An umbrella review of meta-analyses found that while many risk factors for cannabis, cocaine, and opioid use disorders were statistically significant, none had convincing evidence, with antisocial behavior showing the strongest link to cannabis use disorder.
Addiction researchers, substance use prevention specialists, clinical psychiatrists
Only antisocial behavior had convincing evidence as a risk factor for cannabis use disorder
What the researchers found
Of 19 associations between 12 risk/protective factors and substance use disorders, none reached "convincing" evidence. Sensitivity analyses found convincing evidence only for antisocial behavior predicting cannabis use disorder (OR=3.34, 95% CI: 2.53-4.41). Smoking had highly suggestive evidence for nonmedical prescription opioid use (OR=3.07).
Why it matters
Despite many claimed risk factors for substance use disorders, this rigorous evaluation shows that very few have truly strong evidence, which should guide prevention efforts toward the most well-supported targets.
The numbers in context
3,072 initial references; 5 meta-analyses included; 19 associations examined; 12 risk/protective factors; cases: 4,539; total N: over 1.1 billion; 84% of associations statistically significant but none convincing; antisocial behavior and CUD OR=3.34 in sensitivity analysis.
How the study worked
Umbrella review of meta-analyses of observational studies from PubMed-MEDLINE/PsycInfo (through September 2020), grading evidence credibility from "not significant" to "convincing" using established criteria, with quality assessment via AMSTAR-2.
What this study cannot tell us
Limited to published meta-analyses which may have their own quality issues; 40% of included meta-analyses rated critically low quality; cannot examine interactions between risk factors.
How to read the evidence
Rigorous umbrella review methodology with evidence grading, limited by the quality of underlying meta-analyses.
When this study was published
Search through September 2020.
The bigger picture
The gap between the number of claimed risk factors and those with convincing evidence highlights the need for higher-quality longitudinal research on what truly predicts substance use disorder development.
Questions still open
- Why do so few risk factors for substance use disorders have convincing evidence? Would newer, better-designed longitudinal studies change the evidence grades?
Common questions
What predicts cannabis use disorder?
Why aren't more risk factors considered convincing?
Read the original research
Risk and protective factors for cannabis, cocaine, and opioid use disorders: An umbrella review of meta-analyses of observational studies.
Neuroscience and biobehavioral reviews, 126, 243-251
Citation
Solmi, Marco; Dragioti, Elena; Croatto, Giovanni; Radua, Joaquim; Borgwardt, Stefan; Carvalho, Andrè F; Demurtas, Jacopo; Mosina, Anna; Kurotschka, Peter Konstantin; Shin, Jae Il; Fusar-Poli, Paolo. (2021). Risk and protective factors for cannabis, cocaine, and opioid use disorders: An umbrella review of meta-analyses of observational studies.. Neuroscience and biobehavioral reviews, 126, 243-251. https://doi.org/10.1016/j.neubiorev.2021.03.014
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