In summary, we report significant associations of asthma with rare or low-frequency variants in two novel genes, GRASP and MTHFR, in Latinos and the African ancestry sample, respectively, and with a potentially damaging common missense mutation in GSDMB in Latinos and the combined sample. Here, GSDMB is linked to asthma.