Abstract
Background
Despite numerous observational studies, the causal relationship between obesity—measured by body mass index (BMI) and waist circumference (WC)—as well as type 2 diabetes (T2D), lifestyle habits, and susceptibility to low back pain (LBP) remains obscure.
Methods
This investigation employed two-sample Mendelian randomization (MR) analysis to explore causality, using genetic variants linked to relevant factors from genome-wide association studies (GWASs). Specifically, we selected independent genetic variants related to BMI, WC, T2D, smoking, alcohol consumption, and coffee intake from established GWASs, all of which demonstrated genome-wide significance. The comparative data for LBP were derived from a GWAS involving European subjects, under the auspices of the renowned MRC-IEU (Medical Research Council Integrative Epidemiology Unit) consortium.
Results
Elevated BMI and WC were associated with odds ratios of 1.002 (95% confidence interval [CI] = 1.001–1.004, p < 0.001) and 1.003 (95% CI = 1.002–1.004, p < 0.001) for LBP per standard deviation (SD) increase, respectively. Regarding smoking initiation and coffee consumption, the odds ratios stood at 1.002 (95% CI = 1.001–1.004, p = 0.001) and 1.004 (95% CI = 1.001–1.008, p = 0.034) for LBP, respectively. However, an augmented log odds ratio for T2D and each SD rise in alcohol consumption frequency revealed no significant causal impact on LBP risk.
Conclusion
Our findings indicate a potential causal link between obesity, smoking, and coffee intake in the genesis of LBP, suggesting that mitigating these factors could contribute to LBP prevention.
Similar content being viewed by others
References
Knezevic NN, Candido KD, Vlaeyen JWS, Van Zundert J, Cohen SP (2021) Low back pain. Lancet 398:78–92
Disease GBD, Injury I, Prevalence C (2018) Global, regional, and national incidence, prevalence, and years lived with disability for 354 diseases and injuries for 195 countries and territories, 1990–2017: a systematic analysis for the Global Burden of Disease Study 2017. Lancet 392:1789–1858
Xue A, Wu Y, Zhu Z et al (2018) Genome-wide association analyses identify 143 risk variants and putative regulatory mechanisms for type 2 diabetes. Nat Commun 9:2941
Hoy D, Bain C, Williams G et al (2012) A systematic review of the global prevalence of low back pain. Arthritis Rheum 64:2028–2037
Fatoye F, Gebrye T, Odeyemi I (2019) Real-world incidence and prevalence of low back pain using routinely collected data. Rheumatol Int 39:619–626
Morris LD, Daniels KJ, Ganguli B, Louw QA (2018) An update on the prevalence of low back pain in Africa: a systematic review and meta-analyses. BMC Musculoskelet Disord 19:196
Kongsted A, Kent P, Axen I, Downie AS, Dunn KM (2016) What have we learned from ten years of trajectory research in low back pain? BMC Musculoskelet Disord 17:220
Itz CJ, Geurts JW, van Kleef M, Nelemans P (2013) Clinical course of non-specific low back pain: a systematic review of prospective cohort studies set in primary care. Eur J Pain 17:5–15
Hooten WM, Cohen SP (2015) Evaluation and treatment of low back pain: a clinically focused review for primary care specialists. Mayo Clin Proc 90:1699–1718
Lall MP, Restrepo E (2017) The biopsychosocial model of low back pain and patient-centered outcomes following lumbar fusion. Orthop Nurs 36:213–221
Liu N, Tan JS, Liu L, Li H, Wang Y, Yang Y, Qian Q (2023) Roles of obesity in mediating the causal effect of attention-deficit/hyperactivity disorder on diabetes. Epidemiol Psychiatr Sci 11(32):e32
Bener A, Alwash R, Gaber T, Lovasz G (2003) Obesity and low back pain. Coll Antropol 27(1):95–104
Shiri R, Karppinen J, Leino-Arjas P, Solovieva S, Viikari-Juntura E (2010) The association between obesity and low back pain: a meta-analysis. Am J Epidemiol 171(2):135–154
Chou L, Brady SRE, Urquhart DM, Teichtahl AJ, Cicuttini FM, Pasco JA, Brennan-Olsen SL, Wluka AE (2016) The association between obesity and low back pain and disability is affected by mood disorders: a population-based, cross-sectional study of men. Medicine (Baltimore) 95(15):e3367
Peng T, Pérez A, Gabriel KP (2018) The association among overweight, obesity, and low back pain in US adults: a cross-sectional study of the 2015 National Health Interview Survey. J Manipulat Physiol Therapeutics 41(4):294–303
Pozzobon D, Ferreira PH, Dario AB et al (2019) Is there an association between diabetes and neck and back pain? A systematic review with meta-analyses. PLoS ONE 14(2):e0212030
Lima Florencio L, Lopez-de-Andres A, Hernández-Barrera V et al (2020) Is there an association between diabetes and neck and back pain? results of a case-control study. J Clin Med 9(9):2867
Shiri R, Karppinen J, Leino-Arjas P, Solovieva S, Viikari-Juntura E (2010) The association between smoking and low back pain: a meta-analysis. Am J Med 123(1):87.e7–35
Aggarwal N, Anand T, Kishore J, Ingle GK (2013) Low back pain and associated risk factors among undergraduate students of a medical college in Delhi. Educ Health (Abingdon) 26(2):103–108
