scholarly journals Comprehensive Analysis of Co-Mutations Identifies Cooperating Mechanisms of Tumorigenesis

Cancers ◽  
2022 ◽  
Vol 14 (2) ◽  
pp. 415
Author(s):  
Limin Jiang ◽  
Hui Yu ◽  
Scott Ness ◽  
Peng Mao ◽  
Fei Guo ◽  
...  

Somatic mutations are one of the most important factors in tumorigenesis and are the focus of most cancer-sequencing efforts. The co-occurrence of multiple mutations in one tumor has gained increasing attention as a means of identifying cooperating mutations or pathways that contribute to cancer. Using multi-omics, phenotypical, and clinical data from 29,559 cancer subjects and 1747 cancer cell lines covering 78 distinct cancer types, we show that co-mutations are associated with prognosis, drug sensitivity, and disparities in sex, age, and race. Some co-mutation combinations displayed stronger effects than their corresponding single mutations. For example, co-mutation TP53:KRAS in pancreatic adenocarcinoma is significantly associated with disease specific survival (hazard ratio = 2.87, adjusted p-value = 0.0003) and its prognostic predictive power is greater than either TP53 or KRAS as individually mutated genes. Functional analyses revealed that co-mutations with higher prognostic values have higher potential impact and cause greater dysregulation of gene expression. Furthermore, many of the prognostically significant co-mutations caused gains or losses of binding sequences of RNA binding proteins or micro RNAs with known cancer associations. Thus, detailed analyses of co-mutations can identify mechanisms that cooperate in tumorigenesis.

2021 ◽  
Author(s):  
Limin Jiang ◽  
Hui Yu ◽  
Scott Ness ◽  
Peng Mao ◽  
Fei Guo ◽  
...  

AbstractSomatic mutations are one of the most important factors in tumorigenesis and are the focus of most cancer sequencing efforts. The co-occurrence of multiple mutations in one tumor has gained increasing attention as a means of identifying cooperating mutations or pathways that contribute to cancer.Using multi-omics, phenotypical, and clinical data from 29,559 cancer subjects and 1,747 cancer cell lines covering 78 distinct cancer types, we show that co-mutations are associated with prognosis, drug sensitivity, and disparities in sex, age, and race. Some co-mutation combinations displayed stronger effects than their corresponding single mutations. For example, co-mutation TP53:KRAS in pancreatic adenocarcinoma is significantly associated with disease specific survival (hazard ratio = 2.87, adjusted p-value = 0.0003) and its prognostic predictive power is greater than either TP53 or KRAS as individually mutated genes. Functional analyses revealed that co-mutations with higher prognostic values have higher potential impact and cause greater dysregulation of gene expression. Furthermore, many of the prognostically significant co-mutations caused gains or losses of binding sequences of RNA binding proteins or micro RNAs with known cancer associations. Thus, detailed analyses of co-mutations can identify mechanisms that cooperate in tumorigenesis.


2020 ◽  
Author(s):  
Shaoyi Ji ◽  
Ze Yang ◽  
Leonardi Gozali ◽  
Thomas Kenney ◽  
Arif Kocabas ◽  
...  

AbstractMature mRNA molecules are typically considered to be comprised of a 5’UTR, a 3’UTR and a coding region (CDS), all attached until degradation. Unexpectedly, however, there have been multiple recent reports of widespread differential expression of mRNA 3’UTRs and their cognate coding regions, resulting in the expression of isolated 3’UTRs (i3’UTRs); these i3’UTRs can be highly expressed, often in reciprocal patterns to their cognate CDS. Similar to the role of other lncRNAs, isolated 3’UTRs are likely to play an important role in gene regulation but little is known about the contexts in which they are deployed. To begin to parse the functions of i3’UTRs, here we carry out in vitro, in vivo and in silico analyses of differential 3’UTR/CDS mRNA ratio usage across tissues, development and cell state changes both for a select list of developmentally important genes as well as through unbiased transcriptome-wide analyses. Across two developmental paradigms we find a distinct switch from high i3’UTR expression of stem cell related genes in proliferating cells compared to newly differentiated cells. Our unbiased transcriptome analysis across multiple gene sets shows that regardless of tissue, genes with high 3’UTR to CDS ratios belong predominantly to gene ontology categories related to cell-type specific functions while in contrast, the gene ontology categories of genes with low 3’UTR to CDS ratios are similar and relate to common cellular functions. In addition to these specific findings our data provide critical information from which detailed hypotheses for individual i3’UTRs can be tested-with a common theme that i3’UTRs appear poised to regulate cell-specific gene expression and state.Significance StatementThe widespread existence and expression of mRNA 3’ untranslated sequences in the absence of their cognate coding regions (called isolated 3’UTRs or i3’UTRs) opens up considerable avenues for gene regulation not previously envisioned. Each isolated 3’UTR may still bind and interact with micro RNAs, RNA binding proteins as well as other nucleic acid sequences, all in the absence or low levels of cognate protein production. Here we document the expression, localization and regulation of i3’UTRs both within particular biological systems as well as across the transcriptome. As this is an entirely new area of experimental investigation these early studies are seminal to this burgeoning field.


