1
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Ou J, Liu H, Park S, Green MR, Zhu LJ. InPAS: An R/Bioconductor Package for Identifying Novel Polyadenylation Sites and Alternative Polyadenylation from Bulk RNA-seq Data. Front Biosci (Schol Ed) 2024; 16:21. [PMID: 39736014 DOI: 10.31083/j.fbs1604021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2024] [Revised: 09/20/2024] [Accepted: 10/10/2024] [Indexed: 12/31/2024]
Abstract
BACKGROUND Alternative cleavage and polyadenylation (APA) is a crucial post-transcriptional gene regulation mechanism that regulates gene expression in eukaryotes by increasing the diversity and complexity of both the transcriptome and proteome. Despite the development of more than a dozen experimental methods over the last decade to identify and quantify APA events, widespread adoption of these methods has been limited by technical, financial, and time constraints. Consequently, APA remains poorly understood in most eukaryotes. However, RNA sequencing (RNA-seq) technology has revolutionized transcriptome profiling and recent studies have shown that RNA-seq data can be leveraged to identify and quantify APA events. RESULTS To fully capitalize on the exponentially growing RNA-seq data, we developed InPAS (Identification of Novel alternative PolyAdenylation Sites), an R/Bioconductor package for accurate identification of novel and known cleavage and polyadenylation sites (CPSs), as well as quantification of APA from RNA-seq data of various experimental designs. Compared to other APA analysis tools, InPAS offers several important advantages, including the ability to detect both novel proximal and distal CPSs, to fine tune positions of CPSs using a naïve Bayes classifier based on flanking sequence features, and to identify APA events from RNA-seq data of complex experimental designs using linear models. We benchmarked the performance of InPAS and other leading tools using simulated and experimental RNA-seq data with matched 3'-end RNA-seq data. Our results reveal that InPAS frequently outperforms existing tools in terms of precision, sensitivity, and specificity. Furthermore, we demonstrate its scalability and versatility by applying it to large, diverse RNA-seq datasets. CONCLUSIONS InPAS is an efficient and robust tool for identifying and quantifying APA events using readily accessible conventional RNA-seq data. Its versatility opens doors to explore APA regulation across diverse eukaryotic systems with various experimental designs. We believe that InPAS will drive APA research forward, deepening our understanding of its role in regulating gene expression, and potentially leading to the discovery of biomarkers or therapeutics for diseases.
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Affiliation(s)
- Jianhong Ou
- Department of Molecular, Cell and Cancer Biology, University of Massachusetts Chan Medical School, Worcester, MA 01605, USA
- Regeneration Center, Duke University School of Medicine, Duke University, Durham, NC 27701, USA
| | - Haibo Liu
- Department of Molecular, Cell and Cancer Biology, University of Massachusetts Chan Medical School, Worcester, MA 01605, USA
| | - Sungmi Park
- Department of Molecular, Cell and Cancer Biology, University of Massachusetts Chan Medical School, Worcester, MA 01605, USA
| | - Michael R Green
- Department of Molecular, Cell and Cancer Biology, University of Massachusetts Chan Medical School, Worcester, MA 01605, USA
| | - Lihua Julie Zhu
- Department of Molecular, Cell and Cancer Biology, University of Massachusetts Chan Medical School, Worcester, MA 01605, USA
- Department of Molecular Medicine, University of Massachusetts Chan Medical School, Worcester, MA 01605, USA
- Department of Genomics and Computational Biology, University of Massachusetts Chan Medical School, Worcester, MA 01605, USA
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2
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Zhou Y, Ahearn YP, Lokugamage KG, Alvarado RE, Estes LK, Meyers WM, McLeland AM, Morgan AL, Murray JT, Walker DH, Johnson BA, Routh AL, Menachery VD. SARS-CoV-2 EndoU-ribonuclease regulates RNA recombination and impacts viral fitness. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.11.11.622995. [PMID: 39605585 PMCID: PMC11601229 DOI: 10.1101/2024.11.11.622995] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 11/29/2024]
Abstract
Coronaviruses (CoVs) maintain large RNA genomes that frequently undergoes mutations and recombination, contributing to their evolution and emergence. In this study, we find that SARS-CoV-2 has greater RNA recombination frequency than other human CoVs. In addition, coronavirus RNA recombination primarily occurs at uridine (U)-enriched RNA sequences. Therefore, we next evaluated the role of SARS-CoV-2 NSP15, a viral endonuclease that targets uridines (EndoU), in RNA recombination and virus infection. Using a catalytically inactivated EndoU mutant (NSP15H234A), we observed attenuated viral replication in vitro and in vivo. However, the loss of EndoU activity also dysregulated inflammation resulting in similar disease in vivo despite reduced viral loads. Next-generation sequencing (NGS) demonstrated that loss of EndoU activity disrupts SARS-CoV-2 RNA recombination by reducing viral sub-genomic message but increasing recombination events that contribute to defective viral genomes (DVGs). Overall, the study demonstrates that NSP15 plays a critical role in regulating RNA recombination and SARS-CoV-2 pathogenesis.
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Affiliation(s)
- Yiyang Zhou
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX
| | - Yani P. Ahearn
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX
| | - Kumari G. Lokugamage
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX
| | - R. Elias Alvarado
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX
| | - Leah K. Estes
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX
| | - William M. Meyers
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX
| | - Alyssa M. McLeland
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX
| | - Angelica L. Morgan
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX
| | - Jordan T. Murray
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX
| | - David H. Walker
- Department of Pathology, University of Texas Medical Branch
- Center for Biodefense & Emerging Infectious Diseases, University of Texas Medical Branch, Galveston, TX
| | - Bryan A. Johnson
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX
| | - Andrew L. Routh
- Department of Microbiology and Immunology, Scripps Research, La Jolla, CA
| | - Vineet D. Menachery
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX
- Department of Pediatrics, Emory School of Medicine, Atlanta, GA
- Emory Vaccine Center, Emory University, Atlanta, GA
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Haugen RJ, Barnier C, Elrod ND, Luo H, Jensen MK, Ji P, Smibert CA, Lipshitz HD, Wagner EJ, Freddolino PL, Goldstrohm AC. Regulation of the Drosophila transcriptome by Pumilio and the CCR4-NOT deadenylase complex. RNA (NEW YORK, N.Y.) 2024; 30:866-890. [PMID: 38627019 PMCID: PMC11182014 DOI: 10.1261/rna.079813.123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Accepted: 04/04/2024] [Indexed: 05/07/2024]
Abstract
The sequence-specific RNA-binding protein Pumilio (Pum) controls Drosophila development; however, the network of mRNAs that it regulates remains incompletely characterized. In this study, we use knockdown and knockout approaches coupled with RNA-seq to measure the impact of Pum on the transcriptome of Drosophila cells in culture. We also use an improved RNA coimmunoprecipitation method to identify Pum-bound mRNAs in Drosophila embryos. Integration of these data sets with the locations of Pum-binding motifs across the transcriptome reveals novel direct Pum target genes involved in neural, muscle, wing, and germ cell development and in cellular proliferation. These genes include components of Wnt, TGF-β, MAPK/ERK, and Notch signaling pathways, DNA replication, and lipid metabolism. We identify the mRNAs regulated by the CCR4-NOT deadenylase complex, a key factor in Pum-mediated repression, and observe concordant regulation of Pum:CCR4-NOT target mRNAs. Computational modeling reveals that Pum binding, binding site number, clustering, and sequence context are important determinants of regulation. In contrast, we show that the responses of direct mRNA targets to Pum-mediated repression are not influenced by the content of optimal synonymous codons. Moreover, contrary to a prevailing model, we do not detect a role for CCR4-NOT in the degradation of mRNAs with low codon optimality. Together, the results of this work provide new insights into the Pum regulatory network and mechanisms and the parameters that influence the efficacy of Pum-mediated regulation.
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Affiliation(s)
- Rebecca J Haugen
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, Minnesota 55455, USA
| | - Catherine Barnier
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Nathan D Elrod
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, Texas 77550, USA
| | - Hua Luo
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario M5G 1M1, Canada
| | - Madeline K Jensen
- Department of Biochemistry and Biophysics, University of Rochester Medical Center, Rochester, New York 14642, USA
| | - Ping Ji
- Department of Biochemistry and Biophysics, University of Rochester Medical Center, Rochester, New York 14642, USA
| | - Craig A Smibert
- Department of Biochemistry, University of Toronto, Toronto, Ontario M5G 1M1, Canada
| | - Howard D Lipshitz
- Department of Molecular Genetics, University of Toronto, Toronto, Ontario M5G 1M1, Canada
| | - Eric J Wagner
- Department of Biochemistry and Biophysics, University of Rochester Medical Center, Rochester, New York 14642, USA
| | - P Lydia Freddolino
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan 48109, USA
- Department of Biological Chemistry, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Aaron C Goldstrohm
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, Minnesota 55455, USA
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Jonnakuti VS, Wagner EJ, Maletić-Savatić M, Liu Z, Yalamanchili HK. PolyAMiner-Bulk is a deep learning-based algorithm that decodes alternative polyadenylation dynamics from bulk RNA-seq data. CELL REPORTS METHODS 2024; 4:100707. [PMID: 38325383 PMCID: PMC10921021 DOI: 10.1016/j.crmeth.2024.100707] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 04/13/2023] [Accepted: 01/11/2024] [Indexed: 02/09/2024]
Abstract
Alternative polyadenylation (APA) is a key post-transcriptional regulatory mechanism; yet, its regulation and impact on human diseases remain understudied. Existing bulk RNA sequencing (RNA-seq)-based APA methods predominantly rely on predefined annotations, severely impacting their ability to decode novel tissue- and disease-specific APA changes. Furthermore, they only account for the most proximal and distal cleavage and polyadenylation sites (C/PASs). Deconvoluting overlapping C/PASs and the inherent noisy 3' UTR coverage in bulk RNA-seq data pose additional challenges. To overcome these limitations, we introduce PolyAMiner-Bulk, an attention-based deep learning algorithm that accurately recapitulates C/PAS sequence grammar, resolves overlapping C/PASs, captures non-proximal-to-distal APA changes, and generates visualizations to illustrate APA dynamics. Evaluation on multiple datasets strongly evinces the performance merit of PolyAMiner-Bulk, accurately identifying more APA changes compared with other methods. With the growing importance of APA and the abundance of bulk RNA-seq data, PolyAMiner-Bulk establishes a robust paradigm of APA analysis.
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Affiliation(s)
- Venkata Soumith Jonnakuti
- Department of Pediatrics, Baylor College of Medicine, Houston, TX 77030, USA; Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, Houston, TX 77030, USA; Program in Quantitative and Computational Biology, Baylor College of Medicine, Houston, TX 77030, USA; Medical Scientist Training Program, Baylor College of Medicine, Houston, TX 77030, USA
| | - Eric J Wagner
- Department of Biochemistry and Biophysics, University of Rochester School of Medicine and Dentistry, Rochester, NY 14642, USA
| | - Mirjana Maletić-Savatić
- Department of Pediatrics, Baylor College of Medicine, Houston, TX 77030, USA; Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, Houston, TX 77030, USA
| | - Zhandong Liu
- Department of Pediatrics, Baylor College of Medicine, Houston, TX 77030, USA; Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, Houston, TX 77030, USA; Program in Quantitative and Computational Biology, Baylor College of Medicine, Houston, TX 77030, USA
| | - Hari Krishna Yalamanchili
- Department of Pediatrics, Baylor College of Medicine, Houston, TX 77030, USA; Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, Houston, TX 77030, USA; USDA/ARS Children's Nutrition Research Center, Department of Pediatrics, Baylor College of Medicine, Houston, TX 77030, USA.
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Liu W, Pang Y, Yu X, Lu D, Yang Y, Meng F, Xu C, Yuan L, Nan Y. Pan-cancer analysis of NUDT21 and its effect on the proliferation of human head and neck squamous cell carcinoma. Aging (Albany NY) 2024; 16:3363-3385. [PMID: 38349866 PMCID: PMC10929839 DOI: 10.18632/aging.205539] [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: 11/01/2023] [Accepted: 01/08/2024] [Indexed: 02/15/2024]
Abstract
BACKGROUND Based on bioinformatics research of NUDT21 in pan-cancer, we aimed to clarify the mechanism of NUDT21 in HHNC by experiment. METHODS The correlation between differential expression of NUDT21 in pan-cancer and survival prognosis, genomic instability, tumor stemness, DNA repair, RNA methylation and with immune microenvironment were analyzed by the application of different pan-cancer analysis web databases. In addition, immunohistochemistry staining and genetic detection of NUDT21 in HHNCC tumor tissues by immunohistochemistry and qRT-PCR. Then, through in vitro cell experiments, NUDT21 was knocked down by lentivirus to detect the proliferation, cycle, apoptosis of FaDu and CNE-2Z cells, and finally by PathScan intracellular signaling array reagent to detect the apoptotic protein content. RESULTS Based on the pan-cancer analysis, we found that elevated expression of NUDT21 in most cancers was significantly correlated with TMB, MSI, neoantigens and chromosomal ploidy, and in epigenetics, elevated NUDT21 expression was strongly associated with genomic stability, mismatch repair genes, tumor stemness, and RNA methylation. Based on immunosuppressive score, we found that NUDT21 plays an essential role in the immunosuppressive environment by suppressing immune checkpointing effect in most cancers. In addition, using HHNSCC as a study target, PCR and pathological detection of NUDT21 in tumor tissues was significantly increased than that in paracancerous normal tissues. In vitro cellular assays, silencing NUDT21 inhibited proliferation and promoted apoptosis in FaDu and CNE-2Z cells, and blocked the cell cycle in the G2/M phase. Therefore, the experiments confirmed that NUDT21 promotes the proliferation of FaDu by suppressing the expression of apoptotic.
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Affiliation(s)
- Wenjing Liu
- Key Laboratory of Ningxia Minority Medicine Modernization Ministry of Education, Ningxia Medical University, Yinchuan 750004, Ningxia Hui Autonomous Region, China
| | - Yingna Pang
- Department of Otolaryngology Head and Neck Surgery, The Second Hospital of Jilin University, Changchun 130000, China
| | - Xiaolu Yu
- Department of Otolaryngology Head and Neck Surgery, The Second Hospital of Jilin University, Changchun 130000, China
| | - Doudou Lu
- Clinical Medical College, Ningxia Medical University, Yinchuan 750004, Ningxia Hui Autonomous Region, China
| | - Yating Yang
- Traditional Chinese Medicine College, Ningxia Medical University, Yinchuan 750004, Ningxia Hui Autonomous Region, China
| | - Fandi Meng
- Traditional Chinese Medicine College, Ningxia Medical University, Yinchuan 750004, Ningxia Hui Autonomous Region, China
| | - Chengbi Xu
- Department of Otolaryngology Head and Neck Surgery, The Second Hospital of Jilin University, Changchun 130000, China
| | - Ling Yuan
- College of Pharmacy, Ningxia Medical University, Yinchuan 750004, Ningxia Hui Autonomous Region, China
| | - Yi Nan
- Key Laboratory of Ningxia Minority Medicine Modernization Ministry of Education, Ningxia Medical University, Yinchuan 750004, Ningxia Hui Autonomous Region, China
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Haugen RJ, Barnier C, Elrod ND, Luo H, Jensen MK, Ji P, Smibert CA, Lipshitz HD, Wagner EJ, Lydia Freddolino P, Goldstrohm AC. Regulation of the Drosophila transcriptome by Pumilio and CCR4-NOT deadenylase. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.08.29.555372. [PMID: 37693497 PMCID: PMC10491259 DOI: 10.1101/2023.08.29.555372] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/12/2023]
Abstract
The sequence-specific RNA-binding protein Pumilio controls development of Drosophila; however, the network of mRNAs that it regulates remains incompletely characterized. In this study, we utilize knockdown and knockout approaches coupled with RNA-Seq to measure the impact of Pumilio on the transcriptome of Drosophila cells. We also used an improved RNA co-immunoprecipitation method to identify Pumilio bound mRNAs in Drosophila embryos. Integration of these datasets with the content of Pumilio binding motifs across the transcriptome revealed novel direct Pumilio target genes involved in neural, muscle, wing, and germ cell development, and cellular proliferation. These genes include components of Wnt, TGF-beta, MAPK/ERK, and Notch signaling pathways, DNA replication, and lipid metabolism. Additionally, we identified the mRNAs regulated by the CCR4-NOT deadenylase complex, a key factor in Pumilio-mediated repression, and observed concordant regulation of Pumilio:CCR4-NOT target mRNAs. Computational modeling revealed that Pumilio binding, binding site number, density, and sequence context are important determinants of regulation. Moreover, the content of optimal synonymous codons in target mRNAs exhibits a striking functional relationship to Pumilio and CCR4-NOT regulation, indicating that the inherent translation efficiency and stability of the mRNA modulates their response to these trans-acting regulatory factors. Together, the results of this work provide new insights into the Pumilio regulatory network and mechanisms, and the parameters that influence the efficacy of Pumilio-mediated regulation.
