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Cheng S, Zhou Z, Liu J, Li J, Wang Y, Xiao J, Luo Y. Landscape analysis of alternative splicing in kidney renal clear cell carcinoma and their clinical significance. Aging (Albany NY) 2024; 16:10016-10032. [PMID: 38862257 PMCID: PMC11210227 DOI: 10.18632/aging.205915] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Accepted: 04/25/2024] [Indexed: 06/13/2024]
Abstract
A growing number of studies reveal that alternative splicing (AS) is associated with tumorigenesis, progression, and metastasis. Systematic analysis of alternative splicing signatures in renal cancer is lacking. In our study, we investigated the AS landscape of kidney renal clear cell carcinoma (KIRC) and identified AS predictive model to improve the prognostic prediction of KIRC. We obtained clinical data and gene expression profiles of KIRC patients from the TCGA database to evaluate AS events. The calculation results for seven types of AS events indicated that 46276 AS events from 10577 genes were identified. Next, we applied Cox regression analysis to identify 5864 prognostic-associated AS events. We used the Metascape database to verify the potential pathways of prognostic-associated AS. Moreover, we constructed KIRC prediction systems with prognostic-associated AS events by the LASSO Cox regression model. AUCs demonstrated that these prediction systems had excellent prognostic accuracy simultaneously. We identified 34 prognostic associated splicing factors (SFs) and constructed homologous regulatory networks. Furthermore, in vitro experiments were performed to validate the favorable effect of SFs FMR1 in KIRC. In conclusion, we overviewed AS events in KIRC and identified AS-based prognostic models to assist the survival prediction of KIRC patients. Our study may provide a novel predictive signature to improve the prognostic prediction of KIRC, which might facilitate KIRC patient counseling and individualized management.
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Affiliation(s)
- Songtao Cheng
- Department of Urology, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Zili Zhou
- Department of Gastrointestinal Surgery, Sichuan Provincial People’s Hospital, University of Electronic Science and Technology of China, Chengdu, China
| | - Jiannan Liu
- Department of Urology, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Jun Li
- Department of Urology, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Yu Wang
- Department of Urology, Sichuan Provincial People’s Hospital, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Jiantao Xiao
- Department of Urology, Zhongnan Hospital of Wuhan University, Wuhan, China
| | - Yongwen Luo
- Department of Urology, Zhongnan Hospital of Wuhan University, Wuhan, China
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2
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Liu J, Wang H, Yin Y, Li Q, Zhang M. NKAP functions as an oncogene and its expression is induced by CoCl 2 treatment in breast cancer via AKT/mTOR signaling pathway. Cancer Manag Res 2018; 10:5091-5100. [PMID: 30464609 PMCID: PMC6214303 DOI: 10.2147/cmar.s178919] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023] Open
Abstract
Purpose NKAP plays an important role in transcriptional repression, T-cell development, maturation and function acquisition, maintenance and survival of hematopoietic stem cells, and RNA splicing. In this study, we tried to explore the physiological role of NKAP in breast cancer. Methods We investigated NKAP expression in breast cancer patients and normal controls and its correlation with survival in breast cancer patients by searching on GEPIA. We knocked down the expression of NKAP in MCF-7 cells by RNAi technique and studied its effect on cell proliferation, migration, invasion, and apoptosis. And we revealed the effect of NKAP on MCF-7 cells under hypoxic conditions in vitro. Results NKAP was differentially expressed in breast cancer and normal tissues and is a potential prognostic indicator of breast cancer. Subsequently, NKAP knockdown significantly inhibited the proliferation and clonality of MCF-7 cells and induced its apoptosis through caspase 3-dependent pathway. In addition, knockdown of NKAP could strongly inhibit the migration and invasion of MCF-7 cells. In MCF-7 cells, NKAP affected the AKT/mTOR signaling pathway and markedly reduced the phosphorylation of AKT and mTOR, as well as the downstream protein. What’s interesting is CoCl2 was found to induce NKAP expression in MCF-7 cells. Downregulation of NKAP hindered the impact of CoCl2 on the MCF-7 cells, including cell proliferation and invasion, by adjusting AKT/mTOR signaling. Conclusion NKAP functioned as an oncogene, and its expression was induced by hypoxia in breast cancer via AKT/mTOR signaling pathway.
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Affiliation(s)
- Jiangtao Liu
- Department of Internal Medical Oncology, Binzhou Central Hospital, Binzhou 251700, Shandong, People's Republic China
| | - Honghui Wang
- Department of Breast and Thyroid Surgery, Binzhou Central Hospital, Binzhou 251700, Shandong, People's Republic of China
| | - Yanhai Yin
- Department of Internal Medical Oncology, Binzhou Central Hospital, Binzhou 251700, Shandong, People's Republic China
| | - Qing Li
- Department of Breast and Thyroid Surgery, Shandong Provincial Qianfoshan Hospital, Shandong University, Jinan 250000, Shandong, People's Republic of China, ;
| | - Mei Zhang
- Department of Breast and Thyroid Surgery, Shandong Provincial Qianfoshan Hospital, Shandong University, Jinan 250000, Shandong, People's Republic of China, ;
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3
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Zhang Q, Fan X, Wang Y, Sun MA, Shao J, Guo D. BPP: a sequence-based algorithm for branch point prediction. Bioinformatics 2018. [PMID: 28633445 DOI: 10.1093/bioinformatics/btx401] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
Motivation Although high-throughput sequencing methods have been proposed to identify splicing branch points in the human genome, these methods can only detect a small fraction of the branch points subject to the sequencing depth, experimental cost and the expression level of the mRNA. An accurate computational model for branch point prediction is therefore an ongoing objective in human genome research. Results We here propose a novel branch point prediction algorithm that utilizes information on the branch point sequence and the polypyrimidine tract. Using experimentally validated data, we demonstrate that our proposed method outperforms existing methods. Availability and implementation: https://github.com/zhqingit/BPP. Contact djguo@cuhk.edu.hk. Supplementary information Supplementary data are available at Bioinformatics online.
