Signaling networks in inflammatory pathways and risk for suicidal behavior
Open accessAbstract
Suicide is a leading cause of death in the young adult population, with few biological markers identified thus far to be associated with suicidality. Cytokines (including IL-6 and TNFα) may contribute to increased risk for depression and suicidality. Few studies have examined the associations of cytokine mRNA expression with depression and suicidal ideation and behavior. This study examines these associations and whether cytokine signaling networks differentiate suicide attempters (SA), suicide ideators (SI), and healthy controls (HC). Cytokine pathway marker (CPM; e.g. cytokines and proteins in cytokine signaling pathways) mRNA gene expression in whole blood was examined in suicide attempters (n = 38), suicide ideators (n = 38), and healthy controls (n = 36). Between-group differences in CPM gene expression were examined. We also examined association of the mRNA of these genes with the severity of depression and suicidal ideation. Novel Gaussian Graphical Model (GGM) techniques were utilized to examine between-network partial correlation differences in cytokine signaling networks relevant to IL-6 and TNFα signaling pathways. The severity of depression symptoms was positively associated with TNFα mRNA levels and negatively associated with IL-10 mRNA levels, but CPM expression was not associated with suicidal ideation severity. There were no between-group differences in CPM markers among healthy controls, SI and SA groups after correcting for multiple comparisons. In network analyses, we found suggestive results of between-group network differences between SI and control groups in gene pairs with IL-6R and STAT3 as common nodes. In a cohort of suicide attempters and ideators, TNFα and IL-10 mRNA levels appear to be associated with depressive symptomology, consistent with elevation of pro-inflammatory cytokine production and reduction of anti-inflammatory cytokine production. Additionally, cytokine signaling networks may differentiate suicide ideators from healthy controls based on between-network differences, with differences possibly related to relationships of IL6R or STAT3 with other components of cytokine signaling networks.
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A recent study reports no association between suicidal ideation severity and cytokine pathway marker mRNA expression.
“However, a recent study reports no association between suicidal ideation severity and cytokine pathway marker mRNA expression (217), and longitudinal studies are needed to determine whether fluctuating suicide risk correlates with severity of inflammation.”
From A brain-centric model of suicidal behavior (2020) · cites this paper as [217]
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Cites
R: A Language and Environment for Statistical Computing
R Core Team (2000) · doi:10.32614/r.manuals · Cited by 355,706 · see citing works
Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing
Benjamini, Y., & Hochberg, Y. (1995) · Journal of the Royal Statistical Society Series B: Statistical Methodology · doi:10.1111/j.2517-6161.1995.tb02031.x · Cited by 109,482 · see citing works
Robust enumeration of cell subsets from tissue expression profiles
Newman, A. M., Liu, C. L., Green, M. R., Gentles, A. J., Feng, W., Xu, Y., Hoang, C. D., Diehn, M., & Alizadeh, A. A. (2015) · Nature Methods · doi:10.1038/nmeth.3337 · Cited by 12,116 · see citing works
Molecular Mechanisms of Depression: Perspectives on New Treatment Strategies
Lang, U. E., & Borgwardt, S. (2013) · Cellular Physiology and Biochemistry · doi:10.1159/000350094 · Cited by 8,501 · 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
Risk factors for suicidal thoughts and behaviors: A meta-analysis of 50 years of research
Franklin, J. C., Ribeiro, J. D., Fox, K. R., Bentley, K. H., Kleiman, E. M., Huang, X., Musacchio, K. M., Jaroszewski, A. C., Chang, B. P., & Nock, M. K. (2017) · Psychological Bulletin · doi:10.1037/bul0000084 · Cited by 3,784 · see citing works
Principles of interleukin (IL)-6-type cytokine signalling and its regulation
HEINRICH, P. C., BEHRMANN, I., HAAN, S., HERMANNS, H. M., MÜLLER-NEWEN, G., & SCHAPER, F. (2003) · Biochemical Journal · doi:10.1042/bj20030407 · Cited by 3,272 · see citing works
“Clinical versus Actuarial Judgment.”
