51
|
CNNLSTMac4CPred: A Hybrid Model for N4-Acetylcytidine Prediction. Interdiscip Sci 2022; 14:439-451. [PMID: 35106702 DOI: 10.1007/s12539-021-00500-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2021] [Revised: 12/04/2021] [Accepted: 12/13/2021] [Indexed: 12/23/2022]
Abstract
N4-Acetylcytidine (ac4C) is a highly conserved post-transcriptional and an extensively existing RNA modification, playing versatile roles in the cellular processes. Due to the limitation of techniques and knowledge, large-scale identification of ac4C is still a challenging task. RNA sequences are like sentences containing semantics in the natural language. Inspired by the semantics of language, we proposed a hybrid model for ac4C prediction. The model used long short-term memory and convolution neural network to extract the semantic features hidden in the sequences. The semantic and the two traditional features (k-nucleotide frequencies and pseudo tri-tuple nucleotide composition) were combined to represent ac4C or non-ac4C sequences. The eXtreme Gradient Boosting was used as the learning algorithm. Five-fold cross-validation over the training set consisting of 1160 ac4C and 10,855 non-ac4C sequences obtained the area under the receiver operating characteristic curve (AUROC) of 0.9004, and the independent test over 469 ac4C and 4343 non-ac4C sequences reached an AUROC of 0.8825. The model obtained a sensitivity of 0.6474 in the five-fold cross-validation and 0.6290 in the independent test, outperforming two state-of-the-art methods. The performance of semantic features alone was better than those of k-nucleotide frequencies and pseudo tri-tuple nucleotide composition, implying that ac4C sequences are of semantics. The proposed hybrid model was implemented into a user-friendly web-server which is freely available to scientific communities: http://47.113.117.61/ac4c/ . The presented model and tool are beneficial to identify ac4C on large scale.
Collapse
|
52
|
Wang G, Zhang M, Zhang Y, Xie Y, Zou J, Zhong J, Zheng Z, Zhou X, Zheng Y, Chen B, Liu C. NAT10-mediated mRNA N4-acetylcytidine modification promotes bladder cancer progression. Clin Transl Med 2022; 12:e738. [PMID: 35522942 PMCID: PMC9076013 DOI: 10.1002/ctm2.738] [Citation(s) in RCA: 88] [Impact Index Per Article: 29.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2021] [Revised: 01/27/2022] [Accepted: 01/29/2022] [Indexed: 12/24/2022] Open
Abstract
BACKGROUND Dysregulation of the epitranscriptome causes abnormal expression of oncogenes in the tumorigenic process. Previous studies have shown that NAT10 can regulate mRNA translation efficiency through RNA acetylation. However, the role of NAT10-mediated acetylation modification in bladder cancer remains elusive. METHODS The clinical value of NAT10 was estimated according to NAT10 expression pattern based on TCGA data set and the tumor tissue array. Acetylated RNA immunoprecipitation sequencing was utilized to explore the role of NAT10 in mRNA ac4C modification. Translation efficiency and mRNA stability assay were applied to study the effect of NAT10-deletion on target genes. The nude mouse model and genetically engineered mice were conducted to further verify the characteristics of NAT10 in promoting BLCA progression and regulating downstream targets. RESULTS NAT10 was essential for the proliferation, migration, invasion, survival and the stem-cell-like properties of bladder cancer cell lines. NAT10 was responsible for mRNA ac4C modification in BLCA cells, including BCL9L, SOX4 and AKT1. Deficient NAT10 in both xenograft and transgenic mouse models of bladder cancer reduced the tumor burden. Furthermore, acetylated RNA immunoprecipitation sequencing data and RNA immunoprecipitation qPCR results revealed that NAT10 is responsible for a set of ac4C mRNA modifications in bladder cancer cells. Inhibition of NAT10 led to a loss of ac4C peaks in these transcripts and represses the mRNA's stability and protein expression. Mechanistically, the ac4C reduction modification in specific regions of mRNAs resulting from NAT10 downregulation impaired the translation efficiency of BCL9L, SOX4 and AKT1 as well as the stability of BCL9L, SOX4. CONCLUSIONS In summary, these findings provide new insights into the dynamic characteristics of mRNA's post-transcriptional modification via NAT10-dependent acetylation and predict a role for NAT10 as a therapeutic target in bladder cancer. HIGHLIGHTS NAT10 is highly expressed in BLCA patients and its abnormal level predicts bladder cancer progression and low overall survival rate. NAT10 is necessary and sufficient for BLCA tumourigenic properties. NAT10 is responsible for ac4C modification of target transcripts, including BCL9L, SOX4 and AKT1. NAT10 may serve as an effective and novel therapeutic target for BLCA.
Collapse
Affiliation(s)
- Ganping Wang
- Department of Urology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Ming Zhang
- Department of Oral and Maxillofacial Surgery, Hospital of Stomatology, Guanghua School of Stomatology, Sun Yat-sen University, Guangzhou, China
| | - Yiming Zhang
- Department of Urology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Yanqi Xie
- Department of Urology, The Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Jiepeng Zou
- Department of Urology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Jianye Zhong
- Department of Urology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Zhijia Zheng
- Department of Urology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Xianghui Zhou
- Department of Urology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Yuhang Zheng
- Department of Urology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Binshen Chen
- Department of Urology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| | - Chunxiao Liu
- Department of Urology, Zhujiang Hospital, Southern Medical University, Guangzhou, China
| |
Collapse
|
53
|
Link CN, Thalalla Gamage S, Gallimore D, Kopajtich R, Evans C, Nance S, Fox SD, Andresson T, Chari R, Ivanic J, Prokisch H, Meier JL. Protonation-Dependent Sequencing of 5-Formylcytidine in RNA. Biochemistry 2022; 61:535-544. [PMID: 35285626 PMCID: PMC10518769 DOI: 10.1021/acs.biochem.1c00761] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
Chemical modification of cytidine in noncoding RNAs plays a key role in regulating translation and disease. However, the distribution and dynamics of many of these modifications remain unknown due to a lack of sensitive site-specific sequencing technologies. Here, we report a protonation-dependent sequencing reaction for the detection of 5-formylcytidine (5fC) and 5-carboxycytidine (5caC) in RNA. First, we evaluate how protonation combined with electron-withdrawing substituents alters the molecular orbital energies and reduction of modified cytidine nucleosides, highlighting 5fC and 5caC as reactive species. Next, we apply this reaction to detect these modifications in synthetic oligonucleotides as well as endogenous human transfer RNA (tRNA). Finally, we demonstrate the utility of our method to characterize a patient-derived model of 5fC deficiency, where it enables facile monitoring of both pathogenic loss and exogenous rescue of NSUN3-dependent 5fC within the wobble base of human mitochondrial tRNAMet. These studies showcase the ability of protonation to enhance the reactivity and sensitive detection of 5fC in RNA and more broadly provide a molecular foundation for using optimized sequencing reactions to better understand the role of oxidized RNA cytidine residues in diseases.