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Affiliation(s)
- Rebecca J. Haugen
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, Minnesota 55455, USA
| | - Catherine Barnier
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, 48109
| | - Nathan D. Elrod
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, Texas 77550, USA
| | - Hua Luo
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1M1, Canada
| | - Madeline K. Jensen
- Department of Biochemistry and Biophysics, University of Rochester Medical Center, Rochester, NY, 14642
| | - Ping Ji
- Department of Biochemistry and Biophysics, University of Rochester Medical Center, Rochester, NY, 14642
| | - Craig A. Smibert
- Department of Biochemistry, University of Toronto, Toronto, ON M5G 1M1, Canada
| | - Howard D. Lipshitz
- Department of Molecular Genetics, University of Toronto, Toronto, ON M5G 1M1, Canada
| | - Eric J. Wagner
- Department of Biochemistry and Biophysics, University of Rochester Medical Center, Rochester, NY, 14642
| | - P. Lydia Freddolino
- Department of Computational Medicine and Bioinformatics, University of Michigan, Ann Arbor, Michigan, 48109
- Department of Biological Chemistry, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Aaron C. Goldstrohm
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, Minnesota 55455, USA
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7
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Jonnakuti VS, Ji P, Gao Y, Lin A, Chu Y, Elrod N, Huang KL, Li W, Yalamanchili HK, Wagner EJ. NUDT21 alters glioma migration through differential alternative polyadenylation of LAMC1. J Neurooncol 2023; 163:623-634. [PMID: 37389756 DOI: 10.1007/s11060-023-04370-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Accepted: 06/09/2023] [Indexed: 07/01/2023]
Abstract
PURPOSE Gliomas and their surrounding microenvironment constantly interact to promote tumorigenicity, yet the underlying posttranscriptional regulatory mechanisms that govern this interplay are poorly understood. METHODS Utilizing our established PAC-seq approach and PolyAMiner bioinformatic analysis pipeline, we deciphered the NUDT21-mediated differential APA dynamics in glioma cells. RESULTS We identified LAMC1 as a critical NUDT21 alternative polyadenylation (APA) target, common in several core glioma-driving signaling pathways. qRT-PCR analysis confirmed that NUDT21-knockdown in glioma cells results in the preferred usage of the proximal polyA signal (PAS) of LAMC1. Functional studies revealed that NUDT21-knockdown-induced 3'UTR shortening of LAMC1 is sufficient to cause translational gain, as LAMC1 protein is upregulated in these cells compared to their respective controls. We demonstrate that 3'UTR shortening of LAMC1 after NUDT21 knockdown removes binding sites for miR-124/506, thereby relieving potent miRNA-based repression of LAMC1 expression. Remarkably, we report that the knockdown of NUDT21 significantly promoted glioma cell migration and that co-depletion of LAMC1 with NUDT21 abolished this effect. Lastly, we observed that LAMC1 3'UTR shortening predicts poor prognosis of low-grade glioma patients from The Cancer Genome Atlas. CONCLUSION This study identifies NUDT21 as a core alternative polyadenylation factor that regulates the tumor microenvironment through differential APA and loss of miR-124/506 inhibition of LAMC1. Knockdown of NUDT21 in GBM cells mediates 3'UTR shortening of LAMC1, contributing to an increase in LAMC1, increased glioma cell migration/invasion, and a poor prognosis.
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Affiliation(s)
- Venkata Soumith Jonnakuti
- Department of Pediatrics, Baylor College of Medicine, Houston, TX, 77030, USA
- Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, Houston, TX, 77030, USA
- Program in Quantitative and Computational Biology, Baylor College of Medicine, Houston, TX, 77030, USA
- Medical Scientist Training Program, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Ping Ji
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, 77555, USA
| | - Yipeng Gao
- Program in Quantitative and Computational Biology, Baylor College of Medicine, Houston, TX, 77030, USA
| | - Ai Lin
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, 77555, USA
| | - Yuan Chu
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, 77555, USA
| | - Nathan Elrod
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, 77555, USA
| | - Kai-Lieh Huang
- Department of Biochemistry and Biophysics, University of Rochester School of Medicine and Dentistry, Rochester, NY, 14642, USA
| | - Wei Li
- Department of Biological Chemistry, University of California, Irvine, CA, 92697, USA
| | - Hari Krishna Yalamanchili
- Department of Pediatrics, Baylor College of Medicine, Houston, TX, 77030, USA.
- Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, Houston, TX, 77030, USA.
| | - Eric J Wagner
- Department of Biochemistry and Biophysics, University of Rochester School of Medicine and Dentistry, Rochester, NY, 14642, USA.
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Cao J, Kuyumcu-Martinez MN. Alternative polyadenylation regulation in cardiac development and cardiovascular disease. Cardiovasc Res 2023; 119:1324-1335. [PMID: 36657944 PMCID: PMC10262186 DOI: 10.1093/cvr/cvad014] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Revised: 11/01/2022] [Accepted: 11/28/2022] [Indexed: 01/21/2023] Open
Abstract
Cleavage and polyadenylation of pre-mRNAs is a necessary step for gene expression and function. Majority of human genes exhibit multiple polyadenylation sites, which can be alternatively used to generate different mRNA isoforms from a single gene. Alternative polyadenylation (APA) of pre-mRNAs is important for the proteome and transcriptome landscape. APA is tightly regulated during development and contributes to tissue-specific gene regulation. Mis-regulation of APA is linked to a wide range of pathological conditions. APA-mediated gene regulation in the heart is emerging as a new area of research. Here, we will discuss the impact of APA on gene regulation during heart development and in cardiovascular diseases. First, we will briefly review how APA impacts gene regulation and discuss molecular mechanisms that control APA. Then, we will address APA regulation during heart development and its dysregulation in cardiovascular diseases. Finally, we will discuss pre-mRNA targeting strategies to correct aberrant APA patterns of essential genes for the treatment or prevention of cardiovascular diseases. The RNA field is blooming due to advancements in RNA-based technologies. RNA-based vaccines and therapies are becoming the new line of effective and safe approaches for the treatment and prevention of human diseases. Overall, this review will be influential for understanding gene regulation at the RNA level via APA in the heart and will help design RNA-based tools for the treatment of cardiovascular diseases in the future.
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Affiliation(s)
- Jun Cao
- Faculty of Environment and Life, Beijing University of Technology, Xueyuan Road, Haidian District, Beijing 100124, PR China
| | - Muge N Kuyumcu-Martinez
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, 301 University Blvd, Galveston, TX 77573, USA
- Department of Neurobiology, University of Texas Medical Branch, Galveston, TX 77555, USA
- Institute for Translational Sciences, University of Texas Medical Branch, 301 University Blvd, Galveston, TX 77573, USA
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9
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Oreper D, Klaeger S, Jhunjhunwala S, Delamarre L. The peptide woods are lovely, dark and deep: Hunting for novel cancer antigens. Semin Immunol 2023; 67:101758. [PMID: 37027981 DOI: 10.1016/j.smim.2023.101758] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/31/2022] [Revised: 03/22/2023] [Accepted: 03/22/2023] [Indexed: 04/08/2023]
Abstract
Harnessing the patient's immune system to control a tumor is a proven avenue for cancer therapy. T cell therapies as well as therapeutic vaccines, which target specific antigens of interest, are being explored as treatments in conjunction with immune checkpoint blockade. For these therapies, selecting the best suited antigens is crucial. Most of the focus has thus far been on neoantigens that arise from tumor-specific somatic mutations. Although there is clear evidence that T-cell responses against mutated neoantigens are protective, the large majority of these mutations are not immunogenic. In addition, most somatic mutations are unique to each individual patient and their targeting requires the development of individualized approaches. Therefore, novel antigen types are needed to broaden the scope of such treatments. We review high throughput approaches for discovering novel tumor antigens and some of the key challenges associated with their detection, and discuss considerations when selecting tumor antigens to target in the clinic.
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Affiliation(s)
- Daniel Oreper
- Genentech, 1 DNA way, South San Francisco, 94080 CA, USA.
| | - Susan Klaeger
- Genentech, 1 DNA way, South San Francisco, 94080 CA, USA.
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10
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Mimoso CA, Adelman K. U1 snRNP increases RNA Pol II elongation rate to enable synthesis of long genes. Mol Cell 2023; 83:1264-1279.e10. [PMID: 36965480 PMCID: PMC10135401 DOI: 10.1016/j.molcel.2023.03.002] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/28/2022] [Revised: 02/06/2023] [Accepted: 02/28/2023] [Indexed: 03/27/2023]
Abstract
The expansion of introns within mammalian genomes poses a challenge for the production of full-length messenger RNAs (mRNAs), with increasing evidence that these long AT-rich sequences present obstacles to transcription. Here, we investigate RNA polymerase II (RNAPII) elongation at high resolution in mammalian cells and demonstrate that RNAPII transcribes faster across introns. Moreover, we find that this acceleration requires the association of U1 snRNP (U1) with the elongation complex at 5' splice sites. The role of U1 to stimulate elongation rate through introns reduces the frequency of both premature termination and transcriptional arrest, thereby dramatically increasing RNA production. We further show that changes in RNAPII elongation rate due to AT content and U1 binding explain previous reports of pausing or termination at splice junctions and the edge of CpG islands. We propose that U1-mediated acceleration of elongation has evolved to mitigate the risks that long AT-rich introns pose to transcript completion.
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Affiliation(s)
- Claudia A Mimoso
- Department of Biological Chemistry and Molecular Pharmacology, Blavatnik Institute, Harvard Medical School, Boston, MA 02115, USA
| | - Karen Adelman
- Department of Biological Chemistry and Molecular Pharmacology, Blavatnik Institute, Harvard Medical School, Boston, MA 02115, USA; Ludwig Center at Harvard, Boston, MA 02115, USA; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA.
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11
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Xiao S, Gu H, Deng L, Yang X, Qiao D, Zhang X, Zhang T, Yu T. Relationship between NUDT21 mediated alternative polyadenylation process and tumor. Front Oncol 2023; 13:1052012. [PMID: 36816917 PMCID: PMC9933127 DOI: 10.3389/fonc.2023.1052012] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Accepted: 01/11/2023] [Indexed: 02/05/2023] Open
Abstract
Alternative polyadenylation (APA) is a molecular process that generates diversity at the 3' end of RNA polymerase II transcripts from over 60% of human genes. APA and microRNA regulation are both mechanisms of post-transcriptional regulation of gene expression. As a key molecular mechanism, Alternative polyadenylation often results in mRNA isoforms with the same coding sequence but different lengths of 3' UTRs, while microRNAs regulate gene expression by binding to specific mRNA 3' UTRs. Nudix Hydrolase 21 (NUDT21) is a crucial mediator involved in alternative polyadenylation (APA). Different studies have reported a dual role of NUDT21 in cancer (both oncogenic and tumor suppressor). The present review focuses on the functions of APA, miRNA and their interaction and roles in development of different types of tumors.NUDT21 mediated 3' UTR-APA changes can be used to generate specific signatures that can be used as potential biomarkers in development and disease. Due to the emerging role of NUDT21 as a regulator of the aforementioned RNA processing events, modulation of NUDT21 levels may be a novel viable therapeutic approach.
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Affiliation(s)
- Shan Xiao
- Department of Oncology, Affiliated Hospital of Southwest Medical University of China, Luzhou, China
| | - Huan Gu
- Department of Head and Neck Surgery, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Li Deng
- Department of Oncology, Affiliated Hospital of Southwest Medical University of China, Luzhou, China
| | - Xiongtao Yang
- Department of Head and Neck Surgery, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Dan Qiao
- Department of Head and Neck Surgery, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Xudong Zhang
- Department of Anesthesia, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China
| | - Tian Zhang
- Department of Head and Neck Surgery, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China,*Correspondence: Tao Yu, ; Tian Zhang,
| | - Tao Yu
- Department of Oncology, Affiliated Hospital of Southwest Medical University of China, Luzhou, China,Department of Head and Neck Surgery, Sichuan Cancer Hospital & Institute, Sichuan Cancer Center, School of Medicine, University of Electronic Science and Technology of China, Chengdu, China,*Correspondence: Tao Yu, ; Tian Zhang,
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12
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Wang Y, Zhao J, Chen Q, Zheng K, Deng X, Gao W, Pei W, Geng S, Deng Y, Li C, Chen Q, Qu Y. Quantitative trait locus mapping and identification of candidate genes for resistance to Verticillium wilt in four recombinant inbred line populations of Gossypium hirsutum. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2023; 327:111562. [PMID: 36509244 DOI: 10.1016/j.plantsci.2022.111562] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/14/2022] [Revised: 12/01/2022] [Accepted: 12/06/2022] [Indexed: 05/16/2023]
Abstract
Improving resistance to Verticillium wilt is of great significance for achieving high and stable yields of Upland cotton (Gossypium hirsutum). To deeply understand the genetic basis of cotton resistance to Verticillium wilt, Verticillium wilt-resistant Upland Lumianyan 28 and four Verticillium wilt-susceptible Acala cotton cultivars were used to create four recombinant inbred line (RIL) populations of 469 families through nested hybridization. Phenotypic data collected in five stressful environments were used to select resistant and sensitive lines and create a mixed pool of extreme phenotypes for BSA-seq. A total of 8 QTLs associated with Verticillium wilt resistance were identified on 4 chromosomes, of which qVW-A12-5 was detected simultaneously in the RIL populations and in one of the RIL populations and was identified for the first time. According to the sequence comparison and transcriptome analysis of candidate genes in the QTL interval between parents and pools, 4 genes were identified in the qVW-A12-5 interval. qRT-PCR of parental and phenotypically extreme lines revealed that Gh_CPR30 was induced by and may be a candidate gene for resistance to Verticillium wilt in G. hirsutum. Furthermore, VIGS technology revealed that the disease severity index (DSI) of the Gh_CPR30-silenced plants was significantly higher than that of the control. These results indicate that the Gh_CPR30 gene plays an important role in the resistance of G. hirsutum to Verticillium wilt, and the study provides a molecular basis for analyzing the molecular mechanism underlying G. hirsutum resistance to Verticillium wilt.
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Affiliation(s)
- Yuxiang Wang
- Engineering Research Centre of Cotton, Ministry of Education/College of Agriculture, Xinjiang Agricultural University, 311 Nongda East Road, Urumqi 830052, China
| | - Jieyin Zhao
- Engineering Research Centre of Cotton, Ministry of Education/College of Agriculture, Xinjiang Agricultural University, 311 Nongda East Road, Urumqi 830052, China
| | - Qin Chen
- Engineering Research Centre of Cotton, Ministry of Education/College of Agriculture, Xinjiang Agricultural University, 311 Nongda East Road, Urumqi 830052, China
| | - Kai Zheng
- Engineering Research Centre of Cotton, Ministry of Education/College of Agriculture, Xinjiang Agricultural University, 311 Nongda East Road, Urumqi 830052, China
| | - Xiaojuan Deng
- Engineering Research Centre of Cotton, Ministry of Education/College of Agriculture, Xinjiang Agricultural University, 311 Nongda East Road, Urumqi 830052, China
| | - Wenju Gao
- Engineering Research Centre of Cotton, Ministry of Education/College of Agriculture, Xinjiang Agricultural University, 311 Nongda East Road, Urumqi 830052, China
| | - Wenfeng Pei
- State Key Laboratory of Cotton Biology, Key Laboratory of Cotton Genetic Improvement, Ministry of Agriculture, Institute of Cotton Research, Chinese Academy of Agricultural Sciences, Anyang, China
| | - Shiwei Geng
- Engineering Research Centre of Cotton, Ministry of Education/College of Agriculture, Xinjiang Agricultural University, 311 Nongda East Road, Urumqi 830052, China
| | - Yahui Deng
- Engineering Research Centre of Cotton, Ministry of Education/College of Agriculture, Xinjiang Agricultural University, 311 Nongda East Road, Urumqi 830052, China
| | - Chunping Li
- Institute of Cash Crops, Xinjiang Academy of Agricultural Sciences, Urumqi 830052, China
| | - Quanjia Chen
- Engineering Research Centre of Cotton, Ministry of Education/College of Agriculture, Xinjiang Agricultural University, 311 Nongda East Road, Urumqi 830052, China
| | - Yanying Qu
- Engineering Research Centre of Cotton, Ministry of Education/College of Agriculture, Xinjiang Agricultural University, 311 Nongda East Road, Urumqi 830052, China.
