Skip to main content

Advertisement

Log in

The Effect of Rheumatoid Arthritis on Features Associated with Sarcopenia: A Mendelian Randomization Study

  • Original Research
  • Published:
Calcified Tissue International Aims and scope Submit manuscript

Abstract

Previous epidemiological evidence suggests rheumatoid arthritis is associated with sarcopenia-related features. However, most of the current evidence is from cross-sectional studies, and the causal link of this association is still to be determined. Therefore, this study was committed to a two-sample Mendelian randomization analysis to assess the causal effect of rheumatoid arthritis on sarcopenia-related features. In this two-sample Mendelian randomization study, instrumental variables for rheumatoid arthritis were obtained from the Non-Cancer Disease Study, and data for the five relevant characteristics of sarcopenia were pooled from UKBiobank. Inverse variance weighting is the primary analysis method for assessing causal effects. MR-Egger regression and weighted median are complementary analysis methods for causal effects. Leave-one-out analysis, horizontal pleiotropy test, and Heterogeneity test are applied as a sensitivity analysis to assess the robustness of causal effect estimates. The inverse variance weighted results for the five characteristics associated with sarcopenia and rheumatoid arthritis were: hand grip strength (right) (beta = − 2.309, se = 0.206, p = 3.340E-29), hand grip strength (left) (beta = − 2.046, se = 0.205, p = 2.166E-23), whole body lean mass (beta = − 0.843, se = 0.135, p = 4.67E-10), appendicular lean mass (beta = − 2.444, se = 0.208, p = 6.069E-32), Usual walking pace (OR 0.340, 95% CI (0.238, 0.484), p = 2.471E-09). The sensitivity analyses did not support that horizontal pleiotropy distorted causal effect estimates. The beta coefficient quantifies the number of standard deviations of the continuous outcome variables (hand grip strength, whole body lean mass, and appendicular lean mass) that change on average with each increase in the standard deviation of the binary exposure variable (rheumatoid arthritis). The odds ratios indicate the increased risk of the binary outcome variable (usual walking pace) per rheumatoid arthritis standard deviation increase. This study has demonstrated a negative causal effect of rheumatoid arthritis with five major sarcopenia-related features in a European population.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1

Similar content being viewed by others

Data Availability

We have provided a catalog and zip file of supplementary files. For all supplemental pictures, tables, and a supplemental file catalog, readers can obtain them from this zip.

Abbreviations

EWGSOP2:

European Working Group on Sarcopenia in Older People 2 

GWAS:

Genome-wide association studies

IVs:

Instrumental variables

IVW:

Inverse variance-weighted

MR:

Mendelian randomization

MR-PRESSO:

Mendelian randomization pleiotropy residual sum and outlier

RA:

Rheumatoid arthritis

SNPs:

Single nucleotide polymorphisms

TNF-α:

Tumor necrosis factor-alpha

References

  1. Cruz-Jentoft AJ, Bahat G, Bauer J et al (2019) Sarcopenia: revised European consensus on definition and diagnosis. Age Ageing 48(4):601–601. https://doi.org/10.1093/ageing/afz046

    Article  PubMed  PubMed Central  Google Scholar 

  2. Bhasin S, Travison TG, Manini TM et al (2020) Sarcopenia definition: the position statements of the sarcopenia definition and outcomes consortium. J Am Geriatr Soc 68(7):1410–1418. https://doi.org/10.1111/jgs.16372

    Article  PubMed  Google Scholar 

  3. Yu H, Luo G, Sun T, Tang Q (2022) Causal effects of homocysteine levels on the components of sarcopenia: a two-sample Mendelian randomization study. Front Genet. https://doi.org/10.3389/fgene.2022.1051047

    Article  PubMed  PubMed Central  Google Scholar 

  4. Firestein GS (2003) Evolving concepts of rheumatoid arthritis. Nature 423(6937):356–361. https://doi.org/10.1038/nature01661

    Article  ADS  CAS  PubMed  Google Scholar 

  5. Dao T, Kirk B, Phu S, Vogrin S, Duque G (2021) Prevalence of sarcopenia and its association with antirheumatic drugs in middle-aged and older adults with rheumatoid arthritis: a systematic review and meta-analysis. Calcif Tissue Int 109(5):475–489. https://doi.org/10.1007/s00223-021-00873-w

