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Assessment of bidirectional relationships between depression and rheumatoid arthritis among adults: a two-sample Mendelian randomization study

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Abstract

Objective

Increasing evidence shows that depression is associated with rheumatoid arthritis (RA). However, the causality and direction of this association remain unclear, because links between the two diseases might be caused by shared environmental confounding factors. Our study aims to understand a putative causal link between the two diseases.

Methods

We retrieved summary statistics from meta-analyses of non-overlap** genome-wide association studies (GWASes) for depression (n = 807,553, 246,363 cases and 561,190 controls) and RA (n = 58,284, 14,361 cases and 42,923 controls). We combined Mendelian randomization (MR) estimates from each genetic instrument using inverse-variance weighted (IVW) meta-analysis, with alternate methods (e.g., simple median approach, weighted median approach, and MR-Egger regression) and conducted sensitivity analyses to assess the robustness of MR analyses.

Results

We found no evidence of causal relationships between depression and RA across all MR methods (IVW OR, 1.028 for RA; 95% CI, 0.821–1.287; P = 0.810) or vice versa (IVW OR, 0.999 for depression; 95% CI, 0.984–1.014; P = 0.932), indicating the links between the two diseases might be due to confounders.

Conclusion

Despite the results, to optimize treatment outcomes of RA patients, we still emphasize depression should be managed as part of routine clinical care to optimize treatment outcomes of RA.

Key Points

• This is the first MR study to evaluate the causal association between depression and RA.

• MR analyses do not support causal associations between depression and RA.

• The links between depression and RA witnessed in observational studies might be due to environmental confounders.

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Data availability

The original data presented in the study are included in the supplementary material, and further inquiries can be directed to the corresponding authors.

References

  1. Lin YJ, Anzaghe M, Schülke S (2020) Update on the pathomechanism, diagnosis, and treatment options for rheumatoid arthritis. Cells 9:880. https://doi.org/10.3390/cells9040880

  2. McInnes IB, Schett G (2017) Pathogenetic insights from the treatment of rheumatoid arthritis. Lancet 389:2328–2337. https://doi.org/10.1016/s0140-6736(17)31472-1

    Article  CAS  PubMed  Google Scholar 

  3. Aletaha D, Smolen JS (2018) Diagnosis and management of rheumatoid arthritis: a review. JAMA 320:1360–1372. https://doi.org/10.1001/jama.2018.13103

    Article  PubMed  Google Scholar 

  4. Cuijpers P, Vogelzangs N, Twisk J, Kleiboer A, Li J, Penninx BW (2014) Comprehensive meta-analysis of excess mortality in depression in the general community versus patients with specific illnesses. Am J Psychiatry 171:453–462. https://doi.org/10.1176/appi.ajp.2013.13030325

    Article  PubMed  Google Scholar 

  5. Vallerand IA, Patten SB, Barnabe C (2019) Depression and the risk of rheumatoid arthritis. Curr Opin Rheumatol 31:279–284. https://doi.org/10.1097/bor.0000000000000597

    Article  PubMed  PubMed Central  Google Scholar 

  6. Lu MC, Guo HR, Lin MC, Livneh H, Lai NS, Tsai TY (2016) Bidirectional associations between rheumatoid arthritis and depression: a nationwide longitudinal study. Sci Rep 6:20647. https://doi.org/10.1038/srep20647

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  7. Sparks JA, Malspeis S, Hahn J, Wang J, Roberts AL, Kubzansky LD, Costenbader KH (2021) Depression and subsequent risk for incident rheumatoid arthritis among women. Arthritis Care Res (Hoboken) 73:78–89. https://doi.org/10.1002/acr.24441

    Article  CAS  PubMed  Google Scholar 

  8. Matcham F, Rayner L, Steer S, Hotopf M (2013) The prevalence of depression in rheumatoid arthritis: a systematic review and meta-analysis. Rheumatology (Oxford) 52:2136–2148. https://doi.org/10.1093/rheumatology/ket169

    Article  PubMed  Google Scholar 

  9. Choi KW, Chen CY, Stein MB, Klimentidis YC, Wang MJ, Koenen KC, Smoller JW (2019) Assessment of bidirectional relationships between physical activity and depression among adults: a 2-sample Mendelian randomization study. JAMA Psychiat 76:399–408. https://doi.org/10.1001/jamapsychiatry.2018.4175