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13
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Mukherjee S, Graber JH, Moore CL. Macrophage differentiation is marked by increased abundance of the mRNA 3' end processing machinery, altered poly(A) site usage, and sensitivity to the level of CstF64. Front Immunol 2023; 14:1091403. [PMID: 36761770 PMCID: PMC9905730 DOI: 10.3389/fimmu.2023.1091403] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Accepted: 01/11/2023] [Indexed: 01/26/2023] Open
Abstract
Regulation of mRNA polyadenylation is important for response to external signals and differentiation in several cell types, and results in mRNA isoforms that vary in the amount of coding sequence or 3' UTR regulatory elements. However, its role in differentiation of monocytes to macrophages has not been investigated. Macrophages are key effectors of the innate immune system that help control infection and promote tissue-repair. However, overactivity of macrophages contributes to pathogenesis of many diseases. In this study, we show that macrophage differentiation is characterized by shortening and lengthening of mRNAs in relevant cellular pathways. The cleavage/polyadenylation (C/P) proteins increase during differentiation, suggesting a possible mechanism for the observed changes in poly(A) site usage. This was surprising since higher C/P protein levels correlate with higher proliferation rates in other systems, but monocytes stop dividing after induction of differentiation. Depletion of CstF64, a C/P protein and known regulator of polyadenylation efficiency, delayed macrophage marker expression, cell cycle exit, attachment, and acquisition of structural complexity, and impeded shortening of mRNAs with functions relevant to macrophage biology. Conversely, CstF64 overexpression increased use of promoter-proximal poly(A) sites and caused the appearance of differentiated phenotypes in the absence of induction. Our findings indicate that regulation of polyadenylation plays an important role in macrophage differentiation.
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Affiliation(s)
- Srimoyee Mukherjee
- Department of Developmental, Molecular, and Chemical Biology, Tufts University School of Medicine, Boston, MA, United States
| | - Joel H. Graber
- Computational Biology and Bioinformatics Core, Mount Desert Island Biological Laboratory, Bar Harbor, ME, United States
| | - Claire L. Moore
- Department of Developmental, Molecular, and Chemical Biology, Tufts University School of Medicine, Boston, MA, United States
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14
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Athanasopoulou K, Daneva GN, Boti MA, Dimitroulis G, Adamopoulos PG, Scorilas A. The Transition from Cancer "omics" to "epi-omics" through Next- and Third-Generation Sequencing. LIFE (BASEL, SWITZERLAND) 2022; 12:life12122010. [PMID: 36556377 PMCID: PMC9785810 DOI: 10.3390/life12122010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Revised: 11/25/2022] [Accepted: 11/30/2022] [Indexed: 12/05/2022]
Abstract
Deciphering cancer etiopathogenesis has proven to be an especially challenging task since the mechanisms that drive tumor development and progression are far from simple. An astonishing amount of research has revealed a wide spectrum of defects, including genomic abnormalities, epigenomic alterations, disturbance of gene transcription, as well as post-translational protein modifications, which cooperatively promote carcinogenesis. These findings suggest that the adoption of a multidimensional approach can provide a much more precise and comprehensive picture of the tumor landscape, hence serving as a powerful tool in cancer research and precision oncology. The introduction of next- and third-generation sequencing technologies paved the way for the decoding of genetic information and the elucidation of cancer-related cellular compounds and mechanisms. In the present review, we discuss the current and emerging applications of both generations of sequencing technologies, also referred to as massive parallel sequencing (MPS), in the fields of cancer genomics, transcriptomics and proteomics, as well as in the progressing realms of epi-omics. Finally, we provide a brief insight into the expanding scope of sequencing applications in personalized cancer medicine and pharmacogenomics.
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15
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Schönegger ES, Crisp A, Müller M, Fertl J, Serdjukow S, Croce S, Kollaschinski M, Carell T, Frischmuth T. Click Chemistry Enables Rapid Amplification of Full-Length Reverse Transcripts for Long-Read Third Generation Sequencing. Bioconjug Chem 2022; 33:1789-1795. [PMID: 36154005 DOI: 10.1021/acs.bioconjchem.2c00353] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Here we describe the development of a novel click chemistry-based method for the generation and amplification of full-length cDNA libraries from total RNA, while avoiding the need for problematic template-switching (TS) reactions. Compared with prior efforts, our method involves neither random priming nor stochastic cDNA termination, thus enabling amplification of transcripts that were previously inaccessible via related click chemistry-based RNA sequencing techniques. A key modification involving the use of PCR primers containing two overhanging 3'-nucleotides substantially improved the read-through compatibility of the 1,4-disubstituted 1,2,3-triazole-containing cDNA, where such modifications typically hinder amplification. This allowed us to more than double the possible insert size compared with the state-of-the art click chemistry-based technique, PAC-seq. Furthermore, our method performed on par with a commercially available PCR-cDNA RNA sequencing kit, as determined by Oxford Nanopore sequencing. Given the known advantages of PAC-seq, namely, suppression of PCR artifacts, we anticipate that our contribution could enable diverse applications including improved analyses of mRNA splicing variants and fusion transcripts.
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Affiliation(s)
- Eva S Schönegger
- Ludwig-Maximilians-Universität München, Institute for Chemical Epigenetics Munich, Butenandtstr. 5-13, 81377 Munich, Germany
| | - Antony Crisp
- baseclick GmbH, Floriansbogen 2-4, 82061 Neuried (Munich), Germany
| | - Markus Müller
- Ludwig-Maximilians-Universität München, Institute for Chemical Epigenetics Munich, Butenandtstr. 5-13, 81377 Munich, Germany
| | - Jessica Fertl
- baseclick GmbH, Floriansbogen 2-4, 82061 Neuried (Munich), Germany
| | - Sascha Serdjukow
- baseclick GmbH, Floriansbogen 2-4, 82061 Neuried (Munich), Germany
| | - Stefano Croce
- baseclick GmbH, Floriansbogen 2-4, 82061 Neuried (Munich), Germany
| | | | - Thomas Carell
- Ludwig-Maximilians-Universität München, Institute for Chemical Epigenetics Munich, Butenandtstr. 5-13, 81377 Munich, Germany
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16
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Gao Y, Liu X, Jin Y, Wu J, Li S, Li Y, Chen B, Zhang Y, Wei L, Li W, Li R, Lin C, Reddy ASN, Jaiswal P, Gu L. Drought induces epitranscriptome and proteome changes in stem-differentiating xylem of Populus trichocarpa. PLANT PHYSIOLOGY 2022; 190:459-479. [PMID: 35670753 PMCID: PMC9434199 DOI: 10.1093/plphys/kiac272] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/06/2022] [Accepted: 05/11/2022] [Indexed: 05/25/2023]
Abstract
Understanding gene expression and regulation requires insights into RNA transcription, processing, modification, and translation. However, the relationship between the epitranscriptome and the proteome under drought stress remains undetermined in poplar (Populus trichocarpa). In this study, we used Nanopore direct RNA sequencing and tandem mass tag-based proteomic analysis to examine epitranscriptomic and proteomic regulation induced by drought treatment in stem-differentiating xylem (SDX). Our results revealed a decreased full-length read ratio under drought treatment and, especially, a decreased association between transcriptome and proteome changes in response to drought. Epitranscriptome analysis of cellulose- and lignin-related genes revealed an increased N6-Methyladenosine (m6A) ratio, which was accompanied by decreased RNA abundance and translation, under drought stress. Interestingly, usage of the distal poly(A) site increased during drought stress. Finally, we found that transcripts of highly expressed genes tend to have shorter poly(A) tail length (PAL), and drought stress increased the percentage of transcripts with long PAL. These findings provide insights into the interplay among m6A, polyadenylation, PAL, and translation under drought stress in P. trichocarpa SDX.
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Affiliation(s)
| | | | - Yandong Jin
- College of Forestry, Basic Forestry and Proteomics Research Center, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Ji Wu
- College of Forestry, Basic Forestry and Proteomics Research Center, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Shuang Li
- State Key Laboratory of Tree Genetics and Breeding, Northeast Forestry University, Harbin 150040, China
| | - Yaxing Li
- Basic Forestry and Proteomics Research Center, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Binqing Chen
- Basic Forestry and Proteomics Research Center, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Yaxin Zhang
- College of Forestry, Basic Forestry and Proteomics Research Center, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Linxiao Wei
- College of Forestry, Basic Forestry and Proteomics Research Center, Fujian Agriculture and Forestry University, Fuzhou 350002, China
| | - Wei Li
- State Key Laboratory of Tree Genetics and Breeding, Northeast Forestry University, Harbin 150040, China
| | - Ruili Li
- National Engineering Research Center of Tree Breeding and Ecological Restoration, College of Biological Sciences and Technology, Beijing Forestry University, Beijing 100083, China
| | - Chentao Lin
- Department of Molecular, Cell and Developmental Biology, University of California, Los Angeles, California 90095, USA
| | - Anireddy S N Reddy
- Department of Biology and Program in Cell and Molecular Biology, Colorado State University, Fort Collins, Colorado, USA
| | - Pankaj Jaiswal
- Department of Botany and Plant Pathology, Oregon State University, Corvallis, Oregon, USA
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17
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Sotcheff SL, Chen JYC, Elrod N, Cao J, Jaworski E, Kuyumcu-Martinez MN, Shi PY, Routh AL. Zika Virus Infection Alters Gene Expression and Poly-Adenylation Patterns in Placental Cells. Pathogens 2022; 11:pathogens11080936. [PMID: 36015056 PMCID: PMC9414685 DOI: 10.3390/pathogens11080936] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Revised: 07/29/2022] [Accepted: 08/10/2022] [Indexed: 11/25/2022] Open
Abstract
Flaviviruses are small RNA viruses that are mainly transmitted via arthropod vectors and are found in tropic and sub-tropical regions. Most infections are asymptomatic (90-95%), but symptoms can be as severe as hemorrhagic fever and encephalitis. One recently emerged flavivirus is Zika virus (ZIKV), which was originally isolated from rhesus monkeys in Uganda roughly 70 years ago but has recently spread east, reaching S. America in 2015-2016. This outbreak was associated with the development of Guillain-Barré syndrome in adults and microcephaly in infants born to expectant mothers infected early in pregnancy. ZIKV must traverse the placenta to impact the development of the fetus, but the mechanisms responsible are unknown. While flaviviruses are known to disrupt splicing patterns in host cells, little is known about how flaviviruses such as ZIKV impact the alternative polyadenylation (APA) of host transcripts. This is important as APA is well-established as a mechanism in the regulation of mRNA metabolism and translation. Thus, we sought to characterize transcriptomic changes including APA in human placental (JEG3) cells in response to ZIKV infection using Poly(A)-ClickSeq (PAC-Seq). We used our differential Poly(A)-cluster (DPAC) analysis pipeline to characterize changes in differential gene expression, alternative poly-adenylation (APA) and the use of alternative terminal exons. We identified 98 upregulated genes and 28 downregulated genes. Pathway enrichment analysis indicated that many RNA processing and immune pathways were upregulated in ZIKV-infected JEG3 cells. We also updated DPAC to provide additional metrics of APA including the percentage-distal usage index (PDUI), which revealed that APA was extensive and the 3' UTRs of 229 genes were lengthened while 269 were shortened. We further found that there were 214 upregulated and 59 downregulated poly(A)-clusters (PACs). We extracted the nucleotide sequences surrounding these PACs and found that the canonical signals for poly-adenylation (binding site for poly-A binding protein (PABP) upstream and a GU-rich region down-stream of the PAC) were only enriched in the downregulated PACs. These results indicate that ZIKV infection makes JEG3 cells more permissive to non-canonical poly-adenylation signals.
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Affiliation(s)
- Stephanea L. Sotcheff
- Department of Biochemistry & Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - John Yun-Chung Chen
- Department of Biochemistry & Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Nathan Elrod
- Department of Biochemistry & Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Jun Cao
- Department of Biochemistry & Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
- Beijing Key Laboratory of Environmental and Viral Oncology, Faculty of Environment and Life, Beijing University of Technology, Beijing 100124, China
| | - Elizabeth Jaworski
- Department of Biochemistry & Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Mugé N. Kuyumcu-Martinez
- Department of Biochemistry & Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
- Department of Neuroscience, Cell Biology and Anatomy, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Pei-Yong Shi
- Department of Biochemistry & Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
- Sealy Institute for Drug Discovery, University of Texas Medical Branch, Galveston, TX 77555, USA
- Sealy Center for Structural Biology and Molecular Biophysics, University of Texas Medical Branch, Galveston, TX 77555, USA
- Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Andrew L. Routh
- Department of Biochemistry & Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
- Sealy Center for Structural Biology and Molecular Biophysics, University of Texas Medical Branch, Galveston, TX 77555, USA
- Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, TX 77555, USA
- Correspondence:
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18
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Vu MN, Lokugamage KG, Plante JA, Scharton D, Bailey AO, Sotcheff S, Swetnam DM, Johnson BA, Schindewolf C, Alvarado RE, Crocquet-Valdes PA, Debbink K, Weaver SC, Walker DH, Russell WK, Routh AL, Plante KS, Menachery VD. QTQTN motif upstream of the furin-cleavage site plays a key role in SARS-CoV-2 infection and pathogenesis. Proc Natl Acad Sci U S A 2022; 119:e2205690119. [PMID: 35881779 PMCID: PMC9371735 DOI: 10.1073/pnas.2205690119] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2022] [Accepted: 05/26/2022] [Indexed: 02/08/2023] Open
Abstract
The furin cleavage site (FCS), an unusual feature in the SARS-CoV-2 spike protein, has been spotlighted as a factor key to facilitating infection and pathogenesis by increasing spike processing. Similarly, the QTQTN motif directly upstream of the FCS is also an unusual feature for group 2B coronaviruses (CoVs). The QTQTN deletion has consistently been observed in in vitro cultured virus stocks and some clinical isolates. To determine whether the QTQTN motif is critical to SARS-CoV-2 replication and pathogenesis, we generated a mutant deleting the QTQTN motif (ΔQTQTN). Here, we report that the QTQTN deletion attenuates viral replication in respiratory cells in vitro and attenuates disease in vivo. The deletion results in a shortened, more rigid peptide loop that contains the FCS and is less accessible to host proteases, such as TMPRSS2. Thus, the deletion reduced the efficiency of spike processing and attenuates SARS-CoV-2 infection. Importantly, the QTQTN motif also contains residues that are glycosylated, and disruption of its glycosylation also attenuates virus replication in a TMPRSS2-dependent manner. Together, our results reveal that three aspects of the S1/S2 cleavage site-the FCS, loop length, and glycosylation-are required for efficient SARS-CoV-2 replication and pathogenesis.
