1
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Bosmeny MS, Mamede JI, Gagnon KT. Resolving sequencing-based HIV-1 epitranscriptomics. Epigenomics 2025:1-12. [PMID: 40375799 DOI: 10.1080/17501911.2025.2504333] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2024] [Accepted: 05/07/2025] [Indexed: 05/18/2025] Open
Abstract
The collection of HIV-1 RNA chemical modifications and their functional consequences in viral gene expression, host interactions, and the viral life cycle, referred to as HIV-1 epitranscriptomics, remain incompletely understood. While the field is evolving, diverse modification discovery methods, cell lines, HIV-1 sequences, and bioinformatics methods make a consensus view of the HIV-1 epitranscriptome difficult to resolve. Here, we review methods for identifying and interpreting N6-methyladenosine (m6A), 5-methylcytosine (m5C), pseudouridine (Ψ), 2´-O-methylation (Nm), and N4-acetylcytidine (ac4C) modifications in HIV-1, including antibody-based selection methods, chemical-treatment-based selection methods, and detection by nanopore direct RNA sequencing. We recommend the adoption of the latter as a standardized sequencing strategy to enable better benchmarking across diverse studies and help resolve HIV-1 epitranscriptomics.
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Affiliation(s)
- Michael S Bosmeny
- Department of Biochemistry, Wake Forest University, School of Medicine, Winston-Salem, NC, USA
| | - Joao I Mamede
- Department of Microbial Pathogens and Immunity, Rush University, Chicago, IL, USA
| | - Keith T Gagnon
- Department of Biochemistry, Wake Forest University, School of Medicine, Winston-Salem, NC, USA
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2
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Wu Y, Shao W, Liu S, Wang L, Xu P, Zhang X, Song H, Li X, Wang J, Yu X. Simultaneous profiling of ac 4C and m 5C modifications from nanopore direct RNA sequencing. Int J Biol Macromol 2025; 305:140863. [PMID: 39954891 DOI: 10.1016/j.ijbiomac.2025.140863] [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: 11/25/2024] [Revised: 01/20/2025] [Accepted: 02/08/2025] [Indexed: 02/17/2025]
Abstract
N4-acetylcytidine (ac4C) and 5-methylcytidine (m5C) play important roles in mRNA stability, translation efficiency, and cellular stress responses. Current methods for detecting RNA modifications from nanopore sequencing data do not support simultaneous de novo identification of both modifications. In this study, we generate in vitro transcripts from a cDNA library with modifications, and develop modCnet, a deep learning frame utilizing nanopore direct RNA sequencing to identify ac4C and m5C from a single sample. We demonstrate the high performance of modCnet and apply it to detect ac4C and m5C sties on in vivo mRNAs from human cell lines, supported by RIP-seq, BisSeq and RedaC:T-seq. We further validate candidate ac4C sites by NaBH4-induced reverse transcription (RT) stop events. The versatility for simultaneous identification of different types of modified cytidines at the single-molecule level open a window for studying the biological function of the co-occurrence of ac4C and m5C modifications.
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Affiliation(s)
- You Wu
- Joint International Research Laboratory of Metabolic & Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Wenna Shao
- Joint International Research Laboratory of Metabolic & Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Shuai Liu
- Joint International Research Laboratory of Metabolic & Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Liyuan Wang
- School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Pengfei Xu
- Joint International Research Laboratory of Metabolic & Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Xingpeng Zhang
- Department of Orthopedics, Shanghai Pudong New Area People's Hospital, Shanghai 201299, China
| | - Haihan Song
- Cental Lab, Shanghai Pudong New Area People's Hospital, Shanghai 201299, China
| | - Xiaofei Li
- Joint International Research Laboratory of Metabolic & Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China; Department of Orthopedics, Shanghai Pudong New Area People's Hospital, Shanghai 201299, China
| | - Jian Wang
- Department of Orthopedics, Shanghai Pudong New Area People's Hospital, Shanghai 201299, China.
| | - Xiang Yu
- Joint International Research Laboratory of Metabolic & Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China.
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3
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Li X, Mu L, Liu J, Pengyang K, Qin S, Zhou M, Chen X, Guo Y, Wang R. Advancements in chemically inducible modified tRNA sequencing techniques: Elucidating novel insights into tRNA epitranscriptomics. Bioorg Med Chem 2025; 122:118138. [PMID: 40036919 DOI: 10.1016/j.bmc.2025.118138] [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: 12/17/2024] [Revised: 02/06/2025] [Accepted: 02/24/2025] [Indexed: 03/06/2025]
Abstract
In this review, we examine and expound upon the most recent and groundbreaking advancements in the sequencing of tRNA modifications, focusing specifically on the innovative chemical treatment approaches that have revolutionized this field. By delving into the intricate details of these cutting-edge methodologies, we aim to provide an overview of the current state of the art in tRNA modification sequencing, highlighting their unique strengths, limitations, and potential applications.
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Affiliation(s)
- Xuan Li
- Hubei Key Laboratory of Natural Medicinal Chemistry and Resource Evaluation, School of Pharmacy, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China
| | - Linqian Mu
- Hubei Key Laboratory of Natural Medicinal Chemistry and Resource Evaluation, School of Pharmacy, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China
| | - Jiaying Liu
- Hubei Key Laboratory of Natural Medicinal Chemistry and Resource Evaluation, School of Pharmacy, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China
| | - Kaidi Pengyang
- Hubei Key Laboratory of Natural Medicinal Chemistry and Resource Evaluation, School of Pharmacy, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China
| | - Siqi Qin
- Hubei Key Laboratory of Natural Medicinal Chemistry and Resource Evaluation, School of Pharmacy, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China
| | - Mingxing Zhou
- Hubei Key Laboratory of Natural Medicinal Chemistry and Resource Evaluation, School of Pharmacy, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China
| | - Xiaoqian Chen
- Hubei Key Laboratory of Natural Medicinal Chemistry and Resource Evaluation, School of Pharmacy, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China
| | - Yuyang Guo
- Hubei Key Laboratory of Natural Medicinal Chemistry and Resource Evaluation, School of Pharmacy, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China
| | - Rui Wang
- Hubei Key Laboratory of Natural Medicinal Chemistry and Resource Evaluation, School of Pharmacy, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, Hubei 430030, China.
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4
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Zhou J, Zhao D, Li J, Kong D, Li X, Zhang R, Liang Y, Gao X, Qian Y, Wang D, Chen J, Lai L, Han Y, Li Z. Transcriptome-wide identification of 5-methylcytosine by deaminase and reader protein-assisted sequencing. eLife 2025; 13:RP98166. [PMID: 40197347 PMCID: PMC11978299 DOI: 10.7554/elife.98166] [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] [Indexed: 04/10/2025] Open
Abstract
5-Methylcytosine (m5C) is one of the posttranscriptional modifications in mRNA and is involved in the pathogenesis of various diseases. However, the capacity of existing assays for accurately and comprehensively transcriptome-wide m5C mapping still needs improvement. Here, we develop a detection method named DRAM (deaminase and reader protein assisted RNA methylation analysis), in which deaminases (APOBEC1 and TadA-8e) are fused with m5C reader proteins (ALYREF and YBX1) to identify the m5C sites through deamination events neighboring the methylation sites. This antibody-free and bisulfite-free approach provides transcriptome-wide editing regions which are highly overlapped with the publicly available bisulfite-sequencing (BS-seq) datasets and allows for a more stable and comprehensive identification of the m5C loci. In addition, DRAM system even supports ultralow input RNA (10 ng). We anticipate that the DRAM system could pave the way for uncovering further biological functions of m5C modifications.
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Affiliation(s)
- Jiale Zhou
- Jilin Provincial Key Laboratory of Animal Embryo Engineering, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Jilin UniversityChangchunChina
| | - Ding Zhao
- Jilin Provincial Key Laboratory of Animal Embryo Engineering, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Jilin UniversityChangchunChina
- Laboratory of Organ Regeneration and Transplantation of The Ministry of Education, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, First Hospital of Jilin UniversityChangchunChina
| | - Jinze Li
- Jilin Provincial Key Laboratory of Animal Embryo Engineering, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Jilin UniversityChangchunChina
- Laboratory of Organ Regeneration and Transplantation of The Ministry of Education, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, First Hospital of Jilin UniversityChangchunChina
| | - Deqiang Kong
- Jilin Provincial Key Laboratory of Animal Embryo Engineering, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Jilin UniversityChangchunChina
| | - Xiangrui Li
- Jilin Provincial Key Laboratory of Animal Embryo Engineering, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Jilin UniversityChangchunChina
| | - Renquan Zhang
- Jilin Provincial Key Laboratory of Animal Embryo Engineering, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Jilin UniversityChangchunChina
| | - Yuru Liang
- Jilin Provincial Key Laboratory of Animal Embryo Engineering, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Jilin UniversityChangchunChina
| | - Xun Gao
- Jilin Provincial Key Laboratory of Animal Embryo Engineering, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Jilin UniversityChangchunChina
| | - Yuqiang Qian
- Jilin Provincial Key Laboratory of Animal Embryo Engineering, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Jilin UniversityChangchunChina
| | - Di Wang
- Jilin Provincial Key Laboratory of Animal Embryo Engineering, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Jilin UniversityChangchunChina
| | - Jiahui Chen
- Jilin Provincial Key Laboratory of Animal Embryo Engineering, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Jilin UniversityChangchunChina
| | - Liangxue Lai
- Jilin Provincial Key Laboratory of Animal Embryo Engineering, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Jilin UniversityChangchunChina
| | - Yang Han
- Jilin Provincial Key Laboratory of Animal Embryo Engineering, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Jilin UniversityChangchunChina
| | - Zhanjun Li
- Jilin Provincial Key Laboratory of Animal Embryo Engineering, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, Key Laboratory for Zoonosis Research of the Ministry of Education, Jilin UniversityChangchunChina
- Laboratory of Organ Regeneration and Transplantation of The Ministry of Education, State Key Laboratory for Diagnosis and Treatment of Severe Zoonotic Infectious Diseases, First Hospital of Jilin UniversityChangchunChina
- Sanya Institute of Swine Resource, Hainan Provincial Research Center of Laboratory AnimalsSanyaChina
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5
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Weekley BH, Ahmed NI, Maze I. Elucidating neuroepigenetic mechanisms to inform targeted therapeutics for brain disorders. iScience 2025; 28:112092. [PMID: 40160416 PMCID: PMC11951040 DOI: 10.1016/j.isci.2025.112092] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/02/2025] Open
Abstract
The evolving field of neuroepigenetics provides important insights into the molecular foundations of brain function. Novel sequencing technologies have identified patient-specific mutations and gene expression profiles involved in shaping the epigenetic landscape during neurodevelopment and in disease. Traditional methods to investigate the consequences of chromatin-related mutations provide valuable phenotypic insights but often lack information on the biochemical mechanisms underlying these processes. Recent studies, however, are beginning to elucidate how structural and/or functional aspects of histone, DNA, and RNA post-translational modifications affect transcriptional landscapes and neurological phenotypes. Here, we review the identification of epigenetic regulators from genomic studies of brain disease, as well as mechanistic findings that reveal the intricacies of neuronal chromatin regulation. We then discuss how these mechanistic studies serve as a guideline for future neuroepigenetics investigations. We end by proposing a roadmap to future therapies that exploit these findings by coupling them to recent advances in targeted therapeutics.
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Affiliation(s)
- Benjamin H. Weekley
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Newaz I. Ahmed
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| | - Ian Maze
- Nash Family Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
- Department of Pharmacological Sciences, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
- Howard Hughes Medical Institute, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
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6
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Stejskal S, Rájecká V, Covelo-Molares H, Sinigaglia K, Brožinová K, Kašiarová L, Dohnálková M, Reyes-Gutierrez PE, Cahová H, Keegan LP, O'Connell MA, Vaňáčová Š. Global analysis by LC-MS/MS of N6-methyladenosine and inosine in mRNA reveal complex incidence. RNA (NEW YORK, N.Y.) 2025; 31:514-528. [PMID: 39746750 PMCID: PMC11912911 DOI: 10.1261/rna.080324.124] [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: 11/12/2024] [Accepted: 12/05/2024] [Indexed: 01/04/2025]
Abstract
The precise and unambiguous detection and quantification of internal RNA modifications represents a critical step for understanding their physiological functions. The methods of direct RNA sequencing are quickly developing allowing for the precise location of internal RNA marks. This detection is, however, not quantitative and still presents detection limits. One of the biggest remaining challenges in the field is still the detection and quantification of m6A, m6Am, inosine, and m1A modifications of adenosine. The second intriguing and timely question remaining to be addressed is the extent to which individual marks are coregulated or potentially can affect each other. Here, we present a methodological approach to detect and quantify several key mRNA modifications in human total RNA and in mRNA, which is difficult to purify away from contaminating tRNA. We show that the adenosine demethylase FTO primarily targets m6Am marks in noncoding RNAs in HEK293T cells. Surprisingly, we observe little effect of FTO or ALKBH5 depletion on the m6A mRNA levels. Interestingly, the upregulation of ALKBH5 is accompanied by an increase in inosine level in overall mRNA.
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Affiliation(s)
- Stanislav Stejskal
- Central European Institute of Technology (CEITEC), Masaryk University, Brno 62500, Czech Republic
| | - Veronika Rájecká
- Central European Institute of Technology (CEITEC), Masaryk University, Brno 62500, Czech Republic
| | - Helena Covelo-Molares
- Central European Institute of Technology (CEITEC), Masaryk University, Brno 62500, Czech Republic
| | - Ketty Sinigaglia
- Central European Institute of Technology (CEITEC), Masaryk University, Brno 62500, Czech Republic
| | - Květoslava Brožinová
- Central European Institute of Technology (CEITEC), Masaryk University, Brno 62500, Czech Republic
| | - Linda Kašiarová
- Central European Institute of Technology (CEITEC), Masaryk University, Brno 62500, Czech Republic
| | - Michaela Dohnálková
- Central European Institute of Technology (CEITEC), Masaryk University, Brno 62500, Czech Republic
| | | | - Hana Cahová
- Institute of Organic Chemistry and Biochemistry, Czech Academy of Sciences, Prague, Czech Republic
| | - Liam P Keegan
- Central European Institute of Technology (CEITEC), Masaryk University, Brno 62500, Czech Republic
| | - Mary A O'Connell
- Central European Institute of Technology (CEITEC), Masaryk University, Brno 62500, Czech Republic
| | - Štěpánka Vaňáčová
- Central European Institute of Technology (CEITEC), Masaryk University, Brno 62500, Czech Republic
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7
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Mukhtarova G, Angin M, Caner A, Gunduz C. Effects of 5-azacytidine and N6-methyladenosine combination on apoptosis and stemness in human breast cancer stem cells. Mol Biol Rep 2025; 52:292. [PMID: 40055211 DOI: 10.1007/s11033-025-10398-2] [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: 12/10/2024] [Accepted: 02/27/2025] [Indexed: 05/13/2025]
Abstract
BACKGROUND This study investigates the combined effects of the epigenetic anticancer drug 5-azacytidine (5-Aza) and N6-methyladenosine (m6A) on breast cancer stem cells (CSCs) and normal breast epithelial cells. CSCs are characterized by their ability to self-renew, their resistance to conventional therapies, and their role in metastasis, presenting a significant challenge in breast cancer treatment. METHODS AND RESULTS The study utilized flow cytometry to isolate CD44 + /CD24low CSCs from MCF-7 breast cancer cells and evaluated these cells through spheroid formation assays. The results demonstrated that both 5-Aza and m6A, both individually and in combination, exert cytotoxic effects on CSCs, induce apoptosis, and reduce their migratory capacity. Importantly, these treatments did not produce similar effects on normal breast epithelial cells (MCF-10A), indicating selective action on CSCs. Gene expression analysis revealed that treatment with 5-Aza, m6A, and their combination altered the expression of key stem cell-related genes, including OCT4, NANOG, SOX2, and c-MYC, which are associated with CSC self-renewal and malignancy. CONCLUSIONS These findings suggest that epigenetic modulation through 5-Aza and m6A could effectively target CSCs, disrupting their ability to drive tumor progression and metastasis, particularly in aggressive breast cancer subtypes. This study highlights the potential of 5-Aza and m6A as a combinatorial therapeutic approach, offering a promising avenue for improving treatment outcomes in breast cancer patients, especially those with therapy-resistant disease. Further clinical investigation is needed to validate these findings and explore their therapeutic implications.