    Article  Google Scholar 

  10. Howard DM, Adams MJ, Clarke TK, Hafferty JD, Gibson J, Shirali M, Coleman JRI, Hagenaars SP, Ward J, Wigmore EM, Alloza C, Shen X, Barbu MC, Xu EY, Whalley HC, Marioni RE, Porteous DJ, Davies G, Deary IJ, Hemani G, Berger K, Teismann H, Rawal R, Arolt V, Baune BT, Dannlowski U, Domschke K, Tian C, Hinds DA, Trzaskowski M, Byrne EM, Ripke S, Smith DJ, Sullivan PF, Wray NR, Breen G, Lewis CM, McIntosh AM (2019) Genome-wide meta-analysis of depression identifies 102 independent variants and highlights the importance of the prefrontal brain regions. Nat Neurosci 22:343–352. https://doi.org/10.1038/s41593-018-0326-7

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  11. Okada Y, Wu D, Trynka G, Raj T, Terao C, Ikari K, Kochi Y, Ohmura K, Suzuki A, Yoshida S, Graham RR, Manoharan A, Ortmann W, Bhangale T, Denny JC, Carroll RJ, Eyler AE, Greenberg JD, Kremer JM, Pappas DA, Jiang L, Yin J, Ye L, Su DF, Yang J, **e G, Keystone E, Westra HJ, Esko T, Metspalu A, Zhou X, Gupta N, Mirel D, Stahl EA, Diogo D, Cui J, Liao K, Guo MH, Myouzen K, Kawaguchi T, Coenen MJ, van Riel PL, van de Laar MA, Guchelaar HJ, Huizinga TW, Dieudé P, Mariette X, Bridges SL Jr, Zhernakova A, Toes RE, Tak PP, Miceli-Richard C, Bang SY, Lee HS, Martin J, Gonzalez-Gay MA, Rodriguez-Rodriguez L, Rantapää-Dahlqvist S, Arlestig L, Choi HK, Kamatani Y, Galan P, Lathrop M, Eyre S, Bowes J, Barton A, de Vries N, Moreland LW, Criswell LA, Karlson EW, Taniguchi A, Yamada R, Kubo M, Liu JS, Bae SC, Worthington J, Padyukov L, Klareskog L, Gregersen PK, Raychaudhuri S, Stranger BE, De Jager PL, Franke L, Visscher PM, Brown MA, Yamanaka H, Mimori T, Takahashi A, Xu H, Behrens TW, Siminovitch KA, Momohara S, Matsuda F, Yamamoto K, Plenge RM (2014) Genetics of rheumatoid arthritis contributes to biology and drug discovery. Nature 506:376–381. https://doi.org/10.1038/nature12873

    Article  CAS  PubMed  Google Scholar 

  12. Burgess S, Thompson SG (2011) Avoiding bias from weak instruments in Mendelian randomization studies. Int J Epidemiol 40:755–764. https://doi.org/10.1093/ije/dyr036

    Article  PubMed  Google Scholar 

  13. Bowden J, Davey Smith G, Burgess S (2015) Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression. Int J Epidemiol 44:512–525. https://doi.org/10.1093/ije/dyv080

    Article  PubMed  PubMed Central  Google Scholar 

  14. Holmes MV, Ala-Korpela M, Smith GD (2017) Mendelian randomization in cardiometabolic disease: challenges in evaluating causality. Nat Rev Cardiol 14:577–590. https://doi.org/10.1038/nrcardio.2017.78

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  15. Hemani G, Bowden J, Davey Smith G (2018) Evaluating the potential role of pleiotropy in Mendelian randomization studies. Hum Mol Genet 27:R195-r208. https://doi.org/10.1093/hmg/ddy163

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  16. Verbanck M, Chen CY, Neale B, Do R (2018) Detection of widespread horizontal pleiotropy in causal relationships inferred from Mendelian randomization between complex traits and diseases. Nat Genet 50:693–698. https://doi.org/10.1038/s41588-018-0099-7

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  17. Zhao SS, Holmes MV, Zheng J, Sanderson E, Carter AR (2021) The impact of education inequality on rheumatoid arthritis risk is mediated by smoking and body mass index: Mendelian randomization study. Rheumatology (Oxford) 61:2167–2175. https://doi.org/10.1093/rheumatology/keab654