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Affiliation(s)
- Michelle N. Vu
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX 77555
| | - Kumari G. Lokugamage
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX 77555
| | - Jessica A. Plante
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX 77555
- Institute for Human Infection and Immunity, University of Texas Medical Branch, Galveston, TX 77555
- World Reference Center of Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, TX 77555
| | - Dionna Scharton
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX 77555
- Institute for Human Infection and Immunity, University of Texas Medical Branch, Galveston, TX 77555
- World Reference Center of Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, TX 77555
| | - Aaron O. Bailey
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555
| | - Stephanea Sotcheff
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555
| | - Daniele M. Swetnam
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555
| | - Bryan A. Johnson
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX 77555
| | - Craig Schindewolf
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX 77555
| | - R. Elias Alvarado
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX 77555
- Institute for Translational Sciences, University of Texas Medical Branch, Galveston, TX
| | | | - Kari Debbink
- Department of Molecular Microbiology and Immunology, Bloomberg School of Public Health, Johns Hopkins University, Baltimore, MD 21211
| | - Scott C. Weaver
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX 77555
- Institute for Human Infection and Immunity, University of Texas Medical Branch, Galveston, TX 77555
- World Reference Center of Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, TX 77555
- Center for Biodefense and Emerging Infectious Disease, University of Texas Medical Branch, Galveston, TX 77555
| | - David H. Walker
- Department of Pathology, University of Texas Medical Branch, Galveston, TX 77555
- Center for Biodefense and Emerging Infectious Disease, University of Texas Medical Branch, Galveston, TX 77555
| | - William K. Russell
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555
| | - Andrew L. Routh
- Institute for Human Infection and Immunity, University of Texas Medical Branch, Galveston, TX 77555
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555
| | - Kenneth S. Plante
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX 77555
- Institute for Human Infection and Immunity, University of Texas Medical Branch, Galveston, TX 77555
- World Reference Center of Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, TX 77555
| | - Vineet D. Menachery
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX 77555
- Institute for Human Infection and Immunity, University of Texas Medical Branch, Galveston, TX 77555
- World Reference Center of Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, TX 77555
- Center for Biodefense and Emerging Infectious Disease, University of Texas Medical Branch, Galveston, TX 77555
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19
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Ran Y, Huang S, Shi J, Feng Q, Deng Y, Xiang AP, Yao C. CFIm25 regulates human stem cell function independently of its role in mRNA alternative polyadenylation. RNA Biol 2022; 19:686-702. [PMID: 35491945 PMCID: PMC9067535 DOI: 10.1080/15476286.2022.2071025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
It has recently been shown that CFIm25, a canonical mRNA 3’ processing factor, could play a variety of physiological roles through its molecular function in the regulation of mRNA alternative polyadenylation (APA). Here, we used CRISPR/Cas9-mediated gene editing approach in human embryonic stem cells (hESCs) for CFIm25, and obtained three gene knockdown/mutant cell lines. CFIm25 gene editing resulted in higher proliferation rate and impaired differentiation potential for hESCs, with these effects likely to be directly regulated by the target genes, including the pluripotency factor rex1. Mechanistically, we unexpected found that perturbation in CFIm25 gene expression did not significantly affect cellular mRNA 3’ processing efficiency and APA profile. Rather, we provided evidences that CFIm25 may impact RNA polymerase II (RNAPII) occupancy at the body of transcribed genes, and promote the expression level of a group of transcripts associated with cellular proliferation and/or differentiation. Taken together, these results reveal novel mechanisms underlying CFIm25ʹs modulation in determination of cell fate, and provide evidence that the process of mammalian gene transcription may be regulated by an mRNA 3’ processing factor.
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Affiliation(s)
- Yi Ran
- Center for Stem Cell Biology and Tissue Engineering, Key Laboratory for Stem Cells and Tissue Engineering, Ministry of Education, Sun Yat-Sen University, Guangzhou, China
| | - Shanshan Huang
- Center for Stem Cell Biology and Tissue Engineering, Key Laboratory for Stem Cells and Tissue Engineering, Ministry of Education, Sun Yat-Sen University, Guangzhou, China
| | - Junjie Shi
- Center for Stem Cell Biology and Tissue Engineering, Key Laboratory for Stem Cells and Tissue Engineering, Ministry of Education, Sun Yat-Sen University, Guangzhou, China
| | - Qiumin Feng
- Center for Stem Cell Biology and Tissue Engineering, Key Laboratory for Stem Cells and Tissue Engineering, Ministry of Education, Sun Yat-Sen University, Guangzhou, China
| | - Yanhui Deng
- Center for Stem Cell Biology and Tissue Engineering, Key Laboratory for Stem Cells and Tissue Engineering, Ministry of Education, Sun Yat-Sen University, Guangzhou, China
| | - Andy Peng Xiang
- Center for Stem Cell Biology and Tissue Engineering, Key Laboratory for Stem Cells and Tissue Engineering, Ministry of Education, Sun Yat-Sen University, Guangzhou, China
| | - Chengguo Yao
- Center for Stem Cell Biology and Tissue Engineering, Key Laboratory for Stem Cells and Tissue Engineering, Ministry of Education, Sun Yat-Sen University, Guangzhou, China
- Department of Genetics and Cell Biology, Zhongshan School of Medicine, Sun Yat-Sen University, Guangzhou, China
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20
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LaForce GR, Farr JS, Liu J, Akesson C, Gumus E, Pinkard O, Miranda HC, Johnson K, Sweet TJ, Ji P, Lin A, Coller J, Philippidou P, Wagner EJ, Schaffer AE. Suppression of premature transcription termination leads to reduced mRNA isoform diversity and neurodegeneration. Neuron 2022; 110:1340-1357.e7. [PMID: 35139363 PMCID: PMC9035109 DOI: 10.1016/j.neuron.2022.01.018] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2020] [Revised: 09/26/2021] [Accepted: 01/12/2022] [Indexed: 12/12/2022]
Abstract
Tight regulation of mRNA isoform expression is essential for neuronal development, maintenance, and function; however, the repertoire of proteins that govern isoform composition and abundance remains incomplete. Here, we show that the RNA kinase CLP1 regulates mRNA isoform expression through suppression of proximal cleavage and polyadenylation. We found that human stem-cell-derived motor neurons without CLP1 or with the disease-associated CLP1 p.R140H variant had distinct patterns of RNA-polymerase-II-associated cleavage and polyadenylation complex proteins that correlated with polyadenylation site usage. These changes resulted in imbalanced mRNA isoform expression of long genes important for neuronal function that were recapitulated in vivo. Strikingly, we observed the same pattern of reduced mRNA isoform diversity in 3' end sequencing data from brain tissues of patients with neurodegenerative disease. Together, our results identify a previously uncharacterized role for CLP1 in mRNA 3' end formation and reveal an mRNA misprocessing signature in neurodegeneration that may suggest a common mechanism of disease.
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Affiliation(s)
- Geneva R LaForce
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Jordan S Farr
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Jingyi Liu
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Cydni Akesson
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Evren Gumus
- Department of Medical Genetics, Faculty of Medicine, Mugla Sitki Kocman University, Mugla 48000, Turkey; Department of Medical Genetics, Faculty of Medicine, University of Harran, Sanliurfa 63000, Turkey
| | - Otis Pinkard
- Department of Molecular Biology and Genetics, Johns Hopkins, Baltimore, MD 21205, USA
| | - Helen C Miranda
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Katherine Johnson
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Thomas J Sweet
- Department of Molecular Biology and Genetics, Johns Hopkins, Baltimore, MD 21205, USA
| | - Ping Ji
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch at Galveston, Galveston, TX 77555, USA
| | - Ai Lin
- Department of Etiology and Carcinogenesis, National Cancer Center/National Clinical Research Center/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, WC67+HC Dongcheng, Beijing, China
| | - Jeff Coller
- Department of Molecular Biology and Genetics, Johns Hopkins, Baltimore, MD 21205, USA
| | - Polyxeni Philippidou
- Department of Neurosciences, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Eric J Wagner
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch at Galveston, Galveston, TX 77555, USA; Department of Biochemistry and Biophysics, University of Rochester School of Medicine and Dentistry, Rochester, NY 14642, USA
| | - Ashleigh E Schaffer
- Department of Genetics and Genome Sciences, Case Western Reserve University, Cleveland, OH 44106, USA.
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21
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Langsjoen RM, Zhou Y, Holcomb RJ, Routh AL. Chikungunya Virus Infects the Heart and Induces Heart-Specific Transcriptional Changes in an Immunodeficient Mouse Model of Infection. Am J Trop Med Hyg 2022; 106:99-104. [PMID: 34844209 PMCID: PMC8733537 DOI: 10.4269/ajtmh.21-0719] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2021] [Accepted: 08/12/2021] [Indexed: 01/03/2023] Open
Abstract
Chikungunya virus (CHIKV) is a mosquito-transmitted pathogen in family Togaviridae, genus Alphavirus. Although CHIKV is well known for its ability to cause debilitating rheumatoid-like arthritis, it has been also been observed to cause cardiovascular symptoms such as arrhythmias. Here, using samples from a previous study, we sequenced RNA from serum, kidney, skeletal muscle, and cardiac muscle from CHIKV- and mock-infected IFN-αR-/- mice using two sequencing techniques to investigate heart-specific changes in virus mutational profiles and host gene expression. Mutation rates were similar across muscle tissues although heart tissue carried heart-specific CHIKV minority variants, one of which had a coding change in the nsP3 gene and another in the 3'UTR. Importantly, heart-specific transcriptional changes included differential expression of genes critical for ion transport and muscle contraction. These results demonstrate that CHIKV replicates in the hearts of immunodeficient mice and induce heart-specific mutations and host responses with implications for cardiac pathologies.
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Affiliation(s)
- Rose M. Langsjoen
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, Texas;,Address correspondence to Rose M. Langsjoen, Emory University School of Medicine, Department of Pathology, Woodruff Memorial Research Building 7207A, 101 Woodruff Cir NE, Atlanta, GA 30322. E-mail:
| | - Yiyang Zhou
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, Texas
| | - Richard J. Holcomb
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, Texas
| | - Andrew L. Routh
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, Texas;,Sealy Center for Structural Biology, University of Texas Medical Branch, Galveston, Texas;,Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, Texas
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22
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Kapustina Ž, Medžiūnė J, Dubovskaja V, Matjošaitis K, Žeimytė S, Lubys A. Sensitive and accurate analysis of gene expression signatures enabled by oligonucleotide-labelled cDNA. RNA Biol 2022; 19:774-780. [PMID: 35653374 PMCID: PMC9191874 DOI: 10.1080/15476286.2022.2078093] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Accepted: 05/11/2022] [Indexed: 10/30/2022] Open
Abstract
High-throughput RNA sequencing offers a comprehensive analysis of transcriptome complexity originated from regulatory events, such as differential gene expression, alternative polyadenylation and others, and allows the increase in diagnostic capacity and precision. For gene expression profiling applications that do not specifically require information on alternative splicing events, the mRNA 3' termini counting approach is a cost-effective alternative to whole transcriptome sequencing. Here, we report MTAS-seq (mRNA sequencing via terminator-assisted synthesis) - a novel RNA-seq library preparation method directed towards mRNA 3' termini. We demonstrate the specific enrichment for 3'-terminal regions by simple and quick single-tube protocol with built-in molecular barcoding to enable accurate estimation of transcript abundance. To achieve that, we synthesized oligonucleotide-modified dideoxynucleotides which enable the generation of cDNA libraries at the reverse transcription step. We validated the performance of MTAS-seq on well-characterized reference bulk RNA and further tested it with eukaryotic cell lysates.
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Affiliation(s)
- Žana Kapustina
- Thermo Fisher Scientific Baltics, Research and Development Department, Vilnius, Lithuania
| | - Justina Medžiūnė
- Thermo Fisher Scientific Baltics, Research and Development Department, Vilnius, Lithuania
- Faculty of Chemistry and Geosciences, Vilnius University, Vilnius, Lithuania
| | - Varvara Dubovskaja
- Thermo Fisher Scientific Baltics, Research and Development Department, Vilnius, Lithuania
| | - Karolis Matjošaitis
- Thermo Fisher Scientific Baltics, Research and Development Department, Vilnius, Lithuania
| | - Simona Žeimytė
- Thermo Fisher Scientific Baltics, Research and Development Department, Vilnius, Lithuania
| | - Arvydas Lubys
- Thermo Fisher Scientific Baltics, Research and Development Department, Vilnius, Lithuania
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23
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Cao J, Verma SK, Jaworski E, Mohan S, Nagasawa CK, Rayavara K, Sooter A, Miller SN, Holcomb RJ, Powell MJ, Ji P, Elrod ND, Yildirim E, Wagner EJ, Popov V, Garg NJ, Routh AL, Kuyumcu-Martinez MN. RBFOX2 is critical for maintaining alternative polyadenylation patterns and mitochondrial health in rat myoblasts. Cell Rep 2021; 37:109910. [PMID: 34731606 PMCID: PMC8600936 DOI: 10.1016/j.celrep.2021.109910] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2021] [Revised: 07/22/2021] [Accepted: 10/08/2021] [Indexed: 12/16/2022] Open
Abstract
RBFOX2, which has a well-established role in alternative splicing, is linked to heart diseases. However, it is unclear whether RBFOX2 has other roles in RNA processing that can influence gene expression in muscle cells, contributing to heart disease. Here, we employ both 3'-end and nanopore cDNA sequencing to reveal a previously unrecognized role for RBFOX2 in maintaining alternative polyadenylation (APA) signatures in myoblasts. RBFOX2-mediated APA modulates mRNA levels and/or isoform expression of a collection of genes, including contractile and mitochondrial genes. Depletion of RBFOX2 adversely affects mitochondrial health in myoblasts, correlating with disrupted APA of mitochondrial gene Slc25a4. Mechanistically, RBFOX2 regulation of Slc25a4 APA is mediated through consensus RBFOX2 binding motifs near the distal polyadenylation site, enforcing the use of the proximal polyadenylation site. In sum, our results unveil a role for RBFOX2 in fine-tuning expression of mitochondrial and contractile genes via APA in myoblasts relevant to heart diseases.
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Affiliation(s)
- Jun Cao
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Sunil K Verma
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Elizabeth Jaworski
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Stephanie Mohan
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Chloe K Nagasawa
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Kempaiah Rayavara
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Amanda Sooter
- School of Medicine, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Sierra N Miller
- Center for Addiction Research, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Richard J Holcomb
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Mason J Powell
- School of Medicine, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Ping Ji
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Nathan D Elrod
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Eda Yildirim
- Department of Cell Biology, Duke University School of Medicine, Durham, NC 27708, USA
| | - Eric J Wagner
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA; Sealy Centre for Structural Biology and Molecular Biophysics, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Vsevolod Popov
- Department of Pathology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Nisha J Garg
- Department of Microbiology and Immunology, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Andrew L Routh
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA; Sealy Centre for Structural Biology and Molecular Biophysics, University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Muge N Kuyumcu-Martinez
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA; Department of Neuroscience, Cell biology and Anatomy, University of Texas Medical Branch, Galveston, TX 77555, USA.
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24
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Jaworski E, Langsjoen RM, Mitchell B, Judy B, Newman P, Plante JA, Plante KS, Miller AL, Zhou Y, Swetnam D, Sotcheff S, Morris V, Saada N, Machado RR, McConnell A, Widen SG, Thompson J, Dong J, Ren P, Pyles RB, Ksiazek TG, Menachery VD, Weaver SC, Routh AL. Tiled-ClickSeq for targeted sequencing of complete coronavirus genomes with simultaneous capture of RNA recombination and minority variants. eLife 2021; 10:68479. [PMID: 34581669 PMCID: PMC8478411 DOI: 10.7554/elife.68479] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2021] [Accepted: 09/08/2021] [Indexed: 12/13/2022] Open
Abstract
High-throughput genomics of SARS-CoV-2 is essential to characterize virus evolution and to identify adaptations that affect pathogenicity or transmission. While single-nucleotide variations (SNVs) are commonly considered as driving virus adaption, RNA recombination events that delete or insert nucleic acid sequences are also critical. Whole genome targeting sequencing of SARS-CoV-2 is typically achieved using pairs of primers to generate cDNA amplicons suitable for next-generation sequencing (NGS). However, paired-primer approaches impose constraints on where primers can be designed, how many amplicons are synthesized and requires multiple PCR reactions with non-overlapping primer pools. This imparts sensitivity to underlying SNVs and fails to resolve RNA recombination junctions that are not flanked by primer pairs. To address these limitations, we have designed an approach called ‘Tiled-ClickSeq’, which uses hundreds of tiled-primers spaced evenly along the virus genome in a single reverse-transcription reaction. The other end of the cDNA amplicon is generated by azido-nucleotides that stochastically terminate cDNA synthesis, removing the need for a paired-primer. A sequencing adaptor containing a Unique Molecular Identifier (UMI) is appended to the cDNA fragment using click-chemistry and a PCR reaction generates a final NGS library. Tiled-ClickSeq provides complete genome coverage, including the 5’UTR, at high depth and specificity to the virus on both Illumina and Nanopore NGS platforms. Here, we analyze multiple SARS-CoV-2 isolates and clinical samples to simultaneously characterize minority variants, sub-genomic mRNAs (sgmRNAs), structural variants (SVs) and D-RNAs. Tiled-ClickSeq therefore provides a convenient and robust platform for SARS-CoV-2 genomics that captures the full range of RNA species in a single, simple assay.
