Cited by 10Tryptophan and brain disordersLong-Term Effects of COVID-19COVID-19 and Mental Health

Inflammation and severity of depressive symptoms in physically active individuals after COVID-19 – An exploratory immunopsychological study investigating the effect of inflammation on depressive symptom severity

Open access
Matits, Lynn, Munk, Moritz, Bizjak, Daniel Alexander, Kolassa, Iris-Tatjana, Karrasch, Sarah, Vollrath, Shirin, Jerg, Achim, Steinacker, Jürgen Michael·2023·Brain, Behavior, & Immunity - Health

Abstract

SARS-CoV-2 infection is a risk factor for the development of depressive symptoms such as lack of energy, loss of interest, and depressed mood. Inflammatory processes might underline this association. The aim of this study was to investigate the association between inflammatory markers and the severity of depression after SARS-CoV-2 infection and the predictive effect of inflammatory markers on the severity of depressive symptoms. Lifestyle factors and lifestyle-related diseases can influence inflammation and depressive symptoms. As these lifestyle factors and lifestyle-related diseases are less common in physically active individuals, they are a suitable population for investigating this research question. We investigated 61 at least moderate physically active individuals on average ∼6 months (SD = 4.22, range = 0.5–19 months) after SARS-CoV-2 infection (t0) and performed a follow-up after 3 months (t1). Depressive symptoms and biomarkers of inflammation (interleukin [IL]-1β, IL-8, IL-10, Ferritin, Lipopolysaccharide-binding-protein [LBP], neutrophil-to-lymphocyte ratio [NLR], platelet-to-lymphocyte ratio [PLR], lymphocyte-to-monocyte ratio [LMR]) and kynurenine [KYN] were measured at both time points. Concentrations of inflammatory markers at t0 were used to predict the severity of depressive symptoms at t0 and t1. Concentrations of KYN were negatively related to the severity of depressive symptoms at t0. Concentrations of LMR predicted higher depressive symptoms at t0 as well as at t1. Furthermore, individuals with lower concentrations of LBP at t0 showed a higher severity of depressive symptoms at t1. No correlation was found between severity of depressive symptoms and IL-1β, IL-8, IL-10, ferritin, NLR, and PLR at both time points. KYN, LBP and LMR might be useful as a predictive factor of depressive symptoms in physically active individuals after SARS-CoV-2 infection. While the results for KYN confirm the current scientific evidence, our results highlight the importance of the innovative inflammatory markers LMR and LBP. LMR and LBP might be interesting targets for predicting the development of depressive symptoms in SARS-CoV-2 infected populations and should be further investigated in future studies.

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.

A few free checks a day · papers already verified open instantly · results are public

Integrity signals

Registry

Crossref · 10.1016/j.bbih.2023.100614

Cites

10 of 10 references verified0 citation errors · 0 not checkable

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.

A few free checks a day · papers already verified open instantly · results are public

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?

  • So far, studies examining the relationship between episode severity and inflammatory ratios have only looked at MDD.

    “So far, studies examining the relationship between episode severity and inflammatory ratios have only looked at MDD.22”

    From Association Between Mood Disorder Severity, Treatment Response and Systemic Inflammatory Markers: Exploring the Role of NLR, PLR, MLR, and SII (2024) · cites this paper as [22]

    The Results (Associations between concentrations of inflammatory markers and depressive symptoms at first attendance; page not specified) examine inflammatory ratios against depressive-symptom severity in physically active people after COVID-19, rather than only in people with MDD. The Discussion (Cytokines; page not specified) cautions that participants with elevated symptom scores cannot necessarily be assumed to meet diagnostic criteria for a depressive episode. (LLM, conf=0.86)

    Checked by a reasoning model — may be wrong.

