Mindpreliminary · human data

Depression and smoking raise back pain risk, and back pain returns the favour

A bidirectional Mendelian randomisation study using genetic data found evidence that greater education (odds ratio 0.54 per 4.2 years of schooling), ever smoking (1.27), greater alcohol consumption (1.29 per category increase) and major depressive disorder (1.41) causally increase the risk of chronic back pain. In the reverse direction, chronic back pain increased alcohol consumption (1.19) and smoking (1.21), while physical activity and sleep did not meet the study's criteria for a causal link.

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Added to Pulse 30 August 2026

Study design
Meta-analysis
Evidence
preliminary
Published
30 August 2026

Key takeaway

What it shows: Stronger than a simple correlation, weaker than a trial: this method uses inherited genetic differences as stand-ins for lifestyle exposures, which sidesteps some confounding but rests on assumptions that can fail. The genetic data came from people of European ancestry, so it may not carry over to other populations.

Study details

Design
Meta-analysis
Authors
Williams FMK, Elgaeva EE, Freidin MB, Zaytseva OO, Aulchenko YS, Tsepilov YA, et al.
Journal
Eur Spine J
Published
2022
Added to Pulse
30 August 2026

Why it matters

Chronic back pain sits alongside a long list of correlated risk factors, from smoking and drinking to depression and low educational attainment, but untangling cause from consequence is notoriously hard. People in pain may smoke or drink more because of the pain, and shared genetic influences can create apparent links that neither variable causes. Conventional observational studies cannot easily separate these possibilities, and randomising people to smoke or to be depressed is impossible. Mendelian randomisation offers a way in by using inherited genetic variants, fixed at conception, as proxies for lifelong exposure.

What they did

The authors ran a bidirectional Mendelian randomisation analysis, testing the causal effect of education, smoking, alcohol consumption, physical activity, sleep and depression on chronic back pain, and then the causal effect of chronic back pain on those same factors. Genetic instruments were drawn from the largest published genome-wide association studies of each trait in individuals of European ancestry. Three analytic approaches were used: inverse variance weighted meta-analysis, Causal Analysis Using Summary Effect, and sensitivity analyses. A relationship was interpreted as causal only if it remained statistically significant after accounting for multiple testing and if the direction and size of the estimates agreed across all methods.

What they found

Four exposures met the criteria for a causal effect on chronic back pain: greater education was protective, with an odds ratio of 0.54 per 4.2 years of schooling, while ever smoking (1.27), greater alcohol consumption (1.29 per category increase) and major depressive disorder (1.41) each raised risk. In the reverse direction, chronic back pain appeared to increase alcohol consumption (1.19) and smoking (1.21), suggesting a feedback loop for both behaviours. The remaining relationships tested, including physical activity and sleep, did not meet the pre-defined criteria for a causal association in either direction.

Where it fits

This adds genetic support to the long-standing observation that back pain is not purely a matter of spines and mechanics, and it puts numbers on the bidirectional nature of the smoking and alcohol links. Where earlier studies could only report associations, the design here narrows the plausible explanations. It also complicates the assumption that physical activity and sleep are causally protective, since neither cleared the study's threshold, though failing to detect an effect is not the same as showing none exists. The genetic instruments and the European ancestry samples both limit how far the findings travel.

What it means for you

This is a reason to think of persistent back pain as entangled with mood and habits rather than sitting apart from them. It suggests smoking and drinking may both contribute to back pain and be increased by it, which is a loop worth being aware of if you are managing long-term pain. Depression showed the strongest effect on risk of the factors tested, which supports treating mental health as part of the same conversation rather than an afterthought. The absence of a clear causal signal for physical activity and sleep here does not mean either is unimportant; it means this particular method did not detect one.

The source

Causal effects of psychosocial factors on chronic back pain: a bidirectional Mendelian randomisation study. Eur Spine J 2022

DOI: 10.1007/s00586-022-07263-2

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