Dawes, R. M., Faust, D., & Meehl, P. E. (1989) · Science · doi:10.1126/science.2648573 · Cited by 2,298 · see citing works
Goldsmith, D. R., Rapaport, M. H., & Miller, B. J. (2016) · Molecular Psychiatry · doi:10.1038/mp.2016.3 · Cited by 1,683 · see citing works
Löwe, B., Kroenke, K., Herzog, W., & Gräfe, K. (2004) · Journal of Affective Disorders · doi:10.1016/s0165-0327(03)00198-8 · Cited by 1,558 · see citing works
Peripheral cytokine and chemokine alterations in depression: a meta‐analysis of 82 studies
Köhler, C. A., Freitas, T. H., Maes, M., de Andrade, N. Q., Liu, C. S., Fernandes, B. S., Stubbs, B., Solmi, M., Veronese, N., Herrmann, N., et al. (2017) · Acta Psychiatrica Scandinavica · doi:10.1111/acps.12698 · Cited by 1,443 · see citing works
Proinflammatory Cytokines, Aging, and Age-Related Diseases
Michaud, M., Balardy, L., Moulis, G., Gaudin, C., Peyrot, C., Vellas, B., Cesari, M., & Nourhashemi, F. (2013) · Journal of the American Medical Directors Association · doi:10.1016/j.jamda.2013.05.009 · Cited by 1,094 · see citing works
Thissen, D., Steinberg, L., & Kuang, D. C. (2002) · Journal of Educational and Behavioral Statistics · doi:10.3102/10769986027001077 · Cited by 966 · see citing works
Nograles, K. E., Zaba, L. C., Guttman‐Yassky, E., Fuentes‐Duculan, J., Suárez‐Fariñas, M., Cardinale, I. R., Khatcherian, A., Gonzalez, J., Pierson, K. C., White, T. R., et al. (2008) · British Journal of Dermatology · doi:10.1111/j.1365-2133.2008.08769.x · Cited by 805 · see citing works
Suicide Attempt as a Risk Factor for Completed Suicide: Even More Lethal Than We Knew
Bostwick, J. M., Pabbati, C., Geske, J. R., & McKean, A. J. (2016) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2016.15070854 · Cited by 759 · see citing works
Psychiatric genome-wide association study analyses implicate neuronal, immune and histone pathways
The Network and Pathway Analysis Subgroup of the Psychiatric Genomics Consortium (2015) · Nature Neuroscience · doi:10.1038/nn.3922 · Cited by 755 · see citing works
Interleukin-6 signaling pathway in targeted therapy for cancer.
Guo, Y.-Q., Xu, F., Lu, T. J., Duan, Z., & Zhang, Z. (2012) · Cancer Treatment Reviews · doi:10.1016/j.ctrv.2012.04.007 · Cited by 690 · see citing works
Cytokine networks in neuroinflammation
Becher, B., Spath, S., & Goverman, J. M. (2016) · Nature reviews. Immunology · doi:10.1038/nri.2016.123 · Cited by 681 · see citing works
Köhler, C. A., Freitas, T. H., Stubbs, B., Maes, M., Solmi, M., Veronese, N., de Andrade, N. Q., Morris, G., Fernandes, B. S., Brunoni, A. R., et al. (2017) · Molecular Neurobiology · doi:10.1007/s12035-017-0632-1 · Cited by 449 · see citing works
Proinflammatory cytokines in the prefrontal cortex of teenage suicide victims
Pandey, G. N., Rizavi, H. S., Ren, X., Fareed, J., Hoppensteadt, D. A., Roberts, R. C., Conley, R. R., & Dwivedi, Y. (2012) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2011.08.006 · Cited by 378 · see citing works
Black, C., & Miller, B. J. (2015) · Biological Psychiatry · doi:10.1016/j.biopsych.2014.10.014 · Cited by 366 · see citing works
Cytokine levels in the blood may distinguish suicide attempters from depressed patients
Janelidze, S., Mattei, D., Westrin, Å., Träskman-Bendz, L., & Brundin, L. (2011) · Brain Behavior and Immunity · doi:10.1016/j.bbi.2010.10.010 · Cited by 298 · see citing works
Luo, Y., & Zheng, S. G. (2016) · Frontiers in Immunology · doi:10.3389/fimmu.2016.00604 · Cited by 288 · see citing works
Tumor necrosis factor-alpha mediated signaling in neuronal homeostasis and dysfunction
Park, K. M., & Bowers, W. J. (2010) · Cellular Signalling · doi:10.1016/j.cellsig.2010.01.010 · Cited by 282 · see citing works
Severity and Variability of Depression Symptoms Predicting Suicide Attempt in High-Risk Individuals
