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Artika IM, Arianti R, Demény MÁ, Kristóf E. RNA modifications and their role in gene expression. Front Mol Biosci 2025; 12:1537861. [PMID: 40351534 PMCID: PMC12061695 DOI: 10.3389/fmolb.2025.1537861] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2024] [Accepted: 04/02/2025] [Indexed: 05/14/2025] Open
Abstract
Post-transcriptional RNA modifications have recently emerged as critical regulators of gene expression programs. Understanding normal tissue development and disease susceptibility requires knowledge of the various cellular mechanisms which control gene expression in multicellular organisms. Research into how different RNA modifications such as in N6-methyladenosine (m6A), inosine (I), 5-methylcytosine (m5C), pseudouridine (Ψ), 5-hydroxymethylcytosine (hm5C), N1-methyladenosine (m1A), N6,2'-O-dimethyladenosine (m6Am), 2'-O-methylation (Nm), N7-methylguanosine (m7G) etc. affect the expression of genes could be valuable. This review highlights the current understanding of RNA modification, methods used to study RNA modification, types of RNA modification, and molecular mechanisms underlying RNA modification. The role of RNA modification in modulating gene expression in both physiological and diseased states is discussed. The potential applications of RNA modification in therapeutic development are elucidated.
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Affiliation(s)
- I. Made Artika
- Department of Biochemistry, Faculty of Mathematics and Natural Sciences, Bogor Agricultural University, Bogor, Indonesia
| | - Rini Arianti
- Laboratory of Cell Biochemistry, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
- Universitas Muhammadiyah Bangka Belitung, Pangkalpinang, Indonesia
| | - Máté Á. Demény
- Department of Medical Chemistry, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - Endre Kristóf
- Laboratory of Cell Biochemistry, Department of Biochemistry and Molecular Biology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
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Huang H, Zhou F, Jia J, Zhang H. DTC-m6Am: A Framework for Recognizing N6,2'-O-dimethyladenosine Sites in Unbalanced Classification Patterns Based on DenseNet and Attention Mechanisms. FRONT BIOSCI-LANDMRK 2025; 30:36603. [PMID: 40302345 DOI: 10.31083/fbl36603] [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: 12/26/2024] [Revised: 03/12/2025] [Accepted: 03/25/2025] [Indexed: 05/02/2025]
Abstract
BACKGROUND m6Am is a specific RNA modification that plays an important role in regulating mRNA stability, translational efficiency, and cellular stress response. m6Am's precise identification is essential to gain insight into its functional mechanisms at transcriptional and post-transcriptional levels. Due to the limitations of experimental assays, the development of efficient computational tools to predict m6Am sites has become a major focus of research, offering potential breakthroughs in RNA epigenetics. In this study, we present a robust and reliable deep learning model, DTC-m6Am, for identifying m6Am sites across the transcriptome. METHODS Our proposed DTC-m6Am model first represents RNA sequences by One-Hot coding to capture base-based features and provide structured inputs for subsequent deep learning models. The model then combines densely connected convolutional networks (DenseNet) and temporal convolutional network (TCN). The DenseNet module leverages its dense connectivity property to effectively extract local features and enhance information flow, whereas the TCN module focuses on capturing global time series dependencies to enhance the modeling capability for long sequence features. To further optimize feature extraction, the Convolutional Block Attention Module (CBAM) is used to focus on key regions through spatial and channel attention mechanisms. Finally, a fully connected layer is used for the classification task to achieve accurate prediction of the m6Am site. For the data imbalance problem, we use the focal loss function to balance the learning effect of positive and negative samples and improve the performance of the model on imbalanced data. RESULTS The deep learning-based DTC-m6Am model performs well on all evaluation metrics, achieving 87.8%, 50.3%, 69.1%, 41.1%, and 76.5% for sensitivity (Sn), specificity (Sp), accuracy (ACC), Mathew's correlation coefficient (MCC), and area under the curve (AUC), respectively, on the independent test set. CONCLUSIONS We critically evaluated the performance of DTC-m6Am using 10-fold cross-validation and independent testing and compared it to existing methods. The MCC value of 41.1% was achieved when using the independent test, which is 19.7% higher than the current state-of-the-art prediction method, m6Aminer. The results indicate that the DTC-m6Am model has high accuracy and stability and is an effective tool for predicting m6Am sites.
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Affiliation(s)
- Hui Huang
- School of Information Engineering, Jingdezhen Ceramic University, 333403 Jingdezhen, Jiangxi, China
| | - Fenglin Zhou
- School of Information Engineering, Jingdezhen Ceramic University, 333403 Jingdezhen, Jiangxi, China
| | - Jianhua Jia
- School of Information Engineering, Jingdezhen Ceramic University, 333403 Jingdezhen, Jiangxi, China
| | - Huachun Zhang
- School of Information Engineering, Jingdezhen Ceramic University, 333403 Jingdezhen, Jiangxi, China
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Wang G, Li M, Fan B, Liang X, Wang J, Shi Y, Zheng Q, Li D, An T. Introduction of human m 6Am methyltransferase PCIF1 facilitates the biosynthesis of terpenoids in Saccharomyces cerevisiae. Microb Cell Fact 2025; 24:78. [PMID: 40176045 PMCID: PMC11963462 DOI: 10.1186/s12934-025-02701-4] [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] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2024] [Accepted: 03/20/2025] [Indexed: 04/04/2025] Open
Abstract
BACKGROUND The application of synthetic biology techniques has been recognized as an efficient alternative for the biosynthesis of high-value natural products, and various metabolic engineering strategies have been employed to develop microbial cell factories. However, exploration of more efficient metabolic pathway optimization strategies is still required to further improve the producing potential of microbial cell factories to meet the industrial requirements. RESULTS In this study, we found that the introduction of human N6,2'-O-dimethyladenosine (m6Am) methyltransferase PCIF1 into Saccharomyces cerevisiae significantly promoted the biosynthesis of squalene, increased by 2.3-fold. Transcriptome analysis revealed that PCIF1 upregulated genes associated with glycolysis and acetyl-CoA biosynthesis pathways, and also activated the cell wall integrity mitogen-activated protein kinase (MAPK) pathway to improve the cell wall stress response. Importantly, PCIF1 expression notably enhanced squalene and sesquiterpenoid longifolene production in engineered yeast strains, with 2.3-fold and 1.4-fold higher increase, respectively. CONCLUSION This study presents a PCIF1-based metabolic engineering strategy that could serve as an effective approach for the optimization of terpene biosynthesis in yeast cell factories.
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Affiliation(s)
- Guoli Wang
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China
| | - Mingkai Li
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China
| | - Bengui Fan
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China
| | - Xiqin Liang
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China
| | - Jun Wang
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China
| | - Yanbing Shi
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China
| | - Qiusheng Zheng
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China.
| | - Defang Li
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China.
| | - Tianyue An
- Featured Laboratory for Biosynthesis and Target Discovery of Active Components of Traditional Chinese Medicine, School of Traditional Chinese Medicine, Binzhou Medical University, Yantai, 264003, China.
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4
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Somala CS, Sathyapriya S, Bharathkumar N, Anand T, Mathangi DC, Saravanan KM. Therapeutic Potential of FTO Demethylase in Metabolism and Disease Pathways. Protein J 2025; 44:21-34. [PMID: 39923206 DOI: 10.1007/s10930-025-10250-3] [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] [Accepted: 01/25/2025] [Indexed: 02/10/2025]
Abstract
The crucial involvement of the Fat Mass and Obesity-associated (FTO) protein in both metabolic and non-metabolic diseases has been documented since its discovery. This enzyme, known as FTO, is a demethylase that belongs to the 2-oxoglutarate-dependent nucleic acid demethylases. Its primary function is to target N6-methyladenosine (m6A) in RNA, which is crucial in regulating RNA stability, processing, and expression. This review facilitates understanding the FTO gene variations linked to Body Mass Index (BMI) and obesity, resulting in increased vulnerability to type 2 diabetes. While prior reviews have already discussed the link between FTO and BMI and its impact on type 2 diabetes, the current review additionally examines the emerging evidence suggesting a direct influence of the FTO gene on metabolism. Additionally, the paper discusses the alternative role of FTO and emphasizes the endophenotypes in neurological circuits and the demethylase function of FTO in neurodegenerative disorders. The review further examines the impact of FTO on several physiological systems and emphasizes the need to study FTO as a potential multitarget for future research and therapies.