    Article  CAS  PubMed  Google Scholar 

  6. Santo RCE, Fernandes KZ, Lora PS, Filippin LI, Xavier RM (2018) Prevalence of rheumatoid cachexia in rheumatoid arthritis: a systematic review and meta-analysis: systematic review of RA cachexia prevalence. J Cachexia Sarcopenia Muscle 9(5):816–825. https://doi.org/10.1002/jcsm.12320

    Article  PubMed  PubMed Central  Google Scholar 

  7. Vlietstra L, Stebbings S, Meredith-Jones K, Abbott JH, Treharne GJ, Waters DL (2019) Sarcopenia in osteoarthritis and rheumatoid arthritis: the association with self-reported fatigue, physical function and obesity. PLoS ONE 14(6):e0217462. https://doi.org/10.1371/journal.pone.0217462

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  8. Lee K, Lim CY (2019) Mendelian randomization analysis in observational epidemiology. J Lipid Atheroscler 8(2):67. https://doi.org/10.12997/jla.2019.8.2.67

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  9. Elsworth B, Lyon M, Alexander T et al (2020) The MRC IEU OpenGWAS data infrastructure. Published online. https://doi.org/10.1101/2020.08.10.244293

    Article  Google Scholar 

  10. Qiu S, Li M, Jin S, Lu H, Hu Y (2021) Rheumatoid arthritis and cardio-cerebrovascular disease: a Mendelian randomization study. Front Genet. https://doi.org/10.3389/fgene.2021.745224

    Article  PubMed  PubMed Central  Google Scholar 

  11. Cox N (2018) UK Biobank shares the promise of big data. Nature 562(7726):194–195. https://doi.org/10.1038/d41586-018-06948-3

    Article  ADS  CAS  PubMed  Google Scholar 

  12. Pei YF, Liu YZ, Yang XL et al (2020) The genetic architecture of appendicular lean mass characterized by association analysis in the UK Biobank study. Commun Biol. https://doi.org/10.1038/s42003-020-01334-0

    Article  PubMed  PubMed Central  Google Scholar 

  13. Hemani G, Zheng J, Elsworth B et al (2018) The MR-base platform supports systematic causal inference across the human phenome. Elife. https://doi.org/10.7554/elife.34408

    Article  PubMed  PubMed Central  Google Scholar 

  14. 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(5):693–698. https://doi.org/10.1038/s41588-018-0099-7

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  15. 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(2):512–525. https://doi.org/10.1093/ije/dyv080

    Article  PubMed  PubMed Central  Google Scholar 

  16. Brion MJA, Shakhbazov K, Visscher PM (2013) Calculating statistical power in Mendelian randomization studies. Int J Epidemiol 42(5):1497–1501. https://doi.org/10.1093/ije/dyt179

    Article  PubMed  Google Scholar 

  17. Boehm FJ, Zhou X (2022) Statistical methods for Mendelian randomization in genome-wide association studies: a review. Comput Struct Biotechnol J 20:2338–2351. https://doi.org/10.1016/j.csbj.2022.05.015

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  18. Burgess S, Thompson SG (2017) Interpreting findings from Mendelian randomization using the MR-Egger method. Eur J Epidemiol 32(5):377–389. https://doi.org/10.1007/s10654-017-0255-x

    Article  PubMed  PubMed Central  Google Scholar 

  19. Wiegmann S, Armbrecht G, Borucki D et al (2021) Association between sarcopenia, physical performance and falls in patients with rheumatoid arthritis: a 1-year prospective study. BMC Musculoskelet Disord. https://doi.org/10.1186/s12891-021-04605-x

    Article  PubMed  PubMed Central  Google Scholar 

  20. Suginohara T, Kawaguchi M, Michihara S, Fujita N, Han LK, Takahashi R (2022) Ninjin’yoeito suppressed the onset of arthritis, pain, and muscle atrophy in rheumatoid arthritis model mice. Front Pharmacol. https://doi.org/10.3389/fphar.2022.974380

    Article  PubMed  PubMed Central  Google Scholar 

  21. Alabarse PVG, Lora PS, Silva JMS et al (2018) Collagen-induced arthritis as an animal model of rheumatoid cachexia: CIA as an animal model of RA. J Cachexia Sarcopenia Muscle 9(3):603–612. https://doi.org/10.1002/jcsm.12280