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Affiliation(s)
- Qing Zhang
- School of Life Sciences and the State Key Laboratory of Agrobiotechnology
| | - Xiaodan Fan
- Department of Statistics, The Chinese University of Hong Kong, Shatin, NT, Hong Kong SAR, China
| | - Yejun Wang
- Department of Cell Biology and Genetics, Shenzhen University Health Science Center, Shenzhen 518060, China
| | - Ming-An Sun
- School of Life Sciences and the State Key Laboratory of Agrobiotechnology
| | - Jianlin Shao
- First Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Dianjing Guo
- School of Life Sciences and the State Key Laboratory of Agrobiotechnology
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4
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Wen J, Wang J, Zhang Q, Guo D. A heuristic model for computational prediction of human branch point sequence. BMC Bioinformatics 2017; 18:459. [PMID: 29065858 PMCID: PMC5655975 DOI: 10.1186/s12859-017-1864-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/20/2017] [Accepted: 10/09/2017] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND Pre-mRNA splicing is the removal of introns from precursor mRNAs (pre-mRNAs) and the concurrent ligation of the flanking exons to generate mature mRNA. This process is catalyzed by the spliceosome, where the splicing factor 1 (SF1) specifically recognizes the seven-nucleotide branch point sequence (BPS) and the U2 snRNP later displaces the SF1 and binds to the BPS. In mammals, the degeneracy of BPS motifs together with the lack of a large set of experimentally verified BPSs complicates the task of BPS prediction in silico. RESULTS In this paper, we develop a simple and yet efficient heuristic model for human BPS prediction based on a novel scoring scheme, which quantifies the splicing strength of putative BPSs. The candidate BPS is restricted exclusively within a defined BPS search region to avoid the influences of other elements in the intron and therefore the prediction accuracy is improved. Moreover, using two types of relative frequencies for human BPS prediction, we demonstrate our model outperformed other current implementations on experimentally verified human introns. CONCLUSION We propose that the binding energy contributes to the molecular recognition involved in human pre-mRNA splicing. In addition, a genome-wide human BPS prediction is carried out. The characteristics of predicted BPSs are in accordance with experimentally verified human BPSs, and branch site positions relative to the 3'ss and the 5'end of the shortened AGEZ are consistent with the results of published papers. Meanwhile, a webserver for BPS predictor is freely available at http://biocomputer.bio.cuhk.edu.hk/BPS .
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Affiliation(s)
- Jia Wen
- School of Life Science, State Key Laboratory of Agrobiotechnology and ShenZhen Research Institute, The Chinese University of Hong Kong, Hong Kong, China
| | - Jue Wang
- School of Life Science, State Key Laboratory of Agrobiotechnology and ShenZhen Research Institute, The Chinese University of Hong Kong, Hong Kong, China
| | - Qing Zhang
- School of Life Science, State Key Laboratory of Agrobiotechnology and ShenZhen Research Institute, The Chinese University of Hong Kong, Hong Kong, China
| | - Dianjing Guo
- School of Life Science, State Key Laboratory of Agrobiotechnology and ShenZhen Research Institute, The Chinese University of Hong Kong, Hong Kong, China
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5
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Karaduman R, Chanarat S, Pfander B, Jentsch S. Error-Prone Splicing Controlled by the Ubiquitin Relative Hub1. Mol Cell 2017; 67:423-432.e4. [PMID: 28712727 DOI: 10.1016/j.molcel.2017.06.021] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2016] [Revised: 04/27/2017] [Accepted: 06/16/2017] [Indexed: 10/19/2022]
Abstract
Accurate pre-mRNA splicing is needed for correct gene expression and relies on faithful splice site recognition. Here, we show that the ubiquitin-like protein Hub1 binds to the DEAD-box helicase Prp5, a key regulator of early spliceosome assembly, and stimulates its ATPase activity thereby enhancing splicing and relaxing fidelity. High Hub1 levels enhance splicing efficiency but also cause missplicing by tolerating suboptimal splice sites and branchpoint sequences. Notably, Prp5 itself is regulated by a Hub1-dependent negative feedback loop. Since Hub1-mediated splicing activation induces cryptic splicing of Prp5, it also represses Prp5 protein levels and thus curbs excessive missplicing. Our findings indicate that Hub1 mediates enhanced, but error-prone splicing, a mechanism that is tightly controlled by a feedback loop of PRP5 cryptic splicing activation.
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Affiliation(s)
- Ramazan Karaduman
- Department of Molecular Cell Biology, Max Planck Institute of Biochemistry, Am Klopferspitz 18, Martinsried, Germany.
| | - Sittinan Chanarat
- Department of Molecular Cell Biology, Max Planck Institute of Biochemistry, Am Klopferspitz 18, Martinsried, Germany.
| | - Boris Pfander
- Research Group DNA Replication and Genome Integrity, Max Planck Institute of Biochemistry, Am Klopferspitz 18, Martinsried, Germany.
| | - Stefan Jentsch
- Department of Molecular Cell Biology, Max Planck Institute of Biochemistry, Am Klopferspitz 18, Martinsried, Germany
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6
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Mayerle M, Guthrie C. Genetics and biochemistry remain essential in the structural era of the spliceosome. Methods 2017; 125:3-9. [PMID: 28132896 DOI: 10.1016/j.ymeth.2017.01.006] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2016] [Accepted: 01/23/2017] [Indexed: 12/31/2022] Open
Abstract
The spliceosome is not a single macromolecular machine. Rather it is a collection of dynamic heterogeneous subcomplexes that rapidly interconvert throughout the course of a typical splicing cycle. Because of this, for many years the only high resolution structures of the spliceosome available were of smaller, isolated protein or RNA components. Consequently much of our current understanding of the spliceosome derives from biochemical and genetic techniques. Now with the publication of multiple, high resolution structures of the spliceosome, some question the relevance of traditional biochemical and genetic techniques to the splicing field. We argue such techniques are not only relevant, but vital for an in depth mechanistic understanding of pre-mRNA splicing.