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Affiliation(s)
- Chaitanya Sree Somala
- Department of Mind Body Medicine and Lifestyle Sciences, Faculty of Allied Health Sciences, Sri Ramachandra Institute of Higher Education and Research, Chennai, Tamil Nadu, 600116, India
| | - Selvaraj Sathyapriya
- Sri Ramachandra Innovation Incubation Center (SRIIC) Lab, Faculty of Clinical Research, Sri Ramachandra Institute of Higher Education and Research, Chennai, Tamil Nadu, 600116, India
| | | | - Thirunavukarasou Anand
- Sri Ramachandra Innovation Incubation Center (SRIIC) Lab, Faculty of Clinical Research, Sri Ramachandra Institute of Higher Education and Research, Chennai, Tamil Nadu, 600116, India
| | - Damal Chandrasekar Mathangi
- Department of Mind Body Medicine and Lifestyle Sciences, Faculty of Allied Health Sciences, Sri Ramachandra Institute of Higher Education and Research, Chennai, Tamil Nadu, 600116, India.
| | - Konda Mani Saravanan
- B Aatral Biosciences Private Limited, Bangalore, Karnataka, 560091, India.
- Department of Biotechnology, Bharath Institute of Higher Education and Research, Chennai, Tamil Nadu, 600073, India.
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Rashid A, Azad M, Krishnan A, Gupta JC, Talwar GP. Expression, purification and characterization of a novel triple fusion protein developed for the immunotherapy of survivin positive cancers. Protein Expr Purif 2025; 226:106614. [PMID: 39396748 DOI: 10.1016/j.pep.2024.106614] [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: 04/12/2024] [Revised: 09/09/2024] [Accepted: 10/11/2024] [Indexed: 10/15/2024]
Abstract
Survivin is an inhibitor of apoptosis, and expressed in a large number of cancers. As Survivin expression is very low in normal tissues, it assumes significance as a prominent target for tumor diagnosis, prognosis and developing anti-cancer therapies. We report development of a novel triple fusion protein for a prospective vaccine against Survivin in targeted cancer immunotherapy. A gene was synthesized by combining the nucleotides encoding human origin Survivin and heat-labile enterotoxin of Escherichia coli (LTB). Further, nucleotides corresponding to single chain variable fragment (scFv) of a monoclonal having affinity for DEC205 receptor present on dendritic cells, were also incorporated into the gene sequence. This complete gene was expressed to a triple fusion recombinant protein using a bacterial expression vector under the control of robust bacteriophage T7 promoter. The recombinant DCSurvivin-LTB protein, with a size of approximately 60 kDa, was purified from the inclusion bodies using affinity based Ni-NTA columns. The purified protein was confirmed by the Western blot, and further characterized with circular dichroism, fluorescence spectroscopy and mass spectroscopy. This molecularly adjuvanted Survivin fusion protein designed to deliver to the dendritic cells for better antigen processing, elicited a stronger anti-Survivin immune response compared to Survivin protein alone. It can be an effective vaccine in active and passive immunotherapies for Survivin expressing cancer cells.
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Affiliation(s)
- Ambreen Rashid
- Talwar Research Foundation, E-8, Neb Valley, New Delhi, 110068, India; Jamia Hamdard, Hamdard Nagar, New Delhi, 110062, India.
| | - Mohammad Azad
- National Institute of Immunology, New Delhi, 110067, India.
| | | | - Jagdish C Gupta
- Talwar Research Foundation, E-8, Neb Valley, New Delhi, 110068, India.
| | - G P Talwar
- Talwar Research Foundation, E-8, Neb Valley, New Delhi, 110068, India.
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Luo W, Xu Z, Li F, Ding L, Wang R, Lin Y, Mao X, Chen X, Li Y, Lu Z, Xie H, Wang H, Zhu Z, Lu Y, Guo L, Yu X, Xia L, He HH, Li G. m6Am Methyltransferase PCIF1 Promotes LPP3 Mediated Phosphatidic Acid Metabolism and Renal Cell Carcinoma Progression. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2404033. [PMID: 39422663 PMCID: PMC11633504 DOI: 10.1002/advs.202404033] [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: 04/16/2024] [Revised: 09/29/2024] [Indexed: 10/19/2024]
Abstract
N6-methyl-2'-O-methyladenosine (m6Am), occurring adjacent to the 7-methylguanosine (m7G) cap structure and catalyzed by the newly identified writer PCIF1 (phosphorylated CTD interacting factor 1), has been implicated in the pathogenesis of various diseases. However, its involvement in renal cell carcinoma (RCC) remains unexplored. Here, significant upregulation of PCIF1 and m6Am levels in RCC tissues are identified, unveiling their oncogenic roles both in vitro and in vivo. Mechanically, employing m6Am-Exo-Seq, LPP3 (phospholipid phosphatase 3) mRNA is identified as a key downstream target whose translation is enhanced by m6Am modification. Furthermore, LPP3 is revealed as a key regulator of phosphatidic acid metabolism, critical for preventing its accumulation in mitochondria and facilitating mitochondrial fission. Consequently, Inhibition of the PCIF1/LPP3 axis significantly altered mitochondrial morphology and reduced RCC tumor progression. In addition, depletion of PCIF1 sensitizes RCC to sunitinib treatment. This study highlights the intricate interplay between m6Am modification, phosphatidic acid metabolism, and mitochondrial dynamics, offering a promising therapeutic avenue for RCC.
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Affiliation(s)
- Wenqin Luo
- Department of UrologySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhou310016China
| | - Zhehao Xu
- Department of UrologySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhou310016China
| | - Fan Li
- Department of UrologySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhou310016China
| | - Lifeng Ding
- Department of UrologySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhou310016China
| | - Ruyue Wang
- Department of UrologySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhou310016China
| | - Yudong Lin
- Department of UrologySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhou310016China
| | - Xudong Mao
- Department of UrologySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhou310016China
| | - Xianjiong Chen
- Department of UrologySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhou310016China
| | - Yang Li
- Department of UrologySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhou310016China
| | - Zeyi Lu
- Department of UrologySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhou310016China
| | - Haiyun Xie
- Department of UrologySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhou310016China
| | - Huan Wang
- Department of UrologySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhou310016China
| | - Ziwei Zhu
- Department of UrologySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhou310016China
| | - Yi Lu
- Department of UrologySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhou310016China
| | - Luying Guo
- Kidney Disease Center of First Affiliated HospitalZhejiang University School of MedicineHangzhou310000China
| | - Xiaojing Yu
- Department of RadiologySir Run Run Shaw hospitalZhejiang University School of MedicineHangzhou310016China
| | - Liqun Xia
- Department of UrologySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhou310016China
| | - Housheng Hansen He
- Princess Margaret Cancer CentreUniversity Health NetworkTorontoOntarioM5G 1L7Canada
- Department of Medical BiophysicsUniversity of TorontoTorontoOntarioM5G 1L7Canada
| | - Gonghui Li
- Department of UrologySir Run Run Shaw HospitalZhejiang University School of MedicineHangzhou310016China
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7
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Sugita A, Kano R, Ishiguro H, Yanagisawa N, Kuruma S, Wani S, Tanaka A, Tabuchi Y, Ohkuma Y, Hirose Y. Cap-Specific m 6Am Methyltransferase PCIF1/CAPAM Regulates mRNA Stability of RAB23 and CNOT6 through the m 6A Methyltransferase Activity. Cells 2024; 13:1689. [PMID: 39451207 PMCID: PMC11506431 DOI: 10.3390/cells13201689] [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: 08/27/2024] [Revised: 10/02/2024] [Accepted: 10/10/2024] [Indexed: 10/26/2024] Open
Abstract
Chemical modifications of cellular RNAs play key roles in gene expression and host defense. The cap-adjacent N6,2'-O-dimethyladenosine (m6Am) is a prevalent modification of vertebrate and viral mRNAs and is catalyzed by the newly discovered N6 methyltransferase PCIF1. However, its role in gene expression remains unclear due to conflicting reports on its effects on mRNA stability and translation. In this study, we investigated the impact of siRNA-mediated transient suppression of PCIF1 on global mRNA expression in HeLa cells. We identified a subset of differentially expressed genes (DEGs) that exhibited minimal overlap with previously reported DEGs. Subsequent validation revealed that PCIF1 positively and negatively regulates RAB23 and CNOT6 expression, respectively, at both the mRNA and protein levels. Mechanistic analyses demonstrated that PCIF1 regulates the stability of these target mRNAs rather than their transcription, and rescue experiments confirmed the requirement of PCIF1's methyltransferase activity for these regulations. Furthermore, MeRIP-qPCR analysis showed that PCIF1 suppression significantly reduced the m6A levels of RAB23 and CNOT6 mRNAs. These findings suggest that PCIF1 regulates the stability of specific mRNAs in opposite ways through m6A modification, providing new insights into the role of m6Am in the regulation of gene expression.
