101
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Burke JE, Longhurst AD, Merkurjev D, Sales-Lee J, Rao B, Moresco JJ, Yates JR, Li JJ, Madhani HD. Spliceosome Profiling Visualizes Operations of a Dynamic RNP at Nucleotide Resolution. Cell 2019; 173:1014-1030.e17. [PMID: 29727661 DOI: 10.1016/j.cell.2018.03.020] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2017] [Revised: 01/19/2018] [Accepted: 03/07/2018] [Indexed: 11/28/2022]
Abstract
Tools to understand how the spliceosome functions in vivo have lagged behind advances in the structural biology of the spliceosome. Here, methods are described to globally profile spliceosome-bound pre-mRNA, intermediates, and spliced mRNA at nucleotide resolution. These tools are applied to three yeast species that span 600 million years of evolution. The sensitivity of the approach enables the detection of canonical and non-canonical events, including interrupted, recursive, and nested splicing. This application of statistical modeling uncovers independent roles for the size and position of the intron and the number of introns per transcript in substrate progression through the two catalytic stages. These include species-specific inputs suggestive of spliceosome-transcriptome coevolution. Further investigations reveal the ATP-dependent discard of numerous endogenous substrates after spliceosome assembly in vivo and connect this discard to intron retention, a form of splicing regulation. Spliceosome profiling is a quantitative, generalizable global technology used to investigate an RNP central to eukaryotic gene expression.
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Affiliation(s)
- Jordan E Burke
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Adam D Longhurst
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Daria Merkurjev
- Department of Statistics, University of California, Los Angeles, Los Angeles, CA, USA
| | - Jade Sales-Lee
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA 94158, USA
| | - Beiduo Rao
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA 94158, USA
| | - James J Moresco
- Department of Molecular Medicine, the Scripps Research Institute, La Jolla, CA, USA
| | - John R Yates
- Department of Molecular Medicine, the Scripps Research Institute, La Jolla, CA, USA
| | - Jingyi Jessica Li
- Department of Statistics, University of California, Los Angeles, Los Angeles, CA, USA
| | - Hiten D Madhani
- Department of Biochemistry and Biophysics, University of California, San Francisco, San Francisco, CA 94158, USA; Chan-Zuckerberg Biohub, San Francisco, CA 94158, USA.
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102
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Chaudhary S, Khokhar W, Jabre I, Reddy ASN, Byrne LJ, Wilson CM, Syed NH. Alternative Splicing and Protein Diversity: Plants Versus Animals. FRONTIERS IN PLANT SCIENCE 2019; 10:708. [PMID: 31244866 PMCID: PMC6581706 DOI: 10.3389/fpls.2019.00708] [Citation(s) in RCA: 113] [Impact Index Per Article: 22.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/08/2019] [Accepted: 05/13/2019] [Indexed: 05/11/2023]
Abstract
Plants, unlike animals, exhibit a very high degree of plasticity in their growth and development and employ diverse strategies to cope with the variations during diurnal cycles and stressful conditions. Plants and animals, despite their remarkable morphological and physiological differences, share many basic cellular processes and regulatory mechanisms. Alternative splicing (AS) is one such gene regulatory mechanism that modulates gene expression in multiple ways. It is now well established that AS is prevalent in all multicellular eukaryotes including plants and humans. Emerging evidence indicates that in plants, as in animals, transcription and splicing are coupled. Here, we reviewed recent evidence in support of co-transcriptional splicing in plants and highlighted similarities and differences between plants and humans. An unsettled question in the field of AS is the extent to which splice isoforms contribute to protein diversity. To take a critical look at this question, we presented a comprehensive summary of the current status of research in this area in both plants and humans, discussed limitations with the currently used approaches and suggested improvements to current methods and alternative approaches. We end with a discussion on the potential role of epigenetic modifications and chromatin state in splicing memory in plants primed with stresses.
