Overall, the interplay between IL6 and CRIM1 and the well-known NUDT15 and TPMT improved PAF from 36.4 to 58.2% by considering PGx variants only in an East Asian cohort of pediatric ALL (N = 320). Here, NUDT15 is linked to acute lymphoblastic leukemia.