Melhem, N., Porta, G., Oquendo, M. A., Zelazny, J. M., Keilp, J. G., Iyengar, S., Burke, A. K., Birmaher, B. B., Stanley, B., Mann, J. J., et al. (2019) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2018.4513 · Cited by 249 · see citing works
Self-citationBiomarkers of Suicide Attempt Behavior: Towards a Biological Model of Risk
Sudol, K., & Mann, J. J. (2017) · Current Psychiatry Reports · doi:10.1007/s11920-017-0781-y · Cited by 225 · see citing works
The role of cytokines in the pathophysiology of suicidal behavior
Ganança, L., Oquendo, M. A., Tyrka, A. R., Cisneros-Trujillo, S., Mann, J. J., & Sublette, M. E. (2016) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2015.10.008 · Cited by 217 · see citing works
Tumor necrosis factor-mediated cell death: to break or to burst, that’s the question
Herreweghe, F. V., Festjens, N., Declercq, W., & Vandenabeele, P. (2010) · Cellular and Molecular Life Sciences · doi:10.1007/s00018-010-0283-0 · Cited by 206 · see citing works
Suicidal Ideation Questionnaire
Davis, J. M. (1992) · Journal of Psychoeducational Assessment · doi:10.1177/073428299201000311 · Cited by 193 · see citing works
The clinical importance of a cytokine network in the acute phase of sepsis
Matsumoto, H., Ogura, H., Shimizu, K., Ikeda, M., Hirose, T., Matsuura, H., Kang, S., Takahashi, K., Tanaka, T., & Shimazu, T. (2018) · Scientific Reports · doi:10.1038/s41598-018-32275-8 · Cited by 193 · see citing works
Review on statistical methods for gene network reconstruction using expression data
Wang, Y. X. R., & Huang, H. (2014) · Journal of Theoretical Biology · doi:10.1016/j.jtbi.2014.03.040 · Cited by 182 · see citing works
Predicting future suicide attempts among depressed suicide ideators: A 10-year longitudinal study
May, A. M., Klonsky, E. D., & Klein, D. N. (2012) · Journal of Psychiatric Research · doi:10.1016/j.jpsychires.2012.04.009 · Cited by 151 · see citing works
Blunted HPA axis activity prior to suicide attempt and increased inflammation in attempters
Melhem, N. M., Munroe, S., Marsland, A., Gray, K., Brent, D., Porta, G., Douaihy, A., Laudenslager, M. L., DePietro, F., Diler, R., et al. (2017) · Psychoneuroendocrinology · doi:10.1016/j.psyneuen.2017.01.001 · Cited by 124 · see citing works
Self-citationTNF Receptor 2 Makes Tumor Necrosis Factor a Friend of Tumors
Sheng, Y., Li, F., & Qin, Z. (2018) · Frontiers in Immunology · doi:10.3389/fimmu.2018.01170 · Cited by 116 · see citing works
Pandey, G. N., Rizavi, H. S., Zhang, H., Bhaumik, R., & Ren, X. (2018) · Journal of Psychiatry and Neuroscience · doi:10.1503/jpn.170192 · Cited by 113 · see citing works
Impact of Gender and Menstrual Cycle Phase on Plasma Cytokine Concentrations
O’Brien, S. M., Fitzgerald, P., Scully, P., Landers, A., Scott, L. V., & Dinan, T. G. (2007) · NeuroImmunoModulation · doi:10.1159/000107423 · Cited by 107 · see citing works
Evidence for Inflammation-Associated Depression
Liu, C. S., Adibfar, A., Herrmann, N., Gallagher, D., & Lanctôt, K. L. (2016) · Current topics in behavioral neurosciences · doi:10.1007/7854_2016_2 · Cited by 107 · see citing works
An inflammatory profile linked to increased suicide risk
Keaton, S. A., Madaj, Z. B., Heilman, P., Smart, L., Grit, J., Gibbons, R., Postolache, T. T., Roaten, K., Achtyes, E. D., & Brundin, L. (2019) · Journal of Affective Disorders · doi:10.1016/j.jad.2018.12.100 · Cited by 95 · see citing works
Cytokines and Toxicity in Acetaminophen Overdose
James, L. P., Simpson, P. M., Farrar, H. C., Kearns, G. L., Wasserman, G. S., Blumer, J. L., Reed, M. D., Sullivan, J. E., & Hinson, J. (2005) · The Journal of Clinical Pharmacology · doi:10.1177/0091270005280296 · Cited by 87 · see citing works
Inflammation-Associated Depression: Evidence, Mechanisms and Implications
Capuron, L., & Dantzer, R. (2016) · Current topics in behavioral neurosciences · doi:10.1007/978-3-319-51152-8 · Cited by 86 · see citing works
Comparison of normalization methods for Illumina BeadChip HumanHT-12 v3