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Affiliation(s)
- Elizabeth Jaworski
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, United States.,ClickSeq Technologies LLC, Galveston, United States
| | - Rose M Langsjoen
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, United States
| | - Brooke Mitchell
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, United States.,Department of Microbiology and Immunology, The University of Texas Medical Branch, Galveston, United States
| | - Barbara Judy
- Department of Pediatrics, University of Texas Medical Branch, Galveston, United States
| | - Patrick Newman
- Department of Pediatrics, University of Texas Medical Branch, Galveston, United States
| | - Jessica A Plante
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, United States.,Department of Pathology, University of Texas Medical Branch, Galveston, United States.,Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, United States
| | - Kenneth S Plante
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, United States.,Department of Pathology, University of Texas Medical Branch, Galveston, United States.,Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, United States
| | - Aaron L Miller
- Department of Pediatrics, University of Texas Medical Branch, Galveston, United States
| | - Yiyang Zhou
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, United States
| | - Daniele Swetnam
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, United States
| | - Stephanea Sotcheff
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, United States
| | - Victoria Morris
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, United States
| | - Nehad Saada
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, United States.,Department of Microbiology and Immunology, The University of Texas Medical Branch, Galveston, United States
| | - Rafael Rg Machado
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, United States.,Department of Microbiology and Immunology, The University of Texas Medical Branch, Galveston, United States
| | - Allan McConnell
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, United States.,Department of Microbiology and Immunology, The University of Texas Medical Branch, Galveston, United States
| | - Steven G Widen
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, United States.,Next-Generation Sequencing Core, The University of Texas Medical Branch, Galveston, United States
| | - Jill Thompson
- Next-Generation Sequencing Core, The University of Texas Medical Branch, Galveston, United States
| | - Jianli Dong
- Department of Pediatrics, University of Texas Medical Branch, Galveston, United States.,Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, United States
| | - Ping Ren
- Department of Microbiology and Immunology, The University of Texas Medical Branch, Galveston, United States
| | - Rick B Pyles
- Department of Pediatrics, University of Texas Medical Branch, Galveston, United States
| | - Thomas G Ksiazek
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, United States.,Department of Pathology, University of Texas Medical Branch, Galveston, United States
| | - Vineet D Menachery
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, United States.,Department of Microbiology and Immunology, The University of Texas Medical Branch, Galveston, United States.,Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, United States
| | - Scott C Weaver
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, United States.,Department of Microbiology and Immunology, The University of Texas Medical Branch, Galveston, United States.,Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, United States
| | - Andrew L Routh
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, United States.,Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, United States.,Sealy Centre for Structural Biology and Molecular Biophysics, University of Texas Medical Branch, Galveston, United States
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25
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Jaworski E, Langsjoen RM, Mitchell B, Judy B, Newman P, Plante JA, Plante KS, Miller AL, Zhou Y, Swetnam D, Sotcheff S, Morris V, Saada N, Machado R, McConnell A, Widen S, Thompson J, Dong J, Ren P, Pyles RB, Ksiazek T, Menachery VD, Weaver SC, Routh A. Tiled-ClickSeq for targeted sequencing of complete coronavirus genomes with simultaneous capture of RNA recombination and minority variants. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2021:2021.03.10.434828. [PMID: 33758846 PMCID: PMC7987005 DOI: 10.1101/2021.03.10.434828] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
High-throughput genomics of SARS-CoV-2 is essential to characterize virus evolution and to identify adaptations that affect pathogenicity or transmission. While single-nucleotide variations (SNVs) are commonly considered as driving virus adaption, RNA recombination events that delete or insert nucleic acid sequences are also critical. Whole genome targeting sequencing of SARS-CoV-2 is typically achieved using pairs of primers to generate cDNA amplicons suitable for Next-Generation Sequencing (NGS). However, paired-primer approaches impose constraints on where primers can be designed, how many amplicons are synthesized and requires multiple PCR reactions with non-overlapping primer pools. This imparts sensitivity to underlying SNVs and fails to resolve RNA recombination junctions that are not flanked by primer pairs. To address these limitations, we have designed an approach called 'Tiled-ClickSeq', which uses hundreds of tiled-primers spaced evenly along the virus genome in a single reverse-transcription reaction. The other end of the cDNA amplicon is generated by azido-nucleotides that stochastically terminate cDNA synthesis, removing the need for a paired-primer. A sequencing adaptor containing a Unique Molecular Identifier (UMI) is appended to the cDNA fragment using click-chemistry and a PCR reaction generates a final NGS library. Tiled-ClickSeq provides complete genome coverage, including the 5'UTR, at high depth and specificity to the virus on both Illumina and Nanopore NGS platforms. Here, we analyze multiple SARS-CoV-2 isolates and clinical samples to simultaneously characterize minority variants, sub-genomic mRNAs (sgmRNAs), structural variants (SVs) and D-RNAs. Tiled-ClickSeq therefore provides a convenient and robust platform for SARS-CoV-2 genomics that captures the full range of RNA species in a single, simple assay.
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Affiliation(s)
- Elizabeth Jaworski
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, TX, USA
- ClickSeq Technologies LLC, Galveston, TX, USA
| | - Rose M. Langsjoen
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, TX, USA
| | - Brooke Mitchell
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, TX, USA
- Department of Microbiology and Immunology, The University of Texas Medical Branch, Galveston, TX, USA
| | - Barbara Judy
- Department of Pediatrics, University of Texas Medical Branch, Galveston, TX, USA
| | - Patrick Newman
- Department of Pathology, University of Texas Medical Branch, Galveston TX, USA
| | - Jessica A. Plante
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, TX, USA
- Department of Pathology, University of Texas Medical Branch, Galveston TX, USA
- Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, TX, USA
| | - Kenneth S. Plante
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, TX, USA
- Department of Pathology, University of Texas Medical Branch, Galveston TX, USA
- Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, TX, USA
| | - Aaron L. Miller
- Department of Pediatrics, University of Texas Medical Branch, Galveston, TX, USA
| | - Yiyang Zhou
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, TX, USA
| | - Daniele Swetnam
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, TX, USA
| | - Stephanea Sotcheff
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, TX, USA
| | - Victoria Morris
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, TX, USA
| | - Nehad Saada
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, TX, USA
- Department of Microbiology and Immunology, The University of Texas Medical Branch, Galveston, TX, USA
| | - Rafael Machado
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, TX, USA
- Department of Microbiology and Immunology, The University of Texas Medical Branch, Galveston, TX, USA
| | - Allan McConnell
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, TX, USA
- Department of Microbiology and Immunology, The University of Texas Medical Branch, Galveston, TX, USA
| | - Steve Widen
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, TX, USA
- Next-Generation Sequencing Core, The University of Texas Medical Branch, Galveston, TX, USA
| | - Jill Thompson
- Next-Generation Sequencing Core, The University of Texas Medical Branch, Galveston, TX, USA
| | - Jianli Dong
- Department of Pediatrics, University of Texas Medical Branch, Galveston, TX, USA
- Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, TX, USA
| | - Ping Ren
- Department of Microbiology and Immunology, The University of Texas Medical Branch, Galveston, TX, USA
| | - Rick B. Pyles
- Department of Pediatrics, University of Texas Medical Branch, Galveston, TX, USA
| | - Thomas Ksiazek
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, TX, USA
- Department of Pathology, University of Texas Medical Branch, Galveston TX, USA
| | - Vineet D. Menachery
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, TX, USA
- Department of Microbiology and Immunology, The University of Texas Medical Branch, Galveston, TX, USA
- Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, TX, USA
| | - Scott C. Weaver
- World Reference Center for Emerging Viruses and Arboviruses, University of Texas Medical Branch, Galveston, TX, USA
- Department of Microbiology and Immunology, The University of Texas Medical Branch, Galveston, TX, USA
- Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, TX, USA
| | - Andrew Routh
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, TX, USA
- Institute for Human Infections and Immunity, University of Texas Medical Branch, Galveston, TX, USA
- Sealy Centre for Structural Biology and Molecular Biophysics, University of Texas Medical Branch, Galveston, Texas, USA
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26
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Ye C, Zhao D, Ye W, Wu X, Ji G, Li QQ, Lin J. QuantifyPoly(A): reshaping alternative polyadenylation landscapes of eukaryotes with weighted density peak clustering. Brief Bioinform 2021; 22:6319934. [PMID: 34255024 DOI: 10.1093/bib/bbab268] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2021] [Revised: 06/23/2021] [Accepted: 06/23/2021] [Indexed: 01/09/2023] Open
Abstract
The dynamic choice of different polyadenylation sites in a gene is referred to as alternative polyadenylation, which functions in many important biological processes. Large-scale messenger RNA 3' end sequencing has revealed that cleavage sites for polyadenylation are presented with microheterogeneity. To date, the conventional determination of polyadenylation site clusters is subjective and arbitrary, leading to inaccurate annotations. Here, we present a weighted density peak clustering method, QuantifyPoly(A), to accurately quantify genome-wide polyadenylation choices. Applying QuantifyPoly(A) on published 3' end sequencing datasets from both animals and plants, their polyadenylation profiles are reshaped into myriads of novel polyadenylation site clusters. Most of these novel polyadenylation site clusters show significantly dynamic usage across different biological samples or associate with binding sites of trans-acting factors. Upstream sequences of these clusters are enriched with polyadenylation signals UGUA, UAAA and/or AAUAAA in a species-dependent manner. Polyadenylation site clusters also exhibit species specificity, while plants ones generally show higher microheterogeneity than that of animals. QuantifyPoly(A) is broadly applicable to any types of 3' end sequencing data and species for accurate quantification and construction of the complex and dynamic polyadenylation landscape and enables us to decode alternative polyadenylation events invisible to conventional methods at a much higher resolution.
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Affiliation(s)
- Congting Ye
- Key Laboratory of the Ministry of Education for Coastal and Wetland Ecosystems, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361102, China
| | - Danhui Zhao
- Key Laboratory of the Ministry of Education for Coastal and Wetland Ecosystems, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361102, China
| | - Wenbin Ye
- Department of Automation, Xiamen University, Xiamen, Fujian 361102, China
| | - Xiaohui Wu
- Department of Automation, Xiamen University, Xiamen, Fujian 361102, China
| | - Guoli Ji
- Department of Automation, Xiamen University, Xiamen, Fujian 361102, China
| | - Qingshun Q Li
- Key Laboratory of the Ministry of Education for Coastal and Wetland Ecosystems, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361102, China.,Graduate College of Biomedical Sciences, Western University of Health Sciences, Pomona, CA 91766, USA
| | - Juncheng Lin
- Key Laboratory of the Ministry of Education for Coastal and Wetland Ecosystems, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361102, China.,FAFU-UCR Joint Center, Horticulture Biology and Metabolomics Center, Haixia Institute of Science and Technology, Fujian Agriculture and Forestry University, Fuzhou, Fujian 350002, China
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27
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Li L, Huang KL, Gao Y, Cui Y, Wang G, Elrod ND, Li Y, Chen YE, Ji P, Peng F, Russell WK, Wagner EJ, Li W. An atlas of alternative polyadenylation quantitative trait loci contributing to complex trait and disease heritability. Nat Genet 2021; 53:994-1005. [PMID: 33986536 DOI: 10.1038/s41588-021-00864-5] [Citation(s) in RCA: 91] [Impact Index Per Article: 22.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2020] [Accepted: 04/05/2021] [Indexed: 12/14/2022]
Abstract
Genome-wide association studies have identified thousands of noncoding variants associated with human traits and diseases. However, the functional interpretation of these variants is a major challenge. Here, we constructed a multi-tissue atlas of human 3'UTR alternative polyadenylation (APA) quantitative trait loci (3'aQTLs), containing approximately 0.4 million common genetic variants associated with the APA of target genes, identified in 46 tissues isolated from 467 individuals (Genotype-Tissue Expression Project). Mechanistically, 3'aQTLs can alter poly(A) motifs, RNA secondary structure and RNA-binding protein-binding sites, leading to thousands of APA changes. Our CRISPR-based experiments indicate that such 3'aQTLs can alter APA regulation. Furthermore, we demonstrate that mapping 3'aQTLs can identify APA regulators, such as La-related protein 4. Finally, 3'aQTLs are colocalized with approximately 16.1% of trait-associated variants and are largely distinct from other QTLs, such as expression QTLs. Together, our findings show that 3'aQTLs contribute substantially to the molecular mechanisms underlying human complex traits and diseases.
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Affiliation(s)
- Lei Li
- Division of Computational Biomedicine, Department of Biological Chemistry, School of Medicine, University of California, Irvine, Irvine, CA, USA
| | - Kai-Lieh Huang
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, USA
| | - Yipeng Gao
- Graduate Program in Quantitative and Computational Biosciences, Baylor College of Medicine, Houston, TX, USA
| | - Ya Cui
- Division of Computational Biomedicine, Department of Biological Chemistry, School of Medicine, University of California, Irvine, Irvine, CA, USA
| | - Gao Wang
- The Gertrude H. Sergievsky Center and Department of Neurology, Columbia University, New York, NY, USA
| | - Nathan D Elrod
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, USA
| | - Yumei Li
- Division of Computational Biomedicine, Department of Biological Chemistry, School of Medicine, University of California, Irvine, Irvine, CA, USA
| | - Yiling Elaine Chen
- Department of Statistics, University of California, Los Angeles, CA, USA
| | - Ping Ji
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, USA
| | - Fanglue Peng
- Department of Molecular and Cellular Biology, Baylor College of Medicine, Houston, TX, USA
| | - William K Russell
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, USA
| | - Eric J Wagner
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, USA.
| | - Wei Li
- Division of Computational Biomedicine, Department of Biological Chemistry, School of Medicine, University of California, Irvine, Irvine, CA, USA.
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28
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Lin J, Ye C, Li QQ. QPAT-seq, a rapid and deduplicatable method for quantification of poly(A) site usages. Methods Enzymol 2021; 655:73-83. [PMID: 34183134 DOI: 10.1016/bs.mie.2021.04.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Alternative polyadenylation (APA) is an essential regulatory mechanism for gene expression. The next generation sequencing provides ample opportunity to precisely delineate APA sites genome-wide. Various methods for profiling transcriptome-wide poly(A) sites were developed. By comparing available methods, the ways for adding sequencing adaptors to fit with the Illumina sequencing platform are different. These methods have identified more than 50% genes that undergo APA in eukaryotes. However, due to the unbalanced PCR during library preparation, accurate quantification of poly(A) sites is still a challenge. Here, we describe an updated poly(A) tag sequencing method that incorporates unique molecular identifier (UMI) into the adaptor for removing quantification bias induced by PCR duplicates. Hence, quantification of poly(A) site usages can be achieved by counting UMIs. This protocol, quantifying poly(A) tag sequencing (QPAT-seq), can be finished in 1 day with reduced cost, and is particularly useful for application with a large number of samples.
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Affiliation(s)
- Juncheng Lin
- Key Laboratory of the Ministry of Education for Coastal and Wetland Ecosystems, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian, China
| | - Congting Ye
- Key Laboratory of the Ministry of Education for Coastal and Wetland Ecosystems, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian, China
| | - Qingshun Q Li
- Key Laboratory of the Ministry of Education for Coastal and Wetland Ecosystems, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian, China; Graduate College of Biomedical Sciences, Western University of Health Sciences, Pomona, CA, United States.
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29
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Kandhari N, Kraupner-Taylor CA, Harrison PF, Powell DR, Beilharz TH. The Detection and Bioinformatic Analysis of Alternative 3 ' UTR Isoforms as Potential Cancer Biomarkers. Int J Mol Sci 2021; 22:5322. [PMID: 34070203 PMCID: PMC8158509 DOI: 10.3390/ijms22105322] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2021] [Revised: 05/06/2021] [Accepted: 05/06/2021] [Indexed: 12/17/2022] Open
Abstract
Alternative transcript cleavage and polyadenylation is linked to cancer cell transformation, proliferation and outcome. This has led researchers to develop methods to detect and bioinformatically analyse alternative polyadenylation as potential cancer biomarkers. If incorporated into standard prognostic measures such as gene expression and clinical parameters, these could advance cancer prognostic testing and possibly guide therapy. In this review, we focus on the existing methodologies, both experimental and computational, that have been applied to support the use of alternative polyadenylation as cancer biomarkers.