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Affiliation(s)
- Ai Sugita
- Department of Gene Regulation, Faculty of Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama 930-0194, Japan; (A.S.); (R.K.); (H.I.); (N.Y.); (S.K.); (S.W.); (A.T.); (Y.O.)
| | - Ryoya Kano
- Department of Gene Regulation, Faculty of Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama 930-0194, Japan; (A.S.); (R.K.); (H.I.); (N.Y.); (S.K.); (S.W.); (A.T.); (Y.O.)
| | - Hiroyasu Ishiguro
- Department of Gene Regulation, Faculty of Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama 930-0194, Japan; (A.S.); (R.K.); (H.I.); (N.Y.); (S.K.); (S.W.); (A.T.); (Y.O.)
| | - Natsuki Yanagisawa
- Department of Gene Regulation, Faculty of Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama 930-0194, Japan; (A.S.); (R.K.); (H.I.); (N.Y.); (S.K.); (S.W.); (A.T.); (Y.O.)
| | - Soichiro Kuruma
- Department of Gene Regulation, Faculty of Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama 930-0194, Japan; (A.S.); (R.K.); (H.I.); (N.Y.); (S.K.); (S.W.); (A.T.); (Y.O.)
| | - Shotaro Wani
- Department of Gene Regulation, Faculty of Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama 930-0194, Japan; (A.S.); (R.K.); (H.I.); (N.Y.); (S.K.); (S.W.); (A.T.); (Y.O.)
| | - Aki Tanaka
- Department of Gene Regulation, Faculty of Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama 930-0194, Japan; (A.S.); (R.K.); (H.I.); (N.Y.); (S.K.); (S.W.); (A.T.); (Y.O.)
| | - Yoshiaki Tabuchi
- Division of Molecular Genetics Research, Life Science Research Center, University of Toyama, 2630 Sugitani, Toyama 930-0194, Japan;
| | - Yoshiaki Ohkuma
- Department of Gene Regulation, Faculty of Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama 930-0194, Japan; (A.S.); (R.K.); (H.I.); (N.Y.); (S.K.); (S.W.); (A.T.); (Y.O.)
- Department of Biochemistry, Graduate School of Biomedical Sciences, Nagasaki University, 1-12-4 Sakamoto, Nagasaki 852-8523, Japan
| | - Yutaka Hirose
- Department of Gene Regulation, Faculty of Pharmaceutical Sciences, University of Toyama, 2630 Sugitani, Toyama 930-0194, Japan; (A.S.); (R.K.); (H.I.); (N.Y.); (S.K.); (S.W.); (A.T.); (Y.O.)
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Nabeel-Shah S, Pu S, Burke GL, Ahmed N, Braunschweig U, Farhangmehr S, Lee H, Wu M, Ni Z, Tang H, Zhong G, Marcon E, Zhang Z, Blencowe BJ, Greenblatt JF. Recruitment of the m 6A/m6Am demethylase FTO to target RNAs by the telomeric zinc finger protein ZBTB48. Genome Biol 2024; 25:246. [PMID: 39300486 PMCID: PMC11414060 DOI: 10.1186/s13059-024-03392-7] [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: 06/04/2024] [Accepted: 09/11/2024] [Indexed: 09/22/2024] Open
Abstract
BACKGROUND N6-methyladenosine (m6A), the most abundant internal modification on eukaryotic mRNA, and N6, 2'-O-dimethyladenosine (m6Am), are epitranscriptomic marks that function in multiple aspects of posttranscriptional regulation. Fat mass and obesity-associated protein (FTO) can remove both m6A and m6Am; however, little is known about how FTO achieves its substrate selectivity. RESULTS Here, we demonstrate that ZBTB48, a C2H2-zinc finger protein that functions in telomere maintenance, associates with FTO and binds both mRNA and the telomere-associated regulatory RNA TERRA to regulate the functional interactions of FTO with target transcripts. Specifically, depletion of ZBTB48 affects targeting of FTO to sites of m6A/m6Am modification, changes cellular m6A/m6Am levels and, consequently, alters decay rates of target RNAs. ZBTB48 ablation also accelerates growth of HCT-116 colorectal cancer cells and modulates FTO-dependent regulation of Metastasis-associated protein 1 (MTA1) transcripts by controlling the binding to MTA1 mRNA of the m6A reader IGF2BP2. CONCLUSIONS Our findings thus uncover a previously unknown mechanism of posttranscriptional regulation in which ZBTB48 co-ordinates RNA-binding of the m6A/m6Am demethylase FTO to control expression of its target RNAs.
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Affiliation(s)
- Syed Nabeel-Shah
- Donnelly Centre, University of Toronto, Toronto, M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, M5S 1A8, Canada
| | - Shuye Pu
- Donnelly Centre, University of Toronto, Toronto, M5S 3E1, Canada
| | - Giovanni L Burke
- Donnelly Centre, University of Toronto, Toronto, M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, M5S 1A8, Canada
| | - Nujhat Ahmed
- Donnelly Centre, University of Toronto, Toronto, M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, M5S 1A8, Canada
| | | | - Shaghayegh Farhangmehr
- Donnelly Centre, University of Toronto, Toronto, M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, M5S 1A8, Canada
| | - Hyunmin Lee
- Donnelly Centre, University of Toronto, Toronto, M5S 3E1, Canada
- Department of Computer Sciences, University of Toronto, Toronto, M5S 1A8, Canada
| | - Mingkun Wu
- Donnelly Centre, University of Toronto, Toronto, M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, M5S 1A8, Canada
| | - Zuyao Ni
- Donnelly Centre, University of Toronto, Toronto, M5S 3E1, Canada
| | - Hua Tang
- Donnelly Centre, University of Toronto, Toronto, M5S 3E1, Canada
| | - Guoqing Zhong
- Donnelly Centre, University of Toronto, Toronto, M5S 3E1, Canada
| | - Edyta Marcon
- Donnelly Centre, University of Toronto, Toronto, M5S 3E1, Canada
- Department of laboratory Medicine and Pathobiology, University of Toronto, Toronto, M5S 1A8, Canada
| | - Zhaolei Zhang
- Donnelly Centre, University of Toronto, Toronto, M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, M5S 1A8, Canada
- Department of Computer Sciences, University of Toronto, Toronto, M5S 1A8, Canada
| | - Benjamin J Blencowe
- Donnelly Centre, University of Toronto, Toronto, M5S 3E1, Canada
- Department of Molecular Genetics, University of Toronto, Toronto, M5S 1A8, Canada
| | - Jack F Greenblatt
- Donnelly Centre, University of Toronto, Toronto, M5S 3E1, Canada.
- Department of Molecular Genetics, University of Toronto, Toronto, M5S 1A8, Canada.