    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

Flagged first, then by citations

Research works printed but not linked: 56

  1. Aboudounya M.M. Heads R.J. COVID-19 and toll-like receptor 4 (TLR4): SARS-CoV-2 may bind and activate TLR4 to increase ACE2 expression, facilitating entry and causing hyperinflammation Mediat. Inflamm. 2021 2021 1 18 10.1155/2021/8874339 PMC7811571 33505220 · DOI
  2. Al-Hakeim H.K. Al-Rubaye Haneen Tahseen Al-Hadrawi Dhurgham Shihab Almulla A.F. Maes M. Long-COVID Post-viral Chronic Fatigue Syndrome and Affective Symptoms Are Associated with Oxidative Damage, Lowered Antioxidant Defenses and Inflammation: A Proof of Concept and Mechanism Study 2022 10.13140/RG.2.2.28976.84480 PMC9589528 36280755 · DOI
  3. Almulla A.F. Supasitthumrong T. Tunvirachaisakul C. Algon A.A.A. Al-Hakeim H.K. Maes M. The tryptophan catabolite or kynurenine pathway in COVID-19 and critical COVID-19: a systematic review and meta-analysis [Preprint] Infect. Dis. (except HIV/AIDS) 2022 10.1101/2022.02.01.22270268 PMC9284970 35840908 · DOI
  4. Alvarez-Mon M.A. Gómez A.M. Orozco A. Lahera G. Sosa M.D. Diaz D. Auba E. Albillos A. Monserrat J. Alvarez-Mon M. Abnormal distribution and function of circulating monocytes and enhanced bacterial translocation in major depressive disorder Front. Psychiatr. 10 2019 812 10.3389/fpsyt.2019.00812 PMC6873610 31803077 · DOI
  5. Arnone D. Saraykar S. Salem H. Teixeira A.L. Dantzer R. Selvaraj S. Role of Kynurenine pathway and its metabolites in mood disorders: a systematic review and meta-analysis of clinical studies Neurosci. Biobehav. Rev. 92 2018 477 485 10.1016/j.neubiorev.2018.05.031 29940237 PMC6686193 · DOI
  6. Bahrami A. Khorasanchi Z. Sadeghnia H.R. Tayefi M. Avan A. Ferns G.A. Bahrami-Taghanaki H. Ghayour-Mobarhan M. Depression in adolescent girls: relationship to serum vitamins a and E, immune response to heat shock protein 27 and systemic inflammation J. Affect. Disord. 252 2019 68 73 10.1016/j.jad.2019.04.048 30981058 · DOI
  7. Benjamini Y. Hochberg Y. Controlling the False Discovery Rate: A Practical and Powerful Approach Tomultiple Testing vol. 57 1995 1
  8. Bizjak D.A. Treff G. Zügel M. Schumann U. Winkert K. Schneider M. Abendroth D. Steinacker J.M. Differences in immune response during competition and preparation phase in elite rowers Front. Physiol. 12 2021 803863 10.3389/fphys.2021.803863 PMC8718927 34975545 · DOI
  9. Brown S.J. Huang X.-F. Newell K.A. The kynurenine pathway in major depression: what we know and where to next Neurosci. Biobehav. Rev. 127 2021 917 927 10.1016/j.neubiorev.2021.05.018 34029552 · DOI
  10. Colasanto M. Madigan S. Korczak D.J. Depression and inflammation among children and adolescents: a meta-analysis J. Affect. Disord. 277 2020 940 948 10.1016/j.jad.2020.09.025 33065836 · DOI
  11. Dantzer R. Cytokine, sickness behavior, and depression Immunol. Allergy Clin. 29 2 2009 247 264 10.1016/j.iac.2009.02.002 PMC2740752 19389580 · DOI · Paper page
  12. Fernández-de-las-Peñas C. Palacios-Ceña D. Gómez-Mayordomo V. Florencio L.L. Cuadrado M.L. Plaza-Manzano G. Navarro-Santana M. Prevalence of post-COVID-19 symptoms in hospitalized and non-hospitalized COVID-19 survivors: a systematic review and meta-analysis Eur. J. Intern. Med. 92 2021 55 70 10.1016/j.ejim.2021.06.009 34167876 PMC8206636 · DOI
  13. Gray N.S. O'Connor C. Knowles J. Pink J. Simkiss N.J. Williams S.D. Snowden R.J. The influence of the COVID-19 pandemic on mental well-being and psychological distress: impact upon a single country Front. Psychiatr. 11 2020 594115 10.3389/fpsyt.2020.594115 PMC7686842 33262714 · DOI