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Affiliation(s)
- Saurabh Chaudhary
- School of Human and Life Sciences, Canterbury Christ Church University, Canterbury, United Kingdom
| | - Waqas Khokhar
- School of Human and Life Sciences, Canterbury Christ Church University, Canterbury, United Kingdom
| | - Ibtissam Jabre
- School of Human and Life Sciences, Canterbury Christ Church University, Canterbury, United Kingdom
| | - Anireddy S. N. Reddy
- Department of Biology and Program in Cell and Molecular Biology, Colorado State University, Fort Collins, CO, United States
| | - Lee J. Byrne
- School of Human and Life Sciences, Canterbury Christ Church University, Canterbury, United Kingdom
| | - Cornelia M. Wilson
- School of Human and Life Sciences, Canterbury Christ Church University, Canterbury, United Kingdom
| | - Naeem H. Syed
- School of Human and Life Sciences, Canterbury Christ Church University, Canterbury, United Kingdom
- *Correspondence: Naeem H. Syed,
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103
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Di C, Syafrizayanti, Zhang Q, Chen Y, Wang Y, Zhang X, Liu Y, Sun C, Zhang H, Hoheisel JD. Function, clinical application, and strategies of Pre-mRNA splicing in cancer. Cell Death Differ 2018; 26:1181-1194. [PMID: 30464224 PMCID: PMC6748147 DOI: 10.1038/s41418-018-0231-3] [Citation(s) in RCA: 55] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2018] [Revised: 10/09/2018] [Accepted: 10/23/2018] [Indexed: 12/22/2022] Open
Abstract
Pre-mRNA splicing is a fundamental process that plays a considerable role in generating protein diversity. Pre-mRNA splicing is also the key to the pathology of numerous diseases, especially cancers. In this review, we discuss how aberrant splicing isoforms precisely regulate three basic functional aspects in cancer: proliferation, metastasis and apoptosis. Importantly, clinical function of aberrant splicing isoforms is also discussed, in particular concerning drug resistance and radiosensitivity. Furthermore, this review discusses emerging strategies how to modulate pathologic aberrant splicing isoforms, which are attractive, novel therapeutic agents in cancer. Last we outline current and future directions of isoforms diagnostic methodologies reported so far in cancer. Thus, it is highlighting significance of aberrant splicing isoforms as markers for cancer and as targets for cancer therapy.
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Affiliation(s)
- Cuixia Di
- Department of Radiation Medicine, Institute of Modern Physics, Chinese Academy of Sciences, 730000, Lanzhou, China.,Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, 730000, Lanzhou, China.,College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
| | - Syafrizayanti
- Division of Functional Genome Analysis, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 580, 69120, Heidelberg, Germany.,Department of Chemistry, Faculty of Mathematics and Natural Sciences, Andalas University, Kampus Limau Manis, Padang, Indonesia
| | - Qianjing Zhang
- Department of Radiation Medicine, Institute of Modern Physics, Chinese Academy of Sciences, 730000, Lanzhou, China.,Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, 730000, Lanzhou, China.,College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
| | - Yuhong Chen
- Department of Radiation Medicine, Institute of Modern Physics, Chinese Academy of Sciences, 730000, Lanzhou, China.,Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, 730000, Lanzhou, China.,College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
| | - Yupei Wang
- Department of Radiation Medicine, Institute of Modern Physics, Chinese Academy of Sciences, 730000, Lanzhou, China.,Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, 730000, Lanzhou, China.,College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
| | - Xuetian Zhang
- Department of Radiation Medicine, Institute of Modern Physics, Chinese Academy of Sciences, 730000, Lanzhou, China.,Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, 730000, Lanzhou, China.,College of Life Sciences, University of Chinese Academy of Sciences, Beijing, China
| | - Yang Liu
- Department of Radiation Medicine, Institute of Modern Physics, Chinese Academy of Sciences, 730000, Lanzhou, China.,Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, 730000, Lanzhou, China
| | - Chao Sun
- Department of Radiation Medicine, Institute of Modern Physics, Chinese Academy of Sciences, 730000, Lanzhou, China.,Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, 730000, Lanzhou, China
| | - Hong Zhang
- Department of Radiation Medicine, Institute of Modern Physics, Chinese Academy of Sciences, 730000, Lanzhou, China. .,Key Laboratory of Heavy Ion Radiation Biology and Medicine of Chinese Academy of Sciences, 730000, Lanzhou, China.
| | - Jörg D Hoheisel
- Division of Functional Genome Analysis, German Cancer Research Center (DKFZ), Im Neuenheimer Feld 580, 69120, Heidelberg, Germany.
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104
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Sterne-Weiler T, Weatheritt RJ, Best AJ, Ha KC, Blencowe BJ. Efficient and Accurate Quantitative Profiling of Alternative Splicing Patterns of Any Complexity on a Laptop. Mol Cell 2018; 72:187-200.e6. [DOI: 10.1016/j.molcel.2018.08.018] [Citation(s) in RCA: 84] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2018] [Revised: 06/24/2018] [Accepted: 08/09/2018] [Indexed: 01/08/2023]
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105
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Ten-Caten F, Vêncio RZN, Lorenzetti APR, Zaramela LS, Santana AC, Koide T. Internal RNAs overlapping coding sequences can drive the production of alternative proteins in archaea. RNA Biol 2018; 15:1119-1132. [PMID: 30175688 PMCID: PMC6161675 DOI: 10.1080/15476286.2018.1509661] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
Abstract
Prokaryotic genomes show a high level of information compaction often with different molecules transcribed from the same locus. Although antisense RNAs have been relatively well studied, RNAs in the same strand, internal RNAs (intraRNAs), are still poorly understood. The question of how common is the translation of overlapping reading frames remains open. We address this question in the model archaeon Halobacterium salinarum. In the present work we used differential RNA-seq (dRNA-seq) in H. salinarum NRC-1 to locate intraRNA signals in subsets of internal transcription start sites (iTSS) and establish the open reading frames associated to them (intraORFs). Using C-terminally flagged proteins, we experimentally observed isoforms accurately predicted by intraRNA translation for kef1, acs3 and orc4 genes. We also recovered from the literature and mass spectrometry databases several instances of protein isoforms consistent with intraRNA translation such as the gas vesicle protein gene gvpC1. We found evidence for intraRNAs in horizontally transferred genes such as the chaperone dnaK and the aerobic respiration related cydA in both H. salinarum and Escherichia coli. Also, intraRNA translation evidence in H. salinarum, E. coli and yeast of a universal elongation factor (aEF-2, fusA and eEF-2) suggests that this is an ancient phenomenon present in all domains of life.
