We dissect distributional regulatory effects at established Alzheimer’s Disease (AD) risk genes including PITRM1, TMEM106B, and the CHRNE/SCIMP/RABEP1 cluster, revealing complex context-dependent regulatory architecture missed by linear analysis. Here, CHRNE is linked to Alzheimer disease.