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Affiliation(s)
- Nitika Kandhari
- Development and Stem Cells Program, Department of Biochemistry and Molecular Biology, Monash Biomedicine Discovery Institute, Monash University, Melbourne, VIC 3800, Australia; (N.K.); (C.A.K.-T.); (P.F.H.)
| | - Calvin A. Kraupner-Taylor
- Development and Stem Cells Program, Department of Biochemistry and Molecular Biology, Monash Biomedicine Discovery Institute, Monash University, Melbourne, VIC 3800, Australia; (N.K.); (C.A.K.-T.); (P.F.H.)
| | - Paul F. Harrison
- Development and Stem Cells Program, Department of Biochemistry and Molecular Biology, Monash Biomedicine Discovery Institute, Monash University, Melbourne, VIC 3800, Australia; (N.K.); (C.A.K.-T.); (P.F.H.)
- Monash Bioinformatics Platform, Monash University, Melbourne, VIC 3800, Australia;
| | - David R. Powell
- Monash Bioinformatics Platform, Monash University, Melbourne, VIC 3800, Australia;
| | - Traude H. Beilharz
- Development and Stem Cells Program, Department of Biochemistry and Molecular Biology, Monash Biomedicine Discovery Institute, Monash University, Melbourne, VIC 3800, Australia; (N.K.); (C.A.K.-T.); (P.F.H.)
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30
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Scarborough AM, Flaherty JN, Hunter OV, Liu K, Kumar A, Xing C, Tu BP, Conrad NK. SAM homeostasis is regulated by CFI m-mediated splicing of MAT2A. eLife 2021; 10:e64930. [PMID: 33949310 PMCID: PMC8139829 DOI: 10.7554/elife.64930] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2020] [Accepted: 05/03/2021] [Indexed: 12/14/2022] Open
Abstract
S-adenosylmethionine (SAM) is the methyl donor for nearly all cellular methylation events. Cells regulate intracellular SAM levels through intron detention of MAT2A, the only SAM synthetase expressed in most cells. The N6-adenosine methyltransferase METTL16 promotes splicing of the MAT2A detained intron by an unknown mechanism. Using an unbiased CRISPR knock-out screen, we identified CFIm25 (NUDT21) as a regulator of MAT2A intron detention and intracellular SAM levels. CFIm25 is a component of the cleavage factor Im (CFIm) complex that regulates poly(A) site selection, but we show it promotes MAT2A splicing independent of poly(A) site selection. CFIm25-mediated MAT2A splicing induction requires the RS domains of its binding partners, CFIm68 and CFIm59 as well as binding sites in the detained intron and 3´ UTR. These studies uncover mechanisms that regulate MAT2A intron detention and reveal a previously undescribed role for CFIm in splicing and SAM metabolism.
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Affiliation(s)
- Anna M Scarborough
- Department of Microbiology, UT Southwestern Medical CenterDallasUnited States
| | - Juliana N Flaherty
- Department of Microbiology, UT Southwestern Medical CenterDallasUnited States
| | - Olga V Hunter
- Department of Microbiology, UT Southwestern Medical CenterDallasUnited States
| | - Kuanqing Liu
- Department of Biochemistry, UT Southwestern Medical CenterDallasUnited States
| | - Ashwani Kumar
- Eugene McDermott Center for Human Growth and Development, UT Southwestern Medical CenterDallasUnited States
| | - Chao Xing
- Eugene McDermott Center for Human Growth and Development, UT Southwestern Medical CenterDallasUnited States
- Department of Bioinformatics, UT Southwestern Medical CenterDallasUnited States
- Department of Population and Data Sciences, UT Southwestern Medical CenterDallasUnited States
| | - Benjamin P Tu
- Department of Biochemistry, UT Southwestern Medical CenterDallasUnited States
| | - Nicholas K Conrad
- Department of Microbiology, UT Southwestern Medical CenterDallasUnited States
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31
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Jensen MK, Elrod ND, Yalamanchili HK, Ji P, Lin A, Liu Z, Wagner EJ. Application and design considerations for 3'-end sequencing using click-chemistry. Methods Enzymol 2021; 655:1-23. [PMID: 34183117 DOI: 10.1016/bs.mie.2021.03.012] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
Over the past 15 years, investigations into alternative polyadenylation (APA) and its function in cellular physiology and pathology have greatly expanded due to the emergent appreciation of its key role in driving transcriptomic diversity. This growth has necessitated the development of new technologies capable of monitoring cleavage and polyadenylation events genome-wide. Advancements in approaches include both the creation of computational tools to re-analyze RNA-seq to identify APA events as well as targeted sequencing approaches customized to focus on the 3'-end of mRNA. Here we describe a streamlined protocol for polyA-Click-seq (PAC-seq), which utilizes click-chemistry to create mRNA 3'-ends sequencing libraries. Importantly, we offer additional considerations not present in our previous protocols including the use of spike-ins, unique molecular identifier primers, and guidance for appropriate depth of PAC-seq. In conjunction with the companion chapter on PolyA-miner (Yalamanchili et al., 2021) to computationally analyze PAC-seq data, we provide a complete experimental pipeline to analyze mRNA 3'-end usage in eukaryotic cells.
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Affiliation(s)
- Madeline K Jensen
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch at Galveston, Galveston, TX, United States
| | - Nathan D Elrod
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch at Galveston, Galveston, TX, United States
| | - Hari Krishna Yalamanchili
- Department of Pediatrics, Baylor College of Medicine, Houston, TX, United States; Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, Houston, TX, United States; USDA/ARS Children's Nutrition Research Center, Department of Pediatrics, Baylor College of Medicine, Houston, TX, United States
| | - Ping Ji
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch at Galveston, Galveston, TX, United States
| | - Ai Lin
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch at Galveston, Galveston, TX, United States; Department of Etiology and Carcinogenesis, National Cancer Center/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China
| | - Zhandong Liu
- Department of Pediatrics, Baylor College of Medicine, Houston, TX, United States; Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, Houston, TX, United States
| | - Eric J Wagner
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch at Galveston, Galveston, TX, United States.
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32
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Abstract
The identity and metabolism of RNAs are often governed by their 5' and 3' ends. Single gene loci produce a variety of transcript isoforms, varying primarily in their RNA 3' end status and consequently facing radically different cellular fates. Knowledge about RNA termini is therefore key to understanding the diverse RNA output from individual transcription units. In addition, the 3' end of a nascent RNA at the catalytic center of RNA polymerase provides a precise and strand-specific measure of the transcription process. Here, we describe a modified RNA 3' end sequencing method, that utilizes the in vivo metabolic labeling of RNA followed by its purification and optional in vitro polyadenylation to provide a comprehensive view of all RNA 3' ends. The strategy offers the advantages of (i) nucleotide resolution mapping of RNA 3' ends, (ii) increased sequencing depth of lowly abundant RNA and (iii) inference of RNA 3' end polyadenylation status. We have used the method to study RNA decay and transcription termination mechanisms with the potential utility to a wider range of biological questions.
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Affiliation(s)
- Guifen Wu
- Department of Molecular Biology and Genetics, Aarhus University, Aarhus, Denmark
| | - Manfred Schmid
- Department of Molecular Biology and Genetics, Aarhus University, Aarhus, Denmark
| | - Torben Heick Jensen
- Department of Molecular Biology and Genetics, Aarhus University, Aarhus, Denmark.
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33
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Enwerem III, Elrod ND, Chang CT, Lin A, Ji P, Bohn JA, Levdansky Y, Wagner EJ, Valkov E, Goldstrohm AC. Human Pumilio proteins directly bind the CCR4-NOT deadenylase complex to regulate the transcriptome. RNA (NEW YORK, N.Y.) 2021; 27:445-464. [PMID: 33397688 PMCID: PMC7962487 DOI: 10.1261/rna.078436.120] [Citation(s) in RCA: 29] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Accepted: 12/28/2020] [Indexed: 05/13/2023]
Abstract
Pumilio paralogs, PUM1 and PUM2, are sequence-specific RNA-binding proteins that are essential for vertebrate development and neurological functions. PUM1&2 negatively regulate gene expression by accelerating degradation of specific mRNAs. Here, we determined the repression mechanism and impact of human PUM1&2 on the transcriptome. We identified subunits of the CCR4-NOT (CNOT) deadenylase complex required for stable interaction with PUM1&2 and to elicit CNOT-dependent repression. Isoform-level RNA sequencing revealed broad coregulation of target mRNAs through the PUM-CNOT repression mechanism. Functional dissection of the domains of PUM1&2 identified a conserved amino-terminal region that confers the predominant repressive activity via direct interaction with CNOT. In addition, we show that the mRNA decapping enzyme, DCP2, has an important role in repression by PUM1&2 amino-terminal regions. Our results support a molecular model of repression by human PUM1&2 via direct recruitment of CNOT deadenylation machinery in a decapping-dependent mRNA decay pathway.
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Affiliation(s)
- Isioma I I Enwerem
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, Minnesota 55455, USA
| | - Nathan D Elrod
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch at Galveston, Galveston, Texas 77550, USA
| | - Chung-Te Chang
- Department of Biochemistry, Max Planck Institute for Developmental Biology, 72076 Tübingen, Germany
| | - Ai Lin
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch at Galveston, Galveston, Texas 77550, USA
| | - Ping Ji
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch at Galveston, Galveston, Texas 77550, USA
| | - Jennifer A Bohn
- Department of Biological Chemistry, University of Michigan, Ann Arbor, Michigan 48109, USA
| | - Yevgen Levdansky
- Department of Biochemistry, Max Planck Institute for Developmental Biology, 72076 Tübingen, Germany
| | - Eric J Wagner
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch at Galveston, Galveston, Texas 77550, USA
| | - Eugene Valkov
- Department of Biochemistry, Max Planck Institute for Developmental Biology, 72076 Tübingen, Germany
| | - Aaron C Goldstrohm
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota, Minneapolis, Minnesota 55455, USA
- Department of Biological Chemistry, University of Michigan, Ann Arbor, Michigan 48109, USA
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34
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Yan C, Wang Y, Lyu T, Hu Z, Ye N, Liu W, Li J, Yao X, Yin H. Alternative Polyadenylation in response to temperature stress contributes to gene regulation in Populus trichocarpa. BMC Genomics 2021; 22:53. [PMID: 33446101 PMCID: PMC7809742 DOI: 10.1186/s12864-020-07353-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2020] [Accepted: 12/27/2020] [Indexed: 01/31/2023] Open
Abstract
BACKGROUND Genome-wide change of polyadenylation (polyA) sites (also known as alternative polyadenylation, APA) is emerging as an important strategy of gene regulation in response to stress in plants. But little is known in woody perennials that are persistently dealing with multiple abiotic stresses. RESULTS Here, we performed a genome-wide profiling of polyadenylation sites under heat and cold treatments in Populus trichocarpa. Through a comprehensive analysis of polyA tail sequences, we identified 25,919 polyA-site clusters (PACs), and revealed 3429 and 3139 genes shifted polyA sites under heat and cold stresses respectively. We found that a small proportion of genes possessed APA that affected the open reading frames; and some shifts were commonly identified. Functional analysis of genes displaying shifted polyA tails suggested that pathways related to RNA metabolism were linked to regulate the APA events under both heat and cold stresses. Interestingly, we found that the heat stress induced a significantly more antisense PACs comparing to cold and control conditions. Furthermore, we showed that a unique cis-element (AAAAAA) was predominately enriched downstream of PACs in P. trichocarpa genes; and this sequence signal was only absent in shifted PACs under the heat condition, indicating a distinct APA mechanism responsive to heat tolerance. CONCLUSIONS This work provides a comprehensive picture of global polyadenylation patterns in response to temperatures stresses in trees. We show that the frequent change of polyA tail is a potential mechanism of gene regulation responsive to stress, which are associated with distinctive sequence signatures.
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Affiliation(s)
- Chao Yan
- State Key Laboratory of Tree Genetics and Breeding, Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou, 311400, Zhejiang, China.,College of Information Science and Technology, Nanjing Forestry University, Nanjing, China.,Key Laboratory of Forest Genetics and Breeding, Research Institute of Subtropical, Forestry, Chinese Academy of Forestry, Hangzhou, 311400, Zhejiang, China.,Experimental Center for Subtropical Forestry, Chinese Academy of Forestry, Fenyi, 336600, Jiangxi, China
| | - Yupeng Wang
- College of Information Science and Technology, Nanjing Forestry University, Nanjing, China
| | - Tao Lyu
- State Key Laboratory of Tree Genetics and Breeding, Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou, 311400, Zhejiang, China.,Key Laboratory of Forest Genetics and Breeding, Research Institute of Subtropical, Forestry, Chinese Academy of Forestry, Hangzhou, 311400, Zhejiang, China
| | - Zhikang Hu
- State Key Laboratory of Tree Genetics and Breeding, Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou, 311400, Zhejiang, China.,College of Information Science and Technology, Nanjing Forestry University, Nanjing, China.,Key Laboratory of Forest Genetics and Breeding, Research Institute of Subtropical, Forestry, Chinese Academy of Forestry, Hangzhou, 311400, Zhejiang, China
| | - Ning Ye
- College of Information Science and Technology, Nanjing Forestry University, Nanjing, China
| | - Weixin Liu
- Key Laboratory of Forest Genetics and Breeding, Research Institute of Subtropical, Forestry, Chinese Academy of Forestry, Hangzhou, 311400, Zhejiang, China
| | - Jiyuan Li
- Key Laboratory of Forest Genetics and Breeding, Research Institute of Subtropical, Forestry, Chinese Academy of Forestry, Hangzhou, 311400, Zhejiang, China
| | - Xiaohua Yao
- Key Laboratory of Forest Genetics and Breeding, Research Institute of Subtropical, Forestry, Chinese Academy of Forestry, Hangzhou, 311400, Zhejiang, China
| | - Hengfu Yin
- State Key Laboratory of Tree Genetics and Breeding, Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Hangzhou, 311400, Zhejiang, China. .,Key Laboratory of Forest Genetics and Breeding, Research Institute of Subtropical, Forestry, Chinese Academy of Forestry, Hangzhou, 311400, Zhejiang, China.
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35
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Alternative Polyadenylation: a new frontier in post transcriptional regulation. Biomark Res 2020; 8:67. [PMID: 33292571 PMCID: PMC7690165 DOI: 10.1186/s40364-020-00249-6] [Citation(s) in RCA: 53] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2020] [Accepted: 11/16/2020] [Indexed: 12/13/2022] Open
Abstract
Polyadenylation of pre-messenger RNA (pre-mRNA) specific sites and termination of their downstream transcriptions are signaled by unique sequence motif structures such as AAUAAA and its auxiliary elements. Alternative polyadenylation (APA) is an important post-transcriptional regulatory mechanism that processes RNA products depending on its 3'-untranslated region (3'-UTR) specific sequence signal. APA processing can generate several mRNA isoforms from a single gene, which may have different biological functions on their target gene. As a result, cellular genomic stability, proliferation capability, and transformation feasibility could all be affected. Furthermore, APA modulation regulates disease initiation and progression. APA status could potentially act as a biomarker for disease diagnosis, severity stratification, and prognosis forecast. While the advance of modern throughout technologies, such as next generation-sequencing (NGS) and single-cell sequencing techniques, have enriched our knowledge about APA, much of APA biological process is unknown and pending for further investigation. Herein, we review the current knowledge on APA and how its regulatory complex factors (CFI/IIm, CPSF, CSTF, and RBPs) work together to determine RNA splicing location, cell cycle velocity, microRNA processing, and oncogenesis regulation. We also discuss various APA experiment strategies and the future direction of APA research.