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Affiliation(s)
- Gunel Mukhtarova
- Department of Basic Oncology, Institute of Health Sciences, Ege University, Bornova, 35100, Izmir, Turkey
| | - Mesude Angin
- Faculty of Medicine, Department of Medical Biology, Balıkesir University, Balıkesir, Turkey
| | - Ayse Caner
- Department of Basic Oncology, Institute of Health Sciences, Ege University, Bornova, 35100, Izmir, Turkey.
- Translational Pulmonary Research Center (EGESAM), Ege University, Izmir, Turkey.
- Faculty of Medicine, Department of Medical Parasitology, Ege University, Izmir, Turkey.
| | - Cumhur Gunduz
- Faculty of Medicine, Department of Medical Biology, Ege University, Izmir, Turkey
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8
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Hu X, Liu Y, Zhang S, Liu K, Gu X. The multifaceted role of m5C RNA methylation in digestive system tumorigenesis. Front Cell Dev Biol 2025; 13:1533148. [PMID: 40114967 PMCID: PMC11922842 DOI: 10.3389/fcell.2025.1533148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2024] [Accepted: 02/05/2025] [Indexed: 03/22/2025] Open
Abstract
5-Methylcytosine (m5C) is a widespread RNA methylation modification, wherein a methyl group is enzymatically transferred to specific RNA sites by methyltransferases, such as the NSUN family and DNMT2. The m5C modification not only impacts RNA structure and stability but also governs post-transcriptional regulation by influencing RNA transport, translation, and protein interactions. Recently, the functional importance of m5C in complex diseases, including cancer, has gained substantial attention. Increasing evidence highlights the critical roles of m5C in digestive system malignancies, where it contributes to tumor progression by modulating oncogene expression and regulating processes such as tumor cell proliferation, migration, invasion, and resistance to chemotherapy. Furthermore, m5C's involvement in non-coding RNAs reveals additional dimensions in elucidating their roles in cancer. This review summarizes recent advances in m5C RNA methylation research within digestive system tumors, focusing on its functional mechanisms, clinical significance, and potential applications. Specifically, it aims to explore m5C's role in tumor diagnosis, prognosis, and treatment, while proposing future directions to address current challenges and broaden its clinical utility.
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Affiliation(s)
- Xinjun Hu
- Department of Infectious Diseases, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, Henan, China
| | - Yafeng Liu
- Department of Infectious Diseases, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, Henan, China
| | - Shujun Zhang
- Department of Infectious Diseases, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, Henan, China
| | - Kaijie Liu
- Department of Infectious Diseases, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, Henan, China
| | - Xinyu Gu
- Department of Oncology, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, Henan, China
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9
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Cai Z, Song P, Yu K, Jia G. Advanced reactivity-based sequencing methods for mRNA epitranscriptome profiling. RSC Chem Biol 2025; 6:150-169. [PMID: 39759443 PMCID: PMC11694185 DOI: 10.1039/d4cb00215f] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2024] [Accepted: 12/06/2024] [Indexed: 01/07/2025] Open
Abstract
Currently, over 170 chemical modifications identified in RNA introduce an additional regulatory attribute to gene expression, known as the epitranscriptome. The development of detection methods to pinpoint the location and quantify these dynamic and reversible modifications has significantly expanded our understanding of their roles. This review goes deep into the latest progress in enzyme- and chemical-assisted sequencing methods, highlighting the opportunities presented by these reactivity-based techniques for detailed characterization of RNA modifications. Our survey provides a deeper understanding of the function and biological roles of RNA modification.
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Affiliation(s)
- Zhihe Cai
- Synthetic and Functional Biomolecules Center, Beijing National Laboratory for Molecular Sciences, Key Laboratory of Bioorganic Chemistry and Molecular Engineering of Ministry of Education, College of Chemistry and Molecular Engineering, Peking University Beijing 100871 China
| | - Peizhe Song
- Synthetic and Functional Biomolecules Center, Beijing National Laboratory for Molecular Sciences, Key Laboratory of Bioorganic Chemistry and Molecular Engineering of Ministry of Education, College of Chemistry and Molecular Engineering, Peking University Beijing 100871 China
| | - Kemiao Yu
- Peking-Tsinghua Center for Life Sciences, Peking University Beijing 100871 China
| | - Guifang Jia
- Synthetic and Functional Biomolecules Center, Beijing National Laboratory for Molecular Sciences, Key Laboratory of Bioorganic Chemistry and Molecular Engineering of Ministry of Education, College of Chemistry and Molecular Engineering, Peking University Beijing 100871 China
- Peking-Tsinghua Center for Life Sciences, Peking University Beijing 100871 China
- Beijing Advanced Center of RNA Biology, Peking University Beijing 100871 China
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10
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Militello KT. The Trypanosoma brucei tRNA methylome. Microbiol Resour Announc 2025; 14:e0057924. [PMID: 39655921 PMCID: PMC11737161 DOI: 10.1128/mra.00579-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/30/2024] [Accepted: 11/15/2024] [Indexed: 01/18/2025] Open
Abstract
Herein, the Trypanosoma brucei procyclic form and bloodstream form tRNA methylome is reported as revealed by small RNA bisulfite sequencing. 5-Methylcytosines were identified at six unique positions with 54 total 5-methylcytosines revealed. The main hot spot for 5-methylcytosine in tRNA is the junction between the variable region and the T-arm.
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Affiliation(s)
- Kevin T. Militello
- Biology Department, State University of New York at Geneseo, Geneseo, New York, USA
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11
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Gonskikh Y, Tirrito C, Bommisetti P, Mendoza-Figueroa M, Stoute J, Kim J, Wang Q, Song Y, Liu K. Spatial regulation of NSUN2-mediated tRNA m5C installation in cognitive function. Nucleic Acids Res 2025; 53:gkae1169. [PMID: 39673800 PMCID: PMC11754655 DOI: 10.1093/nar/gkae1169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2024] [Revised: 10/30/2024] [Accepted: 12/12/2024] [Indexed: 12/16/2024] Open
Abstract
Enzyme-mediated modifications of tRNA, such as 5-methylcytosine (m5C) installed by nuclear-enriched NOP2/Sun RNA methyltransferase 2 (NSUN2), play a critical role in neuronal development and function. However, our understanding of these modifications' spatial installation and biological functions remains incomplete. In this study, we demonstrate that a nucleoplasm-localized G679R NSUN2 mutant, linked to intellectual disability, diminishes NSUN2-mediated tRNA m5C in human cell lines and Drosophila. Our findings indicate that inability of G679R-NSUN2 to install m5C is primarily attributed to its reduced binding to tRNA rather than its nucleoplasmic localization. Conversely, an NSUN2 variant lacking an internal intrinsically disordered region (ΔIDR-NSUN2) can install ∼80% m5C within the nucleoplasm. Furthermore, we show that tRNA m5C levels are positively correlated to cognitive performance in Drosophila, where expressing G679R-NSUN2 leads to the most severe social behavioral deficits while expressing ΔIDR-NSUN2 results in less pronounced deficits. This work illuminates the molecular mechanism underlying G679R disease mutation in cognitive function and offers valuable insights into the significance of the cellular localization of m5C installation on tRNA for neuronal function.
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Affiliation(s)
- Yulia Gonskikh
- Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Christian Tirrito
- Biology Graduate Group, University of Pennsylvania, School of Arts and Sciences, Philadelphia, PA 19104, USA
- The Raymond G. Perelman Center for Cellular and Molecular Therapeutics, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Praneeth Bommisetti
- Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Maria Saraí Mendoza-Figueroa
- Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Julian Stoute
- Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Joshua Kim
- The Raymond G. Perelman Center for Cellular and Molecular Therapeutics, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Qin Wang
- The Raymond G. Perelman Center for Cellular and Molecular Therapeutics, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Yuanquan Song
- The Raymond G. Perelman Center for Cellular and Molecular Therapeutics, The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Department of Pathology and Laboratory Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Kathy Fange Liu
- Department of Biochemistry and Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Graduate Group in Biochemistry and Molecular Biophysics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA 19104, USA
- Abramson Family Cancer Research Institute, University of Pennsylvania Perelman School of Medicine, Philadelphia, PA 19104, USA
- Penn Institute for RNA Innovation, University of Pennsylvania, Philadelphia, PA 19104, USA
- Penn Center for Genome Integrity, University of Pennsylvania, Philadelphia, PA 19104, USA
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12
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Wang H, Wang Y, Zhou J, Song B, Tu G, Nguyen A, Su J, Coenen F, Wei Z, Rigden DJ, Meng J. Statistical modeling of single-cell epitranscriptomics enabled trajectory and regulatory inference of RNA methylation. CELL GENOMICS 2025; 5:100702. [PMID: 39642887 PMCID: PMC11770222 DOI: 10.1016/j.xgen.2024.100702] [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: 05/15/2024] [Revised: 10/07/2024] [Accepted: 11/06/2024] [Indexed: 12/09/2024]
Abstract
As a fundamental mechanism for gene expression regulation, post-transcriptional RNA methylation plays versatile roles in various biological processes and disease mechanisms. Recent advances in single-cell technology have enabled simultaneous profiling of transcriptome-wide RNA methylation in thousands of cells, holding the promise to provide deeper insights into the dynamics, functions, and regulation of RNA methylation. However, it remains a major challenge to determine how to best analyze single-cell epitranscriptomics data. In this study, we developed SigRM, a computational framework for effectively mining single-cell epitranscriptomics datasets with a large cell number, such as those produced by the scDART-seq technique from the SMART-seq2 platform. SigRM not only outperforms state-of-the-art models in RNA methylation site detection on both simulated and real datasets but also provides rigorous quantification metrics of RNA methylation levels. This facilitates various downstream analyses, including trajectory inference and regulatory network reconstruction concerning the dynamics of RNA methylation.
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Affiliation(s)
- Haozhe Wang
- Department of Biosciences and Bioinformatics, Center for Intelligent RNA Therapeutics, Suzhou Key Laboratory of Cancer Biology and Chronic Disease, School of Science, XJTLU Entrepreneur College, Xi'an Jiaotong-Liverpool University, Suzhou, Jiangsu 215123, China; Department of Computer Science, University of Liverpool, L7 8TX Liverpool, UK
| | - Yue Wang
- School of Pharmacy, Nanjing University of Chinese Medicine, Nanjing, Jiangsu 210023, China.
| | - Jingxian Zhou
- School of AI and Advanced Computing, XJTLU Entrepreneur College, Xi'an Jiaotong-Liverpool University, Suzhou, Jiangsu 215123, China; Department of Computer Science, University of Liverpool, L7 8TX Liverpool, UK; Sino-French Hoffmann Institute, School of Basic Medical Sciences, Guangzhou Medical University, Guangzhou, Guangdong 511436, China
| | - Bowen Song
- Department of Public Health, School of Medicine, Nanjing University of Chinese Medicine, Nanjing, Jiangsu 210023, China; Synthetic and Functional Biomolecules Center, Beijing National Laboratory for Molecular Sciences, Key Laboratory of Bioorganic Chemistry and Molecular Engineering of Ministry of Education, College of Chemistry and Molecular Engineering, Peking University, Beijing 100871, China
| | - Gang Tu
- Department of Biosciences and Bioinformatics, Center for Intelligent RNA Therapeutics, Suzhou Key Laboratory of Cancer Biology and Chronic Disease, School of Science, XJTLU Entrepreneur College, Xi'an Jiaotong-Liverpool University, Suzhou, Jiangsu 215123, China
| | - Anh Nguyen
- Department of Computer Science, University of Liverpool, L7 8TX Liverpool, UK
| | - Jionglong Su
- School of AI and Advanced Computing, XJTLU Entrepreneur College, Xi'an Jiaotong-Liverpool University, Suzhou, Jiangsu 215123, China
| | - Frans Coenen
- Department of Computer Science, University of Liverpool, L7 8TX Liverpool, UK
| | - Zhi Wei
- Department of Computer Science, New Jersey Institute of Technology, Newark, NJ 07102, USA
| | - Daniel J Rigden
- Institute of Systems, Molecular and Integrative Biology, University of Liverpool, L7 8TX Liverpool, UK
| | - Jia Meng
- Department of Biosciences and Bioinformatics, Center for Intelligent RNA Therapeutics, Suzhou Key Laboratory of Cancer Biology and Chronic Disease, School of Science, XJTLU Entrepreneur College, Xi'an Jiaotong-Liverpool University, Suzhou, Jiangsu 215123, China; Institute of Biomedical Research, Regulatory Mechanism and Targeted Therapy for Liver Cancer Shiyan Key Laboratory, Hubei Provincial Clinical Research Center for Precise Diagnosis and Treatment of Liver Cancer, Taihe Hospital, Hubei University of Medicine, Shiyan, Hubei 442000, China; Institute of Systems, Molecular and Integrative Biology, University of Liverpool, L7 8TX Liverpool, UK.
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13
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Li Z, Mi K, Xu C. Most m5C Modifications in Mammalian mRNAs are Nonadaptive. Mol Biol Evol 2025; 42:msaf008. [PMID: 39824217 PMCID: PMC11756383 DOI: 10.1093/molbev/msaf008] [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: 08/29/2024] [Revised: 12/05/2024] [Accepted: 12/30/2024] [Indexed: 01/20/2025] Open
Abstract
5-Methylation (m5C) on mRNA molecules is a prevalent internal posttranscriptional modification in eukaryotes. Although m5C modification has been reported to regulate some biological processes, whether most mRNA m5C modifications are functional is unknown. To address this question, we analyzed the genome-wide evolutionary characteristics of m5C modifications in protein-coding genes of humans and mice. Our analysis of RNA sequencing data from 13 tissues of both species revealed that (i) the occurrence of m5C modification is exceedingly low, (ii) the fraction of m5Cs decreases with the amount of Cs across genes or tissues, (iii) m5C modifications are mostly unshared between species, and (iv) m5C sites and motifs do not exhibit greater evolutionary conservation. Additionally, we estimate that a large fraction of the observed mRNA m5C modifications may be deleterious. Together, these observations suggest that most m5C modifications in mammalian mRNAs are nonadaptive, which has important implications for understanding the biological significance of m5C and other posttranscriptional modifications.
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Affiliation(s)
- Zheng Li
- Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Bio-X Institutes, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Kai Mi
- Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Bio-X Institutes, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Chuan Xu
- Key Laboratory for the Genetics of Developmental and Neuropsychiatric Disorders, Ministry of Education, Bio-X Institutes, Shanghai Jiao Tong University, Shanghai 200240, China
- Department of Otorhinolaryngology Head and Neck Surgery, Shanghai Sixth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai 200233, China
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14
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Ron K, Kahn J, Malka‐Tunitsky N, Sas‐Chen A. High-throughput detection of RNA modifications at single base resolution. FEBS Lett 2025; 599:19-32. [PMID: 39543833 PMCID: PMC11726149 DOI: 10.1002/1873-3468.15052] [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: 06/26/2024] [Revised: 10/23/2024] [Accepted: 10/23/2024] [Indexed: 11/17/2024]
Abstract
RNA is modified by > 170 chemical modifications that affect its structure and function. Accordingly, RNA modifications have been implicated in regulation of gene expression and cellular outcomes in a variety of species spanning the phylogenetic tree. The study of RNA modifications is accelerated by generation of high-throughput methods for detecting RNA modifications at single base resolution. Here, we review recent advancement in next generation sequencing based approaches for detection of 14 distinct RNA modifications present in rRNA, tRNA and mRNA. We further outline the molecular and computational principles underlying currently available methods.