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Affiliation(s)
- Megan Mayerle
- Department of Biochemistry and Biophysics, University of California San Francisco, San Francisco, CA 94143, USA
| | - Christine Guthrie
- Department of Biochemistry and Biophysics, University of California San Francisco, San Francisco, CA 94143, USA.
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7
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Detection of Protein-Protein Interaction Within an RNA-Protein Complex Via Unnatural-Amino-Acid-Mediated Photochemical Crosslinking. Methods Mol Biol 2016; 1421:175-89. [PMID: 26965266 DOI: 10.1007/978-1-4939-3591-8_15] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Although DExD/H-box proteins are known to unwind RNA duplexes and modulate RNA structures in vitro, it is highly plausible that, in vivo, some may function to remodel RNA-protein complexes. Precisely how the latter is achieved remains a mystery. We investigated this critical issue by using yeast Prp28p, an evolutionarily conserved DExD/H-box splicing factor, as a model system. To probe how Prp28p interacts with spliceosome, we strategically placed p-benzoyl-phenylalanine (BPA), a photoactivatable unnatural amino acid, along the body of Prp28p in vivo. Extracts prepared from these engineered strains were then used to assemble in vitro splicing reactions for BPA-mediated protein-protein crosslinkings. This enabled us, for the first time, to "capture" Prp28p in action. This approach may be applicable to studying the roles of other DExD/H-box proteins functioning in diverse RNA-related pathways, as well as to investigating protein-protein contacts within an RNA-protein complex.
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8
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Abstract
Precursor messenger RNA (pre-mRNA) splicing is a critical step in the posttranscriptional regulation of gene expression, providing significant expansion of the functional proteome of eukaryotic organisms with limited gene numbers. Split eukaryotic genes contain intervening sequences or introns disrupting protein-coding exons, and intron removal occurs by repeated assembly of a large and highly dynamic ribonucleoprotein complex termed the spliceosome, which is composed of five small nuclear ribonucleoprotein particles, U1, U2, U4/U6, and U5. Biochemical studies over the past 10 years have allowed the isolation as well as compositional, functional, and structural analysis of splicing complexes at distinct stages along the spliceosome cycle. The average human gene contains eight exons and seven introns, producing an average of three or more alternatively spliced mRNA isoforms. Recent high-throughput sequencing studies indicate that 100% of human genes produce at least two alternative mRNA isoforms. Mechanisms of alternative splicing include RNA-protein interactions of splicing factors with regulatory sites termed silencers or enhancers, RNA-RNA base-pairing interactions, or chromatin-based effects that can change or determine splicing patterns. Disease-causing mutations can often occur in splice sites near intron borders or in exonic or intronic RNA regulatory silencer or enhancer elements, as well as in genes that encode splicing factors. Together, these studies provide mechanistic insights into how spliceosome assembly, dynamics, and catalysis occur; how alternative splicing is regulated and evolves; and how splicing can be disrupted by cis- and trans-acting mutations leading to disease states. These findings make the spliceosome an attractive new target for small-molecule, antisense, and genome-editing therapeutic interventions.
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Affiliation(s)
- Yeon Lee
- Center for RNA Systems Biology; Division of Biochemistry, Biophysics, and Structural Biology; Department of Molecular and Cell Biology, University of California, Berkeley, California 94720-3204;
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9
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Soemedi R, Vega H, Belmont JM, Ramachandran S, Fairbrother WG. Genetic variation and RNA binding proteins: tools and techniques to detect functional polymorphisms. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2014; 825:227-66. [PMID: 25201108 DOI: 10.1007/978-1-4939-1221-6_7] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
At its most fundamental level the goal of genetics is to connect genotype to phenotype. This question is asked at a basic level evaluating the role of genes and pathways in genetic model organism. Increasingly, this question is being asked in the clinic. Genomes of individuals and populations are being sequenced and compared. The challenge often comes at the stage of analysis. The variant positions are analyzed with the hope of understanding human disease. However after a genome or exome has been sequenced, the researcher is often deluged with hundreds of potentially relevant variations. Traditionally, amino-acid changing mutations were considered the tractable class of disease-causing mutations; however, mutations that disrupt noncoding elements are the subject of growing interest. These noncoding changes are a major avenue of disease (e.g., one in three hereditary disease alleles are predicted to affect splicing). Here, we review some current practices of medical genetics, the basic theory behind biochemical binding and functional assays, and then explore technical advances in how variations that alter RNA protein recognition events are detected and studied. These advances are advances in scale-high-throughput implementations of traditional biochemical assays that are feasible to perform in any molecular biology laboratory. This chapter utilizes a case study approach to illustrate some methods for analyzing polymorphisms. The first characterizes a functional intronic SNP that deletes a high affinity PTB site using traditional low-throughput biochemical and functional assays. From here we demonstrate the utility of high-throughput splicing and spliceosome assembly assays for screening large sets of SNPs and disease alleles for allelic differences in gene expression. Finally we perform three pilot drug screens with small molecules (G418, tetracycline, and valproic acid) that illustrate how compounds that rescue specific instances of differential pre-mRNA processing can be discovered.