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Affiliation(s)
- Felipe Ten-Caten
- a Department of Biochemistry and Immunology , Ribeirão Preto Medical School, University of São Paulo , Ribeirão Preto , Brazil
| | - Ricardo Z N Vêncio
- b Department of Computation and Mathematics, Faculdade de Filosofia , Ciências e Letras de Ribeirão Preto, University of São Paulo , Ribeirão Preto , Brazil
| | - Alan Péricles R Lorenzetti
- a Department of Biochemistry and Immunology , Ribeirão Preto Medical School, University of São Paulo , Ribeirão Preto , Brazil
| | - Livia Soares Zaramela
- a Department of Biochemistry and Immunology , Ribeirão Preto Medical School, University of São Paulo , Ribeirão Preto , Brazil
| | - Ana Carolina Santana
- c Department of Cell and Molecular Biology and Pathogenic Bioagents , Ribeirão Preto Medical School, University of São Paulo , Ribeirão Preto , Brazil
| | - Tie Koide
- a Department of Biochemistry and Immunology , Ribeirão Preto Medical School, University of São Paulo , Ribeirão Preto , Brazil
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106
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Grau-Bové X, Ruiz-Trillo I, Irimia M. Origin of exon skipping-rich transcriptomes in animals driven by evolution of gene architecture. Genome Biol 2018; 19:135. [PMID: 30223879 PMCID: PMC6142364 DOI: 10.1186/s13059-018-1499-9] [Citation(s) in RCA: 40] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/09/2018] [Accepted: 08/01/2018] [Indexed: 11/30/2022] Open
Abstract
Background Alternative splicing, particularly through intron retention and exon skipping, is a major layer of pre-translational regulation in eukaryotes. While intron retention is believed to be the most prevalent mode across non-animal eukaryotes, animals have unusually high rates of exon skipping. However, when and how this high prevalence of exon skipping evolved is unknown. Since exon skipping can greatly expand proteomes, answering these questions sheds light on the evolution of higher organismal complexity in metazoans. Results We used RNA-seq data to quantify exon skipping and intron retention frequencies across 65 eukaryotic species, with particular focus on early branching animals and unicellular holozoans. We found that only bilaterians have significantly increased their exon skipping frequencies compared to all other eukaryotic groups. Unlike in other eukaryotes, however, exon skipping in nearly all animals, including non-bilaterians, is strongly enriched for frame-preserving sequences, suggesting that exon skipping involvement in proteome expansion predated the increase in frequency. We also identified architectural features consistently associated with higher exon skipping rates within all studied eukaryotic genomes. Remarkably, these architectures became more prevalent during animal evolution, indicating co-evolution between genome architectures and exon skipping frequencies. Conclusion We suggest that the increase of exon skipping rates in animals followed a two-step process. First, exon skipping in early animals became enriched for frame-preserving events. Second, bilaterian ancestors dramatically increased their exon skipping frequencies, likely driven by the interplay between a shift in their genome architectures towards more exon definition and recruitment of frame-preserving exon skipping events to functionally diversify their cell-specific proteomes. Electronic supplementary material The online version of this article (10.1186/s13059-018-1499-9) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Xavier Grau-Bové
- Institut de Biologia Evolutiva (CSIC-Universitat Pompeu Fabra), Passeig Marítim de la Barceloneta 37-49, 08003, Barcelona, Catalonia, Spain.,Departament de Genètica, Microbiologia i Estadística, Universitat de Barelona, Avinguda Diagonal 643, 08028, Barcelona, Catalonia, Spain
| | - Iñaki Ruiz-Trillo
- Institut de Biologia Evolutiva (CSIC-Universitat Pompeu Fabra), Passeig Marítim de la Barceloneta 37-49, 08003, Barcelona, Catalonia, Spain. .,Departament de Genètica, Microbiologia i Estadística, Universitat de Barelona, Avinguda Diagonal 643, 08028, Barcelona, Catalonia, Spain. .,ICREA, Passeig Lluís Companys 23, 08010, Barcelona, Catalonia, Spain.
| | - Manuel Irimia
- Centre de Regulació Genòmica, Barcelona Institute of Science and Technology, Dr. Aiguader 88, 08003, Barcelona, Catalonia, Spain. .,Universitat Pompeu Fabra (UPF), Plaça de la Mercè 10-12, 08002, Barcelona, Catalonia, Spain.