Collapse
Affiliation(s)
- Courtney N Link
- Chemical Biology Laboratory, National Cancer Institute, Frederick, Maryland 21702, United States
| | - Supuni Thalalla Gamage
- Chemical Biology Laboratory, National Cancer Institute, Frederick, Maryland 21702, United States
| | - Diamond Gallimore
- Chemical Biology Laboratory, National Cancer Institute, Frederick, Maryland 21702, United States
| | - Robert Kopajtich
- Technical University Munich, Institute of Human Genetics, München, 81675, Germany
| | - Christine Evans
- Genome Modification Core, Frederick National Laboratory for Cancer Research, Leidos Biomedical Research, Inc., Frederick, Maryland 21702, United States
| | - Samantha Nance
- Chemical Biology Laboratory, National Cancer Institute, Frederick, Maryland 21702, United States
| | - Stephen D Fox
- Protein Characterization Laboratory, Frederick National Laboratory for Cancer Research, Leidos Biomedical Research, Inc., Frederick, Maryland 21702, United States
| | - Thorkell Andresson
- Protein Characterization Laboratory, Frederick National Laboratory for Cancer Research, Leidos Biomedical Research, Inc., Frederick, Maryland 21702, United States
| | - Raj Chari
- Genome Modification Core, Frederick National Laboratory for Cancer Research, Leidos Biomedical Research, Inc., Frederick, Maryland 21702, United States
| | - Joseph Ivanic
- Advanced Biomedical Computational Science, Frederick National Laboratory for Cancer Research, Leidos Biomedical Research, Inc., Frederick, Maryland 21702, United States
| | - Holger Prokisch
- Technical University Munich, Institute of Human Genetics, München, 81675, Germany
| | - Jordan L Meier
- Chemical Biology Laboratory, National Cancer Institute, Frederick, Maryland 21702, United States
| |
Collapse
|
54
|
Nance KD, Gamage ST, Alam MM, Yang A, Levy MJ, Link CN, Florens L, Washburn MP, Gu S, Oppenheim JJ, Meier JL. Cytidine acetylation yields a hypoinflammatory synthetic messenger RNA. Cell Chem Biol 2022; 29:312-320.e7. [PMID: 35180432 PMCID: PMC10370389 DOI: 10.1016/j.chembiol.2021.07.003] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2021] [Revised: 05/26/2021] [Accepted: 06/29/2021] [Indexed: 12/29/2022]
Abstract
Synthetic messenger RNA (mRNA) is an emerging therapeutic platform with important applications in oncology and infectious disease. Effective mRNA medicines must be translated by the ribosome but not trigger a strong nucleic acid-mediated immune response. To expand the medicinal chemistry toolbox for these agents, here we report the properties of the naturally occurring nucleobase N4-acetylcytidine (ac4C) in synthetic mRNAs. We find that ac4C is compatible with, but does not enhance, protein production in the context of synthetic mRNA reporters. However, replacement of cytidine with ac4C diminishes inflammatory gene expression in immune cells caused by synthetic mRNAs. Chemoproteomic capture indicates that ac4C alters the protein interactome of synthetic mRNAs, reducing binding to cytidine-binding proteins and an immune sensor. Overall, our studies illustrate the unique ability of ac4C to modulate RNA-protein interactions and provide a foundation for using N4-cytidine acylation to fine-tune the properties of nucleic acid therapeutics.
Collapse
Affiliation(s)
- Kellie D Nance
- Chemical Biology Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 538 Chandler Street, Frederick, MD 21702, USA
| | - Supuni Thalalla Gamage
- Chemical Biology Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 538 Chandler Street, Frederick, MD 21702, USA
| | - Md Masud Alam
- Laboratory of Cancer Immunometabolism, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 538 Chandler Street, Frederick, MD 21702, USA
| | - Acong Yang
- RNA Biology Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 538 Chandler Street, Frederick, MD 21702, USA
| | - Michaella J Levy
- Stowers Institute for Medical Research, Kansas City, MO 64110, USA
| | - Courtney N Link
- Chemical Biology Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 538 Chandler Street, Frederick, MD 21702, USA
| | - Laurence Florens
- Stowers Institute for Medical Research, Kansas City, MO 64110, USA
| | - Michael P Washburn
- Department of Cancer Biology, University of Kansas Medical Center, Kansas City, KS 66160, USA
| | - Shuo Gu
- RNA Biology Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 538 Chandler Street, Frederick, MD 21702, USA
| | - Joost J Oppenheim
- Laboratory of Cancer Immunometabolism, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 538 Chandler Street, Frederick, MD 21702, USA
| | - Jordan L Meier
- Chemical Biology Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 538 Chandler Street, Frederick, MD 21702, USA.
| |
Collapse
|
55
|
Wang C, Ju Y, Zou Q, Lin C. DeepAc4C: a convolutional neural network model with hybrid features composed of physicochemical patterns and distributed representation information for identification of N4-acetylcytidine in mRNA. Bioinformatics 2021; 38:52-57. [PMID: 34427581 DOI: 10.1093/bioinformatics/btab611] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Revised: 08/17/2021] [Accepted: 08/20/2021] [Indexed: 02/03/2023] Open
Abstract
MOTIVATION N4-acetylcytidine (ac4C) is the only acetylation modification that has been characterized in eukaryotic RNA, and is correlated with various human diseases. Laboratory identification of ac4C is complicated by factors, such as sample hydrolysis and high cost. Unfortunately, existing computational methods to identify ac4C do not achieve satisfactory performance. RESULTS We developed a novel tool, DeepAc4C, which identifies ac4C using convolutional neural networks (CNNs) using hybrid features composed of physicochemical patterns and a distributed representation of nucleic acids. Our results show that the proposed model achieved better and more balanced performance than existing predictors. Furthermore, we evaluated the effect that specific features had on the model predictions and their interaction effects. Several interesting sequence motifs specific to ac4C were identified. AVAILABILITY AND IMPLEMENTATION The webserver is freely accessible at https://ac4c.webmalab.cn/, the source code and datasets are accessible at Zenodo with URL https://doi.org/10.5281/zenodo.5138047 and Github with URL https://github.com/wangchao-malab/DeepAc4C. SUPPLEMENTARY INFORMATION Supplementary data are available at Bioinformatics online.
Collapse
Affiliation(s)
- Chao Wang
- Institute of Fundamental and Frontier Sciences, University of Electronic Science and Technology of China, Chengdu 610054, China
| | - Ying Ju
- School of Informatics, Xiamen University, Xiamen 361005, China
| | - Quan Zou
- Institute of Fundamental and Frontier Sciences, University of Electronic Science and Technology of China, Chengdu 610054, China.,Yangtze Delta Region Institute (Quzhou), University of Electronic Science and Technology of China, Quzhou 324000, China
| | - Chen Lin
- School of Informatics, Xiamen University, Xiamen 361005, China
| |
Collapse
|
56
|
Wang Y, Zhang X, Liu H, Zhou X. Chemical methods and advanced sequencing technologies for deciphering mRNA modifications. Chem Soc Rev 2021; 50:13481-13497. [PMID: 34792050 DOI: 10.1039/d1cs00920f] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
RNA modification, like other epigenetic modifications such as DNA modification and histone modification, is an emerging player in the field of the posttranscriptional regulation of gene expression. More than 160 kinds of RNA modifications have been identified, and they are widely distributed in different types of RNA. Recently, researchers have increasingly used advanced technologies to study modified nucleic acids in order to elucidate their biological functions and expand the understanding of the central laws of epigenetics. In this tutorial review, we comprehensively outline current advanced techniques for decoding RNA modifications, highlighting some of the bottlenecks in existing approaches as well as new opportunities that may lead to innovations. With this review, we expect to provide chemistry and biology students and researchers with ideas for solving some challenging problems, such as how to simultaneously detect multiple types of modifications within the same system. Moreover, some low-coverage modifications that may act as 'candidates' in important transcriptional processes need to be further explored. These novel approaches have the potential to lay a foundation for understanding the nuanced complexities of the biological functions of RNA modification.