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Affiliation(s)
- Rachel Soemedi
- Center for Computational Molecular Biology, Brown University, Providence, RI, USA
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10
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Abstract
Rice is a monocot gramineous crop, and one of the most important staple foods. Rice is considered a model species for most gramineous crops. Extensive research on rice has provided critical guidance for other crops, such as maize and wheat. In recent years, climate change and exacerbated soil degradation have resulted in a variety of abiotic stresses, such as greenhouse effects, lower temperatures, drought, floods, soil salinization and heavy metal pollution. As such, there is an extremely high demand for additional research, in order to address these negative factors. Studies have shown that the alternative splicing of many genes in rice is affected by stress conditions, suggesting that manipulation of the alternative splicing of specific genes may be an effective approach for rice to adapt to abiotic stress. With the advancement of microarrays, and more recently, next generation sequencing technology, several studies have shown that more than half of the genes in the rice genome undergo alternative splicing. This mini-review summarizes the latest progress in the research of splicing and alternative splicing in rice, compared to splicing in humans. Furthermore, we discuss how additional studies may change the landscape of investigation of rice functional genomics and genetically improved rice. [BMB Reports 2013; 46(9): 439-447]
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Affiliation(s)
- Zhiguo E
- Nantong University, Nantong 226001, P.R. China ;
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11
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Chen W, Shulha HP, Ashar-Patel A, Yan J, Green KM, Query CC, Rhind N, Weng Z, Moore MJ. Endogenous U2·U5·U6 snRNA complexes in S. pombe are intron lariat spliceosomes. RNA (NEW YORK, N.Y.) 2014; 20:308-20. [PMID: 24442611 PMCID: PMC3923126 DOI: 10.1261/rna.040980.113] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
Excision of introns from pre-mRNAs is mediated by the spliceosome, a multi-megadalton complex consisting of U1, U2, U4/U6, and U5 snRNPs plus scores of associated proteins. Spliceosome assembly and disassembly are highly dynamic processes involving multiple stable intermediates. In this study, we utilized a split TAP-tag approach for large-scale purification of an abundant endogenous U2·U5·U6 complex from Schizosaccharomyces pombe. RNAseq revealed this complex to largely contain excised introns, indicating that it is primarily ILS (intron lariat spliceosome) complexes. These endogenous ILS complexes are remarkably resistant to both high-salt and nuclease digestion. Mass spectrometry analysis identified 68, 45, and 43 proteins in low-salt-, high-salt-, and micrococcal nuclease-treated preps, respectively. The protein content of a S. pombe ILS complex strongly resembles that previously reported for human spliced product (P) and Saccharomyces cerevisiae ILS complexes assembled on single pre-mRNAs in vitro. However, the ATP-dependent RNA helicase Brr2 was either substoichiometric in low-salt preps or completely absent from high-salt and MNase preps. Because Brr2 facilitates spliceosome disassembly, its relative absence may explain why the ILS complex accumulates logarithmically growing cultures and the inability of S. pombe extracts to support in vitro splicing.
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Affiliation(s)
- Weijun Chen
- Howard Hughes Medical Institute, University of Massachusetts Medical School, Worcester, Massachusetts 01655, USA
- Department of Biochemistry and Molecular Pharmacology, University of Massachusetts Medical School, Worcester, Massachusetts 01655, USA
| | - Hennady P. Shulha
- Department of Biochemistry and Molecular Pharmacology, University of Massachusetts Medical School, Worcester, Massachusetts 01655, USA
- Bioinformatics and Integrative Biology, University of Massachusetts Medical School, Worcester, Massachusetts 01655, USA
| | - Ami Ashar-Patel
- Howard Hughes Medical Institute, University of Massachusetts Medical School, Worcester, Massachusetts 01655, USA
- Department of Biochemistry and Molecular Pharmacology, University of Massachusetts Medical School, Worcester, Massachusetts 01655, USA
| | - Jing Yan
- Howard Hughes Medical Institute, University of Massachusetts Medical School, Worcester, Massachusetts 01655, USA
- Department of Biochemistry and Molecular Pharmacology, University of Massachusetts Medical School, Worcester, Massachusetts 01655, USA
| | - Karin M. Green
- UMMS Proteomics and Mass Spectrometry Facility, University of Massachusetts Medical School, Worcester, Massachusetts 01655, USA
| | | | - Nick Rhind
- Department of Biochemistry and Molecular Pharmacology, University of Massachusetts Medical School, Worcester, Massachusetts 01655, USA
| | - Zhiping Weng
- Department of Biochemistry and Molecular Pharmacology, University of Massachusetts Medical School, Worcester, Massachusetts 01655, USA
- Bioinformatics and Integrative Biology, University of Massachusetts Medical School, Worcester, Massachusetts 01655, USA
| | - Melissa J. Moore
- Howard Hughes Medical Institute, University of Massachusetts Medical School, Worcester, Massachusetts 01655, USA
- Department of Biochemistry and Molecular Pharmacology, University of Massachusetts Medical School, Worcester, Massachusetts 01655, USA
- Corresponding authorE-mail
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12
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Abstract
Pre-mRNA splicing is a key step for generating mature protein-coding mRNA. An RNA-protein complex known as the spliceosome carries out the chemistry of pre-mRNA splicing. However, several pre-spliceosomal intermediates are assembled on the pre-mRNA before the formation of the catalytically activated spliceosome. The progression to the activated spliceosome involves a cascade of the rearrangement events of the RNA-RNA, RNA-protein, and protein-protein interactions within the pre-spliceosomal intermediates. These rearrangements generate multiple combinatorial interactions of the spliceosome with the substrate, which enhances the accuracy of the splice site selection. Each rearrangement also represents a step at which splicing can potentially be subjected to regulation. The aim of this chapter is to provide an overview of the components of the spliceosome and their rearrangements along the spliceosome assembly pathway.