  14. Guo S. Al-Sadi R. Said H.M. Ma T.Y. Lipopolysaccharide causes an increase in intestinal tight junction permeability in vitro and in vivo by inducing enterocyte membrane expression and localization of TLR-4 and CD14 Am. J. Pathol. 182 2 2013 375 387 10.1016/j.ajpath.2012.10.014 23201091 PMC3562736 · DOI
  15. Halaris A. Inflammation and depression but where does the inflammation come from? Curr. Opin. Psychiatr. 32 5 2019 422 428 10.1097/YCO.0000000000000531 31192815 · DOI
  16. Hashemi Moghanjoughi P. Neshat S. Rezaei A. Heshmat-Ghahdarijani K. Is the neutrophil-to-lymphocyte ratio an exceptional indicator for metabolic syndrome disease and outcomes? Endocr. Pract. 28 3 2022 342 348 10.1016/j.eprac.2021.11.083 34838762 · DOI
  17. Hoshiko H. Feskens E.J.M. Oosterink E. Ariens R.M.C. Mes J.J. de Wit N.J.W. Identification of leaky gut-related markers as indicators of metabolic health in Dutch adults: the Nutrition Questionnaires plus (NQplus) study PLoS One 16 6 2021 e0252936 10.1371/journal.pone.0252936 PMC8177645 34086828 · DOI
  18. Howren M.B. Lamkin D.M. Suls J. Associations of depression with C-reactive protein, IL-1, and IL-6: a meta-analysis Psychosom. Med. 71 2 2009 171 186 10.1097/PSY.0b013e3181907c1b 19188531 · DOI · Paper page
  19. Jacob L. Tully M.A. Barnett Y. Lopez-Sanchez G.F. Butler L. Schuch F. López-Bueno R. McDermott D. Firth J. Grabovac I. Yakkundi A. Armstrong N. Young T. Smith L. The relationship between physical activity and mental health in a sample of the UK public: a cross-sectional study during the implementation of COVID-19 social distancing measures Ment. Health Phys. Act. 19 2020 100345 10.1016/j.mhpa.2020.100345 PMC7378001 32834833 · DOI
  20. Jantaratnotai N. Mosikanon K. Lee Y. McIntyre R.S. The interface of depression and obesity Obes. Res. Clin. Pract. 11 1 2017 1 10 10.1016/j.orcp.2016.07.003 27498907 · DOI · Paper page
  21. Karimi A. Shobeiri P. Kulasinghe A. Rezaei N. Novel systemic inflammation markers to predict COVID-19 prognosis Front. Immunol. 12 2021 741061 10.3389/fimmu.2021.741061 PMC8569430 34745112 · DOI · Paper page
  22. Kayhan F. Gündüz Ş. Ersoy S.A. Kandeğer A. Annagür B.B. Relationships of neutrophil–lymphocyte and platelet–lymphocyte ratios with the severity of major depression Psychiatr. Res. 247 2017 332 335 10.1016/j.psychres.2016.11.016 27978453 · DOI · Paper page
  23. Khanna D. Welch B.S. Rehman A. Pathophysiology of obesity StatPearls 2022 StatPearls Publishing http://www.ncbi.nlm.nih.gov/books/NBK572076/ 34283442
  24. Kiecolt-Glaser J.K. Wilson S.J. Bailey M.L. Andridge R. Peng J. Jaremka L.M. Fagundes C.P. Malarkey W.B. Laskowski B. Belury M.A. Marital distress, depression, and a leaky gut: translocation of bacterial endotoxin as a pathway to inflammation Psychoneuroendocrinology 98 2018 52 60 10.1016/j.psyneuen.2018.08.007 30098513 PMC6260591 · DOI
  25. Krapić M. Kavazović I. Wensveen F.M. Immunological mechanisms of sickness behavior in viral infection Viruses 13 11 2021 2245 10.3390/v13112245 34835051 PMC8624889 · DOI
  26. Lee S.T.H. Inflammation, depression, and anxiety disorder: a population-based study examining the association between Interleukin-6 and the experiencing of depressive and anxiety symptoms Psychiatr. Res. 285 2020 112809 10.1016/j.psychres.2020.112809 32045822 · DOI
  27. Levy I. Cohen-Louck K. Predicting individual function during COVID-19 lockdown: depression, fear of COVID-19, age, and employment Front. Psychol. 12 2021 682122 10.3389/fpsyg.2021.682122 PMC8280345 34276504 · DOI
  28. Limbana T. Khan F. Eskander N. Gut Microbiome and Depression: How Microbes Affect the Way We Think 2020 Cureus 10.7759/cureus.9966 PMC7510518 32983670 · DOI
