doi:10.1016/j.biopsych.2018.12.020 · Cited by 219 · see citing works
Kong, X., Ma, Y., Chen, J., Luo, Q., Yu, X., Li, Y., Xu, J., Huang, S., Wang, L., Huang, W., et al. (2012) · Nephrology Dialysis Transplantation · doi:10.1093/ndt/gfs491 · Cited by 202 · 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
Social networks and support in first-episode psychosis: exploring the role of loneliness and anxiety
Sündermann, O., Onwumere, J., Kane, F., Morgan, C., & Kuipers, E. (2013) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-013-0754-3 · Cited by 175 · see citing works
Niti, M., Ng, T. P., Kua, E. H., Ho, R., & Tan, C. H. (2007) · International Journal of Geriatric Psychiatry · doi:10.1002/gps.1789 · Cited by 160 · see citing works
Self-citationDepression and C-Reactive Protein: Population-Based Health 2000 Study
Elovainio, M., Aalto, A.-M., Kivimäki, M., Pirkola, S., Sundvall, J., Lönnqvist, J., & Reunanen, A. (2009) · Psychosomatic Medicine · doi:10.1097/psy.0b013e31819e333a · Cited by 157 · see citing works
Baumeister, D., Russell, A., Pariante, C. M., & Mondelli, V. (2014) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-014-0887-z · Cited by 142 · see citing works
Bortolato, B., F. Carvalho, A., K. Soczynska, J., I. Perini, G., & S. McIntyre, R. (2015) · Current Neuropharmacology · doi:10.2174/1570159x13666150630171433 · Cited by 142 · see citing works
Long-term inflammation increases risk of common mental disorder: a cohort study
Mika Kivimaki, B., Shipley, M. J., Batty, G. D., Hamer, M., Akbaraly, T. N., Meena Kumari, B., Jokela, M. M., Virtanen, M., Lowe, G. D. O., Ebmeier, K. P., et al. (2013) · Molecular Psychiatry · doi:10.1038/mp.2013.35 · Cited by 133 · see citing works
Neuroimmunology of the circadian clock
Coogan, A. N., & Wyse, C. A. (2008) · Brain Research · doi:10.1016/j.brainres.2008.07.087 · Cited by 131 · see citing works
Giollabhui, N. M., Ellman, L. M., Coe, C. L., Byrne, M. L., Abramson, L. Y., & Alloy, L. B. (2020) · Brain Behavior and Immunity · doi:10.1016/j.bbi.2020.01.023 · Cited by 130 · see citing works
Immune response gene expression increases in the aging murine hippocampus
Terao, A., Apte-Deshpande, A. D., Dousman, L., Morairty, S. R., Eynon, B. P., Kilduff, T. S., & Freund, Y. R. (2002) · Journal of Neuroimmunology · doi:10.1016/s0165-5728(02)00317-x · Cited by 111 · see citing works
Systemic inflammation, depression and obstructive pulmonary function: a population-based study
Lu, Y., Feng, L., Feng, L., Nyunt, M. S. Z., Yap, K. B., & Ng, T. P. (2013) · Respiratory Research · doi:10.1186/1465-9921-14-53 · Cited by 110 · see citing works
Self-citationAu, B., Smith, K. J., Gariépy, G., & Schmitz, N. (2015) · International Journal of Geriatric Psychiatry · doi:10.1002/gps.4250 · Cited by 79 · see citing works
Martínez‐Cengotitabengoa, M., MacDowell, K. S., Alberich, S., Diaz, F., García‐Bueno, B., Rodríguez–Jiménez, R., Bioque, M., Berrocoso, E., Parellada, M., Lobo, A., et al. (2015) · Schizophrenia Bulletin · doi:10.1093/schbul/sbv078 · Cited by 76 · see citing works
Glaus, J., von Känel, R., Lasserre, A. M., Strippoli, M. F., Vandeleur, C. L., Castelao, E., Gholam‐Rezaee, M., Marangoni, C., Wagner, E.-Y. N., Marques-Vidal, P. M., et al. (2017) · Psychological Medicine · doi:10.1017/s0033291717002744 · Cited by 55 · see citing works