    Article  PubMed  PubMed Central  Google Scholar 

  18. Rosoff DB, Kaminsky ZA, McIntosh AM, Davey Smith G, Lohoff FW (2020) Educational attainment reduces the risk of suicide attempt among individuals with and without psychiatric disorders independent of cognition: a bidirectional and multivariable Mendelian randomization study with more than 815,000 participants. Transl Psychiatry 10:388. https://doi.org/10.1038/s41398-020-01047-2

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  19. Bae SC, Lee YH (2019) Causal association between body mass index and risk of rheumatoid arthritis: a Mendelian randomization study. Eur J Clin Invest 49:e13076. https://doi.org/10.1111/eci.13076

    Article  CAS  PubMed  Google Scholar 

  20. Casanova F, O’Loughlin J, Martin S, Beaumont RN, Wood AR, Watkins ER, Freathy RM, Hagenaars SP, Frayling TM, Yaghootkar H, Tyrrell J (2021) Higher adiposity and mental health: causal inference using Mendelian randomization. Hum Mol Genet 30:2371–2382. https://doi.org/10.1093/hmg/ddab204

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  21. Qian Y, Zhang L, Wu DJH, **e Z, Wen C, Mao Y (2020) Genetic predisposition to smoking is associated with risk of rheumatoid arthritis: a Mendelian randomization study. Arthritis Res Ther 22:44. https://doi.org/10.1186/s13075-020-2134-1

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  22. Wootton RE, Richmond RC, Stuijfzand BG, Lawn RB, Sallis HM, Taylor GMJ, Hemani G, Jones HJ, Zammit S, Davey Smith G, Munafò MR (2020) Evidence for causal effects of lifetime smoking on risk for depression and schizophrenia: a Mendelian randomisation study. Psychol Med 50:2435–2443. https://doi.org/10.1017/s0033291719002678

    Article  PubMed  Google Scholar 

  23. Campos AI, Garcia-Marin LM, Christensen H, Batterham PJ, van Velzen LS, Schmaal L, Rabinowitz JA, Jahanshad N, Martin NG, Cuellar-Partida G, Ruderfer D, Mullins N, Rentería ME (2022) Genomics-driven screening for causal determinants of suicide attempt. Aust N Z J Psychiatry 00:48674221091499. https://doi.org/10.1177/00048674221091499

  24. Hitchon CA, Zhang L, Peschken CA, Lix LM, Graff LA, Fisk JD, Patten SB, Bolton J, Sareen J, El-Gabalawy R, Marriott J, Bernstein CN, Marrie RA (2020) Validity and reliability of screening measures for depression and anxiety disorders in rheumatoid arthritis. Arthritis Care Res (Hoboken) 72:1130–1139. https://doi.org/10.1002/acr.24011

    Article  PubMed  Google Scholar 

  25. Pincus T, Hassett AL, Callahan LF (2009) Criterion contamination of depression scales in patients with rheumatoid arthritis: the need for interpretation of patient questionnaires (as all clinical measures) in the context of all information about the patient. Rheum Dis Clin North Am 35(861–864):xi–xii. https://doi.org/10.1016/j.rdc.2009.10.015

    Article  PubMed  Google Scholar 

  26. Baeza-Velasco C, Olié E, Béziat S, Guillaume S, Courtet P (2019) Determinants of suboptimal medication adherence in patients with a major depressive episode. Depress Anxiety 36:244–251. https://doi.org/10.1002/da.22852

    Article  PubMed  Google Scholar 

  27. Matcham F, Norton S, Scott DL, Steer S, Hotopf M (2016) Symptoms of depression and anxiety predict treatment response and long-term physical health outcomes in rheumatoid arthritis: secondary analysis of a randomized controlled trial. Rheumatology (Oxford) 55:268–278. https://doi.org/10.1093/rheumatology/kev306

    Article  PubMed  Google Scholar 

  28. Matcham F, Davies R, Hotopf M, Hyrich KL, Norton S, Steer S, Galloway J (2018) The relationship between depression and biologic treatment response in rheumatoid arthritis: an analysis of the British Society for Rheumatology Biologics Register. Rheumatology (Oxford) 57:835–843. https://doi.org/10.1093/rheumatology/kex528

    Article  PubMed  Google Scholar 

  29. Vallerand IA, Lewinson RT, Frolkis AD, Lowerison MW, Kaplan GG, Swain MG, Bulloch AGM, Patten SB, Barnabe C (2018) Depression as a risk factor for the development of rheumatoid arthritis: a population-based cohort study. RMD Open 4:e000670. https://doi.org/10.1136/rmdopen-2018-000670