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Affiliation(s)
- Ni-Ting Chiou
- Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
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13
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Abstract
Isolating spliceosomes at a specific assembly stage requires a means to stall or enrich for one of the intermediate splicing complexes. We describe strategies to arrest spliceosomes at different points of complex formation and provide a detailed protocol developed for isolating intact splicing complexes arrested between the first and second chemical steps of splicing. Briefly, spliceosomes are assembled on a radiolabeled in vitro-transcribed splicing substrate from components present in nuclear extract of HeLa cells. Spliceosome progression is arrested after the first step of splicing chemistry by mutating the pre-mRNA substrate at the 3' splice site. The substrate also contains binding sites for the MS2 protein, which serve as an affinity tag. Purification of arrested spliceosomes is carried out in two steps: (1) size exclusion chromatography and (2) affinity selection via a fusion of MS2 and maltose-binding protein (MBP). Complex assembly and purification are analyzed by denaturing polyacrylamide gel electrophoresis.
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Affiliation(s)
- Janine O Ilagan
- Department of Molecular, Cell and Developmental Biology and Center for Molecular Biology of RNA, University of California, Santa Cruz, CA, USA
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14
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Oeffinger M. Two steps forward--one step back: advances in affinity purification mass spectrometry of macromolecular complexes. Proteomics 2012; 12:1591-608. [PMID: 22592981 DOI: 10.1002/pmic.201100509] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Cellular functions are defined by the dynamic interactions of proteins within macromolecular networks. Deciphering these complex interplays is the key to getting a comprehensive picture of cellular behavior and to understanding biological systems, from a simple bacterial cell to highly regulated neuronal cells or cancerous tissue. In the last decade, affinity purification (AP) coupled to mass spectrometry has emerged as a powerful tool to comprehensively study interaction networks and their macromolecular assemblies. This review discusses recent advances in AP approaches, from cell lysis to the importance of sample preparation and the choice of AP matrix as well as the development of different epitope tags and strategies to study dynamic interactions, with an emphasis on RNA-protein interaction networks.
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Affiliation(s)
- Marlene Oeffinger
- Institut de Recherches Cliniques de Montréal, Montréal, Québec, Canada.
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15
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van der Feltz C, Anthony K, Brilot A, Pomeranz Krummel DA. Architecture of the Spliceosome. Biochemistry 2012; 51:3321-33. [DOI: 10.1021/bi201215r] [Citation(s) in RCA: 50] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Affiliation(s)
- Clarisse van der Feltz
- Department of Biochemistry, Brandeis University, 415 South Street, Waltham, Massachusetts
02454, United States
| | - Kelsey Anthony
- Department of Biochemistry, Brandeis University, 415 South Street, Waltham, Massachusetts
02454, United States
| | - Axel Brilot
- Department of Biochemistry, Brandeis University, 415 South Street, Waltham, Massachusetts
02454, United States
| | - Daniel A. Pomeranz Krummel
- Department of Biochemistry, Brandeis University, 415 South Street, Waltham, Massachusetts
02454, United States
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16
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Bar A, Marchand V, Khoury G, Dreumont N, Mougin A, Robas N, Stévenin J, Visvikis A, Branlant C. Structural and functional analysis of the Rous Sarcoma virus negative regulator of splicing and demonstration of its activation by the 9G8 SR protein. Nucleic Acids Res 2010; 39:3388-403. [PMID: 21183462 PMCID: PMC3082916 DOI: 10.1093/nar/gkq1114] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
Abstract
Retroviruses require both spliced and unspliced RNAs for replication. Accumulation of Rous Sarcoma virus (RSV) unspliced RNA depends upon the negative regulator of splicing (NRS). Its 5′-part is considered as an ESE binding SR proteins. Its 3′-part contains a decoy 5′-splice site (ss), which inhibits splicing at the bona fide 5′-ss. Only the 3D structure of a small NRS fragment had been experimentally studied. Here, by chemical and enzymatic probing, we determine the 2D structure of the entire RSV NRS. Structural analysis of other avian NRSs and comparison with all sequenced avian NRSs is in favour of a phylogenetic conservation of the NRS 2D structure. By combination of approaches: (i) in vitro and in cellulo splicing assays, (ii) footprinting assays and (iii) purification and analysis of reconstituted RNP complex, we define a small NRS element retaining splicing inhibitory property. We also demonstrate the capability of the SR protein 9G8 to increase NRS activity in vitro and in cellulo. Altogether these data bring new insights on how NRS fine tune splicing activity.
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Affiliation(s)
- Aileen Bar
- ARN, RNP, Structure-Fonction-maturation, Enzymologie Moléculaire et Structurale, Faculté des Sciences et Techniques, Nancy Université-UMR 7214 CNRS-UHP, BP 70239, 54506 Vandoeuvre-lès-Nancy cedex, France
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17
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Lasda EL, Allen MA, Blumenthal T. Polycistronic pre-mRNA processing in vitro: snRNP and pre-mRNA role reversal in trans-splicing. Genes Dev 2010; 24:1645-58. [PMID: 20624853 DOI: 10.1101/gad.1940010] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Spliced leader (SL) trans-splicing in Caenorhabditis elegans attaches a 22-nucleotide (nt) exon onto the 5' end of many mRNAs. A particular class of SL, SL2, splices mRNAs of downstream operon genes. Here we use an embryonic extract-based in vitro splicing system to show that SL2 specificity information is encoded within the polycistronic pre-mRNA, and that trans-splicing specificity is recapitulated in vitro. We define an RNA sequence required for SL2 trans-splicing, the U-rich (Ur) element, through mutational analysis and bioinformatics as a short stem-loop followed by a sequence motif, UAYYUU, located approximately 50 nt upstream of the trans-splice site. Furthermore, this element is predicted in intercistronic regions of numerous operons of C. elegans and other species that use SL2 trans-splicing. We propose that the UAYYUU motif hybridizes with the 5' splice site on the SL2 RNA to recruit the SL to the pre-mRNA. In this way, the UAYYUU motif in the pre-mRNA would serve an analogous function to the similar sequence in the U1 snRNA, which binds to the 5' splice site of introns, effectively reversing the roles of snRNP and pre-mRNA in trans-splicing.