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9
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Zhang J, Tong L, Liu Y, Li X, Wang J, Lin R, Zhou Z, Chen Y, Chen Y, Liu Y, Chen D. The regulatory role of m 6A modification in the maintenance and differentiation of embryonic stem cells. Genes Dis 2024; 11:101199. [PMID: 38947741 PMCID: PMC11214295 DOI: 10.1016/j.gendis.2023.101199] [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: 08/24/2023] [Revised: 10/28/2023] [Accepted: 11/11/2023] [Indexed: 07/02/2024] Open
Abstract
As the most prevalent and reversible internal epigenetic modification in eukaryotic mRNAs, N 6-methyladenosine (m6A) post-transcriptionally regulates the processing and metabolism of mRNAs involved in diverse biological processes. m6A modification is regulated by m6A writers, erasers, and readers. Emerging evidence suggests that m6A modification plays essential roles in modulating the cell-fate transition of embryonic stem cells. Mechanistic investigation of embryonic stem cell maintenance and differentiation is critical for understanding early embryonic development, which is also the premise for the application of embryonic stem cells in regenerative medicine. This review highlights the current knowledge of m6A modification and its essential regulatory contribution to the cell fate transition of mouse and human embryonic stem cells.
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Affiliation(s)
- Jin Zhang
- Center for Reproductive Medicine of the Second Affiliated Hospital, Center for Regeneration and Cell Therapy of Zhejiang University-University of Edinburgh Institute (ZJU-UoE Institute), Zhejiang University School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310003, China
| | - Lingling Tong
- Center for Reproductive Medicine of the Second Affiliated Hospital, Center for Regeneration and Cell Therapy of Zhejiang University-University of Edinburgh Institute (ZJU-UoE Institute), Zhejiang University School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310003, China
| | - Yuchen Liu
- Zhejiang University-University of Edinburgh Institute (ZJU-UoE Institute), Zhejiang University School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310003, China
| | - Xiang Li
- Zhejiang University-University of Edinburgh Institute (ZJU-UoE Institute), Zhejiang University School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310003, China
| | - Jiayi Wang
- Zhejiang University-University of Edinburgh Institute (ZJU-UoE Institute), Zhejiang University School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310003, China
| | - Ruoxin Lin
- Zhejiang University-University of Edinburgh Institute (ZJU-UoE Institute), Zhejiang University School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310003, China
| | - Ziyu Zhou
- Zhejiang University-University of Edinburgh Institute (ZJU-UoE Institute), Zhejiang University School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310003, China
| | - Yunbing Chen
- Zhejiang University-University of Edinburgh Institute (ZJU-UoE Institute), Zhejiang University School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310003, China
| | - Yanxi Chen
- Zhejiang University-University of Edinburgh Institute (ZJU-UoE Institute), Zhejiang University School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310003, China
| | - Yirong Liu
- College of Materials and Chemical Engineering, Minjiang University, Fuzhou, Fujian 350108, China
| | - Di Chen
- Center for Reproductive Medicine of the Second Affiliated Hospital, Center for Regeneration and Cell Therapy of Zhejiang University-University of Edinburgh Institute (ZJU-UoE Institute), Zhejiang University School of Medicine, Zhejiang University, Hangzhou, Zhejiang 310003, China
- National Key Laboratory of Biobased Transportation Fuel Technology, Haining, Zhejiang 314400, China
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10
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Jin H, Shi Z, Zhou T, Xie S. Regulation of m6Am RNA modification and its implications in human diseases. J Mol Cell Biol 2024; 16:mjae012. [PMID: 38509021 PMCID: PMC11345611 DOI: 10.1093/jmcb/mjae012] [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: 08/11/2023] [Revised: 03/06/2024] [Accepted: 03/19/2024] [Indexed: 03/22/2024] Open
Abstract
N 6,2'-O-dimethyladenosine (m6Am) is a prevalent modification frequently found at the 5' cap-adjacent adenosine of messenger RNAs (mRNAs) and small nuclear RNAs (snRNAs) and the internal adenosine of snRNAs. This dynamic and reversible modification is under the regulation of methyltransferases phosphorylated CTD interacting factor 1 and methyltransferase-like protein 4, along with the demethylase fat mass and obesity-associated protein. m6Am RNA modification plays a crucial role in the regulation of pre-mRNA splicing, mRNA stability, and translation, thereby influencing gene expression. In recent years, there has been growing interest in exploring the functions of m6Am and its relevance to human diseases. In this review, we provide a comprehensive overview of the current knowledge concerning m6Am, with a focus on m6Am-modifying enzymes, sequencing approaches for its detection, and its impacts on pre-mRNA splicing, mRNA stability, and translation regulation. Furthermore, we highlight the roles of m6Am in the context of obesity, viral infections, and cancers, unravelling its underlying regulatory mechanisms.
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Affiliation(s)
- Hao Jin
- Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child Health, Hangzhou 310052, China
- Department of Cell Biology, Zhejiang University School of Medicine, Hangzhou 310058, China
| | - Zhouyuanjing Shi
- Department of Gastroenterology, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310020, China
| | - Tianhua Zhou
- Department of Cell Biology, Zhejiang University School of Medicine, Hangzhou 310058, China
- Department of Gastroenterology, The Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310020, China
- Center for Medical Research and Innovation in Digestive System Tumors, Ministry of Education, Hangzhou 310020, China
| | - Shanshan Xie
- Children's Hospital, Zhejiang University School of Medicine, National Clinical Research Center for Child Health, Hangzhou 310052, China
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11
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Akhtar MN, Singh A, Manjunath LE, Dey D, Kumar SD, Vasu K, Das A, Eswarappa SM. Hominini-specific regulation of the cell cycle by stop codon readthrough of FEM1B. J Cell Sci 2024; 137:jcs261921. [PMID: 39140134 PMCID: PMC11385324 DOI: 10.1242/jcs.261921] [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: 12/21/2023] [Accepted: 07/25/2024] [Indexed: 08/15/2024] Open
Abstract
FEM1B is a substrate-recognition component of the CRL2 E3 ubiquitin-protein ligase. This multi-protein complex targets specific proteins for ubiquitylation, which leads to their degradation. Here, we demonstrate the regulation of FEM1B expression by stop codon readthrough (SCR). In this process, translating ribosomes readthrough the stop codon of FEM1B to generate a C-terminally extended isoform that is highly unstable. A total of 81 nucleotides in the proximal 3'UTR of FEM1B constitute the necessary and sufficient cis-signal for SCR. Also, they encode the amino acid sequence responsible for the degradation of the SCR product. CRISPR-edited cells lacking this region, and therefore SCR of FEM1B, showed increased FEM1B expression. This in turn resulted in reduced expression of SLBP (a target of FEM1B-mediated degradation) and replication-dependent histones (target of SLBP for mRNA stability), causing cell cycle delay. Evolutionary analysis revealed that this phenomenon is specific to the genus Pan and Homo (Hominini). Overall, we show a relatively recently evolved SCR process that relieves the cell cycle from the negative regulation by FEM1B.
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Affiliation(s)
- Md Noor Akhtar
- Department of Biochemistry, Indian Institute of Science, Bengaluru 560012, India
| | - Anumeha Singh
- Department of Biochemistry, Indian Institute of Science, Bengaluru 560012, India
| | - Lekha E. Manjunath
- Department of Biochemistry, Indian Institute of Science, Bengaluru 560012, India
| | - Dhruba Dey
- Undergraduate Program, Indian Institute of Science, Bengaluru 560012, India
| | - Sangeetha Devi Kumar
- Department of Biochemistry, Indian Institute of Science, Bengaluru 560012, India
| | - Kirtana Vasu
- Department of Biochemistry, Indian Institute of Science, Bengaluru 560012, India
| | - Arpan Das
- Undergraduate Program, Indian Institute of Science, Bengaluru 560012, India
| | - Sandeep M. Eswarappa
- Department of Biochemistry, Indian Institute of Science, Bengaluru 560012, India
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12
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Nakamura M. Lipotoxicity as a therapeutic target in obesity and diabetic cardiomyopathy. JOURNAL OF PHARMACY & PHARMACEUTICAL SCIENCES : A PUBLICATION OF THE CANADIAN SOCIETY FOR PHARMACEUTICAL SCIENCES, SOCIETE CANADIENNE DES SCIENCES PHARMACEUTIQUES 2024; 27:12568. [PMID: 38706718 PMCID: PMC11066298 DOI: 10.3389/jpps.2024.12568] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/14/2023] [Accepted: 04/09/2024] [Indexed: 05/07/2024]
Abstract
Unhealthy sources of fats, ultra-processed foods with added sugars, and a sedentary lifestyle make humans more susceptible to developing overweight and obesity. While lipids constitute an integral component of the organism, excessive and abnormal lipid accumulation that exceeds the storage capacity of lipid droplets disrupts the intracellular composition of fatty acids and results in the release of deleterious lipid species, thereby giving rise to a pathological state termed lipotoxicity. This condition induces endoplasmic reticulum stress, mitochondrial dysfunction, inflammatory responses, and cell death. Recent advances in omics technologies and analytical methodologies and clinical research have provided novel insights into the mechanisms of lipotoxicity, including gut dysbiosis, epigenetic and epitranscriptomic modifications, dysfunction of lipid droplets, post-translational modifications, and altered membrane lipid composition. In this review, we discuss the recent knowledge on the mechanisms underlying the development of lipotoxicity and lipotoxic cardiometabolic disease in obesity, with a particular focus on lipotoxic and diabetic cardiomyopathy.