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36
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Yalamanchili HK, Alcott CE, Ji P, Wagner EJ, Zoghbi HY, Liu Z. PolyA-miner: accurate assessment of differential alternative poly-adenylation from 3'Seq data using vector projections and non-negative matrix factorization. Nucleic Acids Res 2020; 48:e69. [PMID: 32463457 PMCID: PMC7337927 DOI: 10.1093/nar/gkaa398] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2019] [Revised: 04/05/2020] [Accepted: 05/04/2020] [Indexed: 12/23/2022] Open
Abstract
Almost 70% of human genes undergo alternative polyadenylation (APA) and generate mRNA transcripts with varying lengths, typically of the 3′ untranslated regions (UTR). APA plays an important role in development and cellular differentiation, and its dysregulation can cause neuropsychiatric diseases and increase cancer severity. Increasing awareness of APA’s role in human health and disease has propelled the development of several 3′ sequencing (3′Seq) techniques that allow for precise identification of APA sites. However, despite the recent data explosion, there are no robust computational tools that are precisely designed to analyze 3′Seq data. Analytical approaches that have been used to analyze these data predominantly use proximal to distal usage. With about 50% of human genes having more than two APA isoforms, current methods fail to capture the entirety of APA changes and do not account for non-proximal to non-distal changes. Addressing these key challenges, this study demonstrates PolyA-miner, an algorithm to accurately detect and assess differential alternative polyadenylation specifically from 3′Seq data. Genes are abstracted as APA matrices, and differential APA usage is inferred using iterative consensus non-negative matrix factorization (NMF) based clustering. PolyA-miner accounts for all non-proximal to non-distal APA switches using vector projections and reflects precise gene-level 3′UTR changes. It can also effectively identify novel APA sites that are otherwise undetected when using reference-based approaches. Evaluation on multiple datasets—first-generation MicroArray Quality Control (MAQC) brain and Universal Human Reference (UHR) PolyA-seq data, recent glioblastoma cell line NUDT21 knockdown Poly(A)-ClickSeq (PAC-seq) data, and our own mouse hippocampal and human stem cell-derived neuron PAC-seq data—strongly supports the value and protocol-independent applicability of PolyA-miner. Strikingly, in the glioblastoma cell line data, PolyA-miner identified more than twice the number of genes with APA changes than initially reported. With the emerging importance of APA in human development and disease, PolyA-miner can significantly improve data analysis and help decode the underlying APA dynamics.
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Affiliation(s)
- Hari Krishna Yalamanchili
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA.,Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, Houston, TX 77030, USA
| | - Callison E Alcott
- Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, Houston, TX 77030, USA.,Program in Developmental Biology, Baylor College of Medicine, Houston, TX 77030, USA.,Medical Scientist Training Program, Baylor College of Medicine, Houston, TX 77030, USA
| | - Ping Ji
- Department of Biochemistry & Molecular Biology, University of Texas Medical Branch, Galveston, TX, 77555, USA
| | - Eric J Wagner
- Department of Biochemistry & Molecular Biology, University of Texas Medical Branch, Galveston, TX, 77555, USA
| | - Huda Y Zoghbi
- Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX 77030, USA.,Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, Houston, TX 77030, USA.,Howard Hughes Medical Institute, Houston, TX 77030, USA.,Department of Pediatrics, Baylor College of Medicine, Houston, TX 77030, USA.,Department of Neuroscience, Baylor College of Medicine, Houston, TX 77030, USA
| | - Zhandong Liu
- Jan and Dan Duncan Neurological Research Institute, Texas Children's Hospital, Houston, TX 77030, USA.,Department of Pediatrics, Baylor College of Medicine, Houston, TX 77030, USA
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37
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Nourse J, Spada S, Danckwardt S. Emerging Roles of RNA 3'-end Cleavage and Polyadenylation in Pathogenesis, Diagnosis and Therapy of Human Disorders. Biomolecules 2020; 10:biom10060915. [PMID: 32560344 PMCID: PMC7356254 DOI: 10.3390/biom10060915] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Revised: 06/10/2020] [Accepted: 06/13/2020] [Indexed: 12/11/2022] Open
Abstract
A crucial feature of gene expression involves RNA processing to produce 3′ ends through a process termed 3′ end cleavage and polyadenylation (CPA). This ensures the nascent RNA molecule can exit the nucleus and be translated to ultimately give rise to a protein which can execute a function. Further, alternative polyadenylation (APA) can produce distinct transcript isoforms, profoundly expanding the complexity of the transcriptome. CPA is carried out by multi-component protein complexes interacting with multiple RNA motifs and is tightly coupled to transcription, other steps of RNA processing, and even epigenetic modifications. CPA and APA contribute to the maintenance of a multitude of diverse physiological processes. It is therefore not surprising that disruptions of CPA and APA can lead to devastating disorders. Here, we review potential CPA and APA mechanisms involving both loss and gain of function that can have tremendous impacts on health and disease. Ultimately we highlight the emerging diagnostic and therapeutic potential CPA and APA offer.
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Affiliation(s)
- Jamie Nourse
- Institute for Clinical Chemistry and Laboratory Medicine, University Medical Center of the Johannes Gutenberg University, 55131 Mainz, Germany; (J.N.); (S.S.)
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg University, 55131 Mainz, Germany
| | - Stefano Spada
- Institute for Clinical Chemistry and Laboratory Medicine, University Medical Center of the Johannes Gutenberg University, 55131 Mainz, Germany; (J.N.); (S.S.)
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg University, 55131 Mainz, Germany
| | - Sven Danckwardt
- Institute for Clinical Chemistry and Laboratory Medicine, University Medical Center of the Johannes Gutenberg University, 55131 Mainz, Germany; (J.N.); (S.S.)
- Center for Thrombosis and Hemostasis (CTH), University Medical Center of the Johannes Gutenberg University, 55131 Mainz, Germany
- German Center for Cardiovascular Research (DZHK), Rhine-Main, Germany
- Correspondence:
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Alcott CE, Yalamanchili HK, Ji P, van der Heijden ME, Saltzman A, Elrod N, Lin A, Leng M, Bhatt B, Hao S, Wang Q, Saliba A, Tang J, Malovannaya A, Wagner EJ, Liu Z, Zoghbi HY. Partial loss of CFIm25 causes learning deficits and aberrant neuronal alternative polyadenylation. eLife 2020; 9:e50895. [PMID: 32319885 PMCID: PMC7176433 DOI: 10.7554/elife.50895] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2019] [Accepted: 04/05/2020] [Indexed: 12/19/2022] Open
Abstract
We previously showed that NUDT21-spanning copy-number variations (CNVs) are associated with intellectual disability (Gennarino et al., 2015). However, the patients' CNVs also included other genes. To determine if reduced NUDT21 function alone can cause disease, we generated Nudt21+/- mice to mimic NUDT21-deletion patients. We found that although these mice have 50% reduced Nudt21 mRNA, they only have 30% less of its cognate protein, CFIm25. Despite this partial protein-level compensation, the Nudt21+/- mice have learning deficits, cortical hyperexcitability, and misregulated alternative polyadenylation (APA) in their hippocampi. Further, to determine the mediators driving neural dysfunction in humans, we partially inhibited NUDT21 in human stem cell-derived neurons to reduce CFIm25 by 30%. This induced APA and protein level misregulation in hundreds of genes, a number of which cause intellectual disability when mutated. Altogether, these results show that disruption of NUDT21-regulated APA events in the brain can cause intellectual disability.
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Affiliation(s)
- Callison E Alcott
- Program in Developmental Biology, Baylor College of MedicineHoustonUnited States
- Jan and Dan Duncan Neurological Research Institute at Texas Children’s HospitalHoustonUnited States
- Medical Scientist Training Program, Baylor College of MedicineHoustonUnited States
| | - Hari Krishna Yalamanchili
- Jan and Dan Duncan Neurological Research Institute at Texas Children’s HospitalHoustonUnited States
- Department of Molecular and Human Genetics, Baylor College of MedicineHoustonUnited States
| | - Ping Ji
- Department of Biochemistry & Molecular Biology, University of Texas Medical BranchGalvestonUnited States
| | - Meike E van der Heijden
- Jan and Dan Duncan Neurological Research Institute at Texas Children’s HospitalHoustonUnited States
- Department of Neuroscience, Baylor College of MedicineHoustonUnited States
| | - Alexander Saltzman
- Verna and Marrs McLean Department of Biochemistry and Molecular Biology Baylor College of MedicineHoustonUnited States
| | - Nathan Elrod
- Department of Biochemistry & Molecular Biology, University of Texas Medical BranchGalvestonUnited States
| | - Ai Lin
- Department of Biochemistry & Molecular Biology, University of Texas Medical BranchGalvestonUnited States
- Department of Etiology and Carcinogenesis, National Cancer Center/Cancer Hospital, Chinese Academy of Medical Sciences and Peking Union Medical CollegeBeijingChina
| | - Mei Leng
- Verna and Marrs McLean Department of Biochemistry and Molecular Biology Baylor College of MedicineHoustonUnited States
| | - Bhoomi Bhatt
- Verna and Marrs McLean Department of Biochemistry and Molecular Biology Baylor College of MedicineHoustonUnited States
| | - Shuang Hao
- Jan and Dan Duncan Neurological Research Institute at Texas Children’s HospitalHoustonUnited States
- Section of Neurology, Department of Pediatrics, Baylor College of MedicineHoustonUnited States
| | - Qi Wang
- Jan and Dan Duncan Neurological Research Institute at Texas Children’s HospitalHoustonUnited States
- Section of Neurology, Department of Pediatrics, Baylor College of MedicineHoustonUnited States
| | - Afaf Saliba
- Jan and Dan Duncan Neurological Research Institute at Texas Children’s HospitalHoustonUnited States
- Department of Molecular and Human Genetics, Baylor College of MedicineHoustonUnited States
| | - Jianrong Tang
- Jan and Dan Duncan Neurological Research Institute at Texas Children’s HospitalHoustonUnited States
- Section of Neurology, Department of Pediatrics, Baylor College of MedicineHoustonUnited States
| | - Anna Malovannaya
- Verna and Marrs McLean Department of Biochemistry and Molecular Biology Baylor College of MedicineHoustonUnited States
- Department of Molecular and Cellular Biology, Baylor College of MedicineHoustonUnited States
- Mass Spectrometry Proteomics Core, Baylor College of MedicineHoustonUnited States
- Dan L Duncan Comprehensive Cancer Center, Baylor College of MedicineHoustonUnited States
| | - Eric J Wagner
- Department of Biochemistry & Molecular Biology, University of Texas Medical BranchGalvestonUnited States
| | - Zhandong Liu
- Jan and Dan Duncan Neurological Research Institute at Texas Children’s HospitalHoustonUnited States
- Section of Neurology, Department of Pediatrics, Baylor College of MedicineHoustonUnited States
- Graduate Program in Quantitative and Computational Biosciences, Baylor College of MedicineHoustonUnited States
| | - Huda Y Zoghbi
- Program in Developmental Biology, Baylor College of MedicineHoustonUnited States
- Jan and Dan Duncan Neurological Research Institute at Texas Children’s HospitalHoustonUnited States
- Department of Molecular and Human Genetics, Baylor College of MedicineHoustonUnited States
- Department of Neuroscience, Baylor College of MedicineHoustonUnited States
- Department of Pediatrics, Baylor College of MedicineHoustonUnited States
- Howard Hughes Medical Institute, Baylor College of MedicineHoustonUnited States
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Yuan F, Hankey W, Wagner EJ, Li W, Wang Q. Alternative polyadenylation of mRNA and its role in cancer. Genes Dis 2019; 8:61-72. [PMID: 33569514 PMCID: PMC7859462 DOI: 10.1016/j.gendis.2019.10.011] [Citation(s) in RCA: 55] [Impact Index Per Article: 9.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2019] [Accepted: 10/18/2019] [Indexed: 12/31/2022] Open
Abstract
Alternative polyadenylation (APA) is a molecular process that generates diversity at the 3′ end of RNA polymerase II transcripts from over 60% of human genes. APA is derived from the existence of multiple polyadenylation signals (PAS) within the same transcript, and results in the differential inclusion of sequence information at the 3′ end. While APA can occur between two PASs allowing for generation of transcripts with distinct coding potential from a single gene, most APA occurs within the untranslated region (3′UTR) and changes the length and content of these non-coding sequences. APA within the 3′UTR can have tremendous impact on its regulatory potential of the mRNA through a variety of mechanisms, and indeed this layer of gene expression regulation has profound impact on processes vital to cell growth and development. Recent studies have particularly highlighted the importance of APA dysregulation in cancer onset and progression. Here, we review the current knowledge of APA and its impacts on mRNA stability, translation, localization and protein localization. We also discuss the implications of APA dysregulation in cancer research and therapy.
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Affiliation(s)
- Fuwen Yuan
- Department of Pathology, Duke University School of Medicine, Durham, NC, 27710, USA
| | - William Hankey
- Department of Pathology, Duke University School of Medicine, Durham, NC, 27710, USA
| | - Eric J Wagner
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch at Galveston, Galveston, TX, 77555, USA
| | - Wei Li
- Department of Biological Chemistry, University of California, Irvine, CA, 92697, USA
| | - Qianben Wang
- Department of Pathology, Duke University School of Medicine, Durham, NC, 27710, USA.,Duke Cancer Institute Center for Prostate and Urologic Cancers, Duke University School of Medicine, Durham, NC, 27710, USA
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Xiong M, Chen L, Zhou L, Ding Y, Kazobinka G, Chen Z, Hou T. NUDT21 inhibits bladder cancer progression through ANXA2 and LIMK2 by alternative polyadenylation. Am J Cancer Res 2019; 9:7156-7167. [PMID: 31695759 PMCID: PMC6831288 DOI: 10.7150/thno.36030] [Citation(s) in RCA: 36] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2019] [Accepted: 08/09/2019] [Indexed: 11/25/2022] Open
Abstract
Purpose: Nudix Hydrolase 21 (NUDT21) is a crucial mediator involved in alternative polyadenylation (APA), and this molecule has been reported to be a tumor suppressor in human cancers. However, neither the role NUDT21 plays in bladder cancer (BC) nor the mechanisms which are involved have been investigated. Methods: Expression levels of NUDT21 in BC were evaluated with real-time PCR, western blotting, and immunohistochemistry (IHC). In vitro and in vivo assays were performed to investigate the function of NUDT21 in tumorigenesis in bladder cancer cells. The TOP/FOP flash reporter assay, western blot, and global APA site profiling analysis were used to identify the pathway which mediates the biologic roles of NUDT21 in BC. Results: NUDT21 expression is reduced in BC tissue and cells, and BC patients with lower NUDT21 expression have shorter overall and recurrent-free survival than patients with higher NUDT21 expression. NUDT21 ectopic expression or knockdown respectively profoundly inhibited or promoted the capacity of BC cells for proliferation, migration and invasion. We also identified a number of genes with shortened 3'UTRs through modulation of NUDT21 expression, and further characterized the NUDT21-regulated genes ANXA2 and LIMK2. We found NUDT21 modulates the expression of ANXA2 and LIMK2 in the Wnt/β-catenin and NF-κB signaling pathways. Conclusions: These findings show NUDT21 plays a crucial role in BC progression, at least in part through ANXA2 and LIMK2 which act by alternative polyadenylation. NUDT21 may thus have potential as a diagnostic and therapeutic target in treatment of BC.
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Abstract
Most human genes have multiple sites at which RNA 3' end cleavage and polyadenylation can occur, enabling the expression of distinct transcript isoforms under different conditions. Novel methods to sequence RNA 3' ends have generated comprehensive catalogues of polyadenylation (poly(A)) sites; their analysis using innovative computational methods has revealed how poly(A) site choice is regulated by core RNA 3' end processing factors, such as cleavage factor I and cleavage and polyadenylation specificity factor, as well as by other RNA-binding proteins, particularly splicing factors. Here, we review the experimental and computational methods that have enabled the global mapping of mRNA and of long non-coding RNA 3' ends, quantification of the resulting isoforms and the discovery of regulators of alternative cleavage and polyadenylation (APA). We highlight the different types of APA-derived isoforms and their functional differences, and illustrate how APA contributes to human diseases, including cancer and haematological, immunological and neurological diseases.
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42
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DPAC: A Tool for Differential Poly(A)-Cluster Usage from Poly(A)-Targeted RNAseq Data. G3-GENES GENOMES GENETICS 2019; 9:1825-1830. [PMID: 31023725 PMCID: PMC6553543 DOI: 10.1534/g3.119.400273] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Poly(A)-tail targeted RNAseq approaches, such as 3′READS, PAS-Seq and Poly(A)-ClickSeq, are becoming popular alternatives to random-primed RNAseq to focus sequencing reads just to the 3′ ends of polyadenylated RNAs to identify poly(A)-sites and characterize changes in their usage. Additionally, we and others have demonstrated that these approaches perform similarly to other RNAseq strategies for differential gene expression analysis, while saving on the volume of sequencing data required and providing a simpler library synthesis strategy. Here, we present DPAC (Differential Poly(A)-Clustering); a streamlined pipeline for the preprocessing of poly(A)-tail targeted RNAseq data, mapping of poly(A)-sites, poly(A)-site clustering and annotation, and determination of differential poly(A)-cluster usage using DESeq2. Changes in poly(A)-cluster usage is simultaneously used to report differential gene expression, differential terminal exon usage and alternative polyadenylation (APA).