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Affiliation(s)
- Erika L Lasda
- Department of Biochemistry and Molecular Genetics, University of Colorado Denver, Anschutz Medical Campus, Aurora, Colorado 80045, USA
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18
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Fabrizio P, Dannenberg J, Dube P, Kastner B, Stark H, Urlaub H, Lührmann R. The evolutionarily conserved core design of the catalytic activation step of the yeast spliceosome. Mol Cell 2009; 36:593-608. [PMID: 19941820 DOI: 10.1016/j.molcel.2009.09.040] [Citation(s) in RCA: 217] [Impact Index Per Article: 14.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2009] [Revised: 07/14/2009] [Accepted: 09/02/2009] [Indexed: 01/22/2023]
Abstract
Metazoan spliceosomes exhibit an elaborate protein composition required for canonical and alternative splicing. Thus, the minimal set of proteins essential for activation and catalysis remains elusive. We therefore purified in vitro assembled, precatalytic spliceosomal complex B, activated B(act), and step 1 complex C from the simple eukaryote Saccharomyces cerevisiae. Mass spectrometry revealed that yeast spliceosomes contain fewer proteins than metazoans and that each functional stage is very homogeneous. Dramatic compositional changes convert B to B(act), which is composed of approximately 40 evolutionarily conserved proteins that organize the catalytic core. Additional remodeling occurs concomitant with step 1, during which nine proteins are recruited to form complex C. The moderate number of proteins recruited to complex C will allow investigations of the chemical reactions in a fully defined system. Electron microscopy reveals high-quality images of yeast spliceosomes at defined functional stages, indicating that they are well-suited for three-dimensional structure analyses.
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Affiliation(s)
- Patrizia Fabrizio
- Department of Cellular Biochemistry, Max Planck Institute for Biophysical Chemistry, Göttingen, Germany
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19
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Spliceosome assembly pathways for different types of alternative splicing converge during commitment to splice site pairing in the A complex. Mol Cell Biol 2008; 29:1072-82. [PMID: 19064642 DOI: 10.1128/mcb.01071-08] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Differential splice site pairing establishes alternative splicing patterns resulting in the generation of multiple mRNA isoforms. This process is carried out by the spliceosome, which is activated by a series of sequential structural rearrangements of its five core snRNPs. To determine when splice sites become functionally paired, we carried out a series of kinetic trap experiments using pre-mRNAs that undergo alternative 5' splice site selection or alternative exon inclusion. We show that commitment to splice site pairing in both cases occurs in the A complex, which is characterized by the ATP-dependent association of the U2 snRNP with the branch point. Interestingly, the timing of splice site pairing is independent of the intron or exon definition modes of splice site recognition. Using the ATP analog ATPgammaS, we showed that ATP hydrolysis is required for splice site pairing independent from U2 snRNP binding to the pre-mRNA. These results identify the A complex as the spliceosomal assembly step dedicated to splice site pairing and suggest that ATP hydrolysis locks splice sites into a splicing pattern after stable U2 snRNP association to the branch point.
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20
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Barbazuk WB, Fu Y, McGinnis KM. Genome-wide analyses of alternative splicing in plants: opportunities and challenges. Genome Res 2008; 18:1381-92. [PMID: 18669480 DOI: 10.1101/gr.053678.106] [Citation(s) in RCA: 252] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
Alternative splicing (AS) creates multiple mRNA transcripts from a single gene. While AS is known to contribute to gene regulation and proteome diversity in animals, the study of its importance in plants is in its early stages. However, recently available plant genome and transcript sequence data sets are enabling a global analysis of AS in many plant species. Results of genome analysis have revealed differences between animals and plants in the frequency of alternative splicing. The proportion of plant genes that have one or more alternative transcript isoforms is approximately 20%, indicating that AS in plants is not rare, although this rate is approximately one-third of that observed in human. The majority of plant AS events have not been functionally characterized, but evidence suggests that AS participates in important plant functions, including stress response, and may impact domestication and trait selection. The increasing availability of plant genome sequence data will enable larger comparative analyses that will identify functionally important plant AS events based on their evolutionary conservation, determine the influence of genome duplication on the evolution of AS, and discover plant-specific cis-elements that regulate AS. This review summarizes recent analyses of AS in plants, discusses the importance of further analysis, and suggests directions for future efforts.
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Affiliation(s)
- W Brad Barbazuk
- Donald Danforth Plant Science Center, St. Louis, Missouri 63132, USA.