Collapse
Affiliation(s)
- Yafen Wang
- College of Chemistry and Molecular Sciences, Wuhan University, Wuhan 430072, China.
| | - Xiong Zhang
- College of Chemistry and Molecular Sciences, Wuhan University, Wuhan 430072, China.
| | - Hui Liu
- College of Chemistry and Molecular Sciences, Wuhan University, Wuhan 430072, China.
| | - Xiang Zhou
- College of Chemistry and Molecular Sciences, Wuhan University, Wuhan 430072, China.
| |
Collapse
|
57
|
Owens MC, Zhang C, Liu KF. Recent technical advances in the study of nucleic acid modifications. Mol Cell 2021; 81:4116-4136. [PMID: 34480848 PMCID: PMC9109655 DOI: 10.1016/j.molcel.2021.07.036] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 07/20/2021] [Accepted: 07/28/2021] [Indexed: 12/30/2022]
Abstract
Enzyme-mediated chemical modifications of nucleic acids are indispensable regulators of gene expression. Our understanding of the biochemistry and biological significance of these modifications has largely been driven by an ever-evolving landscape of technologies that enable accurate detection, mapping, and manipulation of these marks. Here we provide a summary of recent technical advances in the study of nucleic acid modifications with a focus on techniques that allow accurate detection and mapping of these modifications. For each modification discussed (N6-methyladenosine, 5-methylcytidine, inosine, pseudouridine, and N4-acetylcytidine), we begin by introducing the "gold standard" technique for its mapping and detection, followed by a discussion of techniques developed to address any shortcomings of the gold standard. By highlighting the commonalities and differences of these techniques, we hope to provide a perspective on the current state of the field and to lay out a guideline for development of future technologies.
Collapse
Affiliation(s)
- Michael C Owens
- Biochemistry and Molecular Biophysics Graduate Group, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Celia Zhang
- Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Kathy Fange Liu
- Biochemistry and Molecular Biophysics Graduate Group, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA; Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA.
| |
Collapse
|
58
|
Helm M, Schmidt-Dengler MC, Weber M, Motorin Y. General Principles for the Detection of Modified Nucleotides in RNA by Specific Reagents. Adv Biol (Weinh) 2021; 5:e2100866. [PMID: 34535986 DOI: 10.1002/adbi.202100866] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2021] [Revised: 07/09/2021] [Indexed: 12/16/2022]
Abstract
Epitranscriptomics heavily rely on chemical reagents for the detection, quantification, and localization of modified nucleotides in transcriptomes. Recent years have seen a surge in mapping methods that use innovative and rediscovered organic chemistry in high throughput approaches. While this has brought about a leap of progress in this young field, it has also become clear that the different chemistries feature variegated specificity and selectivity. The associated error rates, e.g., in terms of false positives and false negatives, are in large part inherent to the chemistry employed. This means that even assuming technically perfect execution, the interpretation of mapping results issuing from the application of such chemistries are limited by intrinsic features of chemical reactivity. An important but often ignored fact is that the huge stochiometric excess of unmodified over-modified nucleotides is not inert to any of the reagents employed. Consequently, any reaction aimed at chemical discrimination of modified versus unmodified nucleotides has optimal conditions for selectivity that are ultimately anchored in relative reaction rates, whose ratio imposes intrinsic limits to selectivity. Here chemical reactivities of canonical and modified ribonucleosides are revisited as a basis for an understanding of the limits of selectivity achievable with chemical methods.
Collapse
Affiliation(s)
- Mark Helm
- Institute of Pharmaceutical and Biomedical Sciences, Johannes Gutenberg-Universität, Staudingerweg 5, D-55128, Mainz, Germany
| | - Martina C Schmidt-Dengler
- Institute of Pharmaceutical and Biomedical Sciences, Johannes Gutenberg-Universität, Staudingerweg 5, D-55128, Mainz, Germany
| | - Marlies Weber
- Institute of Pharmaceutical and Biomedical Sciences, Johannes Gutenberg-Universität, Staudingerweg 5, D-55128, Mainz, Germany
| | - Yuri Motorin
- Université de Lorraine, CNRS, INSERM, UMS2008/US40 IBSLor, EpiRNA-Seq Core facility, Nancy, F-54000, France.,Université de Lorraine, CNRS, UMR7365 IMoPA, Nancy, F-54000, France
| |
Collapse
|
59
|
Marchand V, Bourguignon-Igel V, Helm M, Motorin Y. Analysis of pseudouridines and other RNA modifications using HydraPsiSeq protocol. Methods 2021; 203:383-391. [PMID: 34481083 DOI: 10.1016/j.ymeth.2021.08.008] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2021] [Revised: 08/27/2021] [Accepted: 08/29/2021] [Indexed: 01/28/2023] Open
Abstract
Detection of RNA modified nucleotides using deep sequencing can be performed by several approaches, including antibody-driven enrichment and natural or chemically induced RT signatures. However, only very few RNA modified nucleotides generate natural RT signatures and antibody-driven enrichment heavily depends on the quality of antibodies used and may be highly biased. Thus, the use of chemically-induced RT signatures is now considered as the most trusted experimental approach. In addition, the use of chemical reagents allows inclusion of simple "mock-treated" controls, to exclude spontaneous RT arrests, SNPs and other misincorporation-prone sites. Hydrazine is a well-known RNA-specific reagent, already extensively used in the past for RNA sequencing and structural probing. Hydrazine is highly reactive to U and shows low reaction rates with ψ residues, allowing their distinction by deep sequencing-based protocols. However, other modified RNA residues also show particular behavior upon hydrazine treatment. Here we present methodological developments allowing to use HydraPsiSeq for precise quantification of RNA pseudouridylation and also detection and quantification of some other RNA modifications, in addition to ψ residues.
Collapse
Affiliation(s)
- Virginie Marchand
- Université de Lorraine, CNRS, INSERM, UMS2008/US40 IBSLor, EpiRNA-Seq Core facility, F-54000 Nancy, France
| | - Valérie Bourguignon-Igel
- Université de Lorraine, CNRS, INSERM, UMS2008/US40 IBSLor, EpiRNA-Seq Core facility, F-54000 Nancy, France; Université de Lorraine, CNRS, UMR7365 IMoPA, F-54000 Nancy, France
| | - Mark Helm
- Institute of Pharmaceutical and Biomedical Sciences, Johannes Gutenberg-Universität, Staudingerweg 5, D-55128 Mainz, Germany
| | - Yuri Motorin
- Université de Lorraine, CNRS, INSERM, UMS2008/US40 IBSLor, EpiRNA-Seq Core facility, F-54000 Nancy, France; Université de Lorraine, CNRS, UMR7365 IMoPA, F-54000 Nancy, France.
| |
Collapse
|
60
|
Bartee D, Thalalla Gamage S, Link CN, Meier JL. Arrow pushing in RNA modification sequencing. Chem Soc Rev 2021; 50:9482-9502. [PMID: 34259263 DOI: 10.1039/d1cs00214g] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Methods to accurately determine the location and abundance of RNA modifications are critical to understanding their functional role. In this review, we describe recent efforts in which chemical reactivity and next-generation sequencing have been integrated to detect modified nucleotides in RNA. For eleven exemplary modifications, we detail chemical, enzymatic, and metabolic labeling protocols that can be used to differentiate them from canonical nucleobases. By emphasizing the molecular rationale underlying these detection methods, our survey highlights new opportunities for chemistry to define the role of RNA modifications in disease.