  29. Lopez-Leon S. Wegman-Ostrosky T. Perelman C. Sepulveda R. Rebolledo P.A. Cuapio A. Villapol S. More than 50 long-term effects of COVID-19: a systematic review and meta-analysis Sci. Rep. 11 1 2021 16144 10.1038/s41598-021-95565-8 PMC8352980 34373540 · DOI · Paper page
  30. Lorkiewicz P. Waszkiewicz N. Biomarkers of post-COVID depression J. Clin. Med. 10 18 2021 4142 10.3390/jcm10184142 34575258 PMC8470902 · DOI · Paper page
  31. Ma J. Liu Q. Clinicopathological and prognostic significance of lymphocyte to monocyte ratio in patients with gastric cancer: a meta-analysis Int. J. Surg. 50 2018 67 71 10.1016/j.ijsu.2018.01.002 29329786 · DOI
  32. Maes M. Kubera M. Leunis J.-C. The gut-brain barrier in major depression: intestinal mucosal dysfunction with an increased translocation of LPS from gram negative enterobacteria (leaky gut) plays a role in the inflammatory pathophysiology of depression Neuroendocrinol. Lett. 29 1 2008 117 124 18283240
  33. Majd M. Saunders E.F.H. Engeland C.G. Inflammation and the dimensions of depression: a review Front. Neuroendocrinol. 56 2020 100800 10.1016/j.yfrne.2019.100800 PMC13105217 31654681 · DOI
  34. Marques A. Sarmento H. Martins J. Saboga Nunes L. Prevalence of physical activity in European adults—compliance with the World Health Organization's physical activity guidelines Prev. Med. 81 2015 333 338 10.1016/j.ypmed.2015.09.018 26449407 · DOI
  35. Marx W. McGuinness A.J. Rocks T. Ruusunen A. Cleminson J. Walker A.J. Gomes-da-Costa S. Lane M. Sanches M. Diaz A.P. Tseng P.-T. Lin P.-Y. Berk M. Clarke G. O'Neil A. Jacka F. Stubbs B. Carvalho A.F. Quevedo J. The kynurenine pathway in major depressive disorder, bipolar disorder, and schizophrenia: a meta-analysis of 101 studies Mol. Psychiatr. 26 8 2021 4158 4178 10.1038/s41380-020-00951-9 33230205 · DOI
  36. Mazza M.G. Lucchi S. Tringali A.G.M. Rossetti A. Botti E.R. Clerici M. Neutrophil/lymphocyte ratio and platelet/lymphocyte ratio in mood disorders: a meta-analysis Prog. Neuro Psychopharmacol. Biol. Psychiatr. 84 2018 229 236 10.1016/j.pnpbp.2018.03.012 29535038 · DOI · Paper page
  37. Moriarity D.P. Giollabhui N.M. Ellman L.M. Klugman J. Coe C.L. Abramson L.Y. Alloy L.B. Inflammatory proteins predict change in depressive symptoms in male and female adolescents Clin. Psychol. Sci.: J. Assoc. Psychol. Sci. 7 4 2019 754 767 10.1177/2167702619826586 PMC6655428 31341724 · DOI
  38. Niess A.M. Widmann M. Gaidai R. Gölz C. Schubert I. Castillo K. Sachs J.P. Bizjak D. Vollrath S. Wimbauer F. Vogel A. Keller K. Burgstahler C. Quermann A. Kerling A. Schneider G. Zacher J. Diebold K. Grummt M. COVID-19 in German competitive sports: protocol for a prospective multicenter cohort study (CoSmo-S) Int. J. Publ. Health 67 2022 1604414 10.3389/ijph.2022.1604414 PMC8859834 35197815 · DOI
  39. Nigro E. Polito R. Alfieri A. Mancini A. Imperlini E. Elce A. Krustrup P. Orrù S. Buono P. Daniele A. Molecular mechanisms involved in the positive effects of physical activity on coping with COVID-19 Eur. J. Appl. Physiol. 120 12 2020 2569 2582 10.1007/s00421-020-04484-5 32885275 PMC7471545 · DOI
  40. Peter R.S. Nieters A. Brockmann S.O. Göpel S. Kindle G. Merle U. Steinacker J.M. Kern W.V. Rothenbacher D. for the EPILOC Phase 1 Study Group Association of BMI with general health, working capacity recovered, and post‐acute sequelae of COVID ‐19 Obesity 31 1 2023 43 48 10.1002/oby.23611 36195985 PMC9874798 · DOI
  41. Petruk G. Puthia M. Petrlova J. Samsudin F. Strömdahl A.-C. Cerps S. Uller L. Kjellström S. Bond P.J. Schmidtchen A SARS-CoV-2 spike protein binds to bacterial lipopolysaccharide and boosts proinflammatory activity J. Mol. Cell Biol. 12 12 2021 916 932 10.1093/jmcb/mjaa067 PMC7799037 33295606 · DOI