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Affiliation(s)
- Michinari Nakamura
- Department of Cell Biology and Molecular Medicine, Rutgers New Jersey Medical School, Rutgers Biomedical and Health Sciences, Newark, United States
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13
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Lin S, Kuang M. RNA modification-mediated mRNA translation regulation in liver cancer: mechanisms and clinical perspectives. Nat Rev Gastroenterol Hepatol 2024; 21:267-281. [PMID: 38243019 DOI: 10.1038/s41575-023-00884-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/27/2023] [Indexed: 01/21/2024]
Abstract
Malignant liver cancer is characterized by rapid tumour progression and a high mortality rate, whereas the molecular mechanisms underlying liver cancer initiation and progression are still poorly understood. The dynamic and reversible RNA modifications have crucial functions in gene expression regulation by modulating RNA processing and mRNA translation. Emerging evidence has revealed that alterations in RNA modifications facilitate the selective translation of oncogenic transcripts and promote the diverse tumorigenic processes of liver cancer. In this Review, we first highlight the current progress on the functions and mechanisms underlying RNA modifications in the regulation of mRNA translation and then summarize the exciting discoveries on aberrant RNA modification-mediated mRNA translation in the regulation of tumour initiation, metastasis, metabolism, tumour microenvironment, and drug and radiotherapy resistance in liver cancer. Finally, we discuss the diagnostic and therapeutic potentials of targeting RNA modifications and mRNA translation for the clinical management of liver cancer.
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Affiliation(s)
- Shuibin Lin
- Center for Translational Medicine, Institute of Precision Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, Guangdong Province, China.
- State Key Laboratory of Oncology in South China, Sun Yat-sen University Cancer Center, Guangzhou, China.
| | - Ming Kuang
- Department of Liver Surgery, Center of Hepato-Pancreato-Biliary Surgery, Institute of Precision Medicine, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou, Guangdong Province, China.
- Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, Guangdong Province, China.
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14
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Berggren KA, Schwartz RE, Kleiner RE, Ploss A. The impact of epitranscriptomic modifications on liver disease. Trends Endocrinol Metab 2024; 35:331-346. [PMID: 38212234 DOI: 10.1016/j.tem.2023.12.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/27/2023] [Revised: 12/15/2023] [Accepted: 12/18/2023] [Indexed: 01/13/2024]
Abstract
RNA modifications have emerged as important mechanisms of gene regulation. Developmental, metabolic, and cell cycle regulatory processes are all affected by epitranscriptomic modifications, which control gene expression in a dynamic manner. The hepatic tissue is highly metabolically active and has an impressive ability to regenerate after injury. Cell proliferation, differentiation, and metabolism, which are all essential to the liver response to injury and regeneration, are regulated via RNA modification. Two such modifications, N6-methyladenosine (m6A)and 5-methylcytosine (m5C), have been identified as prognostic disease markers and potential therapeutic targets for liver diseases. Here, we describe progress in understanding the role of RNA modifications in liver biology and disease and discuss specific areas where unexpected results could lead to improved future understanding.
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Affiliation(s)
- Keith A Berggren
- Department of Molecular Biology, Princeton University, Princeton, NJ 08544, USA
| | - Robert E Schwartz
- Division of Gastroenterology and Hepatology, Department of Medicine, Weill Cornell Medicine, New York, NY 10065, USA
| | - Ralph E Kleiner
- Department of Chemistry, Princeton University, Princeton, NJ 08544, USA
| | - Alexander Ploss
- Department of Molecular Biology, Princeton University, Princeton, NJ 08544, USA.
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15
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Warminski M, Trepkowska E, Smietanski M, Sikorski PJ, Baranowski MR, Bednarczyk M, Kedzierska H, Majewski B, Mamot A, Papiernik D, Popielec A, Serwa RA, Shimanski BA, Sklepkiewicz P, Sklucka M, Sokolowska O, Spiewla T, Toczydlowska-Socha D, Warminska Z, Wolosewicz K, Zuberek J, Mugridge JS, Nowis D, Golab J, Jemielity J, Kowalska J. Trinucleotide mRNA Cap Analogue N6-Benzylated at the Site of Posttranscriptional m6A m Mark Facilitates mRNA Purification and Confers Superior Translational Properties In Vitro and In Vivo. J Am Chem Soc 2024; 146:8149-8163. [PMID: 38442005 PMCID: PMC10979456 DOI: 10.1021/jacs.3c12629] [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: 11/10/2023] [Revised: 02/12/2024] [Accepted: 02/12/2024] [Indexed: 03/07/2024]
Abstract
Eukaryotic mRNAs undergo cotranscriptional 5'-end modification with a 7-methylguanosine cap. In higher eukaryotes, the cap carries additional methylations, such as m6Am─a common epitranscriptomic mark unique to the mRNA 5'-end. This modification is regulated by the Pcif1 methyltransferase and the FTO demethylase, but its biological function is still unknown. Here, we designed and synthesized a trinucleotide FTO-resistant N6-benzyl analogue of the m6Am-cap-m7GpppBn6AmpG (termed AvantCap) and incorporated it into mRNA using T7 polymerase. mRNAs carrying Bn6Am showed several advantages over typical capped transcripts. The Bn6Am moiety was shown to act as a reversed-phase high-performance liquid chromatography (RP-HPLC) purification handle, allowing the separation of capped and uncapped RNA species, and to produce transcripts with lower dsRNA content than reference caps. In some cultured cells, Bn6Am mRNAs provided higher protein yields than mRNAs carrying Am or m6Am, although the effect was cell-line-dependent. m7GpppBn6AmpG-capped mRNAs encoding reporter proteins administered intravenously to mice provided up to 6-fold higher protein outputs than reference mRNAs, while mRNAs encoding tumor antigens showed superior activity in therapeutic settings as anticancer vaccines. The biochemical characterization suggests several phenomena potentially underlying the biological properties of AvantCap: (i) reduced propensity for unspecific interactions, (ii) involvement in alternative translation initiation, and (iii) subtle differences in mRNA impurity profiles or a combination of these effects. AvantCapped-mRNAs bearing the Bn6Am may pave the way for more potent mRNA-based vaccines and therapeutics and serve as molecular tools to unravel the role of m6Am in mRNA.