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107
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Goldammer G, Neumann A, Strauch M, Müller-McNicoll M, Heyd F, Preußner M. Characterization of cis-acting elements that control oscillating alternative splicing. RNA Biol 2018; 15:1081-1092. [PMID: 30200840 DOI: 10.1080/15476286.2018.1502587] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Alternative splicing (AS) in response to changing external conditions often requires alterations in the ability of sequence-specific RNA-binding proteins to bind to cis-acting sequences in their target pre-mRNA. While daily oscillations in AS events have been described in several organisms, cis-acting sequences that control time of the day-dependent AS remain largely elusive. Here we define cis-regulatory RNA elements that control body-temperature driven rhythmic AS using the mouse U2af26 gene as a model system. We identify a complex network of cis-regulatory sequences that regulate AS of U2af26, and show that the activity of two enhancer elements is necessary for oscillating AS. A minigene comprising these U2af26 regions recapitulates rhythmic splicing of the endogenous gene, which is controlled through temperature-regulated SR protein phosphorylation. Mutagenesis of the minigene delineates the cis-acting enhancer element for SRSF2 within exon 6 to single nucleotide resolution and reveals that the combined activity of SRSF2 and SRSF7 is required for oscillating U2af26 AS. By combining RNA-Seq with an siRNA screen and individual-nucleotide resolution cross-linking and immunoprecipitation (iCLIP), we identify a complex network of SR proteins that globally controls temperature-dependent rhythmic AS, with the direction of splicing depending on the position of the cis-acting elements. Together, we provide detailed insights into the sequence requirements that allow trans-acting factors to generate daily rhythms in AS.
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Affiliation(s)
- Gesine Goldammer
- a Laboratory of RNA Biochemistry , Freie Universität Berlin, Institute of Chemistry and Biochemistry , Berlin , Germany
| | - Alexander Neumann
- a Laboratory of RNA Biochemistry , Freie Universität Berlin, Institute of Chemistry and Biochemistry , Berlin , Germany
| | - Miriam Strauch
- a Laboratory of RNA Biochemistry , Freie Universität Berlin, Institute of Chemistry and Biochemistry , Berlin , Germany
| | - Michaela Müller-McNicoll
- b Cluster of Excellence Macromolecular Complexes, Institute of Cell Biology and Neuroscience , Goethe University Frankfurt , Frankfurt am Main , Germany
| | - Florian Heyd
- a Laboratory of RNA Biochemistry , Freie Universität Berlin, Institute of Chemistry and Biochemistry , Berlin , Germany
| | - Marco Preußner
- a Laboratory of RNA Biochemistry , Freie Universität Berlin, Institute of Chemistry and Biochemistry , Berlin , Germany
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108
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Abstract
Single-cell RNAseq and alternative splicing studies have recently become two of the most prominent applications of RNAseq. However, the combination of both is still challenging, and few research efforts have been dedicated to the intersection between them. Cell-level insight on isoform expression is required to fully understand the biology of alternative splicing, but it is still an open question to what extent isoform expression analysis at the single-cell level is actually feasible. Here, we establish a set of four conditions that are required for a successful single-cell-level isoform study and evaluate how these conditions are met by these technologies in published research.
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Affiliation(s)
- Ángeles Arzalluz-Luque
- Genomics of Gene Expression Laboratory, Centro de Investigación Principe Felipe (CIPF), 46012, Valencia, Spain
| | - Ana Conesa
- Genomics of Gene Expression Laboratory, Centro de Investigación Principe Felipe (CIPF), 46012, Valencia, Spain.
- Department of Microbiology and Cell Science, Institute for Food and Agricultural Sciences, Genetics Institute, University of Florida, Gainesville, Florida, 32611, USA.
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109
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Schaefke B, Sun W, Li YS, Fang L, Chen W. The evolution of posttranscriptional regulation. WILEY INTERDISCIPLINARY REVIEWS-RNA 2018; 9:e1485. [PMID: 29851258 DOI: 10.1002/wrna.1485] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/08/2018] [Revised: 04/23/2018] [Accepted: 04/26/2018] [Indexed: 12/13/2022]
Abstract
"DNA makes RNA makes protein." After transcription, mRNAs undergo a series of intertwining processes to be finally translated into functional proteins. The "posttranscriptional" regulation (PTR) provides cells an extended option to fine-tune their proteomes. To meet the demands of complex organism development and the appropriate response to environmental stimuli, every step in these processes needs to be finely regulated. Moreover, changes in these regulatory processes are important driving forces underlying the evolution of phenotypic differences across different species. The major PTR mechanisms discussed in this review include the regulation of splicing, polyadenylation, decay, and translation. For alternative splicing and polyadenylation, we mainly discuss their evolutionary dynamics and the genetic changes underlying the regulatory differences in cis-elements versus trans-factors. For mRNA decay and translation, which, together with transcription, determine the cellular RNA or protein abundance, we focus our discussion on how their divergence coordinates with transcriptional changes to shape the evolution of gene expression. Then to highlight the importance of PTR in the evolution of higher complexity, we focus on their roles in two major phenomena during eukaryotic evolution: the evolution of multicellularity and the division of labor between different cell types and tissues; and the emergence of diverse, often highly specialized individual phenotypes, especially those concerning behavior in eusocial insects. This article is categorized under: RNA Evolution and Genomics > RNA and Ribonucleoprotein Evolution Translation > Translation Regulation RNA Processing > Splicing Regulation/Alternative Splicing.