Kim, J., Stewart, R. J., Kim, J.-W., Kang, H., Bae, K., Kim, S., Shin, I., & Yoon, J. (2018) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2018.02.006 · Cited by 47 · see citing works
Tousoulis, D., Drolias, A., Antoniades, C. A., Vasiliadou, C., Marinou, K., Latsios, G., Stefanadi, E., Gounari, P., Siasos, G., Παπαγεωργίου, Ν., et al. (2008) · International Journal of Cardiology · doi:10.1016/j.ijcard.2008.02.013 · Cited by 44 · see citing works
Inflammatory markers and cortisol parameters across depressive subtypes in an older cohort
Veltman, E. M., Lamers, F., Comijs, H. C., Stek, M. L., van der Mast, R. C., & Rhebergen, D. (2018) · Journal of Affective Disorders · doi:10.1016/j.jad.2018.02.080 · Cited by 37 · see citing works
Inflammation is associated with future depressive symptoms among older adults
Bondy, E., Norton, S. A., Voss, M., Marks, R. B., Boudreaux, M. J., Treadway, M. T., Oltmanns, T. F., & Bogdan, R. (2021) · Brain Behavior & Immunity - Health · doi:10.1016/j.bbih.2021.100226 · Cited by 35 · see citing works
Gigantesco, A., Ferrante, G., Baldissera, S., Masocco, M., & on behalf of the PASSI coordinating group (2015) · Preventing Chronic Disease · doi:10.5888/pcd12.150154 · Cited by 25 · see citing works
de Menezes, S. T., de Figueiredo, R. C., Goulart, A. C., Nunes, M. A., M. Benseñor, I., Viana, M. C., & Barreto, S. M. (2017) · Journal of Affective Disorders · doi:10.1016/j.jad.2016.10.046 · Cited by 25 · see citing works
Filgueiras, M. D. S., Pessoa, M. C., Bressan, J., et al. (2021) · European Journal of Pediatrics · doi:10.1007/s00431-021-04040-z · Cited by 9 · see citing works
NCEP-ATP III and IDF criteria for metabolic syndrome predict type 2 diabetes mellitus
Sulistiowati, E., & Sihombing, M. (2016) · Universa Medicina · doi:10.18051/univmed.2016.v35.46-55 · Cited by 7 · see citing works
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Lv, L.-Z., Wang, Z.-D., Ren, J.-J., Li, L.-H., Liu, X.-B., Li, J.-L., Zhu, H., Jiang, B., Han, Y.-P., Zhou, X.-M., et al. (2026) · Frontiers in Genetics · doi:10.3389/fgene.2025.1722453 · Cited by 7 · see citing works
- Authors
- Shi, R., Gwee, X., Chua, D. Q., Tan, C. T., Yap, K. B., Larbi, A., Lu, Y., & Ng, T. P.
- Affiliations
- Shandong University (CN)
- National University of Singapore (SG)
- Agency for Science, Technology and Research (SG)
- Ng Teng Fong General Hospital (SG)
- Corresponding author
- Lu, Yanxia
- Ng, Tze Pin
- Venue
- Psychoneuroendocrinology
- Publisher
- Elsevier BV
- Published
- 2022-08
- Volume
- 142
- Pages
- 105806
- ISSN
- 0306-4530 (ISSN-L)
- OpenAlex
- W4281392218
- Cited by
- 23
- References
- 54
- Citations by year
- 2026: 8 · 2025: 8 · 2024: 5 · 2023: 1 · 2022: 1
- FWCI
- 1.30
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- Locations
- Psychoneuroendocrinology (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Neuroscience › Biological Psychiatry › Tryptophan and brain disorders
- Life Sciences › Neuroscience › Behavioral Neuroscience › Stress Responses and Cortisol
- Social Sciences › Health › Health disparities and outcomes
- Keywords
- depression, inflammatory markers, inflammatory cytokines, C-reactive protein, interleukin-6, TNF-α, older adults, incident depression
- MeSH terms
- Aged, Aged, 80 and over, C-Reactive Protein, Cross-Sectional Studies, Depression, Humans, Inflammation, Longitudinal Studies, Middle Aged, Prospective Studies, Tumor Necrosis Factor-alpha, Biomarkers, Interleukin-6
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