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Affiliation(s)
- Marcin Warminski
- Division
of Biophysics, Institute of Experimental Physics, Faculty of Physics, University of Warsaw, 02-089 Warsaw, Poland
| | - Edyta Trepkowska
- Explorna
Therapeutics sp. z o.o. Zwirki i Wigury 93, 02-089 Warsaw, Poland
| | | | - Pawel J. Sikorski
- Centre
of New Technologies, University of Warsaw, 02-089 Warsaw, Poland
- Laboratory
of Epitranscriptomics, Department of Environmental Microbiology and
Biotechnology, Institute of Microbiology, Faculty of Biology, Biological
and Chemical Research Centre, University
of Warsaw, 02-089 Warsaw, Poland
| | | | - Marcelina Bednarczyk
- Centre
of New Technologies, University of Warsaw, 02-089 Warsaw, Poland
- Explorna
Therapeutics sp. z o.o. Zwirki i Wigury 93, 02-089 Warsaw, Poland
| | - Hanna Kedzierska
- Explorna
Therapeutics sp. z o.o. Zwirki i Wigury 93, 02-089 Warsaw, Poland
| | - Bartosz Majewski
- Explorna
Therapeutics sp. z o.o. Zwirki i Wigury 93, 02-089 Warsaw, Poland
| | - Adam Mamot
- Centre
of New Technologies, University of Warsaw, 02-089 Warsaw, Poland
| | - Diana Papiernik
- Explorna
Therapeutics sp. z o.o. Zwirki i Wigury 93, 02-089 Warsaw, Poland
| | - Agnieszka Popielec
- Explorna
Therapeutics sp. z o.o. Zwirki i Wigury 93, 02-089 Warsaw, Poland
| | - Remigiusz A. Serwa
- Proteomics
Core Facility, IMol Polish Academy of Sciences, 02-247 Warsaw, Poland
| | - Brittany A. Shimanski
- Department
of Chemistry & Biochemistry, University
of Delaware, Newark, Delaware 19716, United States
| | - Piotr Sklepkiewicz
- Explorna
Therapeutics sp. z o.o. Zwirki i Wigury 93, 02-089 Warsaw, Poland
| | - Marta Sklucka
- Explorna
Therapeutics sp. z o.o. Zwirki i Wigury 93, 02-089 Warsaw, Poland
| | - Olga Sokolowska
- Explorna
Therapeutics sp. z o.o. Zwirki i Wigury 93, 02-089 Warsaw, Poland
| | - Tomasz Spiewla
- Division
of Biophysics, Institute of Experimental Physics, Faculty of Physics, University of Warsaw, 02-089 Warsaw, Poland
- Explorna
Therapeutics sp. z o.o. Zwirki i Wigury 93, 02-089 Warsaw, Poland
| | | | - Zofia Warminska
- Centre
of New Technologies, University of Warsaw, 02-089 Warsaw, Poland
| | - Karol Wolosewicz
- Explorna
Therapeutics sp. z o.o. Zwirki i Wigury 93, 02-089 Warsaw, Poland
| | - Joanna Zuberek
- Division
of Biophysics, Institute of Experimental Physics, Faculty of Physics, University of Warsaw, 02-089 Warsaw, Poland
| | - Jeffrey S. Mugridge
- Department
of Chemistry & Biochemistry, University
of Delaware, Newark, Delaware 19716, United States
| | - Dominika Nowis
- Explorna
Therapeutics sp. z o.o. Zwirki i Wigury 93, 02-089 Warsaw, Poland
- Laboratory
of Experimental Medicine, Faculty of Medicine, Medical University of Warsaw, 02-097 Warsaw, Poland
| | - Jakub Golab
- Explorna
Therapeutics sp. z o.o. Zwirki i Wigury 93, 02-089 Warsaw, Poland
- Laboratory
of Experimental Medicine, Faculty of Medicine, Medical University of Warsaw, 02-097 Warsaw, Poland
| | - Jacek Jemielity
- Centre
of New Technologies, University of Warsaw, 02-089 Warsaw, Poland
- Explorna
Therapeutics sp. z o.o. Zwirki i Wigury 93, 02-089 Warsaw, Poland
| | - Joanna Kowalska
- Division
of Biophysics, Institute of Experimental Physics, Faculty of Physics, University of Warsaw, 02-089 Warsaw, Poland
- Explorna
Therapeutics sp. z o.o. Zwirki i Wigury 93, 02-089 Warsaw, Poland
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16
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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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17
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Delaunay S, Helm M, Frye M. RNA modifications in physiology and disease: towards clinical applications. Nat Rev Genet 2024; 25:104-122. [PMID: 37714958 DOI: 10.1038/s41576-023-00645-2] [Citation(s) in RCA: 106] [Impact Index Per Article: 106.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/25/2023] [Indexed: 09/17/2023]
Abstract
The ability of chemical modifications of single nucleotides to alter the electrostatic charge, hydrophobic surface and base pairing of RNA molecules is exploited for the clinical use of stable artificial RNAs such as mRNA vaccines and synthetic small RNA molecules - to increase or decrease the expression of therapeutic proteins. Furthermore, naturally occurring biochemical modifications of nucleotides regulate RNA metabolism and function to modulate crucial cellular processes. Studies showing the mechanisms by which RNA modifications regulate basic cell functions in higher organisms have led to greater understanding of how aberrant RNA modification profiles can cause disease in humans. Together, these basic science discoveries have unravelled the molecular and cellular functions of RNA modifications, have provided new prospects for therapeutic manipulation and have led to a range of innovative clinical approaches.
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Affiliation(s)
- Sylvain Delaunay
- Deutsches Krebsforschungszentrum (DKFZ), Division of Mechanisms Regulating Gene Expression, Heidelberg, Germany
| | - Mark Helm
- Institute of Pharmaceutical and Biomedical Sciences, Johannes Gutenberg-University Mainz, Mainz, Germany
| | - Michaela Frye
- Deutsches Krebsforschungszentrum (DKFZ), Division of Mechanisms Regulating Gene Expression, Heidelberg, Germany.
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18
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Benak D, Kolar F, Zhang L, Devaux Y, Hlavackova M. RNA modification m 6Am: the role in cardiac biology. Epigenetics 2023; 18:2218771. [PMID: 37331009 DOI: 10.1080/15592294.2023.2218771] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Revised: 05/19/2023] [Accepted: 05/23/2023] [Indexed: 06/20/2023] Open
Abstract
Epitranscriptomic modifications have recently emerged into the spotlight of researchers due to their vast regulatory effects on gene expression and thereby cellular physiology and pathophysiology. N6,2'-O-dimethyladenosine (m6Am) is one of the most prevalent chemical marks on RNA and is dynamically regulated by writers (PCIF1, METTL4) and erasers (FTO). The presence or absence of m6Am in RNA affects mRNA stability, regulates transcription, and modulates pre-mRNA splicing. Nevertheless, its functions in the heart are poorly known. This review summarizes the current knowledge and gaps about m6Am modification and its regulators in cardiac biology. It also points out technical challenges and lists the currently available techniques to measure m6Am. A better understanding of epitranscriptomic modifications is needed to improve our knowledge of the molecular regulations in the heart which may lead to novel cardioprotective strategies.
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Affiliation(s)
- Daniel Benak
- Laboratory of Developmental Cardiology, Institute of Physiology of the Czech Academy of Sciences, Prague, Czech Republic
- Department of Physiology, Faculty of Science, Charles University, Prague, Czech Republic
| | - Frantisek Kolar
- Laboratory of Developmental Cardiology, Institute of Physiology of the Czech Academy of Sciences, Prague, Czech Republic
| | - Lu Zhang
- Bioinformatics Platform, Luxembourg Institute of Health, Strassen, Luxembourg
| | - Yvan Devaux
- Cardiovascular Research Unit, Department of Population Health, Luxembourg Institute of Health, Strassen, Luxembourg
| | - Marketa Hlavackova
- Laboratory of Developmental Cardiology, Institute of Physiology of the Czech Academy of Sciences, Prague, Czech Republic
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19
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Jia J, Wei Z, Sun M. EMDL_m6Am: identifying N6,2'-O-dimethyladenosine sites based on stacking ensemble deep learning. BMC Bioinformatics 2023; 24:397. [PMID: 37880673 PMCID: PMC10598967 DOI: 10.1186/s12859-023-05543-2] [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: 02/20/2023] [Accepted: 10/20/2023] [Indexed: 10/27/2023] Open
Abstract
BACKGROUND N6, 2'-O-dimethyladenosine (m6Am) is an abundant RNA methylation modification on vertebrate mRNAs and is present in the transcription initiation region of mRNAs. It has recently been experimentally shown to be associated with several human disorders, including obesity genes, and stomach cancer, among others. As a result, N6,2'-O-dimethyladenosine (m6Am) site will play a crucial part in the regulation of RNA if it can be correctly identified. RESULTS This study proposes a novel deep learning-based m6Am prediction model, EMDL_m6Am, which employs one-hot encoding to expressthe feature map of the RNA sequence and recognizes m6Am sites by integrating different CNN models via stacking. Including DenseNet, Inflated Convolutional Network (DCNN) and Deep Multiscale Residual Network (MSRN), the sensitivity (Sn), specificity (Sp), accuracy (ACC), Mathews correlation coefficient (MCC) and area under the curve (AUC) of our model on the training data set reach 86.62%, 88.94%, 87.78%, 0.7590 and 0.8778, respectively, and the prediction results on the independent test set are as high as 82.25%, 79.72%, 80.98%, 0.6199, and 0.8211. CONCLUSIONS In conclusion, the experimental results demonstrated that EMDL_m6Am greatly improved the predictive performance of the m6Am sites and could provide a valuable reference for the next part of the study. The source code and experimental data are available at: https://github.com/13133989982/EMDL-m6Am .