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MESH Headings
- High-Throughput Nucleotide Sequencing/methods
- RNA Processing, Post-Transcriptional
- RNA, Transfer/genetics
- RNA, Transfer/metabolism
- RNA, Transfer/chemistry
- Humans
- RNA, Messenger/genetics
- RNA, Messenger/metabolism
- RNA, Messenger/chemistry
- RNA/genetics
- RNA/metabolism
- RNA/chemistry
- RNA, Ribosomal/genetics
- RNA, Ribosomal/metabolism
- RNA, Ribosomal/chemistry
- Animals
- Sequence Analysis, RNA/methods
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Affiliation(s)
- Keren Ron
- The Shmunis School of Biomedicine and Cancer Research, The George S. Wise Faculty of Life SciencesTel Aviv UniversityIsrael
| | - Joshua Kahn
- The Shmunis School of Biomedicine and Cancer Research, The George S. Wise Faculty of Life SciencesTel Aviv UniversityIsrael
| | - Nofar Malka‐Tunitsky
- The Shmunis School of Biomedicine and Cancer Research, The George S. Wise Faculty of Life SciencesTel Aviv UniversityIsrael
| | - Aldema Sas‐Chen
- The Shmunis School of Biomedicine and Cancer Research, The George S. Wise Faculty of Life SciencesTel Aviv UniversityIsrael
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15
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Chen SY, Fang YH, Huang CY, Wu JH, Shan YS, Liu YW, Huang PH. Transcriptome-wide RNA 5-methylcytosine profiles of human iPSCs and iPSC-derived cardiomyocytes. Sci Data 2024; 11:1378. [PMID: 39695135 PMCID: PMC11655970 DOI: 10.1038/s41597-024-04209-9] [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: 10/27/2023] [Accepted: 12/02/2024] [Indexed: 12/20/2024] Open
Abstract
Cardiac regenerative therapy has recently progressed by reprogramming somatic cells into induced pluripotent stem cells (iPSCs) and advanced by large-scale differentiation-derived cardiomyocytes (hiPSC-CMs). However, repairing damaged cardiac tissues with hiPSC-CMs remains limited due to immune rejection, cardiac arrhythmias, and concerns over tumor formation after hiPSC-CM transplantation. Despite efforts in profiling epigenomic changes during cardiac differentiation, regulatory mechanisms underlying 5-methylcytosine (m5C) deposition in RNA m5C epitranscriptomic landscape during hiPSC-to-cardiomyocyte differentiation remain unclear. Herein, bisulfite RNA-sequencing analysis was conducted in human pluripotent stem cells (hPSCs) from three independent cellular origins, and their derived cardiomyocytes (hPSC-CM), metabolic-maturation of derived cardiomyocytes (hPSC-CM-lac) and biochemical-enhanced derived cardiomyocytes (hPSC-CM-TDI). Integrated analysis of differentially methylated RNA m5C profiles and transcriptome-wide expression facilitated the identification of m5C sites coupled to the cardiomyocyte differentiation and RNA-dependent regulatory mechanisms of stem cell pluripotency. The RNA m5C profiles in this dataset allow the evaluations of the m5C level and distribution of specific m5C loci and facilitate understanding of the m5C epitranscriptomic landscape in biological functions of hPSC-CM beyond in vivo transplantation barriers.
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Affiliation(s)
- Szu-Ying Chen
- Institute of Basic Medical Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Yi-Hsien Fang
- Institute of Clinical Medicine, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- Division of Cardiology, Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Chen-Yu Huang
- Department of Medical Laboratory Science and Biotechnology, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Jou-Hsien Wu
- School of Medicine, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Yan-Shen Shan
- Institute of Clinical Medicine, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- Center of Cell Therapy, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
- Division of General Surgery, Department of Surgery, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Yen-Wen Liu
- Institute of Basic Medical Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
- Division of Cardiology, Department of Internal Medicine, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
- Center of Cell Therapy, National Cheng Kung University Hospital, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
- Department of Pharmacology, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
| | - Po-Hsien Huang
- Institute of Basic Medical Sciences, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
- Department of Biochemistry and Molecular Biology, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
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16
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Lu Y, Yang L, Feng Q, Liu Y, Sun X, Liu D, Qiao L, Liu Z. RNA 5-Methylcytosine Modification: Regulatory Molecules, Biological Functions, and Human Diseases. GENOMICS, PROTEOMICS & BIOINFORMATICS 2024; 22:qzae063. [PMID: 39340806 PMCID: PMC11634542 DOI: 10.1093/gpbjnl/qzae063] [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: 08/03/2023] [Revised: 08/12/2024] [Accepted: 09/12/2024] [Indexed: 09/30/2024]
Abstract
RNA methylation modifications influence gene expression, and disruptions of these processes are often associated with various human diseases. The common RNA methylation modification 5-methylcytosine (m5C), which is dynamically regulated by writers, erasers, and readers, widely occurs in transfer RNAs (tRNAs), messenger RNAs (mRNAs), ribosomal RNAs (rRNAs), enhancer RNAs (eRNAs), and other non-coding RNAs (ncRNAs). RNA m5C modification regulates metabolism, stability, nuclear export, and translation of RNA molecules. An increasing number of studies have revealed the critical roles of the m5C RNA modification and its regulators in the development, diagnosis, prognosis, and treatment of various human diseases. In this review, we summarized the recent studies on RNA m5C modification and discussed the advances in its detection methodologies, distribution, and regulators. Furthermore, we addressed the significance of RNAs modified with m5C marks in essential biological processes as well as in the development of various human disorders, from neurological diseases to cancers. This review provides a new perspective on the diagnosis, treatment, and monitoring of human diseases by elucidating the complex regulatory network of the epigenetic m5C modification.
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Affiliation(s)
- Yanfang Lu
- Department of Integrated Traditional and Western Nephrology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
- Research Institute of Nephrology, Zhengzhou University, Zhengzhou 450052, China
- Henan Province Research Center for Kidney Disease, Zhengzhou 450052, China
- Key Laboratory of Precision Diagnosis and Treatment for Chronic Kidney Disease in Henan Province, Zhengzhou 450052, China
| | - Liu Yang
- Department of Integrated Traditional and Western Nephrology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
- Research Institute of Nephrology, Zhengzhou University, Zhengzhou 450052, China
- Henan Province Research Center for Kidney Disease, Zhengzhou 450052, China
- Key Laboratory of Precision Diagnosis and Treatment for Chronic Kidney Disease in Henan Province, Zhengzhou 450052, China
| | - Qi Feng
- Department of Integrated Traditional and Western Nephrology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
- Research Institute of Nephrology, Zhengzhou University, Zhengzhou 450052, China
- Henan Province Research Center for Kidney Disease, Zhengzhou 450052, China
- Key Laboratory of Precision Diagnosis and Treatment for Chronic Kidney Disease in Henan Province, Zhengzhou 450052, China
| | - Yong Liu
- Department of Integrated Traditional and Western Nephrology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
- Research Institute of Nephrology, Zhengzhou University, Zhengzhou 450052, China
- Henan Province Research Center for Kidney Disease, Zhengzhou 450052, China
- Key Laboratory of Precision Diagnosis and Treatment for Chronic Kidney Disease in Henan Province, Zhengzhou 450052, China
| | - Xiaohui Sun
- Department of Integrated Traditional and Western Nephrology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
- Research Institute of Nephrology, Zhengzhou University, Zhengzhou 450052, China
- Henan Province Research Center for Kidney Disease, Zhengzhou 450052, China
- Key Laboratory of Precision Diagnosis and Treatment for Chronic Kidney Disease in Henan Province, Zhengzhou 450052, China
| | - Dongwei Liu
- Department of Integrated Traditional and Western Nephrology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
- Research Institute of Nephrology, Zhengzhou University, Zhengzhou 450052, China
- Henan Province Research Center for Kidney Disease, Zhengzhou 450052, China
- Key Laboratory of Precision Diagnosis and Treatment for Chronic Kidney Disease in Henan Province, Zhengzhou 450052, China
| | - Long Qiao
- Department of Obstetrics and Gynecology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
| | - Zhangsuo Liu
- Department of Integrated Traditional and Western Nephrology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, China
- Research Institute of Nephrology, Zhengzhou University, Zhengzhou 450052, China
- Henan Province Research Center for Kidney Disease, Zhengzhou 450052, China
- Key Laboratory of Precision Diagnosis and Treatment for Chronic Kidney Disease in Henan Province, Zhengzhou 450052, China
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17
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Xue L, Zhao J, Liu X, Zhao T, Zhang Y, Ye H. MK-801-exposure induces increased translation efficiency and mRNA hyperacetylation of Grin2a in the mouse prefrontal cortex. Epigenetics 2024; 19:2417158. [PMID: 39460980 PMCID: PMC11520555 DOI: 10.1080/15592294.2024.2417158] [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: 03/20/2024] [Revised: 09/19/2024] [Accepted: 10/10/2024] [Indexed: 10/28/2024] Open
Abstract
Acute exposure to MK-801, the non-competitive N-methyl-D-aspartate (NMDA) receptor antagonist, induces schizophrenia-like behavioural changes in juvenile male mice. However, the effects of acute MK-801 exposure on brain gene expression at the translation level remain unclear. Here, we conducted ribosome profiling analysis on the prefrontal cortex (PFC) of acute MK-801-exposed juvenile male mice. We found 357 differentially translated genes, with the N4-acetylcytidine (ac4C) consensus motif enriched in the transcripts with increased translation efficiency. Acetylated RNA immunoprecipitation sequencing revealed 148 differentially acetylated peaks, of which 121 were hyperacetylated, and 27 were hypoacetylated. Genes harbouring these peaks were enriched in pathways related to axon guidance, Hedgehog signalling pathway, neuron differentiation, and memory. Grin2a encodes an NMDA receptor subunit NMDAR2A, and its human orthologue is a strong susceptibility gene for schizophrenia. Grin2a mRNA was hyperacetylated and exhibited significantly increased translation efficiency. NMDAR2A protein level was increased in MK-801-exposed PFC. Pretreatment of Remodelin, an inhibitor of N-acetyltransferase 10, returned the NMDAR2A protein levels to normal and partially reversed schizophrenia-like behaviours of MK-801-exposed mice, shedding light on the possible role of mRNA acetylation in the aetiology of schizophrenia.
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Affiliation(s)
- Liting Xue
- Department of Medical Genetics and Developmental Biology, School of Basic Medical Sciences, Capital Medical University, Beijing, China
| | - Jialu Zhao
- Department of Medical Genetics and Developmental Biology, School of Basic Medical Sciences, Capital Medical University, Beijing, China
| | - Xu Liu
- Department of Medical Genetics and Developmental Biology, School of Basic Medical Sciences, Capital Medical University, Beijing, China
| | - Tian Zhao
- Department of Medical Genetics and Developmental Biology, School of Basic Medical Sciences, Capital Medical University, Beijing, China
| | - Ying Zhang
- Department of Medical Genetics and Developmental Biology, School of Basic Medical Sciences, Capital Medical University, Beijing, China
| | - Haihong Ye
- Department of Medical Genetics and Developmental Biology, School of Basic Medical Sciences, Capital Medical University, Beijing, China
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18
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Zhu R, Ni J, Ren J, Li D, Xu J, Yu X, Ma YJ, Kou L. Transcriptomic era of cancers in females: new epigenetic perspectives and therapeutic prospects. Front Oncol 2024; 14:1464125. [PMID: 39605897 PMCID: PMC11598703 DOI: 10.3389/fonc.2024.1464125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2024] [Accepted: 10/16/2024] [Indexed: 11/29/2024] Open
Abstract
In the era of transcriptomics, the role of epigenetics in the study of cancers in females has gained increasing recognition. This article explores the impact of epigenetic modifications, such as DNA methylation, histone modification, and non-coding RNA, on cancers in females, including breast, cervical, and ovarian cancers (1). Our findings suggest that these epigenetic markers not only influence tumor onset, progression, and metastasis but also present novel targets for therapeutic intervention. Detailed analyses of DNA methylation patterns have revealed aberrant events in cancer cells, particularly promoter region hypermethylation, which may lead to silencing of tumor suppressor genes. Furthermore, we examined the complex roles of histone modifications and long non-coding RNAs in regulating the expression of cancer-related genes, thereby providing a scientific basis for developing targeted epigenetic therapies. Our research emphasizes the importance of understanding the functions and mechanisms of epigenetics in cancers in females to develop effective treatment strategies. Future therapeutic approaches may include drugs targeting specific epigenetic markers, which could not only improve therapeutic outcomes but also enhance patient survival and quality of life. Through these efforts, we aim to offer new perspectives and hope for the prevention, diagnosis, and treatment of cancers in females.
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Affiliation(s)
- Runhe Zhu
- The Traditional Chinese Medicine College, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Jiawei Ni
- The Traditional Chinese Medicine College, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Jiayin Ren
- The Traditional Chinese Medicine College, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Dongye Li
- The Traditional Chinese Medicine College, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Jiawei Xu
- The Traditional Chinese Medicine College, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Xinru Yu
- The Pharmacy College, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Ying Jie Ma
- The First Clinical College, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Luan Kou
- Shandong Provincial Maternal and Child Health Care Hospital Affiliated to Qingdao University, Jinan, China
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19
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Dai Q, Ye C, Irkliyenko I, Wang Y, Sun HL, Gao Y, Liu Y, Beadell A, Perea J, Goel A, He C. Ultrafast bisulfite sequencing detection of 5-methylcytosine in DNA and RNA. Nat Biotechnol 2024; 42:1559-1570. [PMID: 38168991 PMCID: PMC11217147 DOI: 10.1038/s41587-023-02034-w] [Citation(s) in RCA: 40] [Impact Index Per Article: 40.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Accepted: 10/13/2023] [Indexed: 01/05/2024]
Abstract
Bisulfite sequencing (BS-seq) to detect 5-methylcytosine (5mC) is limited by lengthy reaction times, severe DNA damage, overestimation of 5mC level and incomplete C-to-U conversion of certain DNA sequences. We present ultrafast BS-seq (UBS-seq), which uses highly concentrated bisulfite reagents and high reaction temperatures to accelerate the bisulfite reaction by ~13-fold, resulting in reduced DNA damage and lower background noise. UBS-seq allows library construction from small amounts of purified genomic DNA, such as from cell-free DNA or directly from 1 to 100 mouse embryonic stem cells, with less overestimation of 5mC level and higher genome coverage than conventional BS-seq. Additionally, UBS-seq quantitatively maps RNA 5-methylcytosine (m5C) from low inputs of mRNA and allows the detection of m5C stoichiometry in highly structured RNA sequences. Our UBS-seq results identify NSUN2 as the major 'writer' protein responsible for the deposition of ~90% of m5C sites in HeLa mRNA and reveal enriched m5C sites in 5'-regions of mammalian mRNA, which may have functional roles in mRNA translation regulation.
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Affiliation(s)
- Qing Dai
- Department of Chemistry, The University of Chicago, Chicago, IL, USA.
- Howard Hughes Medical Institute, The University of Chicago, Chicago, IL, USA.
| | - Chang Ye
- Department of Chemistry, The University of Chicago, Chicago, IL, USA
- Howard Hughes Medical Institute, The University of Chicago, Chicago, IL, USA
| | - Iryna Irkliyenko
- Department of Chemistry, The University of Chicago, Chicago, IL, USA
| | - Yiding Wang
- Howard Hughes Medical Institute, The University of Chicago, Chicago, IL, USA
- Committee on Genetics, Genomics & System Biology, The University of Chicago, Chicago, IL, USA
| | - Hui-Lung Sun
- Department of Chemistry, The University of Chicago, Chicago, IL, USA
- Howard Hughes Medical Institute, The University of Chicago, Chicago, IL, USA
| | - Yun Gao
- Department of Chemistry, The University of Chicago, Chicago, IL, USA
- Howard Hughes Medical Institute, The University of Chicago, Chicago, IL, USA
| | - Yushuai Liu
- Department of Chemistry, The University of Chicago, Chicago, IL, USA
| | - Alana Beadell
- Department of Chemistry, The University of Chicago, Chicago, IL, USA
- Howard Hughes Medical Institute, The University of Chicago, Chicago, IL, USA
| | - José Perea
- Institute of Biomedical Research of Salamanca, Salamanca, Spain
| | - Ajay Goel
- Department of Molecular Diagnostics and Experimental Therapeutics, Beckman Research Institute of City of Hope, Monrovia, CA, USA
| | - Chuan He
- Department of Chemistry, The University of Chicago, Chicago, IL, USA.