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Affiliation(s)
- Bernhard Schaefke
- Department of Biology, Southern University of Science and Technology, Shenzhen, China
| | - Wei Sun
- Department of Biology, Southern University of Science and Technology, Shenzhen, China.,Department of Pharmaceutical Chemistry and Cardiovascular Research Institute, University of California San Francisco, San Francisco
| | - Yi-Sheng Li
- Department of Biology, Southern University of Science and Technology, Shenzhen, China
| | - Liang Fang
- Department of Biology, Southern University of Science and Technology, Shenzhen, China.,Medi-X Institute, SUSTech Academy for Advanced Interdisciplinary Studies, Southern University of Science and Technology, Shenzhen, China
| | - Wei Chen
- Department of Biology, Southern University of Science and Technology, Shenzhen, China.,Medi-X Institute, SUSTech Academy for Advanced Interdisciplinary Studies, Southern University of Science and Technology, Shenzhen, China
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110
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Sun W, Duan T, Ye P, Chen K, Zhang G, Lai M, Zhang H. TSVdb: a web-tool for TCGA splicing variants analysis. BMC Genomics 2018; 19:405. [PMID: 29843604 PMCID: PMC5975414 DOI: 10.1186/s12864-018-4775-x] [Citation(s) in RCA: 71] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2017] [Accepted: 05/10/2018] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND Collaborative projects such as The Cancer Genome Atlas (TCGA) have generated various -omics and clinical data on cancer. Many computational tools have been developed to facilitate the study of the molecular characterization of tumors using data from the TCGA. Alternative splicing of a gene produces splicing variants, and accumulating evidence has revealed its essential role in cancer-related processes, implying the urgent need to discover tumor-specific isoforms and uncover their potential functions in tumorigenesis. RESULT We developed TSVdb, a web-based tool, to explore alternative splicing based on TCGA samples with 30 clinical variables from 33 tumors. TSVdb has an integrated and well-proportioned interface for visualization of the clinical data, gene expression, usage of exons/junctions and splicing patterns. Researchers can interpret the isoform expression variations between or across clinical subgroups and estimate the relationships between isoforms and patient prognosis. TSVdb is available at http://www.tsvdb.com , and the source code is available at https://github.com/wenjie1991/TSVdb . CONCLUSION TSVdb will inspire oncologists and accelerate isoform-level advances in cancer research.
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Affiliation(s)
- Wenjie Sun
- Department of Pathology, Key Laboratory of Disease Proteomics of Zhejiang Province, School of Medicine, Zhejiang University, Hangzhou, 310058 China
| | - Ting Duan
- Department of Toxicology, School of Medicine, Zhejiang University, Hangzhou, 310058 China
| | - Panmeng Ye
- Hikvision Digital Technology, Hangzhou, 310051 China
| | - Kelie Chen
- Department of Pathology, Key Laboratory of Disease Proteomics of Zhejiang Province, School of Medicine, Zhejiang University, Hangzhou, 310058 China
| | - Guanling Zhang
- Department of Integrative Biology and Physiology, University of California, Los Angeles, Los Angeles, CA USA
| | - Maode Lai
- Department of Pathology, Key Laboratory of Disease Proteomics of Zhejiang Province, School of Medicine, Zhejiang University, Hangzhou, 310058 China
| | - Honghe Zhang
- Department of Pathology, Key Laboratory of Disease Proteomics of Zhejiang Province, School of Medicine, Zhejiang University, Hangzhou, 310058 China
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111
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Brunet MA, Levesque SA, Hunting DJ, Cohen AA, Roucou X. Recognition of the polycistronic nature of human genes is critical to understanding the genotype-phenotype relationship. Genome Res 2018; 28:609-624. [PMID: 29626081 PMCID: PMC5932603 DOI: 10.1101/gr.230938.117] [Citation(s) in RCA: 42] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2017] [Accepted: 03/27/2018] [Indexed: 12/12/2022]
Abstract
Technological advances promise unprecedented opportunities for whole exome sequencing and proteomic analyses of populations. Currently, data from genome and exome sequencing or proteomic studies are searched against reference genome annotations. This provides the foundation for research and clinical screening for genetic causes of pathologies. However, current genome annotations substantially underestimate the proteomic information encoded within a gene. Numerous studies have now demonstrated the expression and function of alternative (mainly small, sometimes overlapping) ORFs within mature gene transcripts. This has important consequences for the correlation of phenotypes and genotypes. Most alternative ORFs are not yet annotated because of a lack of evidence, and this absence from databases precludes their detection by standard proteomic methods, such as mass spectrometry. Here, we demonstrate how current approaches tend to overlook alternative ORFs, hindering the discovery of new genetic drivers and fundamental research. We discuss available tools and techniques to improve identification of proteins from alternative ORFs and finally suggest a novel annotation system to permit a more complete representation of the transcriptomic and proteomic information contained within a gene. Given the crucial challenge of distinguishing functional ORFs from random ones, the suggested pipeline emphasizes both experimental data and conservation signatures. The addition of alternative ORFs in databases will render identification less serendipitous and advance the pace of research and genomic knowledge. This review highlights the urgent medical and research need to incorporate alternative ORFs in current genome annotations and thus permit their inclusion in hypotheses and models, which relate phenotypes and genotypes.
