To investigate the U2AF1 gene mutation site, mutation load and co-mutations genes in patients with myelodysplastic syndrome (MDS) and their effects on prognosis. Gene mutation detection by next-generation sequence and related clinical data of 234 MDS patients were retrospectively collected and analyzed for the relationship between the clinical characteristics, treatment efficacy and prognosis of U2AF1 gene mutation. Among the 234 MDS patients, the U2AF1 gene mutation rate was 21.7% (51 cases), and the median variant allele frequency was 39.5%. Compared with the wild type, the U2AF1 mutant had a higher incidence of chromosome 8 aberration, and was positively correlated with the occurrence of ASXL1, RUNX1, SETBP1 gene mutation, negatively correlated with SF3B1, NPM1 genes mutation (p < 0.05). The most common mutation site of U2AF1 was S34F (32 cases), while U2AF1 Q157P site mutations had a higher incidence of chromosome 7 abnormalities (p = 0.003). The U2AF1 gene mutation more frequently coincided with signal pathway related gene mutations (p = 0.043) with a trend of shortened overall survival. Among patients with U2AF1 gene mutations, those with ASXL1 mutations were prone to develop into acute myeloid leukemia, those with RUNX1 mutations had an increased risk of relapse, and those with TET2 mutations had higher 1-year survival rate. Compared with the patient group of lower mutation load (VAF ≤ 40%), the group with higher mutation load of U2AF1 (VAF > 40%) had a significantly lower 1-year survival rate (46.1% and 80.5%, p = 0.027). The criteria of U2AF1 VAF > 40% is an independent indicator for poor prognosis of MDS patients. VAF > 40% of U2AF1 is an independent factor of short OS in MDS patients. MDS patients with a mutation in the Q157P site of U2AF1 and a higher U2AF1 mutation load suggests poor prognosis, and co-mutated genes in U2AF1 can affect disease progression and prognosis.