- Howard Hughes Medical Institute, The University of Chicago, Chicago, IL, USA.
- Department of Biochemistry and Molecular Biology, The University of Chicago, Chicago, IL, USA.
- Institute for Biophysical Dynamics, The University of Chicago, Chicago, IL, USA.
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20
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Rappol T, Waldl M, Chugunova A, Hofacker I, Pauli A, Vilardo E. tRNA expression and modification landscapes, and their dynamics during zebrafish embryo development. Nucleic Acids Res 2024; 52:10575-10594. [PMID: 38989621 PMCID: PMC11417395 DOI: 10.1093/nar/gkae595] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2024] [Revised: 06/19/2024] [Accepted: 06/26/2024] [Indexed: 07/12/2024] Open
Abstract
tRNA genes exist in multiple copies in the genome of all organisms across the three domains of life. Besides the sequence differences across tRNA copies, extensive post-transcriptional modification adds a further layer to tRNA diversification. Whilst the crucial role of tRNAs as adapter molecules in protein translation is well established, whether all tRNAs are actually expressed, and whether the differences across isodecoders play any regulatory role is only recently being uncovered. Here we built upon recent developments in the use of NGS-based methods for RNA modification detection and developed tRAM-seq, an experimental protocol and in silico analysis pipeline to investigate tRNA expression and modification. Using tRAM-seq, we analysed the full ensemble of nucleo-cytoplasmic and mitochondrial tRNAs during embryonic development of the model vertebrate zebrafish. We show that the repertoire of tRNAs changes during development, with an apparent major switch in tRNA isodecoder expression and modification profile taking place around the start of gastrulation. Taken together, our findings suggest the existence of a general reprogramming of the expressed tRNA pool, possibly gearing the translational machinery for distinct stages of the delicate and crucial process of embryo development.
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Affiliation(s)
- Tom Rappol
- Center for Anatomy & Cell Biology, Medical University of Vienna, 1090 Vienna, Austria
| | - Maria Waldl
- Center for Anatomy & Cell Biology, Medical University of Vienna, 1090 Vienna, Austria
- Department of Theoretical Chemistry, University of Vienna, 1090 Vienna, Austria
- Vienna Doctoral School in Chemistry (DoSChem), University of Vienna, 1090 Vienna, Austria
- Institute of Computer Science and Interdisciplinary Center for Bioinformatics, Leipzig University, D-04107 Leipzig, Germany
| | - Anastasia Chugunova
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), 1030 Vienna, Austria
| | - Ivo L Hofacker
- Department of Theoretical Chemistry, University of Vienna, 1090 Vienna, Austria
- Faculty of Computer Science, Research Group Bioinformatics and Computational Biology, University of Vienna, 1090 Vienna, Austria
| | - Andrea Pauli
- Research Institute of Molecular Pathology (IMP), Vienna BioCenter (VBC), 1030 Vienna, Austria
| | - Elisa Vilardo
- Center for Anatomy & Cell Biology, Medical University of Vienna, 1090 Vienna, Austria
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21
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Tian J, Gao J, Cheng C, Xu Z, Chen X, Wu Y, Fu G, Jin B. NOP2-mediated 5-methylcytosine modification of APOL1 messenger RNA activates PI3K-Akt and facilitates clear cell renal cell carcinoma progression. Int J Biol Sci 2024; 20:4853-4871. [PMID: 39309431 PMCID: PMC11414376 DOI: 10.7150/ijbs.97503] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2024] [Accepted: 08/27/2024] [Indexed: 09/25/2024] Open
Abstract
Background: By regulating the functions of multiple RNAs, 5-methylcytosine (m5C) RNA methylation, particularly mediated by NOP2, is involved in tumorigenesis and developments. However, the specific functions and potential mechanisms of m5C, especially involving NOP2, in clear-cell renal cell carcinoma (ccRCC), remain unclear. Methods: NOP2 expression in cell lines and patient tissues was detected using western blotting, quantitative real-time polymerase chain reaction (RT-qPCR), and immunohistochemistry. The biological effects of NOP2 on ccRCC cells were investigated through a series of in vitro and in vivo experiments. To explore the potential regulatory mechanisms by which NOP2 affects ccRCC progression, m5C bisulfite sequencing, RNA-sequencing, RNA immunoprecipitation and methylated RNA immunoprecipitation (RIP/MeRIP) RT-qPCR assay, luciferase reporter assay, RNA stability assay, and bioinformatic analysis were performed. Results: NOP2 expression was significantly upregulated in ccRCC tissues and was associated with poor prognosis. Moreover, loss-of-function and gain-of-function assays demonstrated that NOP2 altered ccRCC cell proliferation, migration, and invasion. Mechanistically, NOP2 stimulated m5C modification of apolipoprotein L1 (APOL1) mRNA, and m5C reader YBX1 stabilized APOL1 mRNA through recognizing and binding to m5C site in the 3'-untranslated regions. Silencing APOL1 expression inhibited ccRCC cell proliferation in vitro and tumor formation in vivo. Furthermore, NOP2/APOL1 affected ccRCC progression via the PI3K-Akt signaling pathway. Conclusion: NOP2 functions as an oncogene in ccRCC by promoting tumor progression through the m5C-dependent stabilization of APOL1, which in turn regulates the PI3K-Akt signaling pathway, suggesting a potential therapeutic target for ccRCC.
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Affiliation(s)
- Junjie Tian
- Department of Reproductive Endocrinology, Women's Hospital, Zhejiang University School of Medicine, Hangzhou, China
- Department of Urology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
| | - Jianguo Gao
- Department of Urology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
- Zhejiang Engineering Research Center for Urinary Bladder Carcinoma Innovation Diagnosis and Treatment, Hangzhou 310003, China
| | - Cheng Cheng
- Department of Urology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
- Zhejiang Engineering Research Center for Urinary Bladder Carcinoma Innovation Diagnosis and Treatment, Hangzhou 310003, China
| | - Zhijie Xu
- Department of Urology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
- Zhejiang Engineering Research Center for Urinary Bladder Carcinoma Innovation Diagnosis and Treatment, Hangzhou 310003, China
| | - Xiaoyi Chen
- Department of Urology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
- Zhejiang Engineering Research Center for Urinary Bladder Carcinoma Innovation Diagnosis and Treatment, Hangzhou 310003, China
| | - Yunfei Wu
- Department of Urology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
- Zhejiang Engineering Research Center for Urinary Bladder Carcinoma Innovation Diagnosis and Treatment, Hangzhou 310003, China
| | - Guanghou Fu
- Department of Urology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
- Zhejiang Engineering Research Center for Urinary Bladder Carcinoma Innovation Diagnosis and Treatment, Hangzhou 310003, China
| | - Baiye Jin
- Department of Urology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310003, China
- Zhejiang Engineering Research Center for Urinary Bladder Carcinoma Innovation Diagnosis and Treatment, Hangzhou 310003, China
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22
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Zhao Z, Yan W, Weng X. RNA modifications identification based on chemical reactions. Bioorg Med Chem 2024; 111:117861. [PMID: 39079454 DOI: 10.1016/j.bmc.2024.117861] [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: 05/29/2024] [Revised: 07/24/2024] [Accepted: 07/25/2024] [Indexed: 08/24/2024]
Abstract
RNA modification identification is an emerging field in epigenetics due to its indispensable regulatory role in the cell life cycle. With advancements in identification methods, an increasing number of RNA modifications has been discovered, thereby driving the development of more efficient and accurate techniques for localizing modified RNAs and elucidating their functions. High-throughput sequencing approaches for modified RNA detection can be categorized into antibody-based, enzymatic-based, and chemical-labeling-based methods. Given the intrinsic chemical reactions involved in all biochemical processes, we provide a comprehensive review of recent advancements in artificial chemical labeling and transformations of ten distinct RNA modifications and their applications in sequencing. Our aim is to contribute to a deeper understanding of the mechanisms underlying these modifications. We focus on the chemical reactions associated with RNA modifications and briefly compare the advantages and disadvantages of detection methods based on these reactions. Additionally, we introduce several approaches that identify multiple modifications through chemical labeling. As the field of RNA modification research continues to expand, we anticipate that the techniques and insights presented in this review will serve as a valuable resource for future studies aimed at further elucidating the functional roles of RNA modifications in biological processes.
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Affiliation(s)
- Zhengjia Zhao
- Department of Clinical Laboratory, Center for Gene Diagnosis, and Program of Clinical Laboratory Medicine, Zhongnan Hospital of Wuhan University, China; College of Chemistry and Molecular Sciences, Key Laboratory of Biomedical Polymers of Ministry of Education, Wuhan 430072, China
| | - Weikai Yan
- Department of Clinical Laboratory, Center for Gene Diagnosis, and Program of Clinical Laboratory Medicine, Zhongnan Hospital of Wuhan University, China; College of Chemistry and Molecular Sciences, Key Laboratory of Biomedical Polymers of Ministry of Education, Wuhan 430072, China
| | - Xiaocheng Weng
- Department of Clinical Laboratory, Center for Gene Diagnosis, and Program of Clinical Laboratory Medicine, Zhongnan Hospital of Wuhan University, China; College of Chemistry and Molecular Sciences, Key Laboratory of Biomedical Polymers of Ministry of Education, Wuhan 430072, China.
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23
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Palos K, Nelson Dittrich AC, Lyons EH, Gregory BD, Nelson ADL. Comparative analyses suggest a link between mRNA splicing, stability, and RNA covalent modifications in flowering plants. BMC PLANT BIOLOGY 2024; 24:768. [PMID: 39134938 PMCID: PMC11318313 DOI: 10.1186/s12870-024-05486-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/23/2024] [Accepted: 08/05/2024] [Indexed: 08/16/2024]
Abstract
BACKGROUND In recent years, covalent modifications on RNA nucleotides have emerged as pivotal moieties influencing the structure, function, and regulatory processes of RNA Polymerase II transcripts such as mRNAs and lncRNAs. However, our understanding of their biological roles and whether these roles are conserved across eukaryotes remains limited. RESULTS In this study, we leveraged standard polyadenylation-enriched RNA-sequencing data to identify and characterize RNA modifications that introduce base-pairing errors into cDNA reads. Our investigation incorporated data from three Poaceae (Zea mays, Sorghum bicolor, and Setaria italica), as well as publicly available data from a range of stress and genetic contexts in Sorghum and Arabidopsis thaliana. We uncovered a strong enrichment of RNA covalent modifications (RCMs) deposited on a conserved core set of nuclear mRNAs involved in photosynthesis and translation across these species. However, the cohort of modified transcripts changed based on environmental context and developmental program, a pattern that was also conserved across flowering plants. We determined that RCMs can partly explain accession-level differences in drought tolerance in Sorghum, with stress-associated genes receiving a higher level of RCMs in a drought tolerant accession. To address function, we determined that RCMs are significantly enriched near exon junctions within coding regions, suggesting an association with splicing. Intriguingly, we found that these base-pair disrupting RCMs are associated with stable mRNAs, are highly correlated with protein abundance, and thus likely associated with facilitating translation. CONCLUSIONS Our data point to a conserved role for RCMs in mRNA stability and translation across the flowering plant lineage.
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Affiliation(s)
- Kyle Palos
- Boyce Thompson Institute, Cornell University, 533 Tower Road, Ithaca, NY, 14853, USA
| | | | - Eric H Lyons
- School of Plant Sciences, University of Arizona, Tucson, AZ, USA
| | - Brian D Gregory
- Department of Biology, University of Pennsylvania, Philadelphia, PA, USA
| | - Andrew D L Nelson
- Boyce Thompson Institute, Cornell University, 533 Tower Road, Ithaca, NY, 14853, USA.
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24
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Smith SS. The bisulfite reaction with cytosine and genomic DNA structure. Anal Biochem 2024; 691:115532. [PMID: 38609028 DOI: 10.1016/j.ab.2024.115532] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2023] [Revised: 02/19/2024] [Accepted: 04/04/2024] [Indexed: 04/14/2024]
Abstract
The bisulfite reaction with native DNA has been extensively employed in the detection of non-B DNA structures that can form spontaneously in DNA. These sequences are dynamic in that they can adopt both normal Watson-Crick paired B-DNA or unusual structures like the Triplex, G-Quadruplex, i-motif and Cruciform or Hairpin. Considerable evidence now suggests that these dynamic sequences play roles in both epigenetics and mutagenesis. The bisulfite reaction with native DNA offers a key approach to their detection. In this application whole cells, isolated nuclei or isolated DNA are treated with bisulfite under non-denaturing conditions in order to detect bisulfite accessible regions DNA that are associated with these structures. Here I review the stereochemistry of the bisulfite reaction, the electronic structure of its DNA cytosine substrates and its application in the detection of unusual structures in native DNA.
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Affiliation(s)
- Steven S Smith
- Department of Stem Cell Biology and Regenerative Medicine, Beckman Research Institute of the City of Hope, Duarte, CA, USA.
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25
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Li F, Li W. Readers of RNA Modification in Cancer and Their Anticancer Inhibitors. Biomolecules 2024; 14:881. [PMID: 39062595 PMCID: PMC11275166 DOI: 10.3390/biom14070881] [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: 06/18/2024] [Revised: 07/19/2024] [Accepted: 07/21/2024] [Indexed: 07/28/2024] Open
Abstract
Cancer treatment has always been a challenge for humanity. The inadequacies of current technologies underscore the limitations of our efforts against this disease. Nevertheless, the advent of targeted therapy has introduced a promising avenue, furnishing us with more efficacious tools. Consequently, researchers have turned their attention toward epigenetics, offering a novel perspective in this realm. The investigation of epigenetics has brought RNA readers to the forefront, as they play pivotal roles in recognizing and regulating RNA functions. Recently, the development of inhibitors targeting these RNA readers has emerged as a focal point in research and holds promise for further strides in targeted therapy. In this review, we comprehensively summarize various types of inhibitors targeting RNA readers, including non-coding RNA (ncRNA) inhibitors, small-molecule inhibitors, and other potential inhibitors. We systematically elucidate their mechanisms in suppressing cancer progression by inhibiting readers, aiming to present inhibitors of readers at the current stage and provide more insights into the development of anticancer drugs.
