scholarly journals Comprehensive network analysis reveals alternative splicing-related lncRNAs in hepatocellular carcinoma

2019 ◽  
Author(s):  
Junqing Wang ◽  
Yixin Chen ◽  
Keli Xu ◽  
Yin-yuan Mo ◽  
Yunyun Zhou

AbstractA number of recent studies have highlighted the findings that certain lncRNAs are associated with alternative splicing (AS) in tumorigenesis and progression. Although existing work showed the importance of linking certain misregulations of RNA splicing with lncRNAs, a primary concern is the lack of genome-wide comprehensive analysis for their associations.We analyzed an extensive collection of RNA-seq data, quantified 198,619 isoform expressions, and found systematic isoform usage changes between hepatocellular carcinoma (HCC) and normal liver tissue. We identified a total of 1375 splicing switched isoforms and further analyzed their biological functions.To predict which lncRNAs are associated with these AS genes, we integrated the co-expression networks and epigenetic interaction networks collected from text mining and database searching, linking lncRNA modulators such as splicing factors, transcript factors, and miRNAs with their targeted AS genes in HCC. To model the heterogeneous networks in a single framework, we developed a multi-graphic random walk (RWMG) network method to prioritize the lncRNAs associated with AS in HCC. RWMG showed a good performace evaluated by ROC curve based on cross-validation and bootstrapping strategy.As a summary, we identified 31 AS-related lncRNAs including MALAT1 and HOXA11-AS, which have been reported before, as well as some novel lncRNAs such as DNM1P35, HAND2-AS1, and DLX6-AS1. Survival analysis further confirmed the clinical significance of identified lncRNAs.

2018 ◽  
Author(s):  
Jin Li ◽  
Peng Yu

AbstractPsoriasis is a chronic inflammatory disease that affects the skin, nails, and joints. For understanding the mechanism of psoriasis, though, alternative splicing analysis has received relatively little attention in the field. Here, we developed and applied several computational analysis methods to study psoriasis. Using psoriasis mouse and human datasets, our differential alternative splicing analyses detected hundreds of differential alternative splicing changes. Our analysis of conservation revealed many exon-skipping events conserved between mice and humans. In addition, our splicing signature comparison analysis using the psoriasis datasets and our curated splicing factor perturbation RNA-Seq database, SFMetaDB, identified nine candidate splicing factors that may be important in regulating splicing in the psoriasis mouse model dataset. Three of the nine splicing factors were confirmed upon analyzing the human data. Our computational methods have generated predictions for the potential role of splicing in psoriasis. Future experiments on the novel candidates predicted by our computational analysis are expected to provide a better understanding of the molecular mechanism of psoriasis and to pave the way for new therapeutic treatments.


BMC Cancer ◽  
2021 ◽  
Vol 21 (1) ◽  
Author(s):  
Pihua Han ◽  
Jingjun Zhu ◽  
Guang Feng ◽  
Zizhang Wang ◽  
Yanni Ding

Abstract Background Breast cancer (BRCA) is one of the most common cancers worldwide. Abnormal alternative splicing (AS) frequently observed in cancers. This study aims to demonstrate AS events and signatures that might serve as prognostic indicators for BRCA. Methods Original data for all seven types of splice events were obtained from TCGA SpliceSeq database. RNA-seq and clinical data of BRCA cohorts were downloaded from TCGA database. Survival-associated AS events in BRCA were analyzed by univariate COX proportional hazards regression model. Prognostic signatures were constructed for prognosis prediction in patients with BRCA based on survival-associated AS events. Pearson correlation analysis was performed to measure the correlation between the expression of splicing factors (SFs) and the percent spliced in (PSI) values of AS events. Gene ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) were conducted to demonstrate pathways in which survival-associated AS event is enriched. Results A total of 45,421 AS events in 21,232 genes were identified. Among them, 1121 AS events in 931 genes significantly correlated with survival for BRCA. The established AS prognostic signatures of seven types could accurately predict BRCA prognosis. The comprehensive AS signature could serve as independent prognostic factor for BRCA. A SF-AS regulatory network was therefore established based on the correlation between the expression levels of SFs and PSI values of AS events. Conclusions This study revealed survival-associated AS events and signatures that may help predict the survival outcomes of patients with BRCA. Additionally, the constructed SF-AS networks in BRCA can reveal the underlying regulatory mechanisms in BRCA.


