APOE and Alzheimer disease: This is highly relevant in practice because with often a small sample size for an exposure, its R2 (or cis‐heritability) may be under‐estimated, and thus unnecessarily excluded from TWAS analysis; our proposed method overcomes this severe limitation, as demonstrated in our second data example for APOE‐AD association.