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Affiliation(s)
- Marie A Brunet
- Biochemistry Department, Université de Sherbrooke, Quebec J1E 4K8, Canada.,Groupe de recherche PRIMUS, Department of Family and Emergency Medicine, Quebec J1H 5N4, Canada.,PROTEO, Quebec Network for Research on Protein Function, Structure, and Engineering, Université Laval, Quebec G1V 0A6, Canada
| | - Sébastien A Levesque
- Pediatric Department, Centre Hospitalier de l'Université de Sherbrooke, Quebec J1H 5N4, Canada
| | - Darel J Hunting
- Department of Nuclear Medicine & Radiobiology, Université de Sherbrooke, Quebec J1H 5N4, Canada
| | - Alan A Cohen
- Groupe de recherche PRIMUS, Department of Family and Emergency Medicine, Quebec J1H 5N4, Canada
| | - Xavier Roucou
- Biochemistry Department, Université de Sherbrooke, Quebec J1E 4K8, Canada.,PROTEO, Quebec Network for Research on Protein Function, Structure, and Engineering, Université Laval, Quebec G1V 0A6, Canada
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112
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Hatje K, Rahman RU, Vidal RO, Simm D, Hammesfahr B, Bansal V, Rajput A, Mickael ME, Sun T, Bonn S, Kollmar M. The landscape of human mutually exclusive splicing. Mol Syst Biol 2017; 13:959. [PMID: 29242366 PMCID: PMC5740500 DOI: 10.15252/msb.20177728] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022] Open
Abstract
Mutually exclusive splicing of exons is a mechanism of functional gene and protein diversification with pivotal roles in organismal development and diseases such as Timothy syndrome, cardiomyopathy and cancer in humans. In order to obtain a first genomewide estimate of the extent and biological role of mutually exclusive splicing in humans, we predicted and subsequently validated mutually exclusive exons (MXEs) using 515 publically available RNA‐Seq datasets. Here, we provide evidence for the expression of over 855 MXEs, 42% of which represent novel exons, increasing the annotated human mutually exclusive exome more than fivefold. The data provide strong evidence for the existence of large and multi‐cluster MXEs in higher vertebrates and offer new insights into MXE evolution. More than 82% of the MXE clusters are conserved in mammals, and five clusters have homologous clusters in Drosophila. Finally, MXEs are significantly enriched in pathogenic mutations and their spatio‐temporal expression might predict human disease pathology.
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Affiliation(s)
- Klas Hatje
- Group Systems Biology of Motor Proteins Department of NMR-Based Structural Biology Max-Planck-Institute for Biophysical Chemistry, Göttingen, Germany.,Group of Computational Systems Biology, German Center for Neurodegenerative Diseases, Göttingen, Germany
| | - Raza-Ur Rahman
- Group of Computational Systems Biology, German Center for Neurodegenerative Diseases, Göttingen, Germany.,Center for Molecular Neurobiology, Institute of Medical Systems Biology University Clinic Hamburg-Eppendorf, Hamburg, Germany
| | - Ramon O Vidal
- Group of Computational Systems Biology, German Center for Neurodegenerative Diseases, Göttingen, Germany
| | - Dominic Simm
- Group Systems Biology of Motor Proteins Department of NMR-Based Structural Biology Max-Planck-Institute for Biophysical Chemistry, Göttingen, Germany.,Theoretical Computer Science and Algorithmic Methods, Institute of Computer Science Georg-August-University, Göttingen, Germany
| | - Björn Hammesfahr
- Group Systems Biology of Motor Proteins Department of NMR-Based Structural Biology Max-Planck-Institute for Biophysical Chemistry, Göttingen, Germany
| | - Vikas Bansal
- Group of Computational Systems Biology, German Center for Neurodegenerative Diseases, Göttingen, Germany.,Center for Molecular Neurobiology, Institute of Medical Systems Biology University Clinic Hamburg-Eppendorf, Hamburg, Germany
| | - Ashish Rajput
- Group of Computational Systems Biology, German Center for Neurodegenerative Diseases, Göttingen, Germany.,Center for Molecular Neurobiology, Institute of Medical Systems Biology University Clinic Hamburg-Eppendorf, Hamburg, Germany
| | - Michel Edwar Mickael
- Group of Computational Systems Biology, German Center for Neurodegenerative Diseases, Göttingen, Germany.,Center for Molecular Neurobiology, Institute of Medical Systems Biology University Clinic Hamburg-Eppendorf, Hamburg, Germany
| | - Ting Sun
- Group of Computational Systems Biology, German Center for Neurodegenerative Diseases, Göttingen, Germany.,Center for Molecular Neurobiology, Institute of Medical Systems Biology University Clinic Hamburg-Eppendorf, Hamburg, Germany
| | - Stefan Bonn
- Group of Computational Systems Biology, German Center for Neurodegenerative Diseases, Göttingen, Germany .,Center for Molecular Neurobiology, Institute of Medical Systems Biology University Clinic Hamburg-Eppendorf, Hamburg, Germany.,German Center for Neurodegenerative Diseases, Tübingen, Germany
| | - Martin Kollmar