    Article  PubMed  PubMed Central  Google Scholar 

  22. Ono Y, Miyakoshi N, Kasukawa Y et al (2018) Effects of eldecalcitol and ibandronate on secondary osteoporosis and muscle wasting in rats with adjuvant-induced arthritis. Osteoporos Sarcopenia 4(4):128–133. https://doi.org/10.1016/j.afos.2018.11.085

    Article  PubMed  PubMed Central  Google Scholar 

  23. Webster JM, Sagmeister MS, Fenton CG et al (2021) Global deletion of 11β-HSD1 prevents muscle wasting associated with glucocorticoid therapy in polyarthritis. Int J Mol Sci 22(15):7828. https://doi.org/10.3390/ijms22157828

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  24. Li J, Yi X, Yao Z, Chakkalakal JV, Xing L, Boyce BF (2020) TNF receptor-associated factor 6 mediates TNFα -induced skeletal muscle atrophy in mice during aging. J Bone Miner Res 35(8):1535–1548. https://doi.org/10.1002/jbmr.4021

    Article  CAS  PubMed  Google Scholar 

  25. Gómez-SanMiguel AB, Martín AI, Nieto-Bona MP, Fernández-Galaz C, Villanúa MÁ, López-Calderón A (2016) The melanocortin receptor type 3 agonistd-Trp(8)-γMSH decreases inflammation and muscle wasting in arthritic rats: <Scp>d</scp>-Trp(8)- MSH decreases inflammatory cachexia. J Cachexia Sarcopenia Muscle 7(1):79–89. https://doi.org/10.1002/jcsm.12036

    Article  PubMed  Google Scholar 

  26. Vial G, Coudy-Gandilhon C, Pinel A et al (2020) Lipid accumulation and mitochondrial abnormalities are associated with fiber atrophy in the skeletal muscle of rats with collagen-induced arthritis. Biochim Biophys Acta Mol Cell Biol Lipids 1865(2):158574. https://doi.org/10.1016/j.bbalip.2019.158574

    Article  CAS  PubMed  Google Scholar 

  27. Beaudart C, McCloskey E, Bruyère O et al (2016) Sarcopenia in daily practice: assessment and management. BMC Geriatr. https://doi.org/10.1186/s12877-016-0349-4

    Article  PubMed  PubMed Central  Google Scholar 

  28. Tong JJ, Xu SQ, Wang JX et al (2021) Interactive effect of sarcopenia and falls on vertebral osteoporotic fracture in patients with rheumatoid arthritis. Arch Osteoporos. https://doi.org/10.1007/s11657-021-01017-1

    Article  PubMed  Google Scholar 

  29. Zhang M, Xu S, Zong H et al (2022) Effect of sarcopenia and poor balance on vertebral spinal osteoporotic fracture in female rheumatoid arthritis. Sci Rep. https://doi.org/10.1038/s41598-022-13339-2

    Article  PubMed  PubMed Central  Google Scholar 

Download references

Acknowledgements

We thank Professor Jing Zhang from the Department of Geriatrics, Chengdu University of Traditional Chinese Medicine Hospital, for her detailed review of the initial version of this manuscript and the feedback she gave.

Funding

This manuscript received no external funding.

Author information

Authors and Affiliations

Authors

Contributions

“Conceptualization, Kaixi Ding. And Wei Jiang.; methodology, Kaixi Ding. And Wei Jiang.; software, Juejue Zhangwang. And Jian Li.; validation, Juejue Zhangwang., Kai Ding.; writing—original draft preparation, Kaixi Ding.; writing—review and editing, Kaixi Ding. And Wei Jiang.; visualization, Wei Jiang.; supervision, Ming Lei.; project administration, Ming Lei. And Jian Li.

Corresponding author

Correspondence to Ming Lei.

Ethics declarations

Conflict of interest

Kaixi Ding, Wei Jiang, Juejue Zhangwang, Jian Li, and Ming Lei have declare no competing interests.

Consent to Participate

Not applicable.

Consent for Publication

All authors unanimously approved the publication of this manuscript.

Ethical Approval

Not applicable.

Human and Animal Rights

None of the contributing authors in this manuscript conducted research involving human or animal participants.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary Information

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.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Ding, K., Jiang, W., Zhangwang, J. et al. The Effect of Rheumatoid Arthritis on Features Associated with Sarcopenia: A Mendelian Randomization Study. Calcif Tissue Int 114, 286–294 (2024). https://doi.org/10.1007/s00223-023-01178-w

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00223-023-01178-w

Keywords

Navigation