Tan JS, Liu NN, Guo TT, Hu S, Hua L (2021) Genetically predicted obesity and risk of deep vein thrombosis. Thromb Res 5(207):16–24
Yengo L, Sidorenko J, Kemper KE et al (2018) Meta-analysis of genome-wide association studies for height and body mass index in ∼700000 individuals of European ancestry. Hum Mol Genet 27:3641–3649
Liu M, Jiang Y, Wedow R et al (2019) Association studies of up to 1.2 million individuals yield new insights into the genetic etiology of tobacco and alcohol use. Nat Genetics 51:237–244
Wang J, Tan J, Hua L, Sheng Q, Huang X, Liu P (2023) Genetic predisposition of both waist circumference and hip circumference increased the risk of venous thromboembolism. Thromb Haemost 123(3):347–361
Burgess S, Davey Smith G, Davies NM, Dudbridge F, Gill D, Glymour MM, Hartwig FP, Kutalik Z, Holmes MV, Minelli C, Morrison JV, Pan W, Relton CL, Theodoratou E (2023) Guidelines for performing Mendelian randomization investigations: update for summer 2023. Wellcome Open Res 4(4):186
Hashimoto Y, Matsudaira K, Sawada SS, Gando Y, Kawakami R, Kinugawa C, Okamoto T, Tsukamoto K, Miyachi M, Naito H (2017) Obesity and low back pain: a retrospective cohort study of Japanese males. J Phys Ther Sci 29(6):978–983
Rinaldo L, McCutcheon BA, Gilder H, Kerezoudis P, Murphy M, Maloney P, Hassoon A, Bydon M (2017) Diabetes and back pain: markers of diabetes disease progression are associated with chronic back pain. Clin Diabetes 35(3):126–131
Jacob L, Rathmann W, Koyanagi A, Haro JM, Kostev K (2021) Association between type 2 diabetes and chronic low back pain in general practices in Germany. BMJ Open Diabetes Res Care 9(1):e002426
Ibrahim F, SyedAhmad Sabari SN, Isa SN, Gartika N (2022) Prevalence and factors associated with low back pain among patients with type 2 diabetes mellitus (T2DM). Environ-Behav Proceed J 7(21):3702
Shiri R, Falah-Hassani K, Heliovaara M, Solovieva S, Amiri S, Lallukka T, Burdorf A, Husgafvel-Pursiainen K, Viikari-Jun E (2019) Risk factors for low back pain: a population-based longitudinal study. Arthritis Care Res (Hoboken) 71:290–299
Hestbaek L, Leboeuf-Yde C, Kyvik KO (2006) Are lifestyle-factors in adolescence predictors for adult low back pain? A crosssectional and prospective study of young twins. BMC Musculoskelet Disord 7:27
Karunanayake AL, Pathmeswaran A, Kasturiratne A, Wijeyaratne LS (2013) Risk factors for chronic low back pain in a sample of suburban Sri Lankan adult males. Int J Rheum Dis 16:203–210
Gorman DM, Potamianos G, Williams KA, Frank AO, Duffy SW, Peters TJ (1987) Relationship between alcohol abuse and low back pain. Alcohol Alcohol 22:61–63
Ferrie ML, Rogers AH, Zvolensky MJ, Buckner JD (2022) Alcohol and marijuana co-use among adults with chronic low back pain: associations with substance misuse, mental health, and pain experience. Am J Addict 31(6):546–549
Currie SR, Wilson KG, Gauthier ST (1995) Caffeine and chronic low back pain. Clin J Pain 11:214–219
Tan JS, Ren JM, Fan L, Wei Y, Hu S, Zhu SS, Yang Y, Cai J (2022) Genetic predisposition of anti-cytomegalovirus immunoglobulin g levels and the risk of 9 cardiovascular diseases. Front Cell Infect Microbiol 27(12):884298
Longueira J, Khazan E, Burke F (2022) Nicotine and nicotine replacement therapy use during myocardial perfusion imaging. Fed Pract 39(1):23–27
Johnson GK, Todd GL, Johnson WT, Fung YK, Dubois LM (1991) Effects of topical and systemic nicotine on gingival blood flow in dogs. J Dent Res 70(5):906–909
Eskelinen MH, Ngandu T, Tuomilehto J, Soininen H, Kivipelto M (2009) Midlife coffee and tea drinking and the risk of late-life dementia: a population-based CAIDE study. J Alzheimers Dis 16(1):85–91
Scott JR, Hassett AL, Brummett CM, Harris RE, Clauw DJ, Harte SE (2017) Caffeine as an opioid analgesic adjuvant in fibromyalgia. J Pain Res 28(10):1801–1809
Norisue Y, Kataoka J, Homma Y, Naito T, Tsukuda J, Okamoto K, Kawaguchi T, Ashworth L, Yumiko S, Hoshina Y, Hiraoka E, Fujitani S (2018) Increase in intra-abdominal pressure during airway suctioning-induced cough after a successful spontaneous breathing trial is associated with extubation outcome. Ann Intensive Care 8(1):61
Tan JS, Yan XX, Wu Y, Gao X, Xu XQ, Jiang X, Jia L, Hu S, Hua L, Wang XJ (2021) Rare variants in MTHFR predispose to occurrence and recurrence of pulmonary embolism. Int J Cardiol 15(331):236–242
Acknowledgements
We acknowledge Union_of_Researchers (WeChat Subscription) since we have learned the analysis methods in their WeChat Subscription. We also acknowledged the reviewers and editors who helped us improve our manuscript.
Author information
Authors and Affiliations
Corresponding author
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
Liu, Y., Tang, G. & Li, J. Causations between obesity, diabetes, lifestyle factors and the risk of low back pain. Eur Spine J 33, 525–532 (2024). https://doi.org/10.1007/s00586-023-08069-6
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00586-023-08069-6