Schmid, R., Baum, P., Ittrich, C., Fundel‐Clemens, K., Huber, W. K., Brors, B., Eils, R., Weith, A., Mennerich, D., & Quast, K. (2010) · BMC Genomics · doi:10.1186/1471-2164-11-349 · Cited by 82 · see citing works
Targeting TNFR2 as a Novel Therapeutic Strategy for Alzheimer’s Disease
Ortí-Casañ, N., Wu, Y., Naudé, P. J. W., Deyn, P. P. D., Zuhorn, I. S., & Eisel, U. L. M. (2019) · Frontiers in Neuroscience · doi:10.3389/fnins.2019.00049 · Cited by 77 · see citing works
Bhushan, N., Mohnert, F., Sloot, D., Jans, L., Albers, C. J., & Steg, L. (2019) · Frontiers in Psychology · doi:10.3389/fpsyg.2019.01050 · Cited by 76 · see citing works
Mixed Th2 and non-Th2 inflammatory pattern in the asthma–COPD overlap: a network approach
de Llano, L. A. P., Cosío, B. G., Iglesias, A., Cuevas, N. D. L., Soler‐Cataluña, J. J., Alonso, J. L. I., López-Campos, J. L., Calero, C., Plaza, V., Miravitlles, M., et al. (2018) · International Journal of COPD · doi:10.2147/copd.s153694 · Cited by 62 · see citing works
Hoyo-Becerra, C., Huebener, A., Trippler, M., Lutterbeck, M., Liu, Z. J., Truebner, K., Bajanowski, T., Gerken, G., Hermann, D. M., & Schlaak, J. F. (2013) · PLoS ONE · doi:10.1371/journal.pone.0083149 · Cited by 49 · see citing works
SILGGM: An extensive R package for efficient statistical inference in large-scale gene networks
Zhang, R., Ren, Z., & Chen, W. (2018) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1006369 · Cited by 45 · see citing works
Differential Regulatory Analysis Based on Coexpression Network in Cancer Research
Li, J., Li, Y., & Li, Y. (2016) · BioMed Research International · doi:10.1155/2016/4241293 · Cited by 23 · see citing works
Yamasaki, K., Hasegawa, T., & Takeda, M. (2020) · Neuropsychopharmacology Reports · doi:10.1002/npr2.12100 · Cited by 18 · see citing works
Rengasamy, M. L., McClain, L. L., Gandhi, P., Segreti, A. M., Brent, D. A., Peters, D. G., & Pan, L. A. (2018) · Neurology Psychiatry and Brain Research · doi:10.1016/j.npbr.2018.05.001 · Cited by 10 · see citing works
Self-citationThe Pathophysiological Role of Cytokines in Suicide Attempters with Major Depressive Disorder
Kim, S. J., & Kim, Y. K. (2006) · Cited by 1 · see citing works
Flagged first, then by citations
1 of the 51 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
A brain-centric model of suicidal behavior
Mann, J. J., & Rizk, M. M. (2020) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2020.20081224 · Cited by 214 · see citing works
Suicide, neuroinflammation and other physiological alterations
Bengoechea-Fortes, S. D. L. P., Ramı́rez-Expósito, M. J., & Martı́nez-Martos, J. M. (2023) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-023-01584-z · Cited by 39 · see citing works
Inflammatory markers and suicidal behavior: A comprehensive review of emerging evidence
Baldini, V., Gnazzo, M., Varallo, G., Atti, A. R., Ronchi, D. D., Fiorillo, A., & Plazzi, G. (2025) · Annals of General Psychiatry · doi:10.1186/s12991-025-00575-9 · Cited by 38 · see citing works
Clark, C., Richiardi, J., Maréchal, B., Bowman, G. L., Dayon, L., & Popp, J. (2022) · Journal of Neuroinflammation · doi:10.1186/s12974-022-02473-3 · Cited by 30 · see citing works
Fetal inflammatory response and risk for psychiatric disorders
Gibson, B. A., Goodfriend, E., Zhong, Y., & Melhem, N. (2023) · Translational Psychiatry · doi:10.1038/s41398-023-02505-3 · Cited by 21 · see citing works
Self-citationCremone, I. M., Nardi, B., Amatori, G., Palego, L., Baroni, D., Casagrande, D., Massimetti, E., Betti, L., Giannaccini, G., Dell’Osso, L., et al. (2023) · Biomedicines · doi:10.3390/biomedicines11061600 · Cited by 21 · see citing works
Donegan, J. J., & Nemeroff, C. B. (2023) · Advances in experimental medicine and biology · doi:10.1007/978-981-19-7376-5_17 · Cited by 18 · see citing works
Bokor, J., Sütöri, S., Török, D., Gál, Z., Eszlári, N., Győrik, D., Baksa, D., Petschner, P., Serafini, G., Pompili, M., et al. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.746206 · Cited by 15 · see citing works