2020 ◽  
Author(s):  
Shani T. Gal-Oz ◽  
Nimrod Haiat ◽  
Dana Eliyahu ◽  
Guy Shani ◽  
Tal Shay

AbstractAlternative RNA splicing results in multiple transcripts of the same gene, possibly encoding for different protein isoforms with different protein domains and functionalities. Whereas it is possible to manually determine the effect of a specific alternative splicing event on the domain composition of a particular encoded protein, the process requires the tedious integration of several data sources; it is therefore error prone and its implementation is not feasible for genome-wide characterization of domains affected by differential splicing. To fulfill the need for an automated solution, we developed the Domain Change Presenter (DoChaP), a web server for the visualization of the exon–domain association. DoChaP visualizes all transcripts of a given gene, the domains of the proteins that they encode, and the exons encoding each domain. The visualization enables a comparison between the transcripts and between the protein isoforms they encode for. The organization and visual presentation of the information makes the structural effect of each alternative splicing event on the protein structure easily identified. To enable a study of the conservation of the exon structure, alternative splicing, and the effect of alternative splicing on protein domains, DoChaP also facilitates an inter-species comparison of domain–exon associations. DoChaP thus provides a unique and easy-to-use visualization of the exon–domain association and its conservation between transcripts and orthologous genes and will facilitate the study of the functional effects of alternative splicing in health and disease.


Genetics ◽  
2019 ◽  
Vol 212 (3) ◽  
pp. 931-951 ◽  
Author(s):  
Kasuen Kotagama ◽  
Anna L. Schorr ◽  
Hannah S. Steber ◽  
Marco Mangone

MicroRNAs (miRNAs) are known to modulate gene expression, but their activity at the tissue-specific level remains largely uncharacterized. To study their contribution to tissue-specific gene expression, we developed novel tools to profile putative miRNA targets in the Caenorhabditis elegans intestine and body muscle. We validated many previously described interactions and identified ∼3500 novel targets. Many of the candidate miRNA targets curated are known to modulate the functions of their respective tissues. Within our data sets we observed a disparity in the use of miRNA-based gene regulation between the intestine and body muscle. The intestine contained significantly more putative miRNA targets than the body muscle highlighting its transcriptional complexity. We detected an unexpected enrichment of RNA-binding proteins targeted by miRNA in both tissues, with a notable abundance of RNA splicing factors. We developed in vivo genetic tools to validate and further study three RNA splicing factors identified as putative miRNA targets in our study (asd-2, hrp-2, and smu-2), and show that these factors indeed contain functional miRNA regulatory elements in their 3′UTRs that are able to repress their expression in the intestine. In addition, the alternative splicing pattern of their respective downstream targets (unc-60, unc-52, lin-10, and ret-1) is dysregulated when the miRNA pathway is disrupted. A reannotation of the transcriptome data in C. elegans strains that are deficient in the miRNA pathway from past studies supports and expands on our results. This study highlights an unexpected role for miRNAs in modulating tissue-specific gene isoforms, where post-transcriptional regulation of RNA splicing factors associates with tissue-specific alternative splicing.