2020 ◽  
Vol 11 (12) ◽  
Author(s):  
Qi Lv ◽  
Fan Dong ◽  
Yong Zhou ◽  
Zhiping Cai ◽  
Gangmin Wang

AbstractRNA-binding proteins (RBPs) predominantly contribute to abnormal posttranscriptional gene modulation and disease progression in cancer. Sorbin and SH3 domain-containing 2 (SORBS2), an RBP, has been reported to be a potent tumor suppressor in several cancer types. Through integrative analysis of clinical specimens, we disclosed that the expression level of SORBS2 was saliently decreased in metastatic tissues and positively correlated with overall survival. We observed that overexpression of SORBS2 brought about decreased metastatic capacity in ccRCC cell lines. Transcriptome-wide analysis revealed that SORBS2 notably increased microtubule-associated tumor-suppressor 1 gene (MTUS1) expression. In-depth mechanistic exploring discovered that the Cys2-His2 zinc finger (C2H2-ZnF) domain of SORBS2 directly bound to the 3′ untranslated region (3′UTR) of MTUS1 mRNA, which increased MTUS1 mRNA stability. In addition, we identified that MTUS1 regulated microtubule dynamics via promoting KIF2CS192 phosphorylation by Aurora B. Together, our research identified SORBS2 as a suppressor of ccRCC metastasis by enhancing MTUS1 mRNA stability, providing a novel understanding of RBPs during ccRCC progression.


2020 ◽  
Vol 21 (1) ◽  
Author(s):  
Tracey W. Chan ◽  
Ting Fu ◽  
Jae Hoon Bahn ◽  
Hyun-Ik Jun ◽  
Jae-Hyung Lee ◽  
...  

Abstract Background RNA editing generates modifications to the RNA sequences, thereby increasing protein diversity and shaping various layers of gene regulation. Recent studies have revealed global shifts in editing levels across many cancer types, as well as a few specific mechanisms implicating individual sites in tumorigenesis or metastasis. However, most tumor-associated sites, predominantly in noncoding regions, have unknown functional relevance. Results Here, we carry out integrative analysis of RNA editing profiles between epithelial and mesenchymal tumors, since epithelial-mesenchymal transition is a key paradigm for metastasis. We identify distinct editing patterns between epithelial and mesenchymal tumors in seven cancer types using TCGA data, an observation further supported by single-cell RNA sequencing data and ADAR perturbation experiments in cell culture. Through computational analyses and experimental validations, we show that differential editing sites between epithelial and mesenchymal phenotypes function by regulating mRNA abundance of their respective genes. Our analysis of RNA-binding proteins reveals ILF3 as a potential regulator of this process, supported by experimental validations. Consistent with the known roles of ILF3 in immune response, epithelial-mesenchymal differential editing sites are enriched in genes involved in immune and viral processes. The strongest target of editing-dependent ILF3 regulation is the transcript encoding PKR, a crucial player in immune and viral response. Conclusions Our study reports widespread differences in RNA editing between epithelial and mesenchymal tumors and a novel mechanism of editing-dependent regulation of mRNA abundance. It reveals the broad impact of RNA editing in cancer and its relevance to cancer-related immune pathways.


RNA Biology ◽  
2019 ◽  
Vol 17 (2) ◽  
pp. 211-226 ◽  
Author(s):  
Bin Zhang ◽  
Kamesh R. Babu ◽  
Chun You Lim ◽  
Zhi Hao Kwok ◽  
Jia Li ◽  
...  

2018 ◽  
Author(s):  
Bin Zhang ◽  
Kamesh R. Babu ◽  
Chun You Lim ◽  
Zhi Hao Kwok ◽  
Jia Li ◽  
...  