Etherson, M. E., Lee, S., Loney, K. J., Steward, I. P., Ward, J., McClelland, H., Kandola, A. A., Mendes, J. A. D. A., Hollis, C. P., Townsend, E., et al. (2025) · PLoS ONE · doi:10.1371/journal.pone.0326381 · Cited by 14 · see citing works
Genome-wide methylome-based molecular pathologies associated with depression and suicide
Dwivedi, Y., Roy, B., & Korla, P. K. (2024) · Neuropsychopharmacology · doi:10.1038/s41386-024-02040-9 · Cited by 16 · see citing works
Hoprekstad, G. E., Skrede, S., Bartz-Johannessen, C. A., Joa, I., Reitan, S. K., Steen, V. M., Torsvik, A., Johnsen, E., Kroken, R. A., & Rettenbacher, M. A. (2024) · Brain Behavior & Immunity - Health · doi:10.1016/j.bbih.2024.100756 · Cited by 11 · see citing works
Completed suicide in patients with skin disease: A systematic review and meta‐analysis
Stančič, B. H., Henning, M. A. S., Eriksen, N., de la Cour, J. E. D., Saunte, D. M. L., & Jemec, G. B. E. (2025) · Journal of the European Academy of Dermatology and Venereology · doi:10.1111/jdv.20609 · Cited by 11 · see citing works
Levels of IL-6 are Associated with Lifetime Attempted Suicide in Alcohol Use Disorder Patients
Bramness, J. G., Pandey, S., Moe, J. S., Toft, H., Lien, L., Walby, F. A., Myhre, M. Ø., & Bolstad, I. (2023) · Neuropsychiatric Disease and Treatment · doi:10.2147/ndt.s413101 · Cited by 9 · see citing works
Epigenetics and immunology: Under-recognized aspects of suicidality
Kouter, K., Šmon, J., & Paska, A. V. (2025) · World Journal of Psychiatry · doi:10.5498/wjp.v15.i9.107726 · Cited by 3 · see citing works
Sowa-Kućma, M., Pańczyszyn-Trzewik, P., & Nowak, G. (2021) · European Neuropsychopharmacology · doi:10.1016/j.euroneuro.2021.10.378
Liu, Y. K., Chen, Y., Guo, Z., Wu, W., Zhao, X., Chen, Y., Qin, F., Li, X., Fang, Y., Wen, J., et al. (2025) · European Journal of Integrative Medicine · doi:10.1016/j.eujim.2025.102506
Altê, G. A., & Rodrigues, A. L. S. (2025) · Neuromethods · doi:10.1007/978-1-0716-4603-8_9
Clark, C., Richiardi, J., Maréchal, B., Bowman, G. L., Dayon, L., & Popp, J. (2022) · Figshare · doi:10.6084/m9.figshare.19921025
Биомаркеры в суицидологии (обзор)
Давидовский, С. В. (2025) · Психиатрия психотерапия и клиническая психология · doi:10.34883/pi.2025.16.4.012
Jenkins, A. K., Jia-Richards, M., Scott, M. R., Goodfriend, E., Yin, R., Riston, S., Ketchesin, K. D., Moon, H., Petersen, K. A., Douaihy, A. B., et al. (2026) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.64898/2026.02.27.708508
Self-citation
- Authors
- Rengasamy, M., Zhong, Y., Marsland, A., Chen, K., Douaihy, A., Brent, D., & Melhem, N. M.
- Affiliations
- University of Pittsburgh (US)
- Corresponding author
- Melhem, Nadine M.
- Venue
- Brain, Behavior, & Immunity - Health
- Publisher
- Elsevier BV
- Published
- 2020-08
- Volume
- 7
- Pages
- 100122
- ISSN
- 2666-3546 (ISSN-L)
- PMC
- PMC8009526
- OpenAlex
- W3046603774
- Cited by
- 21
- References
- 51
- Citations by year
- 2026: 1 · 2025: 7 · 2024: 2 · 2023: 6 · 2022: 2 · 2021: 2 · 2020: 1
- FWCI
- 0.82
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- Locations
- Brain Behavior & Immunity - Health (publishedVersion, cc-by-nc-nd)
- PubMed Central (publishedVersion, cc-by-nc-nd)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- National Institute of Mental Health
- National Institutes of Health
- Topics
- Life Sciences › Neuroscience › Biological Psychiatry › Tryptophan and brain disorders
- Social Sciences › Psychology › Clinical Psychology › Suicide and Self-Harm Studies
- Health Sciences › Medicine › Pharmacology › Treatment of Major Depression
- Keywords
- suicide, suicidal ideation, suicide attempters, interleukin-6, TNF-α, IL-10, IL-6 receptor, STAT3, depression severity, inflammatory signaling, whole blood gene expression
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