  42. Pu J. Liu Y. Zhang H. Tian L. Gui S. Yu Y. Chen X. Chen Y. Yang L. Ran Y. Zhong X. Xu S. Song X. Liu L. Zheng P. Wang H. Xie P. An integrated meta-analysis of peripheral blood metabolites and biological functions in major depressive disorder Mol. Psychiatr. 26 8 2021 4265 4276 10.1038/s41380-020-0645-4 PMC8550972 31959849 · DOI
  43. Radloff L.S. The CES-D scale: a self-report depression scale for research in the general population Appl. Psychol. Meas. 1 3 1977 385 401 10.1177/014662167700100306 · DOI · Paper page
  44. Rodríguez-Hernández H. Simental-Mendía L.E. Rodríguez-Ramírez G. Reyes-Romero M.A. Obesity and inflammation: epidemiology, risk factors, and markers of inflammation Int. J. Endocrinol. 2013 2013 e678159 10.1155/2013/678159 PMC3652163 23690772 · DOI
  45. Saltzman L.Y. Hansel T.C. Bordnick P.S. Loneliness, isolation, and social support factors in post-COVID-19 mental health Psychol. Trauma: Theor. Res. Pract. Pol. 12 S1 2020 S55 S57 10.1037/tra0000703 32551762 · DOI
  46. Schwarcz R. Whetsell W.O. Mangano R.M. Quinolinic acid: an endogenous metabolite that produces axon-sparing lesions in rat brain Science 219 4582 1983 316 318 10.1126/science.6849138 6849138 · DOI
  47. Södergren M. Sundquist J. Johansson S.-E. Sundquist K. Physical activity, exercise and self-rated health: a population-based study from Sweden BMC Publ. Health 8 1 2008 352 10.1186/1471-2458-8-352 PMC2576235 18840294 · DOI
  48. Stone T.W. Does kynurenic acid act on nicotinic receptors? An assessment of the evidence J. Neurochem. 152 6 2020 627 649 10.1111/jnc.14907 31693759 PMC7078985 · DOI
  49. Tan D. Fu Y. Tong W. Li F. Prognostic significance of lymphocyte to monocyte ratio in colorectal cancer: a meta-analysis Int. J. Surg. 55 2018 128 138 10.1016/j.ijsu.2018.05.030 29807167 · DOI
  50. Taquet M. Luciano S. Geddes J.R. Harrison P.J. Bidirectional associations between COVID-19 and psychiatric disorder: retrospective cohort studies of 62 354 COVID-19 cases in the USA Lancet Psychiatr. 8 2 2021 130 140 10.1016/S2215-0366(20)30462-4 PMC7820108 33181098 · DOI · Paper page
  51. Troyer E.A. Kohn J.N. Hong S. Are we facing a crashing wave of neuropsychiatric sequelae of COVID-19? Neuropsychiatric symptoms and potential immunologic mechanisms Brain Behav. Immun. 87 2020 34 39 10.1016/j.bbi.2020.04.027 32298803 PMC7152874 · DOI · Paper page
  52. Vahdat Shariatpanaahi M. Vahdat Shariatpanaahi Z. Moshtaaghi M. Shahbaazi S.H. Abadi A. The relationship between depression and serum ferritin level Eur. J. Clin. Nutr. 61 4 2007 532 535 10.1038/sj.ejcn.1602542 17063146 · DOI
  53. Vilagut G. Forero C.G. Barbaglia G. Alonso J. Screening for depression in the general population with the center for epidemiologic studies depression (CES-D): a systematic review with meta-analysis PLoS One 11 5 2016 e0155431 10.1371/journal.pone.0155431 PMC4868329 27182821 · DOI
  54. Zainal N.H. Newman M.G. Increased inflammation predicts nine-year change in major depressive disorder diagnostic status J. Abnorm. Psychol. 130 8 2021 829 840 10.1037/abn0000716 34618490 PMC8629837 · DOI
  55. Zalli A. Jovanova O. Hoogendijk W.J.G. Tiemeier H. Carvalho L.A. Low-grade inflammation predicts persistence of depressive symptoms Psychopharmacology 233 9 2016 1669 1678 10.1007/s00213-015-3919-9 25877654 PMC4828485 · DOI
  56. Zhang X. Li X. Sun Z. He Y. Xu W. Campbell H. Dunlop M.G. Timofeeva M. Theodoratou E. Physical activity and COVID-19: an observational and Mendelian randomisation study J. Global Health 10 2 2020 020514 10.7189/jogh-10-020514 PMC7719276 33312507 · DOI

