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COVID-19 related brain MRI changes and anticipated long-term dementia risk: A front-door-criterion-inspired approach
Jingxuan Wang1, Erin L Ferguson2, Ruijia Chen3
1Department of Epidemiology, Harvard T.H. Chan School of Public Health, MA, USA; Department of Epidemiology and Biostatistics, University of California, San Francisco, CA, USA; Department of Epidemiology, Boston University, MA, USA.
Purpose:
Evaluating long-term effects of COVID-19 is challenging due to confounding and lack of comparable unexposed groups. The front-door criterion for causal inference identifies causal effects operating via specific pathways, even if unmeasured confounding occurs. We leverage the front-door criterion to estimate effects of COVID-19 on long-term dementia risk mediated by short-term brain magnetic resonance imaging (MRI) changes.
Methods:
UK Biobank participants (n = 37,426) aged 55 + without prevalent dementia completed brain MRIs. Mediators were defined based on 31 MRI-derived variables previously shown to change due to COVID-19. We evaluated associations of these brain variables with incident all-cause dementia using confounder-adjusted Cox proportional-hazards models and combined results to infer effects of COVID-19 on dementia risk mediated via brain changes.
Results:
Over 4.7 years (SD, 1.5) of follow-up, 112 incident dementia cases occurred. Of the 31 brain MRI-derived variables previously linked to COVID-19, 29 were associated with higher dementia incidence. Brain MRI changes of the magnitude induced on average by COVID-19 were associated with 9 % higher dementia hazard (HR: 1.09 [95 % CI, 1.06-1.12]).
Conclusions:
Front-door-criterion-inspired approaches can circumvent nearly intractable confounding and evaluate effects mediated by short-term physiologic changes. We find that MRI-based structural brain changes attributable to COVID-19 modestly increase dementia risk.
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