    Article  PubMed  PubMed Central  Google Scholar 

  30. Więdłocha M, Marcinowicz P, Krupa R, Janoska-Jaździk M, Janus M, Dębowska W, Mosiołek A, Waszkiewicz N, Szulc A (2018) Effect of antidepressant treatment on peripheral inflammation markers - a meta-analysis. Prog Neuropsychopharmacol Biol Psychiatry 80:217–226. https://doi.org/10.1016/j.pnpbp.2017.04.026

    Article  CAS  PubMed  Google Scholar 

  31. Colasanto M, Madigan S, Korczak DJ (2020) Depression and inflammation among children and adolescents: a meta-analysis. J Affect Disord 277:940–948. https://doi.org/10.1016/j.jad.2020.09.025

    Article  CAS  PubMed  Google Scholar 

  32. Belleau EL, Treadway MT, Pizzagalli DA (2019) The impact of stress and major depressive disorder on hippocampal and medial prefrontal cortex morphology. Biol Psychiatry 85:443–453. https://doi.org/10.1016/j.biopsych.2018.09.031

    Article  PubMed  Google Scholar 

  33. Sałaciak K, Koszałka A, Żmudzka E, Pytka K (2021) The calcium/calmodulin-dependent kinases II and IV as therapeutic targets in neurodegenerative and neuropsychiatric disorders. Int J Mol Sci 22:4307. https://doi.org/10.3390/ijms22094307

  34. Li K, Zhou T, Liao L, Yang Z, Wong C, Henn F, Malinow R, Yates JR 3rd, Hu H (2013) βCaMKII in lateral habenula mediates core symptoms of depression. Science 341:1016–1020. https://doi.org/10.1126/science.1240729

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  35. Song Q, Fan C, Wang P, Li Y, Yang M, Yu SY (2018) Hippocampal CA1 βCaMKII mediates neuroinflammatory responses via COX-2/PGE2 signaling pathways in depression. J Neuroinflammation 15:338. https://doi.org/10.1186/s12974-018-1377-0

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  36. Hasselmann H, Gamradt S, Taenzer A, Nowacki J, Zain R, Patas K, Ramien C, Paul F, Wingenfeld K, Piber D, Gold SM, Otte C (2018) Pro-inflammatory monocyte phenotype and cell-specific steroid signaling alterations in unmedicated patients with major depressive disorder. Front Immunol 9:2693. https://doi.org/10.3389/fimmu.2018.02693

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  37. Nerurkar L, Siebert S, McInnes IB, Cavanagh J (2019) Rheumatoid arthritis and depression: an inflammatory perspective. Lancet Psychiatry 6:164–173. https://doi.org/10.1016/s2215-0366(18)30255-4

    Article  PubMed  Google Scholar 

  38. Fakra E, Marotte H (2021) Rheumatoid arthritis and depression. Joint Bone Spine 88:105200. https://doi.org/10.1016/j.jbspin.2021.105200

    Article  CAS  PubMed  Google Scholar 

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Acknowledgements

We gratefully thank these authors [10, 11] for providing summary statistics used in our MR study.

Funding

This work was supported by the Primary Research Project of Traditional Chinese Medicine in Zhejiang Province (No. 2021ZZ015) and the Scientific Research Project of Traditional Chinese Medicine in Zhejiang Province (No. 2022ZB174 and 2021ZB151).

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Authors

Contributions

Conceptualization, Qin Zhang and Kepeng Yang; methodology, Sijia Fang and Shuo Huang; software, Shuo Huang; formal analysis, Shuo Huang; resources, Sijia Fang; data curation, Fengyuan Tian and Yaxue Han; writing—original draft preparation, Sijia Fang; writing—review and editing, Fengyuan Tian and Yaxue Han; supervision, Qin Zhang. All authors have read and agreed to the published version of the manuscript.

Corresponding authors

Correspondence to Kepeng Yang or Qin Zhang.

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Ethical review and approval were waived for this study, as all data used for this study are publicly available and their original studies are cited. All these studies obtained relevant participant consent and ethical approval.

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Fang, S., Huang, S., Tian, F. et al. Assessment of bidirectional relationships between depression and rheumatoid arthritis among adults: a two-sample Mendelian randomization study. Clin Rheumatol 42, 1039–1046 (2023). https://doi.org/10.1007/s10067-022-06455-x

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