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Affiliation(s)
| | - Wenjin Li
- Institute for Advanced Study, Shenzhen University, Shenzhen 518060, China;
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26
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XIONG J, FENG T, YUAN BF. [Advances in mapping analysis of ribonucleic acid modifications through sequencing]. Se Pu 2024; 42:632-645. [PMID: 38966972 PMCID: PMC11224946 DOI: 10.3724/sp.j.1123.2023.12025] [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: 12/20/2023] [Indexed: 07/06/2024] Open
Abstract
Over 170 chemical modifications have been discovered in various types of ribonucleic acids (RNAs), including messenger RNA (mRNA), ribosomal RNA (rRNA), transfer RNA (tRNA), and small nuclear RNA (snRNA). These RNA modifications play crucial roles in a wide range of biological processes such as gene expression regulation, RNA stability maintenance, and protein translation. RNA modifications represent a new dimension of gene expression regulation known as the "epitranscriptome". The discovery of RNA modifications and the relevant writers, erasers, and readers provides an important basis for studies on the dynamic regulation and physiological functions of RNA modifications. Owing to the development of detection technologies for RNA modifications, studies on RNA epitranscriptomes have progressed to the single-base resolution, multilayer, and full-coverage stage. Transcriptome-wide methods help discover new RNA modification sites and are of great importance for elucidating the molecular regulatory mechanisms of epitranscriptomics, exploring the disease associations of RNA modifications, and understanding their clinical applications. The existing RNA modification sequencing technologies can be categorized according to the pretreatment approach and sequencing principle as direct high-throughput sequencing, antibody-enrichment sequencing, enzyme-assisted sequencing, chemical labeling-assisted sequencing, metabolic labeling sequencing, and nanopore sequencing technologies. These methods, as well as studies on the functions of RNA modifications, have greatly expanded our understanding of epitranscriptomics. In this review, we summarize the recent progress in RNA modification detection technologies, focusing on the basic principles, advantages, and limitations of different methods. Direct high-throughput sequencing methods do not require complex RNA pretreatment and allow for the mapping of RNA modifications using conventional RNA sequencing methods. However, only a few RNA modifications can be analyzed by high-throughput sequencing. Antibody enrichment followed by high-throughput sequencing has emerged as a crucial approach for mapping RNA modifications, significantly advancing the understanding of RNA modifications and their regulatory functions in different species. However, the resolution of antibody-enrichment sequencing is limited to approximately 100-200 bp. Although chemical crosslinking techniques can achieve single-base resolution, these methods are often complex, and the specificity of the antibodies used in these methods has raised concerns. In particular, the issue of off-target binding by the antibodies requires urgent attention. Enzyme-assisted sequencing has improved the accuracy of the localization analysis of RNA modifications and enables stoichiometric detection with single-base resolution. However, the enzymes used in this technique show poor reactivity, specificity, and sequence preference. Chemical labeling sequencing has become a widely used approach for profiling RNA modifications, particularly by altering reverse transcription (RT) signatures such as RT stops, misincorporations, and deletions. Chemical-assisted sequencing provides a sequence-independent RNA modification detection strategy that enables the localization of multiple RNA modifications. Additionally, when combined with the biotin-streptavidin affinity method, low-abundance RNA modifications can be enriched and detected. Nevertheless, the specificity of many chemical reactions remains problematic, and the development of specific reaction probes for particular modifications should continue in the future to achieve the precise localization of RNA modifications. As an indirect localization method, metabolic labeling sequencing specifically localizes the sites at which modifying enzymes act, which is of great significance in the study of RNA modification functions. However, this method is limited by the intracellular labeling of RNA and cannot be applied to biological samples such as clinical tissues and blood samples. Nanopore sequencing is a direct RNA-sequencing method that does not require RT or the polymerase chain reaction (PCR). However, challenges in analyzing the data obtained from nanopore sequencing, such as the high rate of false positives, must be resolved. Discussing sequencing analysis methods for various types of RNA modifications is instructive for the future development of novel RNA modification mapping technologies, and will aid studies on the functions of RNA modifications across the entire transcriptome.
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27
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Hwang H, Jeon H, Yeo N, Baek D. Big data and deep learning for RNA biology. Exp Mol Med 2024; 56:1293-1321. [PMID: 38871816 PMCID: PMC11263376 DOI: 10.1038/s12276-024-01243-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Revised: 02/27/2024] [Accepted: 03/05/2024] [Indexed: 06/15/2024] Open
Abstract
The exponential growth of big data in RNA biology (RB) has led to the development of deep learning (DL) models that have driven crucial discoveries. As constantly evidenced by DL studies in other fields, the successful implementation of DL in RB depends heavily on the effective utilization of large-scale datasets from public databases. In achieving this goal, data encoding methods, learning algorithms, and techniques that align well with biological domain knowledge have played pivotal roles. In this review, we provide guiding principles for applying these DL concepts to various problems in RB by demonstrating successful examples and associated methodologies. We also discuss the remaining challenges in developing DL models for RB and suggest strategies to overcome these challenges. Overall, this review aims to illuminate the compelling potential of DL for RB and ways to apply this powerful technology to investigate the intriguing biology of RNA more effectively.
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Affiliation(s)
- Hyeonseo Hwang
- School of Biological Sciences, Seoul National University, Seoul, Republic of Korea
| | - Hyeonseong Jeon
- Interdisciplinary Program in Bioinformatics, Seoul National University, Seoul, Republic of Korea
- Genome4me Inc., Seoul, Republic of Korea
| | - Nagyeong Yeo
- School of Biological Sciences, Seoul National University, Seoul, Republic of Korea
| | - Daehyun Baek
- School of Biological Sciences, Seoul National University, Seoul, Republic of Korea.
- Interdisciplinary Program in Bioinformatics, Seoul National University, Seoul, Republic of Korea.
- Genome4me Inc., Seoul, Republic of Korea.
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28
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Huang E, Frydman C, Xiao X. Navigating the landscape of epitranscriptomics and host immunity. Genome Res 2024; 34:515-529. [PMID: 38702197 PMCID: PMC11146601 DOI: 10.1101/gr.278412.123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/06/2024]
Abstract
RNA modifications, also termed epitranscriptomic marks, encompass chemical alterations to individual nucleotides, including processes such as methylation and editing. These marks contribute to a wide range of biological processes, many of which are related to host immune system defense. The functions of immune-related RNA modifications can be categorized into three main groups: regulation of immunogenic RNAs, control of genes involved in innate immune response, and facilitation of adaptive immunity. Here, we provide an overview of recent research findings that elucidate the contributions of RNA modifications to each of these processes. We also discuss relevant methods for genome-wide identification of RNA modifications and their immunogenic substrates. Finally, we highlight recent advances in cancer immunotherapies that aim to reduce cancer cell viability by targeting the enzymes responsible for RNA modifications. Our presentation of these dynamic research avenues sets the stage for future investigations in this field.
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Affiliation(s)
- Elaine Huang
- Bioinformatics Interdepartmental Program, University of California, Los Angeles, California 90095, USA
| | - Clara Frydman
- Bioinformatics Interdepartmental Program, University of California, Los Angeles, California 90095, USA
| | - Xinshu Xiao
- Bioinformatics Interdepartmental Program, University of California, Los Angeles, California 90095, USA;
- Department of Integrative Biology and Physiology, University of California, Los Angeles, California 90095, USA
- Molecular Biology Interdepartmental Program, University of California, Los Angeles, California 90095, USA
- Molecular Biology Institute, University of California, Los Angeles, California 90095, USA
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29
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Rathnayaka C, Chandrosoma IA, Choi J, Childers K, Chibuike M, Akabirov K, Shiri F, Hall AR, Lee M, McKinney C, Verber M, Park S, Soper SA. Detection and identification of single ribonucleotide monophosphates using a dual in-plane nanopore sensor made in a thermoplastic via replication. LAB ON A CHIP 2024; 24:2721-2735. [PMID: 38656267 PMCID: PMC11091956 DOI: 10.1039/d3lc01062g] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Accepted: 04/10/2024] [Indexed: 04/26/2024]
Abstract
We report the generation of ∼8 nm dual in-plane pores fabricated in a thermoplastic via nanoimprint lithography (NIL). These pores were connected in series with nanochannels, one of which served as a flight tube to allow the identification of single molecules based on their molecular-dependent apparent mobilities (i.e., dual in-plane nanopore sensor). Two different thermoplastics were investigated including poly(methyl methacrylate), PMMA, and cyclic olefin polymer, COP, as the substrate for the sensor both of which were sealed using a low glass transition cover plate (cyclic olefin co-polymer, COC) that could be thermally fusion bonded to the PMMA or COP substrate at a temperature minimizing nanostructure deformation. Unique to these dual in-plane nanopore sensors was two pores flanking each side of the nanometer flight tube (50 × 50 nm, width × depth) that was 10 μm in length. The utility of this dual in-plane nanopore sensor was evaluated to not only detect, but also identify single ribonucleotide monophosphates (rNMPs) by using the travel time (time-of-flight, ToF), the resistive pulse event amplitude, and the dwell time. In spite of the relatively large size of these in-plane pores (∼8 nm effective diameter), we could detect via resistive pulse sensing (RPS) single rNMP molecules at a mass load of 3.9 fg, which was ascribed to the unique structural features of the nanofluidic network and the use of a thermoplastic with low relative dielectric constants, which resulted in a low RMS noise level in the open pore current. Our data indicated that the identification accuracy of individual rNMPs was high, which was ascribed to an improved chromatographic contribution to the nano-electrophoresis apparent mobility. With the ToF data only, the identification accuracy was 98.3%. However, when incorporating the resistive pulse sensing event amplitude and dwell time in conjunction with the ToF and analyzed via principal component analysis (PCA), the identification accuracy reached 100%. These findings pave the way for the realization of a novel chip-based single-molecule RNA sequencing technology.
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Affiliation(s)
- Chathurika Rathnayaka
- Department of Chemistry, The University of Kansas, Lawrence, KS 66045, USA.
- Center of BioModular Multiscale Systems for Precision Medicine, USA
| | - Indu A Chandrosoma
- Department of Chemistry, The University of Kansas, Lawrence, KS 66045, USA.
- Center of BioModular Multiscale Systems for Precision Medicine, USA
| | - Junseo Choi
- Center of BioModular Multiscale Systems for Precision Medicine, USA
- Mechanical & Industrial Engineering Department, Louisiana State University, Baton Rouge, LA 70803, USA.
| | - Katie Childers
- Center of BioModular Multiscale Systems for Precision Medicine, USA
- Bioengineering Program, The University of Kansas, Lawrence, KS 66045, USA
| | - Maximillian Chibuike
- Department of Chemistry, The University of Kansas, Lawrence, KS 66045, USA.
- Center of BioModular Multiscale Systems for Precision Medicine, USA
| | - Khurshed Akabirov
- Department of Chemistry, The University of Kansas, Lawrence, KS 66045, USA.
- Center of BioModular Multiscale Systems for Precision Medicine, USA
| | - Farhad Shiri
- Department of Chemistry, The University of Kansas, Lawrence, KS 66045, USA.
- Center of BioModular Multiscale Systems for Precision Medicine, USA
| | - Adam R Hall
- Center of BioModular Multiscale Systems for Precision Medicine, USA
- Virginia Tech-Wake Forest School of Biomedical Engineering and Sciences, Wake Forest School of Medicine, Winston Salem, NC 27101, USA
- Atrium Wake Forest Baptist Comprehensive Cancer Center, Wake Forest School of Medicine, Winston Salem, NC 27157, USA.
| | - Maxwell Lee
- Center of BioModular Multiscale Systems for Precision Medicine, USA
- Virginia Tech-Wake Forest School of Biomedical Engineering and Sciences, Wake Forest School of Medicine, Winston Salem, NC 27101, USA
| | - Collin McKinney
- Department of Chemistry, University of North Carolina, Chapel Hill, Chapel Hill, NC 27599, USA
| | - Matthew Verber
- Department of Chemistry, University of North Carolina, Chapel Hill, Chapel Hill, NC 27599, USA
| | - Sunggook Park
- Center of BioModular Multiscale Systems for Precision Medicine, USA
- Mechanical & Industrial Engineering Department, Louisiana State University, Baton Rouge, LA 70803, USA.
| | - Steven A Soper
- Department of Chemistry, The University of Kansas, Lawrence, KS 66045, USA.
- Center of BioModular Multiscale Systems for Precision Medicine, USA
- Department of Mechanical Engineering, The University of Kansas, Lawrence, KS 66045, USA
- Bioengineering Program, The University of Kansas, Lawrence, KS 66045, USA
- KU Cancer Center, University of Kansas Medical Center, Kansas City, KS 66160, USA
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30
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Garcia-Campos MA, Schwartz S. txtools: an R package facilitating analysis of RNA modifications, structures, and interactions. Nucleic Acids Res 2024; 52:e42. [PMID: 38512053 PMCID: PMC11077046 DOI: 10.1093/nar/gkae203] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 02/08/2024] [Accepted: 03/13/2024] [Indexed: 03/22/2024] Open
Abstract
We present txtools, an R package that enables the processing, analysis, and visualization of RNA-seq data at the nucleotide-level resolution, seamlessly integrating alignments to the genome with transcriptomic representation. txtools' main inputs are BAM files and a transcriptome annotation, and the main output is a table, capturing mismatches, deletions, and the number of reads beginning and ending at each nucleotide in the transcriptomic space. txtools further facilitates downstream visualization and analyses. We showcase, using examples from the epitranscriptomic field, how a few calls to txtools functions can yield insightful and ready-to-publish results. txtools is of broad utility also in the context of structural mapping and RNA:protein interaction mapping. By providing a simple and intuitive framework, we believe that txtools will be a useful and convenient tool and pave the path for future discovery. txtools is available for installation from its GitHub repository at https://github.com/AngelCampos/txtools.
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Affiliation(s)
- Miguel Angel Garcia-Campos
- Department of Molecular Genetics, Weizmann Institute of Science, Rehovot, Central District, 761000, Israel
| | - Schraga Schwartz
- Department of Molecular Genetics, Weizmann Institute of Science, Rehovot, Central District, 761000, Israel
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31
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Shen Z, Naveed M, Bao J. Untacking small RNA profiling and RNA fragment footprinting: Approaches and challenges in library construction. WILEY INTERDISCIPLINARY REVIEWS. RNA 2024; 15:e1852. [PMID: 38715192 DOI: 10.1002/wrna.1852] [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: 02/21/2024] [Revised: 04/09/2024] [Accepted: 04/10/2024] [Indexed: 06/06/2024]
Abstract
Small RNAs (sRNAs) with sizes ranging from 15 to 50 nucleotides (nt) are critical regulators of gene expression control. Prior studies have shown that sRNAs are involved in a broad range of biological processes, such as organ development, tumorigenesis, and epigenomic regulation; however, emerging evidence unveils a hidden layer of diversity and complexity of endogenously encoded sRNAs profile in eukaryotic organisms, including novel types of sRNAs and the previously unknown post-transcriptional RNA modifications. This underscores the importance for accurate, unbiased detection of sRNAs in various cellular contexts. A multitude of high-throughput methods based on next-generation sequencing (NGS) are developed to decipher the sRNA expression and their modifications. Nonetheless, distinct from mRNA sequencing, the data from sRNA sequencing suffer frequent inconsistencies and high variations emanating from the adapter contaminations and RNA modifications, which overall skew the sRNA libraries. Here, we summarize the sRNA-sequencing approaches, and discuss the considerations and challenges for the strategies and methods of sRNA library construction. The pros and cons of sRNA sequencing have significant implications for implementing RNA fragment footprinting approaches, including CLIP-seq and Ribo-seq. We envision that this review can inspire novel improvements in small RNA sequencing and RNA fragment footprinting in future. This article is categorized under: RNA Evolution and Genomics > Computational Analyses of RNA RNA Processing > Processing of Small RNAs Regulatory RNAs/RNAi/Riboswitches > Biogenesis of Effector Small RNAs.
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Affiliation(s)
- Zhaokang Shen
- Department of Obstetrics and Gynecology, Center for Reproduction and Genetics, The First Affiliated Hospital of USTC, Center for Advanced Interdisciplinary Science and Biomedicine of IHM, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, China
- Hefei National Laboratory for Physical Sciences at Microscale, Biomedical Sciences and Health Laboratory of Anhui Province, University of Science and Technology of China (USTC), Hefei, Anhui, China
| | - Muhammad Naveed
- Hefei National Laboratory for Physical Sciences at Microscale, Biomedical Sciences and Health Laboratory of Anhui Province, University of Science and Technology of China (USTC), Hefei, Anhui, China
- Department of Obstetrics and Gynecology, Center for Reproduction and Genetics, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, China
| | - Jianqiang Bao
- Department of Obstetrics and Gynecology, Center for Reproduction and Genetics, The First Affiliated Hospital of USTC, Center for Advanced Interdisciplinary Science and Biomedicine of IHM, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, China
- Hefei National Laboratory for Physical Sciences at Microscale, Biomedical Sciences and Health Laboratory of Anhui Province, University of Science and Technology of China (USTC), Hefei, Anhui, China
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32
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Yang Y, Nakayama K, Okada S, Sato K, Wada T, Sakaguchi Y, Murayama A, Suzuki T, Sakurai M. ICLAMP: a novel technique to explore adenosine deamination via inosine chemical labeling and affinity molecular purification. FEBS Lett 2024; 598:1080-1093. [PMID: 38523059 DOI: 10.1002/1873-3468.14854] [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: 12/20/2023] [Revised: 02/22/2024] [Accepted: 02/27/2024] [Indexed: 03/26/2024]
Abstract
Recent developments in sequencing and bioinformatics have advanced our understanding of adenosine-to-inosine (A-to-I) RNA editing. Surprisingly, recent analyses have revealed the capability of adenosine deaminase acting on RNA (ADAR) to edit DNA:RNA hybrid strands. However, edited inosines in DNA remain largely unexplored. A precise biochemical method could help uncover these potentially rare DNA editing sites. We explore maleimide as a scaffold for inosine labeling. With fluorophore-conjugated maleimide, we were able to label inosine in RNA or DNA. Moreover, with biotin-conjugated maleimide, we purified RNA and DNA containing inosine. Our novel technique of inosine chemical labeling and affinity molecular purification offers substantial advantages and provides a versatile platform for further discovery of A-to-I editing sites in RNA and DNA.