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21
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Beach DL, Keene JD. Ribotrap : targeted purification of RNA-specific RNPs from cell lysates through immunoaffinity precipitation to identify regulatory proteins and RNAs. Methods Mol Biol 2008; 419:69-91. [PMID: 18369976 DOI: 10.1007/978-1-59745-033-1_5] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Many elegant methodologies have been devised to explore RNA-protein as well as RNA-RNA interactions. Although the characterization of messages targeted by a specific RNA-binding protein (RBP) has been accelerated by the application of microarray technologies, reliable methods to describe the endogenous assembly of ribonucleoproteins (RNPs) are needed. However, this approach requires the targeted purification of a select mRNA under conditions favorable for the copurification of associated factors including RNA and protein components of the RNP. This chapter describes previous methods used to characterize RNPs in the context of in vitro approaches and presents the Ribotrap methodology, an in vivo protocol for message-specific purification of a target RNP. The method was developed in a yeast model system, yet is amenable to other in vivo cell systems including mammalian cell culture.
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22
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Hovhannisyan RH, Carstens RP. Heterogeneous ribonucleoprotein m is a splicing regulatory protein that can enhance or silence splicing of alternatively spliced exons. J Biol Chem 2007; 282:36265-74. [PMID: 17959601 DOI: 10.1074/jbc.m704188200] [Citation(s) in RCA: 60] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Splicing of fibroblast growth factor receptor 2 (FGFR2) alternative exons IIIb and IIIc is regulated by the auxiliary RNA cis-element ISE/ISS-3 that promotes splicing of exon IIIb and silencing of exon IIIc. Using RNA affinity chromatography, we have identified heterogeneous nuclear ribonucleoprotein M (hnRNP M) as a splicing regulatory factor that binds to ISE/ISS-3 in a sequence-specific manner. Overexpression of hnRNP M promoted exon IIIc skipping in a cell line that normally includes it, and association of hnRNP M with ISE/ISS-3 was shown to contribute to this splicing regulatory function. Thus hnRNP M, along with other members of the hnRNP family of RNA-binding proteins, plays a combinatorial role in regulation of FGFR2 alternative splicing. We also determined that hnRNP M can affect the splicing of several other alternatively spliced exons. This activity of hnRNP M included the ability not only to induce exon skipping but also to promote exon inclusion. This is the first report demonstrating a role for this abundant hnRNP family member in alternative splicing in mammals and suggests that this protein may broadly contribute to the fidelity of splice site recognition and alternative splicing regulation.
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Affiliation(s)
- Ruben H Hovhannisyan
- Renal-Electrolyte and Hypertension Division, Department of Medicine, University of Pennsylvania School of Medicine, Philadelphia, Pennsylvania 19104-4539, USA
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23
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Hogg JR, Collins K. RNA-based affinity purification reveals 7SK RNPs with distinct composition and regulation. RNA (NEW YORK, N.Y.) 2007; 13:868-80. [PMID: 17456562 PMCID: PMC1869041 DOI: 10.1261/rna.565207] [Citation(s) in RCA: 106] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/15/2023]
Abstract
Recent studies have uncovered an unanticipated diversity of noncoding RNAs (ncRNAs), although these studies provide limited insight into their biological significance. Numerous general methods for identification and characterization of protein interactions have been developed, but similar approaches for characterizing cellular ncRNA interactions are lacking. Here we describe RNA Affinity in Tandem (RAT), an original, entirely RNA tag-based method for affinity purification of endogenously assembled RNP complexes. We demonstrate the general utility of RAT by isolating RNPs assembled in vivo on ncRNAs transcribed by RNA polymerase II or III. Using RAT in conjunction with protein identification by mass spectrometry and protein-RNA interaction assays, we define and characterize previously unanticipated protein subunits of endogenously assembled human 7SK RNPs. We show that 7SK RNA resides in a mixed population of RNPs with different protein compositions and responses to cellular stress. Depletion of a newly identified 7SK RNP component, hnRNP K, alters the partitioning of 7SK RNA among distinct RNPs. Our results establish the utility of a generalizable RNA-based RNP affinity purification method and provide insight into 7SK RNP dynamics.
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Affiliation(s)
- J Robert Hogg
- Department of Molecular and Cell Biology, University of California at Berkeley, Berkeley, California 94720-3200, USA
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24
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Matlin AJ, Moore MJ. Spliceosome assembly and composition. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2007; 623:14-35. [PMID: 18380338 DOI: 10.1007/978-0-387-77374-2_2] [Citation(s) in RCA: 65] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Abstract
Cells control alternative splicing by modulating assembly of the pre-mRNA splicing machinery at competing splice sites. Therefore, a working knowledge of spliceosome assembly is essential for understanding how alternative splice site choices are achieved. In this chapter, we review spliceosome assembly with particular emphasis on the known steps and factors subject to regulation during alternative splice site selection in mammalian cells. We also review recent advances regarding similarities and differences between the in vivo and in vitro assembly pathways, as well as proofreading mechanisms contributing to the fidelity of splice site selection.
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Affiliation(s)
- Arianne J Matlin
- Howard Hughes Medical Institute, Department of Biochemistry, Brandeis University, Waltham, MA 02454, USA
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25
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Abstract
Processing of eukaryotic pre-mRNAs is an important step for the translation of proteins. These processing events include the addition of a cap structure at the 5' terminus of the pre-mRNA, the splicing out of introns and the acquisition of a polyadenosine tail at the 3' terminus of the pre-mRNA. It has now become apparent that the RNA processing events can significantly influence each other. RNA polymerase II appears as a key player in these processes, cooperating with numerous processing factors that are involved in capping, splicing, and polyadenylation. More specifically, the carboxyterminal domain of the large subunit of the enzyme plays a critical role in coordination of the processing events. The number of interactions between the various RNA processing events identified so far reflects the complexity of these reactions. As more studies focus on these interactions, additional links and cellular partners will undoubtedly be discovered.