2019 ◽  
Vol 35 (21) ◽  
pp. 4469-4471 ◽  
Author(s):  
Kristoffer Vitting-Seerup ◽  
Albin Sandelin

Abstract Summary Alternative splicing is an important mechanism involved in health and disease. Recent work highlights the importance of investigating genome-wide changes in splicing patterns and the subsequent functional consequences. Current computational methods only support such analysis on a gene-by-gene basis. Therefore, we extended IsoformSwitchAnalyzeR R library to enable analysis of genome-wide changes in specific types of alternative splicing and predicted functional consequences of the resulting isoform switches. As a case study, we analyzed RNA-seq data from The Cancer Genome Atlas and found systematic changes in alternative splicing and the consequences of the associated isoform switches. Availability and implementation Windows, Linux and Mac OS: http://bioconductor.org/packages/IsoformSwitchAnalyzeR. Supplementary information Supplementary data are available at Bioinformatics online.


Blood ◽  
2018 ◽  
Vol 132 (Supplement 1) ◽  
pp. 4500-4500
Author(s):  
Mariateresa Fulciniti ◽  
Michael A Lopez ◽  
Anil Aktas Samur ◽  
Eugenio Morelli ◽  
Hervé Avet-Loiseau ◽  
...  

Abstract Gene expression profile has provided interesting insights into the disease biology, helped develop new risk stratification, and identify novel druggable targets in multiple myeloma (MM). However, there is significant impact of alternative pre-mRNA splicing (AS) as one of the key transcriptome modifier. These spliced variants increases the transcriptomic complexity and its misregulation affect disease behavior impacting therapeutic consideration in various disease processes including cancer. Our large well annotated deep RNA sequencing data from purified MM cells data from 420 newly-diagnosed patients treated homogeneously have identified 1534 genes with one or more splicing events observed in at least 10% or more patients. Median alternative splicing event per patient was 595 (range 223 - 2735). These observed global alternative splicing events in MM involves aberrant splicing of critical growth and survival genes affects the disease biology as well as overall survival. Moreover, the decrease of cell viability observed in a large panel of MM cell lines after inhibition of splicing at the pre-mRNA complex and stalling at the A complex confirmed that MM cells are exquisitely sensitive to pharmacological inhibition of splicing. Based on these data, we further focused on understanding the molecular mechanisms driving aberrant alternative splicing in MM. An increasing body of evidence indicates that altered expression of regulatory splicing factors (SF) can have oncogenic properties by impacting AS of cancer-associated genes. We used our large RNA-seq dataset to create a genome wide global alterations map of SF and identified several splicing factors significantly dysregulated in MM compared to normal plasma cells with impact on clinical outcome. The splicing factor Serine and Arginine Rich Splicing Factor 1 (SRSF1), regulating initiation of spliceosome assembly, was selected for further evaluation, as its impact on clinical outcome was confirmed in two additional independent myeloma datasets. In gain-of (GOF) studies enforced expression of SRSF1 in MM cells significantly increased proliferation, especially in the presence of bone marrow stromal cells; and conversely, in loss-of function (LOF) studies, downregulation of SRSF1, using stable or doxy-inducible shRNA systems significantly inhibited MM cell proliferation and survival over time. We utilized SRSF1 mutants to dissect the mechanisms involved in the SRSF1-mediated MM growth induction, and observed that the growth promoting effect of SRSF1 in MM cells was mainly due to its splicing activity. We next investigated the impact of SRSF1 on allelic isoforms of specific gene targets by RNA-seq in LOF and confirmed in GOF studies. Splicing profiles showed widespread changes in AS induced by SRSF1 knock down. The most recurrent splicing events were skipped exon (SE) and alternative first (AF) exon splicing as compared to control cells. SE splice events were primarily upregulated and AF splice events were evenly upregulated and downregulated. Genes in which splicing events in these categories occurred mostly did not show significant difference in overall gene expression level when compared to control, following SRSF1 depletion. When analyzing cellular functions of SRSF1-regulated splicing events, we found that SRSF1 knock down affects genes in the RNA processing pathway as well as genes involved in cancer-related functions such as mTOR and MYC-related pathways. Splicing analysis was corroborated with immunoprecipitation (IP) followed by mass spectrometry (MS) analysis of T7-tagged SRSF1 MM cells. We have observed increased levels of SRSF phosphorylation, which regulates it's subcellular localization and activity, in MM cell lines and primary patient MM cells compared to normal donor PBMCs. Moreover, we evaluated the chemical compound TG003, an inhibitor of Cdc2-like kinase (CLK) 1 and 4 that regulate splicing by fine-tuning the phosphorylation of SR proteins. Treatment with TG003 decreased SRSF1 phosphorylation preventing the spliceosome assembly and inducing a dose dependent inhibition of MM cell viability. In conclusions, here we provide mechanistic insights into myeloma-related splicing dysregulation and establish SRSF1 as a tumor promoting gene with therapeutic potential. Disclosures Avet-Loiseau: Janssen: Consultancy, Membership on an entity's Board of Directors or advisory committees; Celgene: Consultancy, Membership on an entity's Board of Directors or advisory committees, Research Funding; Sanofi: Consultancy, Membership on an entity's Board of Directors or advisory committees, Research Funding; Abbvie: Membership on an entity's Board of Directors or advisory committees; Amgen: Consultancy, Membership on an entity's Board of Directors or advisory committees, Research Funding; Takeda: Membership on an entity's Board of Directors or advisory committees, Research Funding. Munshi:OncoPep: Other: Board of director.