AbstractRNA binding proteins (RBPs) are key regulators of posttranscriptional processes such as RNA maturation, transport, localization, turnover and translation. Despite their dysregulation in various diseases including cancer, the landscape of RBP expression and regulatory mechanisms in human cancer has not been well characterized. Here, we analyzed mRNA expression of 1487 RBPs in ~6700 clinical samples across 16 human cancer types and found that there were significantly more upregulated RBPs than downregulated ones in tumors when compared to their adjacent normal tissues. Across almost all of the 16 cancer types, 109 RBPs were consistently upregulated (cuRBPs) while only 41 RBPs were consistently downregulated (cdRBPs). Integrating expression with the copy number and DNA methylation data, we found that the overexpression of cuRBPs is largely associated with the amplification of copy number, whereas the downregulation of cdRBPs may be a result of epigenetic silencing mediated by DNA methylation. Furthermore, our results indicated that cuRBPs could work together to promote cancer progression potentially through the involvement of splicing and translation machinery, while cdRBPs might function independently to suppress tumorigenesis. Additionally, we focused on colon cancer and identified several novel potential oncogenic RBPs, such as PABPC1L which might promote cancer development via regulating the core splicing machinery. In summary, we showed distinct expression landscapes, regulatory mechanisms and characteristics of cuRBPs and cdRBPs and implicated several novel RBPs in cancer pathogenesis. Moreover, our results suggest that the involvement of the core pre-mRNA splicing and translation machinery could be critical in tumorigenesis.


2021 ◽  
Author(s):  
Sandhya Malla ◽  
Devi Prasad Bhattarai ◽  
Dario Melguizo-Sanchis ◽  
Ionut Atanasoai ◽  
Paula Groza ◽  
...  

AbstractThe pluripotent state is not solely governed by the action of the core transcription factors Oct4, Sox2, and Nanog, but also by a series of co-transcriptional and post-transcriptional events, including alternative splicing (AS) and the interaction of RNA-binding proteins (RBPs) with defined subpopulations of RNAs. Zinc Finger Protein 207 (ZFP207) is an essential transcription factor for mammalian embryonic development. Here, we employ multiple functional analyses to characterize the role of ZFP207 in mouse embryonic stem cells (ESCs). We find that ZFP207 plays a pivotal role in ESC maintenance, and silencing of Zfp207 leads to severe neuroectodermal differentiation defects. In striking contrast to human ESCs, ZFP207 does not transcriptionally regulate stem cell and neuronal-related genes but exerts its effects by control AS networks and acting as an RBP. Our study expands the role of ZFP207 to maintain ESC identity, and underscores ZFP207 functional versatility with key roles in neural fate commitment.


2020 ◽  
Vol 14 (7) ◽  
pp. 563-571 ◽  
Author(s):  
Jamal Hallajzadeh ◽  
Elaheh Amirani ◽  
Hamed Mirzaei ◽  
Rana Shafabakhsh ◽  
Seyyed M Mirhashemi ◽  
...  

Melanoma is the most lethal form of skin cancer. New technologies have resulted in major advances in the diagnosis and treatment of melanoma and other cancer types. Recently, some studies have investigated the role of circular RNAs (circRNAs) in different cancers. CircRNAs are a member of long noncoding RNA family mainly formed through back-splicing and have a closed-loop structure. These molecules affect several biological and oncogenic cascades in diverse ways via acting as microRNA sponge, interacting with RNA-binding proteins and acting as a transcription regulator. In this review, we made an insight into the impact of circRNA dysregulation in the melanoma tumorigenesis based on the presented evidences.


2021 ◽  
Vol 19 (1) ◽  
Author(s):  
Di Sun ◽  
Kui-Sheng Yang ◽  
Jian-Liang Chen ◽  
Zheng-bing Wang

Abstract Background The immune infiltration of patients with colon cancer (CC) is closely associated with RNA-binding proteins (RBPs). However, immune-associated RBPs (IARBPs) in CC remain unexplored. Methods The data were downloaded from The Cancer Genome Atlas (TCGA) and the patients were divided into four immune subgroups by single sample gene set enrichment analysis (ssGSEA), in which weighted gene correlation network analysis (WGCNA) identified modules of co-expressed genes correlated with immune infiltration. Univariate (UCR) and multivariate Cox regression (MCR) analyses were applied to screen survival-associated IARBPs. Then, a prognostic signature was performed on TCGA dataset. Risk model was constructed based on the TCGA dataset. Based on the median risk score, CC patients were subdivided into low- and high-risk groups. Furthermore, the accuracy and prognostic value of this signature were validated by using Kaplan-Meier (K-M) curve, receiver operating characteristic (ROC). We further validated the findings in Gene Expression Omnibus (GEO) database. Finally, we evaluated the association between gene expression level and drug sensitivity. Results Based on the infiltration of immune cells, the TCGA patients were divided into four subgroups. In total, we identified 25 IARBPs, after differential expression and WGCNA analysis. Subsequently, two IARBP signatures (FBXO17 and PPARGC1A) were identified to be significantly associated with the overall survival (OS) of CC patients. K-M survival analysis revealed that the low-risk group correlated with prolonged OS. The prognostic signature was an independent prognostic factor and reflects the immune status of CC patients. Finally, FBXO17 was related with drug sensitivity of bleomycin, gemcitabine, and lenvatinib. PPARGC1A was related to drug sensitivity of dabrafenib, vemurafenib, and trametinib. Conclusion A novel two immune-associated RBPs that was established that may be useful in predicting survival and individualized treatment.