- Group Systems Biology of Motor Proteins Department of NMR-Based Structural Biology Max-Planck-Institute for Biophysical Chemistry, Göttingen, Germany
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113
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Wang X, Codreanu SG, Wen B, Li K, Chambers MC, Liebler DC, Zhang B. Detection of Proteome Diversity Resulted from Alternative Splicing is Limited by Trypsin Cleavage Specificity. Mol Cell Proteomics 2017; 17:422-430. [PMID: 29222161 PMCID: PMC5836368 DOI: 10.1074/mcp.ra117.000155] [Citation(s) in RCA: 59] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2017] [Revised: 11/05/2017] [Indexed: 12/11/2022] Open
Abstract
Alternative splicing dramatically increases transcriptome complexity but its contribution to proteome diversity remains controversial. Exon-exon junction spanning peptides provide direct evidence for the translation of specific splice isoforms and are critical for delineating protein isoform complexity. Here we found that junction-spanning peptides are underrepresented in publicly available mass spectrometry-based shotgun proteomics data sets. Further analysis showed that evolutionarily conserved preferential nucleotide usage at exon boundaries increases the occurrence of lysine- and arginine-coding triplets at the end of exons. Because both lysine and arginine residues are cleavage sites of trypsin, the nearly exclusive use of trypsin as the protein digestion enzyme in shotgun proteomic analyses hinders the detection of junction-spanning peptides. To study the impact of enzyme selection on splice junction detectability, we performed in-silico digestion of the human proteome using six proteases. The six enzymes created a total of 161,125 detectable junctions, and only 1,029 were common across all enzyme digestions. Chymotrypsin digestion provided the largest number of detectable junctions. Our experimental results further showed that combination of a chymotrypsin-based human proteome analysis with a trypsin-based analysis increased detection of junction-spanning peptides by 37% over the trypsin-only analysis and identified over a thousand junctions that were undetectable in fully tryptic digests. Our study demonstrates that detection of proteome diversity resulted from alternative splicing is limited by trypsin cleavage specificity, and that complementary digestion schemes will be essential to comprehensively analyze the translation of alternative splicing isoforms.
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Affiliation(s)
- Xiaojing Wang
- From the ‡Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, Texas 77030.,§Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas 77030
| | - Simona G Codreanu
- ¶Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, Tennessee 37232
| | - Bo Wen
- From the ‡Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, Texas 77030.,§Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas 77030
| | - Kai Li
- ‖BGI-Shenzhen, Shenzhen, Guangdong 518083, China
| | - Matthew C Chambers
- ¶Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, Tennessee 37232
| | - Daniel C Liebler
- ¶Department of Biochemistry, Vanderbilt University School of Medicine, Nashville, Tennessee 37232.,**Jim Ayers Institute for Precancer Detection and Diagnosis, Vanderbilt-Ingram Cancer Center, Nashville, Tennessee 37232
| | - Bing Zhang
- From the ‡Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, Texas 77030; .,§Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, Texas 77030
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114
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Auboeuf D. Alternative mRNA processing sites decrease genetic variability while increasing functional diversity. Transcription 2017; 9:75-87. [PMID: 29099315 PMCID: PMC5834221 DOI: 10.1080/21541264.2017.1373891] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022] Open
Abstract
Recent large-scale RNA sequencing efforts have revealed the extensive diversity of mRNA molecules produced from most eukaryotic coding genes, which arises from the usage of alternative, cryptic or non-canonical splicing and intronic polyadenylation sites. The prevailing view regarding the tremendous diversity of coding gene transcripts is that mRNA processing is a flexible and more-or-less noisy process leading to a diversity of proteins on which natural selection can act depending on protein-mediated cellular functions. However, this concept raises two main questions. First, do alternative mRNA processing pathways have a role other than generating mRNA and protein diversity? Second, is the cellular function of mRNA variants restricted to the biogenesis of functional protein isoforms? Here, I propose that the co-transcriptional use of alternative mRNA processing sites allows first, the resolution of co-transcriptional biophysical constraints that may otherwise result in DNA instability, and second, increases the diversity of cellular functions of mRNAs in a manner that is not restricted to protein synthesis.