Collapse
Affiliation(s)
- David Bartee
- Chemical Biology Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 538 Chandler St, Frederick, MD 21702, USA.
| | - Supuni Thalalla Gamage
- Chemical Biology Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 538 Chandler St, Frederick, MD 21702, USA.
| | - Courtney N Link
- Chemical Biology Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 538 Chandler St, Frederick, MD 21702, USA.
| | - Jordan L Meier
- Chemical Biology Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, 538 Chandler St, Frederick, MD 21702, USA.
| |
Collapse
|
61
|
Shrimp J, Jing Y, Gamage ST, Nelson KM, Han J, Bryson KM, Montgomery DC, Thomas JM, Nance KD, Sharma S, Fox SD, Andressen T, Sinclair WR, Wu H, Allali-Hassani A, Senisterra G, Vedadi M, Lafontaine D, Dahlin JL, Marmorstein R, Walters MA, Meier JL. Remodelin Is a Cryptic Assay Interference Chemotype That Does Not Inhibit NAT10-Dependent Cytidine Acetylation. ACS Med Chem Lett 2021; 12:887-892. [PMID: 34141066 PMCID: PMC8201477 DOI: 10.1021/acsmedchemlett.0c00193] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2020] [Accepted: 07/21/2020] [Indexed: 12/21/2022] Open
Abstract
Remodelin is a putative small molecule inhibitor of the RNA acetyltransferase NAT10 which has shown preclinical efficacy in models of the premature aging disease Hutchinson-Gilford Progeria Syndrome (HGPS). Here we evaluate remodelin's assay interference characteristics and effects on NAT10-catalyzed RNA cytidine acetylation. We find the remodelin chemotype constitutes a cryptic assay interference compound, which does not react with small molecule thiols but demonstrates protein reactivity in ALARM NMR and proteome-wide affinity profiling assays. Biophysical analyses find no direct evidence for interaction of remodelin with the NAT10 acetyltransferase active site. Cellular studies verify that N4-acetylcytidine (ac4C) is a nonredundant target of NAT10 activity in human cell lines and find that this RNA modification is not affected by remodelin treatment in several orthogonal assays. These studies display the potential for remodelin's chemotype to interact with multiple protein targets in cells and indicate remodelin should not be applied as a specific chemical inhibitor of NAT10-catalyzed RNA acetylation.
Collapse
Affiliation(s)
- Jonathan
H. Shrimp
- Chemical
Biology Laboratory, National Cancer Institute, Frederick, Maryland 21702, United States
| | - Yihang Jing
- Chemical
Biology Laboratory, National Cancer Institute, Frederick, Maryland 21702, United States
| | - Supuni Thalalla Gamage
- Chemical
Biology Laboratory, National Cancer Institute, Frederick, Maryland 21702, United States
| | - Kathryn M. Nelson
- University
of Minnesota, Minneapolis, Minnesota 55455, United States
| | - Joseph Han
- Department
of Chemistry, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | - Keri M. Bryson
- Chemical
Biology Laboratory, National Cancer Institute, Frederick, Maryland 21702, United States
| | - David C. Montgomery
- Chemical
Biology Laboratory, National Cancer Institute, Frederick, Maryland 21702, United States
| | - Justin M. Thomas
- Chemical
Biology Laboratory, National Cancer Institute, Frederick, Maryland 21702, United States
| | - Kellie D. Nance
- Chemical
Biology Laboratory, National Cancer Institute, Frederick, Maryland 21702, United States
| | - Sunny Sharma
- Department
of Cell Biology and Neuroscience, Rutgers
University, Piscataway, New Jersey 08854, United States
| | - Stephen D. Fox
- Protein
Characterization Laboratory, Cancer Research Technology Program, Frederick
National Laboratory for Cancer Research, Leidos Biomedical Research, Inc., Frederick, Maryland 21702, United States
| | - Thorkell Andressen
- Protein
Characterization Laboratory, Cancer Research Technology Program, Frederick
National Laboratory for Cancer Research, Leidos Biomedical Research, Inc., Frederick, Maryland 21702, United States
| | - Wilson R. Sinclair
- Chemical
Biology Laboratory, National Cancer Institute, Frederick, Maryland 21702, United States
| | - Hong Wu
- Structural
Genomics Consortium, Toronto, Ontario M5G 1L7, Canada
| | | | | | - Masoud Vedadi
- Structural
Genomics Consortium, Toronto, Ontario M5G 1L7, Canada
| | - Denis Lafontaine
- RNA
Molecular Biology, Université Libre
de Bruxelles, Fonds de la Recherche Scientifique
(F.R.S./FNRS), 6041 Gosselies, Belgium
| | - Jayme L. Dahlin
- Department
of Pathology, Brigham and Women’s
Hospital and Harvard Medical School, Boston, Massachusetts 02115, United States
| | - Ronen Marmorstein
- Department
of Chemistry, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
- Department
of Biochemistry and Biophysics and Abramson Family Cancer Research
Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania 19104, United States
| | | | - Jordan L. Meier
- Chemical
Biology Laboratory, National Cancer Institute, Frederick, Maryland 21702, United States
| |
Collapse
|
62
|
Thalalla Gamage S, Sas-Chen A, Schwartz S, Meier JL. Quantitative nucleotide resolution profiling of RNA cytidine acetylation by ac4C-seq. Nat Protoc 2021; 16:2286-2307. [PMID: 33772246 DOI: 10.1038/s41596-021-00501-9] [Citation(s) in RCA: 62] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2020] [Accepted: 01/13/2021] [Indexed: 02/06/2023]
Abstract
A prerequisite to defining the transcriptome-wide functions of RNA modifications is the ability to accurately determine their location. Here, we present N4-acetylcytidine (ac4C) sequencing (ac4C-seq), a protocol for the quantitative single-nucleotide resolution mapping of cytidine acetylation in RNA. This method exploits the kinetically facile chemical reaction of ac4C with sodium cyanoborohydride under acidic conditions to form a reduced nucleobase. RNA is then fragmented, ligated to an adapter at its 3' end and reverse transcribed to introduce a non-cognate nucleotide at reduced ac4C sites. After adapter ligation, library preparation and high-throughput sequencing, a bioinformatic pipeline enables identification of ac4C positions on the basis of the presence of C→T misincorporations in reduced samples but not in controls. Unlike antibody-based approaches, ac4C-seq identifies specific ac4C residues and reports on their level of modification. The ac4C-seq library preparation protocol can be completed in ~4 d for transcriptome-wide sequencing.
