Aberrant alternative splicing in MM
To investigate whether dysregulated alternative splicing events were implicated in MM initiation and progression, gene set enrichment analysis (GSEA) between healthy donors (HD) and MM patients were performed in Gene Expression Omnibus (GEO) database (GSE6691). This revealed a significant difference in the expression pattern of the alternative splicing pathway genes, notably enriched in MM patients (Figure 1A). AS is generally regulated by splicing factors and the main cause of splicing dysregulation is ascribed to the aberrant expression or activity of splicing factors (11). And 17 splicing factors have been recognized to function as proto-oncogenes or tumor suppressors (12). To identify crucial splicing factors in MM initiation and progression, we performed two rounds of screening consecutively (Figure 1B). The expression level of the 17 splicing factors mentioned above were analyzed and five of them showed concordant differential expression in MM versus normal donors in two datasets (Figure 1B, Supplementary table 3). Then, five selected genes were subjected to survival analysis to determine their prognostic significance in MM. Kaplan-Meier analysis showed that SRSF1 expression in CD138+ MM cells was associated with PFS and OS (Figure 1C), but not other four genes (Supplementary Figure 1). We furtherly used Cox survival regression to jointly fit all the clinical variables captured by revised international staging system (R-ISS) and SRSF1 expression. Univariate and multivariate analyses indicated that high SRSF1 expression was correlated with decreased PFS (Table 1). To further assess the prognostic value of SRSF1, we tested the models fit with ISS (International staging system, ISS), RISS (Revised International Staging System, RISS) alone, and ISS, RISS with SRSF1. Leave-one-out cross-validation was performed to validate the prognostic value of SRSF1. The c-indices of model fit with the combination of ISS and SRSF1 were higher than those of models fit without SRSF1, indicating that SRSF1 improved the prognostic stratification of patients with MM (Table 2). To further explore the role of SRSF1 in plasma cell tumor transformation, we analyzed the SRSF1 expression in patients with plasma cell disease at different stages (MGUS, SMM, MM and PCL) and PCs of normal donor (NC). Among these splicing factors, only the expression level of SRSF1 appeared a progressive increase in the progression of plasma cell dyscrasias (Figure 1D). The above results provided the critical clue about aberrant alternative splicing might facilitate myeloma development and progression, and SRSF1 may be the crucial splicing factor for AS in MM.
SRSF1 increases tumorigenic potentials of MM
Increasing evidence demonstrates that SRSF1 is a prototypical splicing factor overexpressed in many tumors and exerts oncogenic roles via control of AS of cancer-related genes (7, 13, 14, 15, 16). The emerging roles of SRSF1 in AS regulation in cancer are opening up a new therapeutic avenue. Prompted by the above findings, we examined whether SRSF1 exerted oncogenic functions in MM. To unveil potential function of SRSF1 in MM, we transiently silenced endogenous SRSF1 expression with 2 independent siRNAs in MM.1S and LP-1 cells. Knockdown efficiency of SRSF1 in MM.1S and LP-1 cells were confirmed by western blotting and qPCR (Figure 2A, Supplementary Figure 2A).
Compared with the control siRNA, SRSF1 siRNAs significantly inhibited the growth of myeloma cells (Figure 2B, Supplementary Figure 2B). Notably, knockdown of SRSF1 caused G1-phase arrest and promoted apoptosis in myeloma cells (Figure 2C,2D and Supplementary Figure 2C, 2D, 2E, 2F). To evaluate the tumorigenic effect of SRSF1, MM.1S cells transfected with SRSF1-shRNA or control plasmid-constructed lentivirus were injected via the tail vein into the NSG (NOD-SCID IL-2receptor gamma null) mice. Consistent with the in vitro results, bioluminescent imaging monitoring revealed a decreased burden of disease and a prolongation in overall survival in mice injected with SRSF1-shRNA cells compared to the controls (Figure 2E, 2F, 2G). Collectively, these findings prove that SRSF1 functioned as a potential proto-oncogene to facilitate tumorigenesis and its inhibition could impede myeloma progression.
SRSF1 is positively regulated by the transcription factor YY1.
Large-scale genomic studies have uncovered that cancer cells are capable of hijacking the expression of SR proteins, leading to dysfunctional gene splicing and tumor-specific dependencies (8, 17). In order to elucidate the mechanisms mediating the upregulation of SRSF1 in myeloma, we investigated the transcription factors which could bind to the promoter region of SRSF1 using the UCSC (University of California Santa Cruz) genome browser. We first screened out 99 transcription factors that may bind to the promoter region of SRSF1. From these transcription factors, we selected 25 transcription factors with high predicted scores (Cluster Score >= 500) for subsequent analysis. Correlation analysis was conducted to explore the relationship between 25 transcription factors and SRSF1. We found that 5 transcription factors which were correlated with SRSF1 overlapped in the five sets of data (Figure 3A). Furthermore, the results of Pearson correlation analysis indicated that among the five transcription factors, only the expression of YY1 (YY1 transcription factor) in multiple sets of data had the highest correlation coefficient (r>=0.25, p<0.05) with SRSF1 (Figure 3B), suggesting that YY1 probably has a regulatory role in SRSF1.
