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. |
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs10067-022-06455-x/MediaObjects/10067_2022_6455_Fig1_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs10067-022-06455-x/MediaObjects/10067_2022_6455_Fig2_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs10067-022-06455-x/MediaObjects/10067_2022_6455_Fig3_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs10067-022-06455-x/MediaObjects/10067_2022_6455_Fig4_HTML.png)
Similar content being viewed by others
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
Fakra E, Marotte H (2021) Rheumatoid arthritis and depression. Joint Bone Spine 88:105200. https://doi.org/10.1016/j.jbspin.2021.105200
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).
Author information
Authors and Affiliations
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
Ethics declarations
Ethics approval and consent to participate
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.
Disclosures
None.
Additional information
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary information
Below is the link to the electronic supplementary material.
Rights and permissions
Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
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
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s10067-022-06455-x