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Affiliation(s)
- Yuxi Yang
- Research Institute for Biomedical Sciences, Tokyo University of Science, Chiba, Japan
| | - Koki Nakayama
- Research Institute for Biomedical Sciences, Tokyo University of Science, Chiba, Japan
| | - Shunpei Okada
- Department of Microbiology, Faculty of Medicine, Shimane University, Izumo-shi, Japan
| | - Kazuki Sato
- Department of Medicinal and Life Sciences, Faculty of Pharmaceutical Sciences, Tokyo University of Science, Noda-shi, Japan
| | - Takeshi Wada
- Department of Medicinal and Life Sciences, Faculty of Pharmaceutical Sciences, Tokyo University of Science, Noda-shi, Japan
| | - Yuriko Sakaguchi
- Department of Chemistry and Biotechnology, Graduate School of Engineering, University of Tokyo, Bunkyo-ku, Japan
| | - Ayaka Murayama
- Department of Chemistry and Biotechnology, Graduate School of Engineering, University of Tokyo, Bunkyo-ku, Japan
| | - Tsutomu Suzuki
- Department of Chemistry and Biotechnology, Graduate School of Engineering, University of Tokyo, Bunkyo-ku, Japan
| | - Masayuki Sakurai
- Research Institute for Biomedical Sciences, Tokyo University of Science, Chiba, Japan
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33
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Qian W, Yang L, Li T, Li W, Zhou J, Xie S. RNA modifications in pulmonary diseases. MedComm (Beijing) 2024; 5:e546. [PMID: 38706740 PMCID: PMC11068158 DOI: 10.1002/mco2.546] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2023] [Revised: 02/26/2024] [Accepted: 03/14/2024] [Indexed: 05/07/2024] Open
Abstract
Threatening public health, pulmonary disease (PD) encompasses diverse lung injuries like chronic obstructive PD, pulmonary fibrosis, asthma, pulmonary infections due to pathogen invasion, and fatal lung cancer. The crucial involvement of RNA epigenetic modifications in PD pathogenesis is underscored by robust evidence. These modifications not only shape cell fates but also finely modulate the expression of genes linked to disease progression, suggesting their utility as biomarkers and targets for therapeutic strategies. The critical RNA modifications implicated in PDs are summarized in this review, including N6-methylation of adenosine, N1-methylation of adenosine, 5-methylcytosine, pseudouridine (5-ribosyl uracil), 7-methylguanosine, and adenosine to inosine editing, along with relevant regulatory mechanisms. By shedding light on the pathology of PDs, these summaries could spur the identification of new biomarkers and therapeutic strategies, ultimately paving the way for early PD diagnosis and treatment innovation.
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Affiliation(s)
- Weiwei Qian
- Emergency Department of Emergency MedicineLaboratory of Emergency Medicine, West China Hospital, And Disaster Medical, Sichuan UniversityChengduSichuanChina
- Emergency DepartmentShangjinnanfu Hospital, West China Hospital, Sichuan UniversityChengduSichuanChina
| | - Lvying Yang
- The Department of Respiratory and Critical Care MedicineThe First Veterans Hospital of Sichuan ProvinceChengduSichuanChina
| | - Tianlong Li
- Department of Critical Care Medicine Sichuan Provincial People's HospitalUniversity of Electronic Science and Technology of ChinaChengduSichuanChina
| | - Wanlin Li
- National Clinical Research Center for Infectious Disease, Shenzhen Third People's HospitalShenzhenGuangdongChina
| | - Jian Zhou
- Guangdong Key Laboratory for Biomedical Measurements and Ultrasound Imaging, National‐Regional Key Technology Engineering Laboratory for Medical Ultrasound, School of Biomedical Engineering, Shenzhen University Medical SchoolShenzhenChina
- Department of ImmunologyInternational Cancer Center, Shenzhen University Health Science CenterShenzhenGuangdongChina
| | - Shenglong Xie
- Department of Thoracic SurgerySichuan Provincial People's Hospital, University of Electronic Science and Technology of ChinaChengduSichuanChina
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34
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Militello KT, Leigh J, Pusateri M, Read LK, Vogler D. A role for a Trypanosoma brucei cytosine RNA methyltransferase homolog in ribosomal RNA processing. PLoS One 2024; 19:e0298521. [PMID: 38662801 PMCID: PMC11045063 DOI: 10.1371/journal.pone.0298521] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2023] [Accepted: 01/26/2024] [Indexed: 04/28/2024] Open
Abstract
In Trypanosoma brucei, gene expression is primarily regulated posttranscriptionally making RNA metabolism critical. T. brucei has an epitranscriptome containing modified RNA bases. Yet, the identity of the enzymes catalyzing modified RNA base addition and the functions of the enzymes and modifications remain unclear. Homology searches indicate the presence of numerous T. brucei cytosine RNA methyltransferase homologs. One such homolog, TbNop2 was studied in detail. TbNop2 contains the six highly conserved motifs found in cytosine RNA methyltransferases and is evolutionarily related to the Nop2 protein family required for rRNA modification and processing. RNAi experiments targeting TbNop2 resulted in reduced levels of TbNop2 RNA and protein, and a cessation of parasite growth. Next generation sequencing of bisulfite-treated RNA (BS-seq) detected the presence of two methylation sites in the large rRNA; yet TbNop2 RNAi did not result in a significant reduction of methylation. However, TbNop2 RNAi resulted in the retention of 28S internal transcribed spacer RNAs, indicating a role for TbNop2 in rRNA processing.
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Affiliation(s)
- Kevin T. Militello
- Biology Department, State University of New York at Geneseo, Geneseo, NY, United States of America
| | - Jennifer Leigh
- Biology Department, State University of New York at Geneseo, Geneseo, NY, United States of America
| | - Matthew Pusateri
- Department of Microbiology and Immunology, Jacobs School of Medicine and Biomedical Sciences, Buffalo, NY, United States of America
| | - Laurie K. Read
- Department of Microbiology and Immunology, Jacobs School of Medicine and Biomedical Sciences, Buffalo, NY, United States of America
| | - Dineen Vogler
- Biology Department, State University of New York at Geneseo, Geneseo, NY, United States of America
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35
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Guarnacci M, Preiss T. The je ne sais quoi of 5-methylcytosine in messenger RNA. RNA (NEW YORK, N.Y.) 2024; 30:560-569. [PMID: 38531644 PMCID: PMC11019750 DOI: 10.1261/rna.079982.124] [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: 02/04/2024] [Accepted: 02/09/2024] [Indexed: 03/28/2024]
Abstract
The potential presence of 5-methylcytosine as a sparse internal modification of mRNA was first raised in 1975, and a first map of the modification was also part of the epitranscriptomics "big bang" in 2012. Since then, the evidence for its presence in mRNA has firmed up, and initial insights have been gained into the molecular function and broader biological relevance of 5-methylcytosine when present in mRNA. Here, we summarize the status quo of the field, outline some of its current challenges, and suggest how to address them in future work.
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Affiliation(s)
- Marco Guarnacci
- Shine-Dalgarno Centre for RNA Innovation, Division of Genome Science and Cancer, John Curtin School of Medical Research, Australian National University, Canberra 2601, Australian Capital Territory, Australia
| | - Thomas Preiss
- Shine-Dalgarno Centre for RNA Innovation, Division of Genome Science and Cancer, John Curtin School of Medical Research, Australian National University, Canberra 2601, Australian Capital Territory, Australia
- Victor Chang Cardiac Research Institute, Sydney, New South Wales 2010, Australia
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36
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Quaiyum S, Sun J, Marchand V, Sun G, Reed CJ, Motorin Y, Dedon PC, Minnick MF, de Crécy-Lagard V. Mapping the tRNA modification landscape of Bartonella henselae Houston I and Bartonella quintana Toulouse. Front Microbiol 2024; 15:1369018. [PMID: 38544857 PMCID: PMC10965804 DOI: 10.3389/fmicb.2024.1369018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Accepted: 02/26/2024] [Indexed: 04/04/2024] Open
Abstract
Transfer RNA (tRNA) modifications play a crucial role in maintaining translational fidelity and efficiency, and they may function as regulatory elements in stress response and virulence. Despite their pivotal roles, a comprehensive mapping of tRNA modifications and their associated synthesis genes is still limited, with a predominant focus on free-living bacteria. In this study, we employed a multidisciplinary approach, incorporating comparative genomics, mass spectrometry, and next-generation sequencing, to predict the set of tRNA modification genes responsible for tRNA maturation in two intracellular pathogens-Bartonella henselae Houston I and Bartonella quintana Toulouse, which are causative agents of cat-scratch disease and trench fever, respectively. This analysis presented challenges, particularly because of host RNA contamination, which served as a potential source of error. However, our approach predicted 26 genes responsible for synthesizing 23 distinct tRNA modifications in B. henselae and 22 genes associated with 23 modifications in B. quintana. Notably, akin to other intracellular and symbiotic bacteria, both Bartonella species have undergone substantial reductions in tRNA modification genes, mostly by simplifying the hypermodifications present at positions 34 and 37. Bartonella quintana exhibited the additional loss of four modifications and these were linked to examples of gene decay, providing snapshots of reductive evolution.
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Affiliation(s)
- Samia Quaiyum
- Department of Microbiology and Cell Science, University of Florida, Gainesville, FL, United States
| | - Jingjing Sun
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, United States
- Singapore-MIT Alliance for Research and Technology, Singapore, Singapore
| | - Virginie Marchand
- Université de Lorraine, UAR2008/US40 IBSLor, EpiRNA-Seq Core Facility and UMR7365 IMoPA, CNRS-Inserm, Biopôle UL, Nancy, France
| | - Guangxin Sun
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, United States
| | - Colbie J. Reed
- Department of Microbiology and Cell Science, University of Florida, Gainesville, FL, United States
| | - Yuri Motorin
- Université de Lorraine, UAR2008/US40 IBSLor, EpiRNA-Seq Core Facility and UMR7365 IMoPA, CNRS-Inserm, Biopôle UL, Nancy, France
| | - Peter C. Dedon
- Department of Biological Engineering, Massachusetts Institute of Technology, Cambridge, MA, United States
- Singapore-MIT Alliance for Research and Technology, Singapore, Singapore
| | - Michael F. Minnick
- Division of Biological Sciences, University of Montana, Missoula, MT, United States
| | - Valérie de Crécy-Lagard
- Department of Microbiology and Cell Science, University of Florida, Gainesville, FL, United States
- Genetic Institute, University of Florida, Gainesville, FL, United States
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37
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Sağlam B, Akgül B. An Overview of Current Detection Methods for RNA Methylation. Int J Mol Sci 2024; 25:3098. [PMID: 38542072 PMCID: PMC10970374 DOI: 10.3390/ijms25063098] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2024] [Revised: 03/03/2024] [Accepted: 03/04/2024] [Indexed: 11/11/2024] Open
Abstract
Epitranscriptomic mechanisms, which constitute an important layer in post-transcriptional gene regulation, are involved in numerous cellular processes under health and disease such as stem cell development or cancer. Among various such mechanisms, RNA methylation is considered to have vital roles in eukaryotes primarily due to its dynamic and reversible nature. There are numerous RNA methylations that include, but are not limited to, 2'-O-dimethyladenosine (m6Am), N7-methylguanosine (m7G), N6-methyladenosine (m6A) and N1-methyladenosine (m1A). These biochemical modifications modulate the fate of RNA by affecting the processes such as translation, target site determination, RNA processing, polyadenylation, splicing, structure, editing and stability. Thus, it is highly important to quantitatively measure the changes in RNA methylation marks to gain insight into cellular processes under health and disease. Although there are complicating challenges in identifying certain methylation marks genome wide, various methods have been developed recently to facilitate the quantitative measurement of methylated RNAs. To this end, the detection methods for RNA methylation can be classified in five categories such as antibody-based, digestion-based, ligation-based, hybridization-based or direct RNA-based methods. In this review, we have aimed to summarize our current understanding of the detection methods for RNA methylation, highlighting their advantages and disadvantages, along with the current challenges in the field.
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Affiliation(s)
| | - Bünyamin Akgül
- Noncoding RNA Laboratory, Department of Molecular Biology and Genetics, İzmir Institute of Technology, Urla, 35430 İzmir, Turkey;
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38
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Motorin Y, Helm M. General Principles and Limitations for Detection of RNA Modifications by Sequencing. Acc Chem Res 2024; 57:275-288. [PMID: 38065564 PMCID: PMC10851944 DOI: 10.1021/acs.accounts.3c00529] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Revised: 10/31/2023] [Accepted: 11/07/2023] [Indexed: 02/07/2024]
Abstract
Among the many analytical methods applied to RNA modifications, a particularly pronounced surge has occurred in the past decade in the field of modification mapping. The occurrence of modifications such as m6A in mRNA, albeit known since the 1980s, became amenable to transcriptome-wide analyses through the advent of next-generation sequencing techniques in a rather sudden manner. The term "mapping" here refers to detection of RNA modifications in a sequence context, which has a dramatic impact on the interpretation of biological functions. As a consequence, an impressive number of mapping techniques were published, most in the perspective of what now has become known as "epitranscriptomics". While more and more different modifications were reported to occur in mRNA, conflicting reports and controversial results pointed to a number of technical and theoretical problems rooted in analytics, statistics, and reagents. Rather than finding the proverbial needle in a haystack, the tasks were to determine how many needles of what color in what size of a haystack one was looking at.As the authors of this Account, we think it important to outline the limitations of different mapping methods since many life scientists freshly entering the field confuse the accuracy and precision of modification mapping with that of normal sequencing, which already features numerous caveats by itself. Indeed, we propose here to qualify a specific mapping method by the size of the transcriptome that can be meaningfully analyzed with it.We here focus on high throughput sequencing by Illumina technology, referred to as RNA-Seq. We noted with interest the development of methods for modification detection by other high throughput sequencing platforms that act directly on RNA, e.g., PacBio SMRT and nanopore sequencing, but those are not considered here.In contrast to approaches relying on direct RNA sequencing, current Illumina RNA-Seq protocols require prior conversion of RNA into DNA. This conversion relies on reverse transcription (RT) to create cDNA; thereafter, the cDNA undergoes a sequencing-by-synthesis type of analysis. Thus, a particular behavior of RNA modified nucleotides during the RT-step is a prerequisite for their detection (and quantification) by deep sequencing, and RT properties have great influence on the detection efficiency and reliability. Moreover, the RT-step requires annealing of a synthetic primer, a prerequisite with a crucial impact on library preparation. Thus, all RNA-Seq protocols must feature steps for the introduction of primers, primer landing sites, or adapters on both the RNA 3'- and 5'-ends.