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Affiliation(s)
- Jianhua Jia
- School of Information Engineering, Jingdezhen Ceramic University, Jingdezhen, 333403, China.
| | - Zhangying Wei
- School of Information Engineering, Jingdezhen Ceramic University, Jingdezhen, 333403, China.
| | - Mingwei Sun
- School of Information Engineering, Jingdezhen Ceramic University, Jingdezhen, 333403, China
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20
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Wu L, Tang H. The role of N6-methyladenosine modification in rodent models of neuropathic pain: from the mechanism to therapeutic potential. Biomed Pharmacother 2023; 166:115398. [PMID: 37647691 DOI: 10.1016/j.biopha.2023.115398] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2023] [Revised: 08/25/2023] [Accepted: 08/26/2023] [Indexed: 09/01/2023] Open
Abstract
Neuropathic pain (NP) is a common chronic pain condition resulted from lesions or diseases of somatosensory nervous system, but the pathogenesis remains unclear. A growing body of evidence supports the relationship between pathogenesis and N6-methyladenosine (m6A) modifications of RNA. However, studies on the role of m6A modifications in NP are still at an early stage. Elucidating different etiologies is important for understanding the specific pathogenesis of NP. This article provides a comprehensive review on the role of m6A methylation modifications including methyltransferases ("writers"), demethylases ("erasers"), and m6A binding proteins ("readers") in NP models. Further analysis of the pathogenic mechanism relationship between m6A and NP provided novel theoretical and practical significance for clinical treatment of NP.
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Affiliation(s)
- Liping Wu
- Guangxi University of Traditional Chinese Medicine, Nanning, China; The First Clinical Medical College of Guangxi University of Traditional Chinese Medicine, Nanning, China
| | - Hongliang Tang
- Guangxi Traditional Chinese Medicine University Affiliated Fangchenggang Hospital.
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21
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Li C, Xu P, Huang Y, Wang Y, Wu Y, Li H, Peng Y, Wang X, Li G, He J, Miao C. RNA methylations in depression, from pathological mechanism to therapeutic potential. Biochem Pharmacol 2023; 215:115750. [PMID: 37595670 DOI: 10.1016/j.bcp.2023.115750] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2023] [Revised: 08/13/2023] [Accepted: 08/15/2023] [Indexed: 08/20/2023]
Abstract
Depression is caused by a variety of factors such as genetic factors, biological factors, and psychosocial factors, and the pathogenesis is complex. RNA methylations and related downstream signaling pathways influence a variety of biological mechanisms, including cell differentiation, tumorigenesis, sex determination, and stress response. In this work, we searched the PubMed, Web of Science, National Library of Science and Technology (NSTL), and ScienceDirect Online (SDOL) databases to summarize the biological roles of RNA methylations and their impact on the pathological mechanisms of depression. RNA methylations play a key role in the development of many diseases, and current research shows that RNA methylations are also closely linked to depression. RNA methylations in depression mainly involve "writers" (mediating the methylation modification process of RNAs), "erasers" (mediating the demethylation modification process of RNA methylation). Fat Mass and Obesity Associated (FTO) influences the development of depression by increasing body mass index (BMI), decreases the dopamine level, inhibits the adrenoceptor beta 2 (ADRB2)-c-Myc-sirt1 pathway, results in the m6A/m6Am dysregulation in brain, and may be involved in the pathogenesis of depression. The study of RNA methylations in depression has further deepened our understanding of the pathogenesis and development process of depression, provides new perspectives for the study of the pathological mechanism of depression, and provides new targets for the prevention and treatment of this disease.
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Affiliation(s)
- Chen Li
- Department of Pharmacology, School of Integrated Chinese and Western Medicine, Anhui University of Chinese Medicine, Hefei, Anhui, China
| | - Pengfei Xu
- Department of Orthopedics, the First Affiliated Hospital, Anhui Medical University, Hefei, Anhui, China
| | - Yurong Huang
- Department of Pharmacology, School of Integrated Chinese and Western Medicine, Anhui University of Chinese Medicine, Hefei, Anhui, China
| | - Yuting Wang
- Department of Pharmacology, School of Integrated Chinese and Western Medicine, Anhui University of Chinese Medicine, Hefei, Anhui, China
| | - Yajie Wu
- Department of Pharmacology, School of Integrated Chinese and Western Medicine, Anhui University of Chinese Medicine, Hefei, Anhui, China
| | - Hui Li
- Department of Pharmacology, School of Integrated Chinese and Western Medicine, Anhui University of Chinese Medicine, Hefei, Anhui, China
| | - Yanhui Peng
- Department of Pharmacology, School of Integrated Chinese and Western Medicine, Anhui University of Chinese Medicine, Hefei, Anhui, China
| | - Xiao Wang
- Department of Clinical Nursing, Anhui University of Chinese Medicine, Hefei, Anhui, China.
| | - Guoying Li
- Department of Pharmacology, School of Integrated Chinese and Western Medicine, Anhui University of Chinese Medicine, Hefei, Anhui, China.
| | - Juan He
- Department of Gynecology, Anhui Maternal and Child Health Hospital, Hefei, Anhui, China.
| | - Chenggui Miao
- Department of Pharmacology, School of Integrated Chinese and Western Medicine, Anhui University of Chinese Medicine, Hefei, Anhui, China; Institute of Traditional Chinese Medicine for the Prevention and Treatment of Rheumatology, Anhui University of Chinese Medicine, Hefei, Anhui, China.
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22
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Chen AY, Owens MC, Liu KF. Coordination of RNA modifications in the brain and beyond. Mol Psychiatry 2023; 28:2737-2749. [PMID: 37138184 PMCID: PMC11758487 DOI: 10.1038/s41380-023-02083-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Revised: 04/12/2023] [Accepted: 04/18/2023] [Indexed: 05/05/2023]
Abstract
Gene expression regulation is a critical process throughout the body, especially in the nervous system. One mechanism by which biological systems regulate gene expression is via enzyme-mediated RNA modifications, also known as epitranscriptomic regulation. RNA modifications, which have been found on nearly all RNA species across all domains of life, are chemically diverse covalent modifications of RNA nucleotides and represent a robust and rapid mechanism for the regulation of gene expression. Although numerous studies have been conducted regarding the impact that single modifications in single RNA molecules have on gene expression, emerging evidence highlights potential crosstalk between and coordination of modifications across RNA species. These potential coordination axes of RNA modifications have emerged as a new direction in the field of epitranscriptomic research. In this review, we will highlight several examples of gene regulation via RNA modification in the nervous system, followed by a summary of the current state of the field of RNA modification coordination axes. In doing so, we aim to inspire the field to gain a deeper understanding of the roles of RNA modifications and coordination of these modifications in the nervous system.
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Affiliation(s)
- Anthony Yulin Chen
- Department of Biochemistry and Biophysics, University of Pennsylvania, Philadelphia, PA, 19104, USA
- Department of Chemistry and Biochemistry, Swarthmore College, Swarthmore, PA, 19081, USA
| | - Michael C Owens
- Department of Biochemistry and Biophysics, University of Pennsylvania, Philadelphia, PA, 19104, USA
- Graduate Group in Biochemistry and Molecular Biophysics, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Kathy Fange Liu
- Department of Biochemistry and Biophysics, University of Pennsylvania, Philadelphia, PA, 19104, USA.
- Graduate Group in Biochemistry and Molecular Biophysics, University of Pennsylvania, Philadelphia, PA, 19104, USA.