Collapse
Affiliation(s)
- Supuni Thalalla Gamage
- Chemical Biology Laboratory, National Cancer Institute, National Institutes of Health, Frederick, MD, USA
| | - Aldema Sas-Chen
- Department of Molecular Genetics, Weizmann Institute of Science, Rehovot, Israel
| | - Schraga Schwartz
- Department of Molecular Genetics, Weizmann Institute of Science, Rehovot, Israel.
| | - Jordan L Meier
- Chemical Biology Laboratory, National Cancer Institute, National Institutes of Health, Frederick, MD, USA.
| |
Collapse
|
63
|
Yoluç Y, Ammann G, Barraud P, Jora M, Limbach PA, Motorin Y, Marchand V, Tisné C, Borland K, Kellner S. Instrumental analysis of RNA modifications. Crit Rev Biochem Mol Biol 2021; 56:178-204. [PMID: 33618598 DOI: 10.1080/10409238.2021.1887807] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Organisms from all domains of life invest a substantial amount of energy for the introduction of RNA modifications into nearly all transcripts studied to date. Instrumental analysis of RNA can focus on the modified residues and reveal the function of these epitranscriptomic marks. Here, we will review recent advances and breakthroughs achieved by NMR spectroscopy, sequencing, and mass spectrometry of the epitranscriptome.
Collapse
Affiliation(s)
- Yasemin Yoluç
- Department of Chemistry, Ludwig Maximilians University, Munich, Germany
| | - Gregor Ammann
- Department of Chemistry, Ludwig Maximilians University, Munich, Germany
| | - Pierre Barraud
- Expression génétique microbienne, UMR 8261, CNRS, Institut de biologie physico-chimique, IBPC, Université de Paris, Paris, France
| | - Manasses Jora
- Department of Chemistry, University of Cincinnati, Cincinnati, OH, USA
| | - Patrick A Limbach
- Department of Chemistry, University of Cincinnati, Cincinnati, OH, USA
| | - Yuri Motorin
- Université de Lorraine, CNRS, UMR7365 IMoPA, Nancy, France
| | - Virginie Marchand
- Université de Lorraine, CNRS, INSERM, Epitranscriptomics and RNA Sequencing Core facility, UM S2008, IBSLor, Nancy, France
| | - Carine Tisné
- Expression génétique microbienne, UMR 8261, CNRS, Institut de biologie physico-chimique, IBPC, Université de Paris, Paris, France
| | - Kayla Borland
- Department of Chemistry, Ludwig Maximilians University, Munich, Germany
| | - Stefanie Kellner
- Department of Chemistry, Ludwig Maximilians University, Munich, Germany.,Institute of Pharmaceutical Chemistry, Goethe-University, Frankfurt, Germany
| |
Collapse
|
64
|
Analysis of RNA Modifications by Second- and Third-Generation Deep Sequencing: 2020 Update. Genes (Basel) 2021; 12:genes12020278. [PMID: 33669207 PMCID: PMC7919787 DOI: 10.3390/genes12020278] [Citation(s) in RCA: 46] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2020] [Revised: 02/11/2021] [Accepted: 02/12/2021] [Indexed: 12/14/2022] Open
Abstract
The precise mapping and quantification of the numerous RNA modifications that are present in tRNAs, rRNAs, ncRNAs/miRNAs, and mRNAs remain a major challenge and a top priority of the epitranscriptomics field. After the keystone discoveries of massive m6A methylation in mRNAs, dozens of deep sequencing-based methods and protocols were proposed for the analysis of various RNA modifications, allowing us to considerably extend the list of detectable modified residues. Many of the currently used methods rely on the particular reverse transcription signatures left by RNA modifications in cDNA; these signatures may be naturally present or induced by an appropriate enzymatic or chemical treatment. The newest approaches also include labeling at RNA abasic sites that result from the selective removal of RNA modification or the enhanced cleavage of the RNA ribose-phosphate chain (perhaps also protection from cleavage), followed by specific adapter ligation. Classical affinity/immunoprecipitation-based protocols use either antibodies against modified RNA bases or proteins/enzymes, recognizing RNA modifications. In this survey, we review the most recent achievements in this highly dynamic field, including promising attempts to map RNA modifications by the direct single-molecule sequencing of RNA by nanopores.
Collapse
|
65
|
Debnath TK, Xhemalçe B. Deciphering RNA modifications at base resolution: from chemistry to biology. Brief Funct Genomics 2021; 20:77-85. [PMID: 33454749 DOI: 10.1093/bfgp/elaa024] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/13/2020] [Revised: 11/20/2020] [Accepted: 11/24/2020] [Indexed: 01/04/2023] Open
Abstract
Nearly 200 distinct chemical modifications of RNAs have been discovered to date. Their analysis via direct methods has been possible in abundant RNA species, such as ribosomal, transfer or viral RNA, since several decades. However, their analysis in less abundant RNAs species, especially cellular messenger RNAs, was rendered possible only recently with the advent of high throughput sequencing techniques. Given the growing biomedical interest of the proteins that write, erase and read RNA modifications, ingenious new methods to enrich and identify RNA modifications at base resolution have been implemented, and more efforts are underway to render them more quantitative. Here, we review several crucial modification-specific (bio)chemical approaches and discuss their advantages and shortcomings for exploring the epitranscriptome.
Collapse
Affiliation(s)
- Turja K Debnath
- Department of Molecular Biosciences, University of Texas at Austin, 2500 Speedway, 78712 Austin TX, USA
| | - Blerta Xhemalçe
- Department of Molecular Biosciences, University of Texas at Austin, 2500 Speedway, 78712 Austin TX, USA
| |
Collapse
|
66
|
Bryson KM, Thalalla-Gamage S, Meier JL. Visualizing RNA Cytidine Acetyltransferase Activity by Northern Blotting. ACTA ACUST UNITED AC 2020; 12:e89. [PMID: 33275333 DOI: 10.1002/cpch.89] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Cytidine acetyltransferases are an emerging class of nucleic-acid-modifying enzymes responsible for the establishment of N4 -acetylcytidine (ac4C) in RNA. In contrast to histone acetyltransferases, whose activity is commonly studied by western blotting, relatively few methods exist for quickly assessing the activity of cytidine acetyltransferases from a biological sample of interest or the distribution of ac4C across different RNA species. In this protocol, we describe a method for analysis of cellular cytidine acetyltransferase activity using dot- and immuno-northern-blotting-based detection. © 2020 Wiley Periodicals LLC. Basic Protocol 1: Detection of N4 -Acetylcytidine in RNA by dot blotting Basic Protocol 2: Visualizing N4 -Acetylcytidine Distribution in RNA by northern blotting.
