Here, we identified a tumor protective function against B16F10 melanoma and MB49 bladder cancer in mice with myeloid deficiency in ABCA1 (A1−M/−M) or ABCA1 and ABCG1 (DKO). Here, ABCA1 is linked to urinary bladder cancer.