Cited by

Sorted by citations

Authors
Matits, L., Munk, M., Bizjak, D. A., Kolassa, I.-T., Karrasch, S., Vollrath, S., Jerg, A., & Steinacker, J. M.
Affiliations
  • Universität Ulm (DE)
  • University Hospital Ulm (DE)
Corresponding author
  • Matits, Lynn
  • Steinacker, Jürgen Michael
Venue
Brain, Behavior, & Immunity - Health
Publisher
Elsevier BV
Published
2023-07
Volume
30
Pages
100614
ISSN
2666-3546 (ISSN-L)
OpenAlex
W4360603324
Cited by
10
References
10
Citations by year
2025: 3 · 2024: 3 · 2023: 4
FWCI
0.93
Type
journal article
Language
en
Open access
Locations
  • Brain Behavior & Immunity - Health (publishedVersion, cc-by)
  • PubMed Central (publishedVersion)
  • PubMed (publishedVersion)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Funders
Bundesinstitut für Sportwissenschaft (FKZ 2521BI0106)
Topics
  • Life Sciences › Neuroscience › Biological Psychiatry › Tryptophan and brain disorders
  • Health Sciences › Medicine › Neurology › Long-Term Effects of COVID-19
  • Social Sciences › Psychology › Clinical Psychology › COVID-19 and Mental Health
Keywords
COVID-19 pandemic, depressive symptoms, inflammation, inflammatory markers, physical activity, kynurenine, lymphocyte-to-monocyte ratio, lipopolysaccharide-binding protein, IL-1β, IL-10, interleukin-8, ferritin, neutrophil-to-lymphocyte ratio, platelet-to-lymphocyte ratio, depression prediction

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