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Affiliation(s)
- Yuri Motorin
- Université
de Lorraine, UMR7365 IMoPA CNRS-UL
and UAR2008/US40 IBSLor CNRS-Inserm, Biopole UL, Nancy F54000, France
| | - Mark Helm
- Institute
of Pharmaceutical and Biomedical Sciences, Johannes Gutenberg-University Mainz, Staudingerweg 5, 55128 Mainz, Germany
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39
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Goh WSS, Kuang Y. Heterogeneity of chemical modifications on RNA. Biophys Rev 2024; 16:79-87. [PMID: 38495447 PMCID: PMC10937866 DOI: 10.1007/s12551-023-01128-8] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Accepted: 08/27/2023] [Indexed: 03/19/2024] Open
Abstract
The chemical modifications of RNAs broadly impact almost all cellular events and influence various diseases. The rapid advance of sequencing and other technologies opened the door to global methods for profiling all RNA modifications, namely the "epitranscriptome." The mapping of epitranscriptomes in different cells and tissues unveiled that RNA modifications exhibit extensive heterogeneity, in type, amount, and in location. In this mini review, we first introduce the current understanding of modifications on major types of RNAs and the methods that enabled their discovery. We next discuss the tissue and cell heterogeneity of RNA modifications and briefly address the limitations of current technologies. With much still remaining unknown, the development of the epitranscriptomic field lies in the further developments of novel technologies.
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Affiliation(s)
- W. S. Sho Goh
- Institute of Molecular Physiology, Shenzhen Bay Laboratory, Shenzhen, China
| | - Yi Kuang
- Department of Chemical and Biological Engineering, The Hong Kong University of Science and Technology, Hong Kong, China
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40
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Zhang F, Ignatova VV, Ming GL, Song H. Advances in brain epitranscriptomics research and translational opportunities. Mol Psychiatry 2024; 29:449-463. [PMID: 38123727 PMCID: PMC11116067 DOI: 10.1038/s41380-023-02339-x] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 11/16/2023] [Accepted: 11/23/2023] [Indexed: 12/23/2023]
Abstract
Various chemical modifications of all RNA transcripts, or epitranscriptomics, have emerged as crucial regulators of RNA metabolism, attracting significant interest from both basic and clinical researchers due to their diverse functions in biological processes and immense clinical potential as highlighted by the recent profound success of RNA modifications in improving COVID-19 mRNA vaccines. Rapid accumulation of evidence underscores the critical involvement of various RNA modifications in governing normal neural development and brain functions as well as pathogenesis of brain disorders. Here we provide an overview of RNA modifications and recent advancements in epitranscriptomic studies utilizing animal models to elucidate important roles of RNA modifications in regulating mammalian neurogenesis, gliogenesis, synaptic formation, and brain function. Moreover, we emphasize the pivotal involvement of RNA modifications and their regulators in the pathogenesis of various human brain disorders, encompassing neurodevelopmental disorders, brain tumors, psychiatric and neurodegenerative disorders. Furthermore, we discuss potential translational opportunities afforded by RNA modifications in combatting brain disorders, including their use as biomarkers, in the development of drugs or gene therapies targeting epitranscriptomic pathways, and in applications for mRNA-based vaccines and therapies. We also address current limitations and challenges hindering the widespread clinical application of epitranscriptomic research, along with the improvements necessary for future progress.
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Affiliation(s)
- Feng Zhang
- Department of Neuroscience and Mahoney Institute for Neurosciences, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Valentina V Ignatova
- Department of Neuroscience and Mahoney Institute for Neurosciences, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Guo-Li Ming
- Department of Neuroscience and Mahoney Institute for Neurosciences, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA.
- Department of Cell and Developmental Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA.
- Department of Psychiatry, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA.
- Institute for Regenerative Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA.
| | - Hongjun Song
- Department of Neuroscience and Mahoney Institute for Neurosciences, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA.
- Department of Cell and Developmental Biology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA.
- Institute for Regenerative Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA.
- The Epigenetics Institute, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA.
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41
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Zhao Y, Xing C, Peng H. ALYREF (Aly/REF export factor): A potential biomarker for predicting cancer occurrence and therapeutic efficacy. Life Sci 2024; 338:122372. [PMID: 38135116 DOI: 10.1016/j.lfs.2023.122372] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2023] [Revised: 12/09/2023] [Accepted: 12/18/2023] [Indexed: 12/24/2023]
Abstract
5-Methylcytosine (m5C) methylation is present in almost all types of RNA as an essential epigenetic modification. It is dynamically modulated by its associated enzymes, including m5C methyltransferases (NSUN, DNMT and TRDMT family members), demethylases (TET family and ALKBH1) and binding proteins (YTHDF2, ALYREF and YBX1). Among them, aberrant expression of the RNA-binding protein ALYREF can facilitate a variety of malignant phenotypes such as maintenance of proliferation, malignant heterogeneity, metastasis, and drug resistance to cell death through different regulatory mechanisms, including pre-mRNA processing, mRNA stability, and nuclear-cytoplasmic shuttling. The induction of these cellular processes by ALYREF results in treatment resistance and poor outcomes for patients. However, there are currently few reports of clinical applications or drug trials related to ALYREF. In addition, the looming observations on the role of ALYREF in the mechanisms of carcinogenesis and disease prognosis have triggered considerable interest, but critical evidence is not available. For example, animal experiments and ALYREF small molecule inhibitor trials. In this review, we, therefore, revisit the literature on ALYREF and highlight its importance as a prognostic biomarker for early prevention and as a therapeutic target.
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Affiliation(s)
- Yan Zhao
- Department of Hematology, The Second Xiangya Hospital, Central South University, Changsha, Hunan 410011, China
| | - Cheng Xing
- Department of Hematology, The Second Xiangya Hospital, Central South University, Changsha, Hunan 410011, China
| | - Hongling Peng
- Department of Hematology, The Second Xiangya Hospital, Central South University, Changsha, Hunan 410011, China; Hunan Key Laboratory of Tumor Models and Individualized Medicine, Changsha, Hunan 410011, China; Hunan Engineering Research Center of Cell Immunotherapy for Hematopoietic Malignancies, Changsha, Hunan 410011, China.
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42
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Quaiyum S, Sun J, Marchand V, Sun G, Reed CJ, Motorin Y, Dedon PC, Minnick MF, de Crécy-Lagard V. Mapping the tRNA Modification Landscape of Bartonella henselae Houston I and Bartonella quintana Toulouse. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.01.08.574729. [PMID: 38260440 PMCID: PMC10802484 DOI: 10.1101/2024.01.08.574729] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/24/2024]
Abstract
Transfer RNA (tRNA) modifications play a crucial role in maintaining translational fidelity and efficiency, and they may function as regulatory elements in stress response and virulence. Despite their pivotal roles, a comprehensive mapping of tRNA modifications and their associated synthesis genes is still limited, with a predominant focus on free-living bacteria. In this study, we employed a multidisciplinary approach, incorporating comparative genomics, mass spectrometry, and next-generation sequencing, to predict the set of tRNA modification genes responsible for tRNA maturation in two intracellular pathogens- Bartonella henselae Houston I and Bartonella quintana Toulouse, which are causative agents of cat-scratch disease and trench fever, respectively. This analysis presented challenges, particularly because of host RNA contamination, which served as a potential source of error. However, our approach predicted 26 genes responsible for synthesizing 23 distinct tRNA modifications in B. henselae and 22 genes associated with 23 modifications in B. quintana . Notably, akin to other intracellular and symbiotic bacteria, both Bartonella species have undergone substantial reductions in tRNA modification genes, mostly by simplifying the hypermodifications present at positions 34 and 37. B. quintana exhibited the additional loss of four modifications and these were linked to examples of gene decay, providing snapshots of reductive evolution.
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43
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Coutts HL, Courtney DG. Identifying Individual Pseudouridine (Ψ) Sites Across Transcripts from HIV-1 Infected Cells. Methods Mol Biol 2024; 2807:229-242. [PMID: 38743232 DOI: 10.1007/978-1-0716-3862-0_16] [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] [Indexed: 05/16/2024]
Abstract
The identification of RNA modifications at single nucleotide resolution has become an emerging area of interest within biology and specifically among virologists seeking to ascertain how this untapped area of RNA regulation may be altered or hijacked upon viral infection. Herein, we describe a straightforward biochemical approach modified from two original published Ψ mapping protocols, BID-seq and PRAISE, to specifically identify pseudouridine modifications on mRNA transcripts from an HIV-1 infected T cell line. This protocol could readily be adapted for other viral infected cell types and additionally for populations of purified virions from infected cells.
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Affiliation(s)
- Hannah L Coutts
- Wellcome-Wolfson Institute for Experimental Medicine, Queen's University Belfast, Belfast, UK
| | - David G Courtney
- Wellcome-Wolfson Institute for Experimental Medicine, Queen's University Belfast, Belfast, UK.
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44
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Deng L, Kumar J, Rose R, McIntyre W, Fabris D. Analyzing RNA posttranscriptional modifications to decipher the epitranscriptomic code. MASS SPECTROMETRY REVIEWS 2024; 43:5-38. [PMID: 36052666 DOI: 10.1002/mas.21798] [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: 02/14/2022] [Revised: 05/23/2022] [Accepted: 05/27/2022] [Indexed: 06/15/2023]
Abstract
The discovery of RNA silencing has revealed that non-protein-coding sequences (ncRNAs) can cover essential roles in regulatory networks and their malfunction may result in severe consequences on human health. These findings have prompted a general reassessment of the significance of RNA as a key player in cellular processes. This reassessment, however, will not be complete without a greater understanding of the distribution and function of the over 170 variants of the canonical ribonucleotides, which contribute to the breathtaking structural diversity of natural RNA. This review surveys the analytical approaches employed for the identification, characterization, and detection of RNA posttranscriptional modifications (rPTMs). The merits of analyzing individual units after exhaustive hydrolysis of the initial biopolymer are outlined together with those of identifying their position in the sequence of parent strands. Approaches based on next generation sequencing and mass spectrometry technologies are covered in depth to provide a comprehensive view of their respective merits. Deciphering the epitranscriptomic code will require not only mapping the location of rPTMs in the various classes of RNAs, but also assessing the variations of expression levels under different experimental conditions. The fact that no individual platform is currently capable of meeting all such demands implies that it will be essential to capitalize on complementary approaches to obtain the desired information. For this reason, the review strived to cover the broadest possible range of techniques to provide readers with the fundamental elements necessary to make informed choices and design the most effective possible strategy to accomplish the task at hand.
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Affiliation(s)
- L Deng
- Department of Chemistry, University of Connecticut, Storrs, Connecticut, USA
| | - J Kumar
- Department of Chemistry, University of Connecticut, Storrs, Connecticut, USA
| | - R Rose
- Department of Advanced Research Technologies, New York University Langone Health Center, New York, USA
| | - W McIntyre
- Department of Chemistry, University of Connecticut, Storrs, Connecticut, USA
| | - Daniele Fabris
- Department of Chemistry, University of Connecticut, Storrs, Connecticut, USA
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45
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Tao Y, Felber JG, Zou Z, Njomen E, Remsberg J, Ogasawara D, Ye C, Melillo B, Schreiber SL, He C, Remillard D, Cravatt BF. Chemical Proteomic Discovery of Isotype-Selective Covalent Inhibitors of the RNA Methyltransferase NSUN2. Angew Chem Int Ed Engl 2023; 62:e202311924. [PMID: 37909922 PMCID: PMC10999112 DOI: 10.1002/anie.202311924] [Citation(s) in RCA: 22] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2023] [Revised: 10/26/2023] [Accepted: 10/29/2023] [Indexed: 11/03/2023]
Abstract
5-Methylcytosine (m5 C) is an RNA modification prevalent on tRNAs, where it can protect tRNAs from endonucleolytic cleavage to maintain protein synthesis. The NSUN family (NSUN1-7 in humans) of RNA methyltransferases are capable of installing the methyl group onto the C5 position of cytosines in RNA. NSUNs are implicated in a wide range of (patho)physiological processes, but selective and cell-active inhibitors of these enzymes are lacking. Here, we use cysteine-directed activity-based protein profiling (ABPP) to discover azetidine acrylamides that act as stereoselective covalent inhibitors of human NSUN2. Despite targeting a conserved catalytic cysteine in the NSUN family, the NSUN2 inhibitors show negligible cross-reactivity with other human NSUNs and exhibit good proteome-wide selectivity. We verify that the azetidine acrylamides inhibit the catalytic activity of recombinant NSUN2, but not NSUN6, and demonstrate that these compounds stereoselectively disrupt NSUN2-tRNA interactions in cancer cells, leading to a global reduction in tRNA m5 C content. Our findings thus highlight the potential to create isotype-selective and cell-active inhibitors of NSUN2 with covalent chemistry targeting a conserved catalytic cysteine.
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Affiliation(s)
- Yongfeng Tao
- Department of Chemistry and The Skaggs Institute for Chemical Biology, The Scripps Research Institute, 10550 N. Torrey Pines Road, La Jolla, CA 92307, USA
| | - Jan G. Felber
- Department of Chemistry and The Skaggs Institute for Chemical Biology, The Scripps Research Institute, 10550 N. Torrey Pines Road, La Jolla, CA 92307, USA
- LMU Munich, Department of Pharmacy, Butenandtstr. 5-13, D-81377 Munich, Germany
| | - Zhongyu Zou
- Department of Chemistry, The University of Chicago, 929 East 57th Street, GCIS E319B, Chicago, Illinois 60637, USA
| | - Evert Njomen
- Department of Chemistry and The Skaggs Institute for Chemical Biology, The Scripps Research Institute, 10550 N. Torrey Pines Road, La Jolla, CA 92307, USA
| | - Jarrett Remsberg
- Department of Chemistry and The Skaggs Institute for Chemical Biology, The Scripps Research Institute, 10550 N. Torrey Pines Road, La Jolla, CA 92307, USA
- Current address: Belharra Therapeutics, 3985 Sorrento Valley Blvd suite c, San Diego, CA 92121, USA
| | - Daisuke Ogasawara
- Department of Chemistry and The Skaggs Institute for Chemical Biology, The Scripps Research Institute, 10550 N. Torrey Pines Road, La Jolla, CA 92307, USA
| | - Chang Ye
- Department of Chemistry, The University of Chicago, 929 East 57th Street, GCIS E319B, Chicago, Illinois 60637, USA
| | - Bruno Melillo
- Department of Chemistry and The Skaggs Institute for Chemical Biology, The Scripps Research Institute, 10550 N. Torrey Pines Road, La Jolla, CA 92307, USA
- Chemical Biology and Therapeutics Science Program, Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, 02142, Massachusetts, USA
| | - Stuart L. Schreiber
- Chemical Biology and Therapeutics Science Program, Broad Institute of Harvard and MIT, 415 Main Street, Cambridge, 02142, Massachusetts, USA
| | - Chuan He
- Department of Chemistry, The University of Chicago, 929 East 57th Street, GCIS E319B, Chicago, Illinois 60637, USA
- Howard Hughes Medical Institute, The University of Chicago, 929 East 57th Street, GCIS E319B, Chicago, Illinois 60637, USA
| | - David Remillard
- Department of Chemistry and The Skaggs Institute for Chemical Biology, The Scripps Research Institute, 10550 N. Torrey Pines Road, La Jolla, CA 92307, USA
- Current address: Novartis, 10675 John Jay Hopkins Dr, San Diego, CA 92121, USA
| | - Benjamin F. Cravatt
- Department of Chemistry and The Skaggs Institute for Chemical Biology, The Scripps Research Institute, 10550 N. Torrey Pines Road, La Jolla, CA 92307, USA
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Wang H, Feng J, Zeng C, Liu J, Fu Z, Wang D, Wang Y, Zhang L, Li J, Jiang A, He M, Cao Y, Yan K, Tang H, Guo D, Xu K, Zhou X, Zhou L, Lan K, Zhou Y, Chen Y. NSUN2-mediated M 5c methylation of IRF3 mRNA negatively regulates type I interferon responses during various viral infections. Emerg Microbes Infect 2023; 12:2178238. [PMID: 36748584 PMCID: PMC9946332 DOI: 10.1080/22221751.2023.2178238] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2022] [Accepted: 02/04/2023] [Indexed: 02/08/2023]
Abstract
5-Methylcytosine (m5C) is a widespread post-transcriptional RNA modification and is reported to be involved in manifold cellular responses and biological processes through regulating RNA metabolism. However, its regulatory role in antiviral innate immunity has not yet been elucidated. Here, we report that NSUN2, a typical m5C methyltransferase, negatively regulates type I interferon responses during various viral infections, including SARS-CoV-2. NSUN2 specifically mediates m5C methylation of IRF3 mRNA and accelerates its degradation, resulting in low levels of IRF3 and downstream IFN-β production. Knockout or knockdown of NSUN2 enhanced type I interferon and downstream ISGs during various viral infection in vitro. And in vivo, the antiviral innate response is more dramatically enhanced in Nsun2+/- mice than in Nsun2+/+ mice. The highly m5C methylated cytosines in IRF3 mRNA were identified, and their mutation enhanced cellular IRF3 mRNA levels. Moreover, infection with Sendai virus (SeV), vesicular stomatitis virus (VSV), herpes simplex virus 1 (HSV-1), or Zika virus (ZIKV) resulted in a reduction of endogenous NSUN2 levels. Especially, SARS-CoV-2 infection (WT strain and BA.1 omicron variant) also decreased endogenous levels of NSUN2 in COVID-19 patients and K18-hACE2 KI mice, further increasing type I interferon and downstream ISGs. Together, our findings reveal that NSUN2 serves as a negative regulator of interferon response by accelerating the fast turnover of IRF3 mRNA, while endogenous NSUN2 levels decrease during SARS-CoV-2 and various viral infections to boost antiviral responses for effective elimination of viruses.