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Affiliation(s)
- Didier Auboeuf
- a Univ Lyon, ENS de Lyon, Univ Claude Bernard, CNRS UMR 5239, INSERM U1210, Laboratory of Biology and Modelling of the Cell , 46 Allée d'Italie Site Jacques Monod, Lyon , France
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115
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Beyond Read-Counts: Ribo-seq Data Analysis to Understand the Functions of the Transcriptome. Trends Genet 2017; 33:728-744. [PMID: 28887026 DOI: 10.1016/j.tig.2017.08.003] [Citation(s) in RCA: 79] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2017] [Revised: 08/03/2017] [Accepted: 08/04/2017] [Indexed: 01/16/2023]
Abstract
By mapping the positions of millions of translating ribosomes in the cell, ribosome profiling (Ribo-seq) has established its role as a powerful tool to study gene expression. Several laboratories have introduced modifications to the experimental protocol and expanded the repertoire of biochemical methods to study translation transcriptome-wide. However, the diversity of protocols highlights a need for standardization. At the same time, different computational analysis strategies have used Ribo-seq data to identify the set of translated sequences with high confidence. In this review we present an overview of such methodologies, outlining their assumptions, data requirements, and availability. At the interface between RNA and proteins, Ribo-seq can complement data from multiple omics approaches, zooming in on the central role of translation in the molecular cell.
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116
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Liu Y, Gonzàlez-Porta M, Santos S, Brazma A, Marioni JC, Aebersold R, Venkitaraman AR, Wickramasinghe VO. Impact of Alternative Splicing on the Human Proteome. Cell Rep 2017; 20:1229-1241. [PMID: 28768205 PMCID: PMC5554779 DOI: 10.1016/j.celrep.2017.07.025] [Citation(s) in RCA: 116] [Impact Index Per Article: 16.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2017] [Revised: 06/02/2017] [Accepted: 07/12/2017] [Indexed: 02/02/2023] Open
Abstract
Alternative splicing is a critical determinant of genome complexity and, by implication, is assumed to engender proteomic diversity. This notion has not been experimentally tested in a targeted, quantitative manner. Here, we have developed an integrative approach to ask whether perturbations in mRNA splicing patterns alter the composition of the proteome. We integrate RNA sequencing (RNA-seq) (to comprehensively report intron retention, differential transcript usage, and gene expression) with a data-independent acquisition (DIA) method, SWATH-MS (sequential window acquisition of all theoretical spectra-mass spectrometry), to capture an unbiased, quantitative snapshot of the impact of constitutive and alternative splicing events on the proteome. Whereas intron retention is accompanied by decreased protein abundance, alterations in differential transcript usage and gene expression alter protein abundance proportionate to transcript levels. Our findings illustrate how RNA splicing links isoform expression in the human transcriptome with proteomic diversity and provides a foundation for studying perturbations associated with human diseases.
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Affiliation(s)
- Yansheng Liu
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Zurich, Switzerland
| | - Mar Gonzàlez-Porta
- European Molecular Biology Laboratory-European Bioinformatics Institute (EMBL-EBI), Hinxton, UK
| | - Sergio Santos
- European Molecular Biology Laboratory-European Bioinformatics Institute (EMBL-EBI), Hinxton, UK
| | - Alvis Brazma
- European Molecular Biology Laboratory-European Bioinformatics Institute (EMBL-EBI), Hinxton, UK
| | - John C Marioni
- European Molecular Biology Laboratory-European Bioinformatics Institute (EMBL-EBI), Hinxton, UK
| | - Ruedi Aebersold
- Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Zurich, Switzerland.
| | - Ashok R Venkitaraman
- The Medical Research Council Cancer Unit, University of Cambridge, Cambridge CB2 0XZ, UK.
| | - Vihandha O Wickramasinghe
- The Medical Research Council Cancer Unit, University of Cambridge, Cambridge CB2 0XZ, UK; RNA Biology and Cancer Laboratory, Peter MacCallum Cancer Centre, Melbourne, VIC 3000, Australia.
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117
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Tress ML, Abascal F, Valencia A. Most Alternative Isoforms Are Not Functionally Important. Trends Biochem Sci 2017; 42:408-410. [PMID: 28483377 DOI: 10.1016/j.tibs.2017.04.002] [Citation(s) in RCA: 47] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2017] [Accepted: 04/03/2017] [Indexed: 12/11/2022]
Affiliation(s)
- Michael L Tress
- Department of Structural and Computational Biology, Spanish National Cancer Research Centre (CNIO), 28029 Madrid, Spain.
| | | | - Alfonso Valencia
- Current address: Life Sciences Department, Barcelona Supercomputing Center (BSC-CNS), 08034 Barcelona, Spain
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