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Affiliation(s)
- Amélie Parent
- Département de Biochimie, Faculté de Médecine, Université de Sherbrooke, 3001, 12e Avenue Nord, Sherbrooke, Québec, J1H 5N4 Canada
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26
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Giles KE, Beemon KL. Retroviral splicing suppressor sequesters a 3' splice site in a 50S aberrant splicing complex. Mol Cell Biol 2005; 25:4397-405. [PMID: 15899846 PMCID: PMC1140646 DOI: 10.1128/mcb.25.11.4397-4405.2005] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022] Open
Abstract
Retroviral replication requires both spliced and unspliced mRNAs. Splicing suppression of avian retroviral RNA depends in part upon a cis-acting element within the gag gene called the negative regulator of splicing (NRS). The NRS, linked to a downstream intron and exon (NRS-Ad3'), was not capable of splicing in vitro. However, a double-point mutation in the NRS pseudo-5' splice site sequence converted it into a functional 5' splice site. The wild-type (WT) NRS-Ad3' transcript assembled an approximately 50S spliceosome-like complex in vitro; its sedimentation rate was similar to that of a functional spliceosome formed on the mutant NRS-Ad3' RNA. The five major spliceosomal snRNPs were observed in both complexes by affinity selection. In addition, U11 snRNP was present only in the WT NRS-Ad3' complex. Addition of heparin to these complexes destabilized the WT NRS-Ad3' complex; it was incapable of forming a B complex on a native gel. Furthermore, the U5 snRNP protein, hPrp8, did not cross-link to the NRS pseudo-5' splice site, suggesting that the tri-snRNP complex was not properly associated with it. We propose that this aberrant, stalled spliceosome, containing U1, U2, and U11 snRNPs and a loosely associated tri-snRNP, sequesters the 3' splice site and prevents its interaction with the authentic 5' splice site upstream of the NRS.
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Affiliation(s)
- Keith E Giles
- Department of Biology, Johns Hopkins University, 3400 N. Charles St., Baltimore, MD 21218, USA
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27
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Lim SR, Hertel KJ. Commitment to splice site pairing coincides with A complex formation. Mol Cell 2004; 15:477-83. [PMID: 15304226 DOI: 10.1016/j.molcel.2004.06.025] [Citation(s) in RCA: 61] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2003] [Revised: 05/18/2004] [Accepted: 05/24/2004] [Indexed: 11/20/2022]
Abstract
Differential recognition of exons by the spliceosome regulates gene expression and exponentially increases the complexity of metazoan proteomes. After definition of the exons, the spliceosome is activated by a series of sequential structural rearrangements. Formation of the first ATP-independent spliceosomal complex commits the pre-mRNA to the general splicing pathway. However, the time at which a commitment to a specific splice site choice and pairing is made is unknown. Here, we demonstrate that alternative splicing patterns are irreversibly chosen at a kinetic step different from the ATP-independent commitment to splicing. Splice sites become committed at the first ATP-dependent spliceosomal complex when rearrangements lock U2 snRNP onto the pre-mRNA. Thus, commitment to the splicing pathway and commitment to splice site pairing are separate steps during spliceosomal assembly, and ATP hydrolysis drives the irreversible juxtaposition of exons within the spliceosome.
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Affiliation(s)
- Sharlene R Lim
- Department of Microbiology and Molecular Genetics, College of Medicine, University of California, Irvine, Irvine, CA 92697, USA
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28
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Rhode BM, Hartmuth K, Urlaub H, Luhrmann R. Analysis of site-specific protein-RNA cross-links in isolated RNP complexes, combining affinity selection and mass spectrometry. RNA (NEW YORK, N.Y.) 2003; 9:1542-51. [PMID: 14624009 PMCID: PMC1370507 DOI: 10.1261/rna.5175703] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/20/2003] [Accepted: 09/03/2003] [Indexed: 05/22/2023]
Abstract
An important aspect of the assembly of RNPs, and in particular of spliceosomes, is the succession of proteins bound to any given site on the RNA. Protein-RNA cross-linking is a well-established technique for investigating this, but the identification of a cross-linked protein has so far relied upon the availability of antibodies for immunoprecipitation or Western blot studies. To facilitate identification of proteins independent of these techniques, site-specific protein-RNA cross-links were purified in a large scale, which were then used for mass spectrometry (MS). This approach was carried out by the use of a minimal pre-mRNA construct containing a single photoactivatable azidophenacyl group and an adjacent biotin-dT tag for affinity purification of the cross-linked product. To test the feasibility of the method, we purified cross-links to nucleotide 9 downstream of the 5' splice site of pre-mRNA in the spliceosomal complexes A ("pre-spliceosome") and H. By this method, we were able to identify several proteins by MS; the hnRNP proteins A2/B1 were cross-linked to the pre-mRNA in complex A, and FUSE 2/FBP (a homolog of the intronic splicing enhancer KSRP) was cross-linked in complex H.
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Affiliation(s)
- Britta M Rhode
- Max Planck Institute of Biophysical Chemistry, Department of Cellular Biochemistry, Am Fassberg 11, D-37077 Göttingen, Germany
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29
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Abstract
Members of the DExD/H-box family of RNA helicases are involved in many processes and complexes within the cell. While individual DExD/H helicase family members have been studied extensively, the mechanisms through which helicases affect multiprotein complexes are just beginning to be investigated. Because RNA helicases are both highly conserved and numerous in the cell, study of RNA helicase recruitment and modulation by cofactors is necessary for understanding the mechanisms of helicase action in vivo. This review will focus on cofactor-mediated regulation of helicase target specificity and activity.
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Affiliation(s)
- Edward Silverman
- Division of Molecular Biology, Graduate School of Biological Sciences, Beckman Research Institute of the City of Hope, 1450 E. Duarte Road, Duarte, CA 91010, USA
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