Collapse
Affiliation(s)
- Keri M Bryson
- Chemical Biology Laboratory, National Cancer Institute, Frederick, Maryland
| | | | - Jordan L Meier
- Chemical Biology Laboratory, National Cancer Institute, Frederick, Maryland
| |
Collapse
|
67
|
Karthiya R, Wasil SM, Khandelia P. Emerging role of N4-acetylcytidine modification of RNA in gene regulation and cellular functions. Mol Biol Rep 2020; 47:9189-9199. [PMID: 33174082 DOI: 10.1007/s11033-020-05963-w] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2020] [Accepted: 10/29/2020] [Indexed: 01/08/2023]
Abstract
Post-transcriptional chemical modification of RNA is rapidly emerging as a key player in regulating gene expression and has propelled the development of 'epitranscriptomics' or 'RNA epigenetics' as a frontier area of research. Several RNA modifications are known to decorate RNAs and impact its structure and function. One such recently discovered modification is acetylation of RNA i.e. N4-acetylcytidine (ac4C) chemical modification. N4-acetylcytidine is an ancient and evolutionarily conserved modification, which maps to a wide spectrum of RNAs from archaea bacteria to humans. This modification results in a variety of functional outcomes which impact normal development and disease. In this review, we summarize the recent progress, emerging methods, biological implications and the future challenges for ac4C modification.
Collapse
Affiliation(s)
- R Karthiya
- Department of Biological Sciences, Birla Institute of Technology and Science, Pilani - Hyderabad Campus, Jawahar Nagar, Kapra Mandal, Medchal District, Hyderabad, Telangana, 500078, India
| | - S Mohammed Wasil
- Department of Biological Sciences, Birla Institute of Technology and Science, Pilani - Hyderabad Campus, Jawahar Nagar, Kapra Mandal, Medchal District, Hyderabad, Telangana, 500078, India
| | - Piyush Khandelia
- Department of Biological Sciences, Birla Institute of Technology and Science, Pilani - Hyderabad Campus, Jawahar Nagar, Kapra Mandal, Medchal District, Hyderabad, Telangana, 500078, India.
| |
Collapse
|
68
|
Sas-Chen A, Thomas JM, Matzov D, Taoka M, Nance KD, Nir R, Bryson KM, Shachar R, Liman GLS, Burkhart BW, Gamage ST, Nobe Y, Briney CA, Levy MJ, Fuchs RT, Robb GB, Hartmann J, Sharma S, Lin Q, Florens L, Washburn MP, Isobe T, Santangelo TJ, Shalev-Benami M, Meier JL, Schwartz S. Dynamic RNA acetylation revealed by quantitative cross-evolutionary mapping. Nature 2020; 583:638-643. [PMID: 32555463 PMCID: PMC8130014 DOI: 10.1038/s41586-020-2418-2] [Citation(s) in RCA: 212] [Impact Index Per Article: 42.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2019] [Accepted: 03/26/2020] [Indexed: 12/14/2022]
Abstract
N4-acetylcytidine (ac4C) is an ancient and highly conserved RNA modification that is present on tRNA and rRNA and has recently been investigated in eukaryotic mRNA1-3. However, the distribution, dynamics and functions of cytidine acetylation have yet to be fully elucidated. Here we report ac4C-seq, a chemical genomic method for the transcriptome-wide quantitative mapping of ac4C at single-nucleotide resolution. In human and yeast mRNAs, ac4C sites are not detected but can be induced-at a conserved sequence motif-via the ectopic overexpression of eukaryotic acetyltransferase complexes. By contrast, cross-evolutionary profiling revealed unprecedented levels of ac4C across hundreds of residues in rRNA, tRNA, non-coding RNA and mRNA from hyperthermophilic archaea. Ac4C is markedly induced in response to increases in temperature, and acetyltransferase-deficient archaeal strains exhibit temperature-dependent growth defects. Visualization of wild-type and acetyltransferase-deficient archaeal ribosomes by cryo-electron microscopy provided structural insights into the temperature-dependent distribution of ac4C and its potential thermoadaptive role. Our studies quantitatively define the ac4C landscape, providing a technical and conceptual foundation for elucidating the role of this modification in biology and disease4-6.
Collapse
Affiliation(s)
- Aldema Sas-Chen
- Department of Molecular Genetics, Weizmann Institute of Science, Rehovot, Israel
| | - Justin M Thomas
- National Cancer Institute, National Institutes of Health, Frederick, MD, USA
| | - Donna Matzov
- Department of Structural Biology, Weizmann Institute of Science, Rehovot, Israel
| | - Masato Taoka
- Department of Chemistry, Graduate School of Science, Tokyo Metropolitan University, Tokyo, Japan
| | - Kellie D Nance
- National Cancer Institute, National Institutes of Health, Frederick, MD, USA
| | - Ronit Nir
- Department of Molecular Genetics, Weizmann Institute of Science, Rehovot, Israel
| | - Keri M Bryson
- National Cancer Institute, National Institutes of Health, Frederick, MD, USA
| | - Ran Shachar
- Department of Molecular Genetics, Weizmann Institute of Science, Rehovot, Israel
| | - Geraldy L S Liman
- Department of Biochemistry and Molecular Biology, Colorado State University, Fort Collins, CO, USA
| | - Brett W Burkhart
- Department of Biochemistry and Molecular Biology, Colorado State University, Fort Collins, CO, USA
| | | | - Yuko Nobe
- Department of Chemistry, Graduate School of Science, Tokyo Metropolitan University, Tokyo, Japan
| | - Chloe A Briney
- National Cancer Institute, National Institutes of Health, Frederick, MD, USA
| | | | - Ryan T Fuchs
- RNA Research Division, New England Biolabs, Inc, Ipswich, MA, USA
| | - G Brett Robb
- RNA Research Division, New England Biolabs, Inc, Ipswich, MA, USA
| | - Jesse Hartmann
- Department of Molecular Genetics, Weizmann Institute of Science, Rehovot, Israel
| | - Sunny Sharma
- Department of Cell Biology and Neuroscience, Rutgers University, Piscataway, NJ, USA
| | - Qishan Lin
- RNA Epitranscriptomics and Proteomics Resource, University at Albany, Albany, NY, USA
| | | | | | - Toshiaki Isobe
- Department of Chemistry, Graduate School of Science, Tokyo Metropolitan University, Tokyo, Japan
| | - Thomas J Santangelo
- Department of Biochemistry and Molecular Biology, Colorado State University, Fort Collins, CO, USA
| | - Moran Shalev-Benami
- Department of Structural Biology, Weizmann Institute of Science, Rehovot, Israel.
| | - Jordan L Meier
- National Cancer Institute, National Institutes of Health, Frederick, MD, USA.
| | - Schraga Schwartz
- Department of Molecular Genetics, Weizmann Institute of Science, Rehovot, Israel.
| |
Collapse
|
69
|
Enroth C, Poulsen LD, Iversen S, Kirpekar F, Albrechtsen A, Vinther J. Detection of internal N7-methylguanosine (m7G) RNA modifications by mutational profiling sequencing. Nucleic Acids Res 2020; 47:e126. [PMID: 31504776 PMCID: PMC6847341 DOI: 10.1093/nar/gkz736] [Citation(s) in RCA: 143] [Impact Index Per Article: 28.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2018] [Revised: 08/06/2019] [Accepted: 08/16/2019] [Indexed: 01/05/2023] Open
Abstract
Methylation of guanosine on position N7 (m7G) on internal RNA positions has been found in all domains of life and have been implicated in human disease. Here, we present m7G Mutational Profiling sequencing (m7G-MaP-seq), which allows high throughput detection of m7G modifications at nucleotide resolution. In our method, m7G modified positions are converted to abasic sites by reduction with sodium borohydride, directly recorded as cDNA mutations through reverse transcription and sequenced. We detect positions with increased mutation rates in the reduced and control samples taking the possibility of sequencing/alignment error into account and use replicates to calculate statistical significance based on log likelihood ratio tests. We show that m7G-MaP-seq efficiently detects known m7G modifications in rRNA with mutational rates up to 25% and we map a previously uncharacterised evolutionarily conserved rRNA modification at position 1581 in Arabidopsis thaliana SSU rRNA. Furthermore, we identify m7G modifications in budding yeast, human and arabidopsis tRNAs and demonstrate that m7G modification occurs before tRNA splicing. We do not find any evidence for internal m7G modifications being present in other small RNA, such as miRNA, snoRNA and sRNA, including human Let-7e. Likewise, high sequencing depth m7G-MaP-seq analysis of mRNA from E. coli or yeast cells did not identify any internal m7G modifications.