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Chu Y, Elrod N, Wang C, Li L, Chen T, Routh A, Xia Z, Li W, Wagner EJ, Ji P. Nudt21 regulates the alternative polyadenylation of Pak1 and is predictive in the prognosis of glioblastoma patients. Oncogene 2019; 38:4154-4168. [PMID: 30705404 PMCID: PMC6533131 DOI: 10.1038/s41388-019-0714-9] [Citation(s) in RCA: 50] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2018] [Revised: 12/09/2018] [Accepted: 01/18/2019] [Indexed: 02/03/2023]
Abstract
Alternative polyadenylation (APA) has emerged as a prevalent feature associated with cancer development and progression. The advantage of APA to tumor progression is to induce oncogenes through 3'-UTR shortening, and to inactivate tumor suppressor genes via the re-routing of microRNA competition. We previously identified the Mammalian Cleavage Factor I-25 (CFIm25) (encoded by Nudt21 gene) as a master APA regulator whose expression levels directly impact the tumorigenicity of glioblastoma (GBM) in vitro and in vivo. Despite its importance, the role of Nudt21 in GBM development is not known and the genes subject to Nudt21 APA regulation that contribute to GBM progression have not been identified. Here, we find that Nudt21 is reduced in low grade glioma (LGG) and all four subtypes of high grade glioma (GBM). Reduced expression of Nudt21 associates with worse survival in TCGA LGG cohorts and two TCGA GBM cohorts. Moreover, although CFIm25 was initially identified as biochemically associated with both CFIm59 and CFIm68, we observed three CFIm distinct subcomplexes exist and CFIm59 protein level is dependent on Nudt21 expression in GBM cells, but CFIm68 is not, and that only CFIm59 predicts prognosis of GBM patients similar to Nudt21. Through the use of Poly(A)-Click-Seq to characterize APA, we define the mRNAs subject to 3'-UTR shortening upon Nudt21 depletion in GBM cells and observed enrichment in genes important in the Ras signaling pathway, including Pak1. Remarkably, we find that Pak1 expression is regulated by Nudt21 through its 3'-UTR APA, and the combination of Pak1 and Nudt21 expression generates an even stronger prognostic indicator of GBM survival versus either value used alone. Collectively, our data uncover Nudt21 and its downstream target Pak1 as a potential "combination biomarker" for predicting prognosis of GBM patients.
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Affiliation(s)
- Yuan Chu
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, TX, USA,Endoscopy Center, Zhongshan Hospital and Endoscopy Research Institute, Fudan University, Shanghai, China
| | - Nathan Elrod
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, TX, USA
| | - Chaojie Wang
- Department of Molecular Microbiology and Immunology, Computational Biology Program, OHSU, Portland, OR 97273, USA
| | - Lei Li
- Daniel Duncan Cancer Center, Baylor College of Medicine, Houston, TX, USA
| | - Tao Chen
- Endoscopy Center, Zhongshan Hospital and Endoscopy Research Institute, Fudan University, Shanghai, China
| | - Andrew Routh
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, TX, USA,Sealy Centre for Structural Biology and Molecular Biophysics, University of Texas Medical Branch, Galveston, TX, USA
| | - Zheng Xia
- Department of Molecular Microbiology and Immunology, Computational Biology Program, OHSU, Portland, OR 97273, USA
| | - Wei Li
- Daniel Duncan Cancer Center, Baylor College of Medicine, Houston, TX, USA
| | - Eric J. Wagner
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, TX, USA,Sealy Centre for Structural Biology and Molecular Biophysics, University of Texas Medical Branch, Galveston, TX, USA
| | - Ping Ji
- Department of Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, TX, USA
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44
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Elrod ND, Jaworski EA, Ji P, Wagner EJ, Routh A. Development of Poly(A)-ClickSeq as a tool enabling simultaneous genome-wide poly(A)-site identification and differential expression analysis. Methods 2019; 155:20-29. [PMID: 30625385 DOI: 10.1016/j.ymeth.2019.01.002] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2018] [Revised: 12/20/2018] [Accepted: 01/04/2019] [Indexed: 12/25/2022] Open
Abstract
The use of RNA-seq as a generalized tool to measure the differential expression of genes has essentially replaced the use of the microarray. Despite the acknowledged technical advantages to this approach, RNA-seq library preparation remains mostly conducted by core facilities rather than in the laboratory due to the infrastructure, expertise and time required per sample. We have recently described two 'click-chemistry' based library construction methods termed ClickSeq and Poly(A)-ClickSeq (PAC-seq) as alternatives to conventional RNA-seq that are both cost effective and rely on straightforward reagents readily available to most labs. ClickSeq is random-primed and can sequence any (unfragmented) RNA template, while PAC-seq is targeted to poly(A) tails of mRNAs. Here, we further develop PAC-seq as a platform that allows for simultaneous mapping of poly(A) sites and the measurement of differential expression of genes. We provide a detailed protocol, descriptions of appropriate computational pipelines, and a proof-of-principle dataset to illustrate the technique. PAC-seq offers a unique advantage over other 3' end mapping protocols in that it does not require additional purification, selection, or fragmentation steps allowing sample preparation directly from crude total cellular RNA. We have shown that PAC-seq is able to accurately and sensitively count transcripts for differential gene expression analysis, as well as identify alternative poly(A) sites and determine the precise nucleotides of the poly(A) tail boundaries.
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Affiliation(s)
- Nathan D Elrod
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, USA
| | - Elizabeth A Jaworski
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, USA
| | - Ping Ji
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, USA
| | - Eric J Wagner
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, USA; Sealy Center for Structural Biology and Molecular Biophysics, University of Texas Medical Branch, Galveston, TX, USA.
| | - Andrew Routh
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, USA; Sealy Center for Structural Biology and Molecular Biophysics, University of Texas Medical Branch, Galveston, TX, USA.
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45
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Zhang L, Zhang W. Knockdown of NUDT21 inhibits proliferation and promotes apoptosis of human K562 leukemia cells through ERK pathway. Cancer Manag Res 2018; 10:4311-4323. [PMID: 30349365 PMCID: PMC6183658 DOI: 10.2147/cmar.s173496] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Background NUDT21 is a mammalian precursor mRNA(pre-mRNA) 3’ end processing factor and plays an important role in the selection of poly(A) sites in 3’-untranslated region (3’-UTR). NUDT21 links alternative polyadenylation with regulation of glioblastoma and osteosarcoma progression and is found to be related to drug resistance in childhood acute leukemia. However, the effect of NUDT21 on leukemia cells and the underlying mechanism are unknown. Methods We knocked down NUDT21 in K562 cells and applied qRT-PCR and western blotting to quantitate the mRNA and protein expression. Cell proliferating and apoptosis were investigated subsequently by flow cytometry, BrdU, Caspase3/7. RNA microarray and intracellular signaling array were used to determine the important cell signaling pathways. Results We clarified that the mRNA expression levels of NUDT21 are higher in primary chronic myelocytic leukemia patients and K562 leukemic cells compared with healthy controls and PBMCs. Downregulation of NUDT21 expression in K562 cells inhibits proliferation and promotes apoptosis. Screening by mRNA chip and intracellular signaling array, we found that MAPK/ERK pathway represented the main molecular mechanism underlying the effects of NUDT21 knockdown in K562 cells. Conclusion NUDT21 played an important role in promoting proliferation and inhibiting apoptosis in leukemia K562 cells. The underlying mechanisms involved the modulation of PTEN and a set of downstream molecules including ERK1/2. Impact statement The present work shows that the expression of NUDT21 was upregulated in chronic myelocytic leukemia and K562 cells. Silencing NUDT21 inhibited the proliferation and promoted the apoptosis of K562 cells. Subsequent experiments confirmed that NUDT21 promoted K562 proliferation through regulating the expression of p-ERK. Our findings may provide insights into the molecular mechanism underlying the effects of NUDT21 on leukemia cells and a novel strategy for the treatment of leukemia.
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Affiliation(s)
- Lan Zhang
- Department of Haematology, First Hospital of Shanxi Medical University, Taiyuan 030001, China,
| | - Weihua Zhang
- Department of Haematology, First Hospital of Shanxi Medical University, Taiyuan 030001, China,
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Zhang Y, Carrion SA, Zhang Y, Zhang X, Zinski AL, Michal JJ, Jiang Z. Alternative polyadenylation analysis in animals and plants: newly developed strategies for profiling, processing and validation. Int J Biol Sci 2018; 14:1709-1714. [PMID: 30416385 PMCID: PMC6216028 DOI: 10.7150/ijbs.27168] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2018] [Accepted: 08/05/2018] [Indexed: 12/25/2022] Open
Abstract
Alternative polyadenylation is an essential RNA processing event that contributes significantly to regulation of transcriptome diversity and functional dynamics in both animals and plants. Here we review newly developed next generation sequencing methods for genome-wide profiling of alternative polyadenylation (APA) sites, bioinformatics pipelines for data processing and both wet and dry laboratory approaches for APA validation. The library construction methods LITE-Seq (Low-Input 3'-Terminal sequencing) and PAC-seq (PolyA Click sequencing) tag polyA+ cDNA, while BAT-seq (BArcoded, three-prime specific sequencing) and PAPERCLIP (Poly(A) binding Protein-mediated mRNA 3'End Retrieval by CrossLinking ImmunoPrecipitation) enrich polyA+ RNA. Interestingly, only WTTS-seq (Whole Transcriptome Termini Site sequencing) targets both polyA+ RNA and polyA+ cDNA. Varieties of bioinformatics pipelines are well established to pursue read quality control, mapping, clustering, characterization and pathway analysis. The RHAPA (RNase H alternative polyadenylation assay) and 3'RACE-seq (3' rapid amplification of cDNA end sequencing) methods directly validate APA sites, while WTSS-seq (whole transcriptome start site sequencing), RNA-seq (RNA sequencing) and public APA databases can serve as indirect validation methods. We hope that these tools, pipelines and resources trigger huge waves of interest in the research community to investigate APA events underlying physiological, pathological and psychological changes and thus understand the information transfer events from genome to phenome relevant to economically important traits in both animals and plants.
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Affiliation(s)
| | | | | | | | | | | | - Zhihua Jiang
- Department of Animal Sciences and Center for Reproductive Biology, Washington State University, Pullman, WA 99164-7620
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ClickSeq: Replacing Fragmentation and Enzymatic Ligation with Click-Chemistry to Prevent Sequence Chimeras. Methods Mol Biol 2018; 1712:71-85. [PMID: 29224069 DOI: 10.1007/978-1-4939-7514-3_6] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Abstract
We recently reported a fragmentation-free method for the synthesis of Next-Generation Sequencing libraries called "ClickSeq" that uses biorthogonal click-chemistry in place of enzymes for the ligation of sequencing adaptors. We found that this approach dramatically reduces artifactual chimera formation, allowing the study of rare recombination events that include viral replication intermediates and defective-interfering viral RNAs. ClickSeq illustrates how robust, bio-orthogonal chemistry can be harnessed in vitro to capture and dissect complex biological processes. Here, we describe an updated protocol for the synthesis of "ClickSeq" libraries.
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48
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Chang JW, Zhang W, Yeh HS, Park M, Yao C, Shi Y, Kuang R, Yong J. An integrative model for alternative polyadenylation, IntMAP, delineates mTOR-modulated endoplasmic reticulum stress response. Nucleic Acids Res 2018; 46:5996-6008. [PMID: 29733382 PMCID: PMC6158760 DOI: 10.1093/nar/gky340] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2017] [Revised: 04/11/2018] [Accepted: 04/20/2018] [Indexed: 12/18/2022] Open
Abstract
3'-untranslated regions (UTRs) can vary through the use of alternative polyadenylation sites during pre-mRNA processing. Multiple publically available pipelines combining high profiling technologies and bioinformatics tools have been developed to catalog changes in 3'-UTR lengths. In our recent RNA-seq experiments using cells with hyper-activated mammalian target of rapamycin (mTOR), we found that cellular mTOR activation leads to transcriptome-wide alternative polyadenylation (APA), resulting in the activation of multiple cellular pathways. Here, we developed a novel bioinformatics algorithm, IntMAP, which integrates RNA-Seq and PolyA Site (PAS)-Seq data for a comprehensive characterization of APA events. By applying IntMAP to the datasets from cells with hyper-activated mTOR, we identified novel APA events that could otherwise not be identified by either profiling method alone. Several transcription factors including Cebpg (CCAAT/enhancer binding protein gamma) were among the newly discovered APA transcripts, indicating that diverse transcriptional networks may be regulated by mTOR-coordinated APA. The prevention of APA in Cebpg using the CRISPR/cas9-mediated genome editing tool showed that mTOR-driven 3'-UTR shortening in Cebpg is critical in protecting cells from endoplasmic reticulum (ER) stress. Taken together, we present IntMAP as a new bioinformatics algorithm for APA analysis by which we expand our understanding of the physiological role of mTOR-coordinated APA events to ER stress response. IntMAP toolbox is available at http://compbio.cs.umn.edu/IntMAP/.
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Affiliation(s)
- Jae-Woong Chang
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota Twin Cities, Minneapolis, MN 55455, USA
| | - Wei Zhang
- Department of Computer Science and Engineering, University of Minnesota Twin Cities, Minneapolis, MN 55455, USA
- Department of Computer Science, University of Central Florida, Orlando, FL 32816, USA
| | - Hsin-Sung Yeh
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota Twin Cities, Minneapolis, MN 55455, USA
| | - Meeyeon Park
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota Twin Cities, Minneapolis, MN 55455, USA
| | - Chengguo Yao
- Department of Microbiology and Molecular Genetics, University of California School of Medicine, Irvine, CA 92697, USA
| | - Yongsheng Shi
- Department of Microbiology and Molecular Genetics, University of California School of Medicine, Irvine, CA 92697, USA
| | - Rui Kuang
- Department of Computer Science and Engineering, University of Minnesota Twin Cities, Minneapolis, MN 55455, USA
| | - Jeongsik Yong
- Department of Biochemistry, Molecular Biology and Biophysics, University of Minnesota Twin Cities, Minneapolis, MN 55455, USA
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Kuznetsov A, Komarova N, Andrianova M, Grudtsov V, Kuznetsov E. Aptamer based vanillin sensor using an ion-sensitive field-effect transistor. Mikrochim Acta 2017; 185:3. [DOI: 10.1007/s00604-017-2586-4] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2017] [Accepted: 11/21/2017] [Indexed: 02/07/2023]
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50
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Szkop KJ, Nobeli I. Untranslated Parts of Genes Interpreted: Making Heads or Tails of High-Throughput Transcriptomic Data via Computational Methods: Computational methods to discover and quantify isoforms with alternative untranslated regions. Bioessays 2017; 39. [PMID: 29052251 DOI: 10.1002/bies.201700090] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2017] [Revised: 09/12/2017] [Indexed: 01/07/2023]
Abstract
In this review we highlight the importance of defining the untranslated parts of transcripts, and present a number of computational approaches for the discovery and quantification of alternative transcription start and poly-adenylation events in high-throughput transcriptomic data. The fate of eukaryotic transcripts is closely linked to their untranslated regions, which are determined by the position at which transcription starts and ends at a genomic locus. Although the extent of alternative transcription starts and alternative poly-adenylation sites has been revealed by sequencing methods focused on the ends of transcripts, the application of these methods is not yet widely adopted by the community. We suggest that computational methods applied to standard high-throughput technologies are a useful, albeit less accurate, alternative to the expertise-demanding 5' and 3' sequencing and they are the only option for analysing legacy transcriptomic data. We review these methods here, focusing on technical challenges and arguing for the need to include better normalization of the data and more appropriate statistical models of the expected variation in the signal.
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Affiliation(s)
- Krzysztof J Szkop
- Institute of Structural and Molecular Biology, Department of Biological Sciences Birkbeck, University of London, Malet Street, London WC1E 7HX, UK
| | - Irene Nobeli
- Institute of Structural and Molecular Biology, Department of Biological Sciences Birkbeck, University of London, Malet Street, London WC1E 7HX, UK
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