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Affiliation(s)
- Hongyun Wang
- State Key Laboratory of Virology, RNA Institute, College of Life Sciences, Wuhan University, Wuhan, People’s Republic of China
| | - Jiangpeng Feng
- State Key Laboratory of Virology, RNA Institute, College of Life Sciences, Wuhan University, Wuhan, People’s Republic of China
| | - Cong Zeng
- State Key Laboratory of Virology, RNA Institute, College of Life Sciences, Wuhan University, Wuhan, People’s Republic of China
- College of Veterinary Medicine, The Ohio State University, Columbus, OH, USA
| | - Jiejie Liu
- State Key Laboratory of Virology, RNA Institute, College of Life Sciences, Wuhan University, Wuhan, People’s Republic of China
| | - Zhiying Fu
- State Key Laboratory of Virology, RNA Institute, College of Life Sciences, Wuhan University, Wuhan, People’s Republic of China
| | - Dehe Wang
- State Key Laboratory of Virology, RNA Institute, College of Life Sciences, Wuhan University, Wuhan, People’s Republic of China
| | - Yafen Wang
- College of Chemistry and Molecular Sciences, Wuhan University, Wuhan, People’s Republic of China
| | - Lu Zhang
- State Key Laboratory of Virology, RNA Institute, College of Life Sciences, Wuhan University, Wuhan, People’s Republic of China
| | - Jiali Li
- State Key Laboratory of Virology, RNA Institute, College of Life Sciences, Wuhan University, Wuhan, People’s Republic of China
| | - Ao Jiang
- State Key Laboratory of Virology, RNA Institute, College of Life Sciences, Wuhan University, Wuhan, People’s Republic of China
| | - Miao He
- School of Medicine, Sun Yat-sen University, Guangzhou, People’s Republic of China
| | - Yuanyuan Cao
- Department of Microbiology, School of Basic Medical Sciences, Anhui Medical University, Hefei, People’s Republic of China
| | - Kun Yan
- State Key Laboratory of Virology, RNA Institute, College of Life Sciences, Wuhan University, Wuhan, People’s Republic of China
| | - Hao Tang
- Heart Center of Henan Provincial People’s Hospital, Central China Fuwai Hospital of Zhengzhou University, Zhengzhou, People’s Republic of China
| | - Deyin Guo
- School of Medicine, Sun Yat-sen University, Guangzhou, People’s Republic of China
| | - Ke Xu
- State Key Laboratory of Virology, RNA Institute, College of Life Sciences, Wuhan University, Wuhan, People’s Republic of China
| | - Xiang Zhou
- College of Chemistry and Molecular Sciences, Wuhan University, Wuhan, People’s Republic of China
| | - Li Zhou
- State Key Laboratory of Virology, RNA Institute, College of Life Sciences, Wuhan University, Wuhan, People’s Republic of China
- Animal Bio-Safety Level III Laboratory at Center for Animal Experiment, Wuhan University, Wuhan, People’s Republic of China
| | - Ke Lan
- State Key Laboratory of Virology, RNA Institute, College of Life Sciences, Wuhan University, Wuhan, People’s Republic of China
| | - Yu Zhou
- State Key Laboratory of Virology, RNA Institute, College of Life Sciences, Wuhan University, Wuhan, People’s Republic of China
| | - Yu Chen
- State Key Laboratory of Virology, RNA Institute, College of Life Sciences, Wuhan University, Wuhan, People’s Republic of China
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Li P, Wang W, Zhou R, Ding Y, Li X. The m 5 C methyltransferase NSUN2 promotes codon-dependent oncogenic translation by stabilising tRNA in anaplastic thyroid cancer. Clin Transl Med 2023; 13:e1466. [PMID: 37983928 PMCID: PMC10659772 DOI: 10.1002/ctm2.1466] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2023] [Revised: 10/15/2023] [Accepted: 10/19/2023] [Indexed: 11/22/2023] Open
Abstract
BACKGROUND Translation dysregulation plays a crucial role in tumourigenesis and cancer progression. Oncogenic translation relies on the stability and availability of tRNAs for protein synthesis, making them potential targets for cancer therapy. METHODS This study performed immunohistochemistry analysis to assess NSUN2 levels in thyroid cancer. Furthermore, to elucidate the impact of NSUN2 on anaplastic thyroid cancer (ATC) malignancy, phenotypic assays were conducted. Drug inhibition and time-dependent plots were employed to analyse drug resistance. Liquid chromatography-mass spectrometry and bisulphite sequencing were used to investigate the m5 C methylation of tRNA at both global and single-base levels. Puromycin intake and high-frequency codon reporter assays verified the protein translation level. By combining mRNA and ribosome profiling, a series of downstream proteins and codon usage bias were identified. The acquired data were further validated by tRNA sequencing. RESULTS This study observed that the tRNA m5 C methyltransferase NSUN2 was up-regulated in ATC and is associated with dedifferentiation. Furthermore, NSUN2 knockdown repressed ATC formation, proliferation, invasion and migration both in vivo and in vitro. Moreover, NSUN2 repression enhanced the sensitivity of ATC to genotoxic drugs. Mechanically, NSUN2 catalyses tRNA structure-related m5 C modification, stabilising tRNA that maintains homeostasis and rapidly transports amino acids, particularly leucine. This stable tRNA has a substantially increased efficiency necessary to support a pro-cancer translation program including c-Myc, BCL2, RAB31, JUNB and TRAF2. Additionally, the NSUN2-mediated variations in m5C levels and different tRNA Leu iso-decoder families, partially contribute to a codon-dependent translation bias. Surprisingly, targeting NSUN2 disrupted the c-Myc to NSUN2 cycle in ATC. CONCLUSIONS This research revealed that a pro-tumour m5C methyltransferase, dynamic tRNA stability regulation and downstream oncogenes, c-Myc, elicits a codon-dependent oncogenic translation network that enhances ATC growth and formation. Furthermore, it provides new opportunities for targeting translation reprogramming in cancer cells.
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Affiliation(s)
- Peng Li
- Department of General SurgeryXiangya HospitalCentral South UniversityChangshaHunanChina
- National Clinical Research Center for Geriatric DisordersXiangya HospitalCentral South UniversityChangshaHunan ProvinceChina
- Department of Hepatobiliary SurgerySichuan Provincial People's HospitalSchool of MedicineUniversity of Electronic Science and Technology of ChinaChengduChina
| | - Wenlong Wang
- Department of General SurgeryXiangya HospitalCentral South UniversityChangshaHunanChina
- National Clinical Research Center for Geriatric DisordersXiangya HospitalCentral South UniversityChangshaHunan ProvinceChina
| | - Ruixin Zhou
- Department of General SurgeryXiangya HospitalCentral South UniversityChangshaHunanChina
| | - Ying Ding
- Department of General SurgeryXiangya HospitalCentral South UniversityChangshaHunanChina
| | - Xinying Li
- Department of General SurgeryXiangya HospitalCentral South UniversityChangshaHunanChina
- National Clinical Research Center for Geriatric DisordersXiangya HospitalCentral South UniversityChangshaHunan ProvinceChina
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Lewinska A, Adamczyk-Grochala J, Wnuk M. TRDMT1-mediated RNA C-5 methylation as a novel target in anticancer therapy. Biochim Biophys Acta Rev Cancer 2023; 1878:188964. [PMID: 37625528 DOI: 10.1016/j.bbcan.2023.188964] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Revised: 07/18/2023] [Accepted: 08/01/2023] [Indexed: 08/27/2023]
Abstract
Affected landscape of RNA modifications is frequently observed in different cancer cells that can be associated with the development of cancer cell phenotypic traits such as sustained proliferation, migration and invasion, apoptosis resistance and metabolic reprograming. DNMT2/TRDMT1 5-methylcytosine methyltransferase, initially classified as DNA methyltransferase, can methylate both tRNA and mRNA promoting tRNA stability and proper protein synthesis, and orchestrating DNA damage response (DDR) and DNA stability, respectively. TRDMT1 is associated with cancer progression as its levels can be elevated and its mutations can be observed in a number of cancer types. TRDMT1 gene knockout (KO) can sensitize cancer cells of different origin to radiotherapy and chemotherapy. In the present review paper, based on literature data, the physiological and pathophysiological roles of TRDMT1 in different biological systems are described with the emphasis on human normal and cancer cells. Potential TRDMT1 substrates, inhibitors and regulatory mechanisms of catalytic activity and cellular localization are also presented and evaluated. TRDMT1 as a novel promising target in anticancer therapy is proposed and discussed.
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Affiliation(s)
- Anna Lewinska
- Institute of Biotechnology, College of Natural Sciences, University of Rzeszow, Pigonia 1, 35-310 Rzeszow, Poland.
| | - Jagoda Adamczyk-Grochala
- Institute of Biotechnology, College of Natural Sciences, University of Rzeszow, Pigonia 1, 35-310 Rzeszow, Poland
| | - Maciej Wnuk
- Institute of Biotechnology, College of Natural Sciences, University of Rzeszow, Pigonia 1, 35-310 Rzeszow, Poland.
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Chen H, Luo W, Lu X, Zhang T. Regulatory role of RNA modifications in the treatment of pancreatic ductal adenocarcinoma (PDAC). Heliyon 2023; 9:e20969. [PMID: 37928039 PMCID: PMC10623179 DOI: 10.1016/j.heliyon.2023.e20969] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Revised: 09/22/2023] [Accepted: 10/12/2023] [Indexed: 11/07/2023] Open
Abstract
Pancreatic ductal adenocarcinoma (PDAC) is an extremely life-threatening malignancy with a relatively unfavorable prognosis. The early occurrence of metastasis and local recurrence subsequent to surgery contribute to the poor survival rates of PDAC patients, thereby limiting the effectiveness of surgical intervention. Additionally, the desmoplastic and immune-suppressive tumor microenvironment of PDAC diminishes its responsiveness to conventional treatment modalities such as chemotherapy, radiotherapy, and immunotherapy. Therefore, it is imperative to identify novel therapeutic targets for PDAC treatment. Chemical modifications are prevalent in various types of RNA and exert significant influence on their structure and functions. RNA modifications, exemplified by m6A, m5C, m1A, and Ψ, have been identified as general regulators of cellular functions. The abundance of specific modifications, such as m6A, has been correlated with cell proliferation, invasion, migration, and patient prognosis in PDAC. Pre-clinical data has indicated that manipulating RNA modification regulators could enhance the efficacy of chemotherapy, radiotherapy, and immunotherapy. Therefore, targeting RNA modifications in conjunction with current adjuvant or neoadjuvant therapy holds promise. The objective of this review is to provide a comprehensive overview of RNA modifications in PDAC treatment, encompassing their behaviors, mechanisms, and potential treatment targets. Therefore, it aims to stimulate the development of novel therapeutic approaches and future clinical trials.
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Affiliation(s)
- Hao Chen
- Department of General Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Wenhao Luo
- Department of General Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
| | - Xiaoyue Lu
- Peking Union Medical College, Beijing, China
| | - Taiping Zhang
- Department of General Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
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50
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Burrows CJ, Fleming AM. Bisulfite and Nanopore Sequencing for Pseudouridine in RNA. Acc Chem Res 2023; 56:2740-2751. [PMID: 37700703 PMCID: PMC10911771 DOI: 10.1021/acs.accounts.3c00458] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/14/2023]
Abstract
Nucleophilic addition of bisulfite to pyrimidine bases has been known for a half century, and the reaction has been in use for at least a quarter of a century for identifying 5-methylcytidine in DNA. This account focuses on the chemistry of bisulfite with pseudouridine, an isomer of the RNA nucleoside uridine in which the uracil base is connected to C1' of ribose via C5 instead of N1. Pseudouridine, Ψ, is the most common nucleotide modification found in cellular RNA overall, in part due to its abundance in rRNAs and tRNAs. It has a stabilizing influence on RNA structure because N1 is now available for additional hydrogen bonding and because the heterocycle is slightly better at π stacking. The isomerization of U to Ψ in RNA strands is catalyzed by 13 different enzymes in humans and 11 in E. coli; some of these enzymes are implicated in disease states which is testament to the biological importance of pseudouridine in cells. Recently, pseudouridine came into the limelight as the key modification that, after N1 methylation, enables mRNA vaccines to be delivered efficiently into human tissue with minimal generation of a deleterious immunogenic response. Here we describe the bisulfite reaction with pseudouridine which gives rise to a chemical sequencing method to map the modified base in the epitranscriptome. Unlike the reaction with cytidine, the addition of bisulfite to Ψ leads irreversibly to form an adduct that is bypassed during cDNA synthesis by reverse transcriptases yielding a characteristic deletion signature. Although there were hints to the structure of the bisulfite adduct(s) 30 to 50 years ago, it took modern spectroscopic and computational methods to solve the mystery. Raman spectroscopy along with extensive NMR, ECD, and computational work led to the assignment of the major product as the (R) diastereomer of an oxygen adduct at C1' of a ring-opened pseudouridine. Mechanistically, this arose from a succession of conjugate addition, E2 elimination, and a [2,3] sigmatropic rearrangement, all of which are stereodefined reactions. A minor reaction with excess bisulfite led to the (S) isomer of a S-adducted SO3- group. Understanding structure and mechanism aided the design of a Ψ-specific sequencing reaction and guided attempts to improve the utility and specificity of the method. Separately, we have been investigating the use of nanopore direct RNA sequencing, a single-molecule method that directly analyzes RNA strands isolated from cells after end-ligation of adaptor sequences. By combining the electrical current and base-calling data from the nanopore with dwell-time analysis from the helicase employed to deliver RNA to the nanopore, we were able to map Ψ sites in nearly all sequence contexts. This analysis was employed to find Ψ residues in the SARS-CoV-2 vRNA, to analyze the sequence context effects of mRNA vaccine synthesis via in vitro transcription, and to evaluate the impact of stress on chemical modifications in the E. coli ribosome. Most recently, we found that bisulfite treatment of RNA leading to Ψ adducts could modulate the nanopore signal to help in mapping modifications of low occupancy.
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Affiliation(s)
- Cynthia J Burrows
- Department of Chemistry, University of Utah, 315 S. 1400 East, Salt Lake City, Utah 84112-0850, United States
| | - Aaron M Fleming
- Department of Chemistry, University of Utah, 315 S. 1400 East, Salt Lake City, Utah 84112-0850, United States
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