We found distinct somatic mutation profiles in ICD subtypes and observed that gene mutations such as DNMT3A, FLT3, RUNX1, and NPM1 occurred at higher frequencies in AML patients’ somatic mutations. The gene discussed is RUNX1; the disease is acute myeloid leukemia.