We next sought to determine the regulation role of YY1 on the transcription of SRSF1. YY1 silencing led to a reduced level of SRSF1 (Figure 3C, Figure 3D). In order to further define the specific site of YY1 regulating SRSF1, CHIP-seq BigWig files were downloaded from GSE31477 and loaded in Integrative Genomics Viewer (IGV) to generate representative image tracks of the YY1 binding site at SRSF1 locus, we noticed that IGV tracks displayed the binding site of YY1 at SRSF1 promoter locus from chr17: 56084421 to 56084751 (Figure 3E). To further validate this finding, we characterized the binding regions of SRSF1 promoter by CHIP-qPCR and observed that the expression of SRSF1 promoter regions pulled down with anti-YY1 were significantly reduced upon YY1 knockdown (Figure 3F). We further performed dual-luciferase reporter assay to determine the interactions. Consistently, YY1 silencing led to a reduced the luciferase activity of the reporter constructs carrying wild-type SRSF1 promoter region, supporting a direct interaction between YY1 and SRSF1 promoter regions (Figure 3G). Taken all together, these data indicated that YY1 plays a pivotal role in regulation of SRSF1.
Dysregulated YY1 promotes myeloma progression and is associated with a poor prognosis
Since YY1 acted as a crucial regulator of the transcription of SRSF1, we next attempted to gain further insights into the effects of the YY1 in MM. We assessed the expression profile of YY1 and observed a significant increase of YY1 in the progression of plasma cell dyscrasias (Figure 4A). Likewise, Kaplan-Meier analysis indicated that high YY1 expression was a predictor of poor prognosis for both OS and PFS in MM patients, indicating that YY1 probably tend to participate in tumor growth (Figure 4B). To verify this hypothesis, loss-of-function studies were performed to identify the roles of YY1 in MM cell proliferation, apoptosis and cell cycle progression. The CCK8 assays showed that YY1 knockdown led to significantly decreased cell proliferation (Figure 4C). In parallel, knockdown of YY1 resulted in a significantly induced apoptosis (Figure 4D, Supplementary Figure 3A). Correspondingly, the flow cytometry analysis showed that the percentage of G1 increased and the percentage of S phase decreased in YY1 knockdown cells, further pointing to the critical role of YY1 in MM (Figure 4E, Supplementary Figure 3B). These above data suggest that YY1 effectively enhances tumor progression in MM cells by promoting the SRSF1 expression.
Global landscape alternative splicing events regulated by SRSF1
Previous studies demonstrate that splicing factor SRSF1 is a crucial family member of SR (serine/arginine-rich) proteins (11). SRSF1 plays a dual role in alternative splicing, as represented by promoting splicing by binding to exonic splicing enhancers and inhibiting splicing by binding to intronic elements (18). In order to investigate SRSF1-regulated AS (alternative splicing) events involved in myeloma, we conducted high-throughput sequencing of RNA (RNA-Seq) on LP-1 cells after SRSF1 depletion. A total of 2349 genes were identified with significant expression change in SRSF1-shRNA cells (Figure 5A and 5B). Kyoto Encyclopedia of Genes and Genomes (KEGG) and Gene Ontology (GO) analysis showed that these genes were associated with cell cycle, mRNA regulation and development processes (Figure 5C and 5D, Supplementary table 4 and 5). GSEA revealed that differentially expressed genes were involved in cell killing and cell growth pathway (Figure 5E and Supplementary table 6). These data support that SRSF1 is involved in multiple steps of RNA regulation and cell growth in MM. Furthermore, RNA-seq analysis revealed a total of 7678 SRSF1-regulated AS events in LP-1 cell with an FDR cut-off of <0.05 (Figure 5F and 5G). Various types of AS events, including skipped exons (SEs), alternative 5’ ss exons (A5SSs), alternative 3’ss exons (A3SSs), retained introns (RIs), and mutually exclusive exons (MXEs), can be regulated by SRSF1. Especially, the majority of these AS events belonged to the skipped exon (SE) category, implying a preference of SRSF1 regulating AS events of SE (Figure 5F and 5G). Among AS events, the index of percent spliced in (PSI) was upregulated in 4098 AS events and downregulated in 3580 AS events via the knockdown of SRSF1 (Figure 5H and Supplementary table 7). ClueGO and CluePedia further revealed that the SRSF1-regulated AS participated in multiple molecular pathways, and most of these were involved in RNA metabolic processes (Supplementary Figure 4 and Supplementary table 8). Overall, SRSF1 tend to promote exon inclusion and is critical to maintain the AS of genes related to RNA processes and cell growth in MM.
SRSF1 as a key splicing factor regulates the AS of RBBP6
To investigate the biological role of the interaction between SRSF1 and target genes, we analyzed the AS events and their transcripts expression regulated by SRSF1, and identified 420 genes with significant change of AS events and transcripts expression. In this regard, it is notable that RBBP6 (RB binding protein 6, ubiquitin ligase), which is closely related to the occurrence and development of tumors and has 3 alternatively spliced transcript variants that encode different isoforms (19). Additionally, The RBBP6 gene encodes three protein isoforms. Isoforms 1 and 2 consist of zinc, RING, retinoblastoma (Rb) and p53 binding domains, while isoform 3 is comprised of the Domain With No Name (DWNN) domain (20). Owing to the RING finger domain, RBBP6 serves as an E3 ubiquitin ligase and has pro-apoptotic functions through ubiquitinating Y-box binding protein 1 (YB-1). YB-1 is a transcription factor involved in suppressing p53 (20, 21). Consistent with the previous observation (22, 23), three isoforms of RBBP6 exit in MM cells (Figure 6A). SRSF1 knockdown caused a significantly decreased iso1 and increased iso3 of RBBP6 (Figure 6A). Depletion of RBBP6 isoform1 (Figure 6B) and ectopic over-expression of RBBP6 isoform3 (Figure 6C) uniformly suppressed cell growth, suggesting their opposite effect on myeloma cell proliferation (Figure 6D and 6E). Moreover, the level of RBBP6 iso1 is associated with poor prognosis (Figure 6F), whereas iso3 expression is associated with favorable prognosis in MM patients. Collectively, these data support the view that SRSF1 regulated RNA splicing of RBBP6 to mediate tumor growth.