Collapse
Affiliation(s)
- Christel Enroth
- Department of Biology, University of Copenhagen, Ole Maaløes Vej 5, DK-2200 Copenhagen N, Denmark
| | - Line Dahl Poulsen
- Department of Biology, University of Copenhagen, Ole Maaløes Vej 5, DK-2200 Copenhagen N, Denmark
| | - Søren Iversen
- Department of Biology, University of Copenhagen, Ole Maaløes Vej 5, DK-2200 Copenhagen N, Denmark
| | - Finn Kirpekar
- Department of Biochemistry and Molecular Biology, University of Southern Denmark, Campusvej 55, DK-5230 Odense M, Denmark
| | - Anders Albrechtsen
- Department of Biology, University of Copenhagen, Ole Maaløes Vej 5, DK-2200 Copenhagen N, Denmark
| | - Jeppe Vinther
- Department of Biology, University of Copenhagen, Ole Maaløes Vej 5, DK-2200 Copenhagen N, Denmark
| |
Collapse
|
70
|
Jin G, Xu M, Zou M, Duan S. The Processing, Gene Regulation, Biological Functions, and Clinical Relevance of N4-Acetylcytidine on RNA: A Systematic Review. MOLECULAR THERAPY-NUCLEIC ACIDS 2020; 20:13-24. [PMID: 32171170 PMCID: PMC7068197 DOI: 10.1016/j.omtn.2020.01.037] [Citation(s) in RCA: 157] [Impact Index Per Article: 31.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/01/2019] [Revised: 01/20/2020] [Accepted: 01/28/2020] [Indexed: 12/24/2022]
Abstract
N4-acetylcytidine (ac4C) is often considered to be a conservative, chemically modified nucleoside present on tRNA and rRNA. Recent studies have shown extensive ac4C modifications in human and yeast mRNAs. ac4C helps to correctly read codons during translation and improves translation efficiency and the stability of mRNA. At present, the research of ac4C involves a variety of detection methods. The formation of ac4C is closely related to N-acetyltransferase 10 (NAT10) and its helpers, such as putative tRNA acetyltransferase (TAN1) for tRNA ac4C and small nucleolar RNA (snoRNA) for rRNA ac4C. Also, ac4C is associated with the development, progression, and prognosis of a variety of human diseases. Here, we summarize the history of ac4C research and the detection technologies of ac4C. We then summarized the role and mechanism of ac4C in gene-expression regulation and demonstrated the relevance of ac4C to a variety of human diseases, especially cancer. Finally, we list the future challenges of the ac4C research and demonstrate a research strategy for the interactions among several abundant modified nucleosides on mRNA.
Collapse
Affiliation(s)
- Gehui Jin
- Medical Genetics Center, School of Medicine, Ningbo University, Ningbo, Zhejiang 315211, China
| | - Mingqing Xu
- Bio-X Institutes, Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders (Ministry of Education), Shanghai Jiao Tong University, Shanghai 200030, China
| | - Mengsha Zou
- Medical Genetics Center, School of Medicine, Ningbo University, Ningbo, Zhejiang 315211, China
| | - Shiwei Duan
- Medical Genetics Center, School of Medicine, Ningbo University, Ningbo, Zhejiang 315211, China.
| |
Collapse
|
71
|
Cryo-EM study of an archaeal 30S initiation complex gives insights into evolution of translation initiation. Commun Biol 2020; 3:58. [PMID: 32029867 PMCID: PMC7005279 DOI: 10.1038/s42003-020-0780-0] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2019] [Accepted: 01/17/2020] [Indexed: 01/09/2023] Open
Abstract
Archaeal translation initiation occurs within a macromolecular complex containing the small ribosomal subunit (30S) bound to mRNA, initiation factors aIF1, aIF1A and the ternary complex aIF2:GDPNP:Met-tRNAiMet. Here, we determine the cryo-EM structure of a 30S:mRNA:aIF1A:aIF2:GTP:Met-tRNAiMet complex from Pyrococcus abyssi at 3.2 Å resolution. It highlights archaeal features in ribosomal proteins and rRNA modifications. We find an aS21 protein, at the location of eS21 in eukaryotic ribosomes. Moreover, we identify an N-terminal extension of archaeal eL41 contacting the P site. We characterize 34 N4-acetylcytidines distributed throughout 16S rRNA, likely contributing to hyperthermostability. Without aIF1, the 30S head is stabilized and initiator tRNA is tightly bound to the P site. A network of interactions involving tRNA, mRNA, rRNA modified nucleotides and C-terminal tails of uS9, uS13 and uS19 is observed. Universal features and domain-specific idiosyncrasies of translation initiation are discussed in light of ribosomal structures from representatives of each domain of life.
Collapse
|
72
|
Qi C, Ding J, Yuan B, Feng Y. Analytical methods for locating modifications in nucleic acids. CHINESE CHEM LETT 2019. [DOI: 10.1016/j.cclet.2019.02.005] [Citation(s) in RCA: 29] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
|
73
|
Dominissini D, Rechavi G. N 4-acetylation of Cytidine in mRNA by NAT10 Regulates Stability and Translation. Cell 2019; 175:1725-1727. [PMID: 30550783 DOI: 10.1016/j.cell.2018.11.037] [Citation(s) in RCA: 67] [Impact Index Per Article: 11.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
Arango et al. expand the repertoire of epitranscriptomic modifications by identifying N4-acetylcytidine in mRNA catalyzed by the known dual acetyltransferase NAT10. It occurs mainly in the coding sequence, likely in wobble positions of select codons, where it promotes stability and translation, possibly by safeguarding cognate codon-anticodon interaction.
Collapse
Affiliation(s)
- Dan Dominissini
- Cancer Research Center and Wohl Institute for Translational Medicine, Chaim Sheba Medical Center, Tel Hashomer, Israel; Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
| | - Gideon Rechavi
- Cancer Research Center and Wohl Institute for Translational Medicine, Chaim Sheba Medical Center, Tel Hashomer, Israel; Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel.
| |
Collapse
|
74
|
Zhao W, Zhou Y, Cui Q, Zhou Y. PACES: prediction of N4-acetylcytidine (ac4C) modification sites in mRNA. Sci Rep 2019; 9:11112. [PMID: 31366994 PMCID: PMC6668381 DOI: 10.1038/s41598-019-47594-7] [Citation(s) in RCA: 54] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2019] [Accepted: 07/19/2019] [Indexed: 01/27/2023] Open
Abstract
N4-acetylcytidine (ac4C) is a highly conserved RNA modification and is the first acetylation event described in mRNA. ac4C in mRNA has been demonstrated to be involved in the regulation of mRNA stability, processing and translation, but the exact means by which ac4C works remain unclear. In addition, ac4C is widely distributed within the human transcriptome at physiologically relevant levels and so far only a small fraction of modified sequences have been detected by experiments. In this study, we developed a predictor of ac4C sites in human mRNA named PACES to help mining possible modified motifs. PACES combines two random forest classifiers, position-specific dinucleotide sequence profile and K-nucleotide frequencies. With genomic sequences as input, PACES gives possible modified sequences based on the training model. PACES is freely available at http://www.rnanut.net/paces/.