Blood ◽  
2020 ◽  
Vol 136 (Supplement 1) ◽  
pp. 3-4
Author(s):  
Giulia Biancon ◽  
Poorval Joshi ◽  
Torben Hunck ◽  
Josh Zimmer ◽  
Yimeng Gao ◽  
...  

Spliceosomal gene mutations function as drivers of hematologic malignancies and other cancers with an occurrence of more than 50% in myelodysplastic syndromes and secondary acute myeloid leukemia. Hotspot mutations S34F and Q157R in the two zinc finger domains of the splicing factor U2AF1, forming with U2AF2 the U2AF complex that recognizes 3' splice site (3'SS) of U2 introns, alter exon usage in a sequence-specific manner. However, how pathological U2AF1 mutations disrupt ordered splicing, from binding to recruitment of cooperating RNA binding proteins and ultimately splicing kinetics, is still not known at the molecular level. To obtain unique insights into in vivo RNA binding mechanisms, we performed fractionated enhanced crosslinking immunoprecipitation coupled with deep RNA sequencing (freCLIP-seq) on human erythroleukemia (HEL) cells expressing wild-type (WT) or mutant (S34F, Q157R) U2AF1. Transcriptome-wide analysis of binding at single nucleotide resolution in light and heavy fractions, corresponding respectively to U2AF1 only and U2AF complex, allowed to: i) deconvolute U2AF1 signal peaking over the AG dinucleotide at the intronic end of the 3'SS region, and U2AF2 signal sitting on the adjacent polypyrimidine tract (PPT); ii) identify conformational changes in mutant U2AF1 binding with a novel peak in position -3 of the 3'SS region for S34F and in position +1 for Q157R. Alternative splicing analysis on newly collected RNA-seq data showed that less included exons present higher probability of U in position -3 for S34F and A in position +1 for Q157R, pinpointing a match with nucleotide positions affected by aberrant binding in freCLIP-seq. In both U2AF1 mutants, aberrant binding and splicing mechanisms affected genes involved in mRNA processing and transport (P-value<0.01) highlighting the involvement of U2AF1 mutations in the dysregulation of these key biological processes. We then performed a combined analysis of differential binding and aberrant splicing in U2AF1 mutants vs WT considering 4 categories: ">inclusion/>binding", "<inclusion/<binding", "<inclusion/>binding", ">inclusion/<binding". The first 2 categories correspond to the loss-of-function binding model suggested in literature to explain the splicing outcome of U2AF1 mutations: U2AF1 mutants bind certain splicing junctions with less affinity, leading to their exclusion. The last 2 categories represent a non-canonical gain-of-function model where increased mutant U2AF1 binding results in the impairment of the splicing machinery. Surprisingly, while Q157R mainly exhibited a loss-of-function mechanism where ineffective splicing is related to absence of binding ("<inclusion/<binding", 51.1%), S34F mostly follows a gain-of-function mechanism affecting splicing progression by an increased, yet skewed, binding. The most represented category was, indeed, "<inclusion/>binding" with 123 events out of 309 (Figure 1A). Moreover, differential binding was not dependent on specific nucleotides in position -3: events characterized by increased S34F binding (Figure 1B, top), as well as events characterized by decreased S34F binding (Figure 1B, bottom), showed -3U in less included exons or -3C in more included exons. The binding analysis across the 4 categories showed that increased S34F binding was associated with reduced U2AF2 binding (Figure 1C, top) particularly in less included exons, while decreased S34F binding was associated with increased U2AF2 binding (Figure 1C, bottom) especially in more included exons. Finally, analysis of branch point and splice junction features revealed that PPT strength influences the splicing outcome with "<inclusion/>binding" category characterized by a weak PPT that impairs U2AF2 binding in the presence of skewed U2AF1 S34F binding (Figure 1D). Additionally, transcriptome-wide RNA kinetics analysis by TimeLapse-seq demonstrated that U2AF1 S34F and Q157R, compared to WT, globally decrease synthesis of aberrantly spliced and bound 3'SS regions. Of note, this shutdown effect was particularly evident in the downstream exons pointing towards a role of U2AF1 mutations in a widespread alteration of RNA synthesis and splicing dynamics. Collectively, these results disclose novel molecular mechanisms of pathogenic U2AF1 mutations in the context of myeloid malignancies and provide the basis for the development of effective U2AF1 directed therapeutic strategies. Disclosures Hunck: Boehringer Ingelheim Fonds: Other: MD Fellowship.


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