2020 ◽  
Author(s):  
Richard Rigo ◽  
Jérémie Bazin ◽  
Natali Romero-Barrios ◽  
Michaël Moison ◽  
Leandro Lucero ◽  
...  

ABSTRACTAlternative splicing (AS) is a major source of transcriptome and proteome diversity in higher organisms. Long noncoding RNAs (lncRNAs) have emerged as regulators of AS through a range of molecular mechanisms. In Arabidopsis thaliana, the AS regulators NSRa and b, which affect auxin-driven lateral root formation, can interact with the ALTERNATIVE SPLICING COMPETITOR (ASCO) lncRNA. Here, we analyzed the effect of the knockdown and overexpression of ASCO at genome-wide level and found a high number of deregulated and differentially spliced genes, related to flagellin responses and biotic stress. In agreement, roots from ASCO-knocked down plants are more sensitive to flagellin. Surprisingly, only a minor subset of genes overlapped with the AS defects of the nsra/b double mutant. Using biotin-labelled oligonucleotides for RNA-mediated ribonucleoprotein purification, we found that ASCO binds to the highly conserved core spliceosome component PRP8a. ASCO deregulation impairs the recognition of specific flagellin-related transcripts by PRP8a and SmD1b, another spliceosome component, suggesting that ASCO function regulates AS through the interaction with multiple splicing factors. Hence, lncRNAs may interact in a dynamic network with many splicing factors to modulate transcriptome reprogramming in eukaryotes.


Blood ◽  
2016 ◽  
Vol 128 (22) ◽  
pp. 738-738 ◽  
Author(s):  
Katsuhiro Togami ◽  
Vikas Madan ◽  
Jia Li ◽  
Alexandra-Chloe Villani ◽  
Siranush Sarkizova ◽  
...  