Collapse
Affiliation(s)
- Wanqing Zhao
- Department of Biomedical Informatics, Department of Physiology and Pathophysiology, Center for Noncoding RNA Medicine, MOE Key Lab of Cardiovascular Sciences, School of Basic Medical Sciences, Peking University, 38 Xueyuan Rd, Beijing, 100191, China
| | - Yiran Zhou
- Department of Biomedical Informatics, Department of Physiology and Pathophysiology, Center for Noncoding RNA Medicine, MOE Key Lab of Cardiovascular Sciences, School of Basic Medical Sciences, Peking University, 38 Xueyuan Rd, Beijing, 100191, China
| | - Qinghua Cui
- Department of Biomedical Informatics, Department of Physiology and Pathophysiology, Center for Noncoding RNA Medicine, MOE Key Lab of Cardiovascular Sciences, School of Basic Medical Sciences, Peking University, 38 Xueyuan Rd, Beijing, 100191, China.
- Center of Bioinformatics, Key Laboratory for Neuro-Information of Ministry of Education, School of Life Science and Technology, University of Electronic Science and Technology of China, Chengdu, 610054, China.
| | - Yuan Zhou
- Department of Biomedical Informatics, Department of Physiology and Pathophysiology, Center for Noncoding RNA Medicine, MOE Key Lab of Cardiovascular Sciences, School of Basic Medical Sciences, Peking University, 38 Xueyuan Rd, Beijing, 100191, China.
| |
Collapse
|
75
|
Abstract
An emergent theme in cancer biology is that dysregulated energy metabolism may directly influence oncogenic gene expression. This is due to the fact that many enzymes involved in gene regulation use cofactors derived from primary metabolism, including acetyl-CoA, S-adenosylmethionine, and 2-ketoglutarate. While this phenomenon was first studied through the prism of histone and DNA modifications (the epigenome), recent work indicates metabolism can also impact gene regulation by disrupting the balance of RNA post-transcriptional modifications (the epitranscriptome). Here we review recent studies that explore how metabolic regulation of writers and erasers of the epitranscriptome (FTO, TET2, NAT10, MTO1, and METTL16) helps shape gene expression through three distinct mechanisms: cofactor inhibition, cofactor depletion, and writer localization. Our brief survey underscores similarities and differences between the metabolic regulation of the epigenome and epitranscriptome, and highlights fertile ground for future investigation.
Collapse
Affiliation(s)
- Justin M. Thomas
- Chemical Biology Laboratory, National Cancer Institute, Frederick, Maryland 21702, United States
| | - Pedro J. Batista
- Laboratory of Cell Biology, National Cancer Institute, Bethesda, Maryland 20892, United States
| | - Jordan L. Meier
- Chemical Biology Laboratory, National Cancer Institute, Frederick, Maryland 21702, United States
| |
Collapse
|
76
|
Abstract
Posttranscriptional modifications of RNA represent an emerging class of regulatory elements in human biology. Improved methods for studying how these elements are controlled and where they occur has the potential to transform our understanding of gene expression in development and disease. Here we describe a chemical method for nucleotide resolution sequencing of N4-acetylcytidine (ac4C), a highly conserved modified nucleobase whose formation is catalyzed by the essential cytidine acetyltransferase enzyme NAT10. This approach enables the sensitive, PCR-amplifiable detection of individual ac4C sites from nanograms of unfractionated cellular RNA. The sensitive and quantitative nature of this assay provides a powerful tool to understand how cytidine acetylation is targeted, profile RNA acetyltransferase dynamics, and validate the sites and stoichiometry of ac4C in novel RNA species.
Collapse
|
77
|
Motorin Y, Helm M. Methods for RNA Modification Mapping Using Deep Sequencing: Established and New Emerging Technologies. Genes (Basel) 2019; 10:genes10010035. [PMID: 30634534 PMCID: PMC6356707 DOI: 10.3390/genes10010035] [Citation(s) in RCA: 86] [Impact Index Per Article: 14.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2018] [Revised: 01/03/2019] [Accepted: 01/04/2019] [Indexed: 12/17/2022] Open
Abstract
New analytics of post-transcriptional RNA modifications have paved the way for a tremendous upswing of the biological and biomedical research in this field. This especially applies to methods that included RNA-Seq techniques, and which typically result in what is termed global scale modification mapping. In this process, positions inside a cell’s transcriptome are receiving a status of potential modification sites (so called modification calling), typically based on a score of some kind that issues from the particular method applied. The resulting data are thought to represent information that goes beyond what is contained in typical transcriptome data, and hence the field has taken to use the term “epitranscriptome”. Due to the high rate of newly published mapping techniques, a significant number of chemically distinct RNA modifications have become amenable to mapping, albeit with variegated accuracy and precision, depending on the nature of the technique. This review gives a brief overview of known techniques, and how they were applied to modification calling.
Collapse
Affiliation(s)
- Yuri Motorin
- Laboratoire IMoPA, UMR7365 National Centre for Scientific Research (CNRS)-Lorraine University, Biopôle, 9 Avenue de la Forêt de Haye, 54505 Vandoeuvre-les-Nancy, France.
| | - Mark Helm
- Institute of Pharmacy and Biochemistry, Johannes Gutenberg-University Mainz, Staudingerweg 5, 55128 Mainz, Germany.
| |
Collapse
|
78
|
Sas-Chen A, Schwartz S. Misincorporation signatures for detecting modifications in mRNA: Not as simple as it sounds. Methods 2018; 156:53-59. [PMID: 30359724 DOI: 10.1016/j.ymeth.2018.10.011] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2018] [Revised: 10/04/2018] [Accepted: 10/21/2018] [Indexed: 12/11/2022] Open
Abstract
Post-transcriptional modification on mRNA has become a field of intense interest in recent years, and next-generation sequencing based technologies are constantly emerging to detect an increasing number of modifications at a transcriptome-wide level. Some of these approaches are based on identification of misincorporation events induced by reverse transcriptase at modified sites. Although conceptually trivial, sensitive and specific identification of such events is a challenge prone to a surprising number of artifacts, which can lead to substantially inflated estimates of the abundance of diverse modifications. Here we discuss the sources of some of these artifacts and delineate approaches to overcome them.
Collapse
Affiliation(s)
- Aldema Sas-Chen
- Department of Molecular Genetics, Weizmann Institute of Science, Rehovot, Israel
| | - Schraga Schwartz
- Department of Molecular Genetics, Weizmann Institute of Science, Rehovot, Israel.
| |
Collapse
|