Background Recent genetic studies have identified frequent mutations affecting a number of genes encoding RNA splicing factors (SDs) in myelodysplastic syndromes (MDS) and related myeloid neoplasms (MNs). Among these, most frequently mutation are SF3B1, SRSF2, U2AF1, and ZRSR2, whose functions have been intensively studied. By contrast, U2AF2, another SF, is also recurrently mutated in MNs. U2AF2 is a component of the U2 auxiliary factor that forms a heterodimer with U2AF1 for the recognition of the 3’ splice site (3'SS). U2AF2 contains a sequence-specific RNA-binding region with two RNA recognition motifs and identifies polypyrimidine (Py) tract signals of nascent transcripts. However, compared to other splicing factor mutations, U2AF2 mutations are much rare, preventing the detailed analysis of their role in leukemogenesis. Methods To characterize the role of U2AF2 mutations, we systematically analyzed mutation spectrum in 6,369 with different MNs using targeted-capture sequencing. We also performed RNA sequencing of cKit(+) bone marrow cells from 6 U2AF2 mutated MDS cases along with 52 MDS patients without common splicing factor mutations and 25 healthy individuals. THP1 and HL60 leukemia cells with exogenous expression of wildtype or mutant U2AF2 were established to evaluate the splicing response. We also used clustered regularly interspaced short palindromic repeats /CRISPR-associated protein-9 nuclease (CRISPR/cas9) to introduce the p.190_195del mutation to U2AF2 in K562 and MOLM-13 leukemia cells, generating an isogenic model so that splicing alterations can be attributed solely to mutant U2AF2. Results In total, U2AF2 mutations were found in 34 (0.53%) of 6,369 MN cases, of which 29 had the recurrent p.190_195del mutation, the median age of U2AF2 mutations was 55 years (range 31-79) and 55% were diagnosed with MDS, 31% with CMML and 7% with AML. U2AF2-mutated patients showed a male predominance (90%). The most frequently co-mutated gene was ASXL1 with 52%, followed by SETBP1 (35%) STAG2 (21%),RUNX1 (21%), CSF3R, NRAS, DNMT3A, NF1, PTPN11, ETV6, and STAT3. To investigate the effects of the U2AF2 p.190_195del mutation on RNA splicing, we analyzed transcriptome sequencing, followed by the rMATS bioinformatics pipeline to determine alternative splicing (AS) events . Various types of AS events were identified, including skipped exons (SEs), alternative 5’ ss exons (A5SSs), alternative 3’ ss exons (A3SSs), retained introns (RIs), and mutually exclusive exons (MXEs). Among these, the skipping exons are the most frequent in both U2AF2-mutant primary MDS cases and cell lines. To explore these alternative splicing results in more detail, we next examined differentially skipped exons. Unsupervised uniform manifold approximation and projection (UMAP) analysis based on the standardized splicing ratio of skipping exons segregated U2AF2-mutated patients from other MDS cases without common splicing factor mutations and healthy individuals. To prioritize mutant U2AF2-induced alterative splicing events, we intersected significant skipping exons across 2 datasets: MDS patient samples with and without U2AF2 p.190_195del mutations, and MDS patient samples with U2AF2 p.190_195del mutations and healthy individuals. The differential skipping exon usages and differential gene expression profiles enables both consensus sequence analysis and pathway/gene-set enrichment analysis. Conclusions Our study revealed that the U2AF2 p.190_195del regulated aberrant alternative splicing facilitated MDS progression through perturbations in splice isoforms. A better understanding of the U2AF2 p.190_195del and its critical specific changes will provide novel insights into disease pathophysiology and potentially inform future treatment decisions.