3dMVM cannot handle missing data. I recommend using 3dLMEr or 3dGLMM instead.
On a separate note, Years_OpioidUse and Years_StimulantUse are likely mediators of the age effect. If so, including them when examining age effects may be problematic. For more details, you may find this discussion helpful: Covariate Selection.
Gang Chen
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