Abstract Blastic plasmacytoid dendritic cell neoplasm (BPDCN) is an aggressive malignancy thought to result from transformation of plasmacytoid dendritic cells (pDCs). Clinical outcomes are poor and pathogenesis is unclear. To better understand BPDCN genomics and disease mechanisms, we performed whole exome- (12 BPDCNs), targeted DNA- (additional 12 BPDCNs), bulk whole transcriptome RNA- (12 BPDCNs and 6 BPDCN patient-derived xenografts [PDXs]), and single cell RNA-sequencing (scRNA-seq) compared to normal DCs. We observed RNA splicing factor mutations in 16/24 cases (7 ZRSR2, 6 SRSF2, 1 each SF3B1, U2AF1, SF3A2, SF3B4). Additional recurrent alterations were in genes known to be mutated in other blood cancers: TET2, ASXL1, TP53, GNB1, NRAS, IDH2, ETV6, DNMT3A, and RUNX1. From exome sequencing we also discovered recurrent mutations in CRIPAK (6/12 cases), NEFH (4/12), HNF1A (2/12), PAX3 (2/12), and SSC5D (2/12) that may be unique to BPDCN. ZRSR2 is notable among the recurrently mutated splicing factors in hematologic malignancies in that all mutations are loss-of-function (e.g., nonsense, frameshift). Of note, BPDCN is very male predominant, ZRSR2 is located on chrX and all mutations are in males. ZRSR2 plays a critical role in "minor" or U12-type intron splicing (only 0.3% of all introns). Thus, we hypothesized that mis-splicing, possibly of U12 genes, contributes to BPDCN pathogenesis. Using RNA-seq, we measured aberrant splicing in BPDCN. Intron retention was the most frequent abnormality in ZRSR2 mutant BPDCNs and PDXs compared to non-mutant cases. ZRSR2 mutant intron retention predominantly affected U12 introns (patients: 29.4% of retained introns, P<0.0001; PDX: 94%, P<0.0001). To test if ZRSR2 loss directly causes U12 intron retention in otherwise isogenic cells, we performed ZRSR2 knockdown using doxycycline-inducible shRNAs in the BPDCN cell line, CAL1, which has no known splicing factor mutation. RNA-seq was performed 0, 2, and 7 days after addition of doxycycline in 3 independent clones each of control or ZRSR2 knockdown. Consistent with what we observed in primary BPDCN, intron retention events were higher in ZRSR2 compared to control shRNA cells after 7 days of doxycycline (mean 885.7 vs 122.7 events, P=0.041). Aberrant intron retention after ZRSR2 knockdown largely involved U12 introns (30/732 U12 vs 37/207,344 U2 introns, P<0.0001). SRSF2 and SF3B1 mutations in BPDCN were at hotspots seen in other cancers: SRSF2 P95H/L/R and SF3B1 K666N, mutants that induce specific types of aberrant splicing (Kim, Ca Cell 2015; Darman, Cell Rep 2015). Mutant BPDCNs demonstrated the same aberrations: SRSF2, exon inclusion/exclusion based on CCNG/GGNG exonic splicing enhancer motifs; SF3B1, aberrant 3' splice site recognition. We hypothesized that aberrant splicing may affect RNAs important for pDC development or function. To further define genes uniquely important in BPDCN, we performed scRNA-seq on 4 BPDCNs and on DCs from healthy donors. By principal component analysis, BPDCNs were more similar to pDCs than to conventional DCs (cDCs) or other HLA-DR+ cells. However, several critical genes for pDC function had markedly lower expression in BPDCN including the transcription factors IRF4 and IRF7. Next we determined which genes were commonly mis-spliced in splicing factor mutant BPDCNs. Strikingly, this list included genes already known to be important in driving DC biology or identified in our scRNA-seq as being differentially expressed between BPDCN and healthy pDCs, including IRF7, IRF8, IKZF1, FLT3, and DERL3. To determine if splicing factor mutations affect DC function, we stimulated ZRSR2 knockdown or control CAL1 cells with Toll-like receptor (TLR) 7, 8, and 9 agonists (R848 or CpG oligo). ZRSR2 knockdown inhibited upregulation of the CD80 costimulatory molecule and aggregation of CAL1 cells, suggesting impairment in activation. Using mouse conditional knock-in bone marrow in ex vivo multipotent progenitor assays, DC differentiation induced by FLT3 ligand was biased toward pDCs and away from cDCs in SRSF2 P95H mutant compared to wild-type cells. However, cDC and monocyte differentiation in the presence of GM-CSF was not affected. In conclusion, splicing factors are frequently mutated in BPDCN and lead to specific splicing defects. Splicing factor mutations may promote BPDCN by affecting pathways important in DC maturation or activation, which could contribute to transformation. Disclosures Seiler: H3 Biomedicine: Employment. Buonamici:H3 Biomedicine: Employment. Lane:Stemline Therapeutics: Research Funding; N-of-1: Consultancy.


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