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23
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Abstract
Over the past decade, mRNA modifications have emerged as important regulators of gene expression control in cells. Fueled in large part by the development of tools for detecting RNA modifications transcriptome wide, researchers have uncovered a diverse epitranscriptome that serves as an additional layer of gene regulation beyond simple RNA sequence. Here, we review the proteins that write, read, and erase these marks, with a particular focus on the most abundant internal modification, N6-methyladenosine (m6A). We first describe the discovery of the key enzymes that deposit and remove m6A and other modifications and discuss how our understanding of these proteins has shaped our views of modification dynamics. We then review current models for the function of m6A reader proteins and how our knowledge of these proteins has evolved. Finally, we highlight important future directions for the field and discuss key questions that remain unanswered.
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Affiliation(s)
- Mathieu N Flamand
- Department of Biochemistry, Duke University School of Medicine, Durham, North Carolina, USA;
| | - Matthew Tegowski
- Department of Biochemistry, Duke University School of Medicine, Durham, North Carolina, USA;
| | - Kate D Meyer
- Department of Biochemistry, Duke University School of Medicine, Durham, North Carolina, USA;
- Department of Neurobiology, Duke University School of Medicine, Durham, North Carolina, USA
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24
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Liu Y, Yang D, Liu T, Chen J, Yu J, Yi P. N6-methyladenosine-mediated gene regulation and therapeutic implications. Trends Mol Med 2023; 29:454-467. [PMID: 37068987 DOI: 10.1016/j.molmed.2023.03.005] [Citation(s) in RCA: 64] [Impact Index Per Article: 32.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Revised: 03/11/2023] [Accepted: 03/20/2023] [Indexed: 04/19/2023]
Abstract
N6-methyladenosine (m6A) RNA methylation is the most abundant form of mRNA modification in eukaryotes and is at the front line of biological and biomedical research. This dynamic and reversible m6A RNA modification determines the fates of modified RNA molecules at the post-transcriptional level, affecting almost all important biological processes. Notably, m6A is also involved in chromatin and transcriptional regulation, while m6A dysregulation is implicated in various diseases. Here, we review current knowledge of post-transcriptional and transcriptional regulatory mechanisms involving m6A modification. We also discuss their involvement in the occurrence and development of diseases, including cancer, as well as potential theranostic targets, in hope of facilitating the translation of preclinical findings to the clinic.
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Affiliation(s)
- Yujiao Liu
- Department of Obstetrics and Gynecology, The Third Affiliated Hospital of Chongqing Medical University, Chongqing 401120, China
| | - Dan Yang
- Department of Obstetrics and Gynecology, The Third Affiliated Hospital of Chongqing Medical University, Chongqing 401120, China
| | - Tao Liu
- Department of Obstetrics and Gynecology, The Third Affiliated Hospital of Chongqing Medical University, Chongqing 401120, China
| | - Jianjun Chen
- Department of Systems Biology, Beckman Research Institute, City of Hope, Los Angeles, CA 91010, USA
| | - Jianhua Yu
- Hematologic Malignancies Research Institute, City of Hope National Medical Center, Los Angeles, CA 91010, USA; Department of Hematology and Hematopoietic Cell Transplantation, City of Hope National Medical Center, Los Angeles, CA 91010, USA.
| | - Ping Yi
- Department of Obstetrics and Gynecology, The Third Affiliated Hospital of Chongqing Medical University, Chongqing 401120, China.
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25
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Abstract
While epigenetic modifications of DNA and histones play main roles in gene transcription regulation, recently discovered post-transcriptional RNA modifications, known as epitranscriptomic modifications, have been found to have a profound impact on gene expression by regulating RNA stability, localization and decoding efficiency. Importantly, genetic variations or environmental perturbations of epitranscriptome modifiers (that is, writers, erasers and readers) are associated with obesity and metabolic diseases, such as type 2 diabetes. The epitranscriptome is closely coupled to epigenetic signalling, adding complexity to our understanding of gene expression in both health and disease. Moreover, the epitranscriptome in the parental generation can affect organismal phenotypes in the next generation. In this Review, we discuss the relationship between epitranscriptomic modifications and metabolic diseases, their relationship with the epigenome and possible therapeutic strategies.
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Affiliation(s)
- Yoshihiro Matsumura
- Division of Molecular Physiology and Metabolism, Tohoku University Graduate School of Medicine, Sendai, Japan
- Division of Metabolic Medicine, Research Center for Advanced Science and Technology, The University of Tokyo, Tokyo, Japan
| | - Fan-Yan Wei
- Department of Modomics Biology and Medicine, Institute of Development, Aging and Cancer (IDAC), Tohoku University, Sendai, Japan
| | - Juro Sakai
- Division of Molecular Physiology and Metabolism, Tohoku University Graduate School of Medicine, Sendai, Japan.
- Division of Metabolic Medicine, Research Center for Advanced Science and Technology, The University of Tokyo, Tokyo, Japan.
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26
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Abstract
N6-Methyladenosine (m6A) is one of the most abundant modifications of the epitranscriptome and is found in cellular RNAs across all kingdoms of life. Advances in detection and mapping methods have improved our understanding of the effects of m6A on mRNA fate and ribosomal RNA function, and have uncovered novel functional roles in virtually every species of RNA. In this Review, we explore the latest studies revealing roles for m6A-modified RNAs in chromatin architecture, transcriptional regulation and genome stability. We also summarize m6A functions in biological processes such as stem-cell renewal and differentiation, brain function, immunity and cancer progression.
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Affiliation(s)
- Konstantinos Boulias
- Division of Newborn Medicine, Boston Children's Hospital, Boston, MA, USA
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA
- Harvard Medical School Initiative for RNA Medicine, Boston, MA, USA
| | - Eric Lieberman Greer
- Division of Newborn Medicine, Boston Children's Hospital, Boston, MA, USA.
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA.
- Harvard Medical School Initiative for RNA Medicine, Boston, MA, USA.
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27
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Regulation of Gene Expression by m6Am RNA Modification. Int J Mol Sci 2023; 24:ijms24032277. [PMID: 36768600 PMCID: PMC9916840 DOI: 10.3390/ijms24032277] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Revised: 01/17/2023] [Accepted: 01/21/2023] [Indexed: 01/26/2023] Open
Abstract
The field of RNA modification, also referred to as "epitranscriptomics," is gaining more and more interest from the scientific community. More than 160 chemical modifications have been identified in RNA molecules, but the functional significance of most of them still needs to be clarified. In this review, we discuss the role of N6,2'-O-dimethyladenosine (m6Am) in gene expression regulation. m6Am is present in the first transcribed nucleotide close to the cap in many mRNAs and snRNAs in mammals and as internal modification in the snRNA U2. The writer and eraser proteins for these modifications have been recently identified and their deletions have been utilized to understand their contributions in gene expression regulation. While the role of U2 snRNA-m6Am in splicing regulation has been reported by different independent studies, conflicting data were found for the role of cap-associated m6Am in mRNA stability and translation. However, despite the open debate on the role of m6Am in mRNA expression, the modulation of regulators produced promising results in cancer cells. We believe that the investigation on m6Am will continue to yield relevant results in the future.
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28
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Ni WJ, Lu H, Ma NN, Hou BB, Zeng J, Zhou H, Shao W, Meng XM. RNA N 6 -methyladenosine modifications and potential targeted therapeutic strategies in kidney disease. Br J Pharmacol 2023; 180:5-24. [PMID: 36196023 DOI: 10.1111/bph.15968] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2022] [Revised: 09/13/2022] [Accepted: 09/27/2022] [Indexed: 12/14/2022] Open
Abstract
Epigenetic modifications have received increasing attention and have been shown to be extensively involved in kidney development and disease progression. Among them, the most common RNA modification, N6 -methyladenosine (m6 A), has been shown to dynamically and reversibly exert its functions in multiple ways, including splicing, export, decay and translation initiation efficiency to regulate mRNA fate. Moreover, m6 A has also been reported to exert biological effects by destabilizing base pairing to modulate various functions of RNAs. Most importantly, an increasing number of kidney diseases, such as renal cell carcinoma, acute kidney injury and chronic kidney disease, have been found to be associated with aberrant m6 A patterns. In this review, we comprehensively review the critical roles of m6 A in kidney diseases and discuss the possibilities and relevance of m6 A-targeted epigenetic therapy, with an integrated comprehensive description of the detailed alterations in specific loci that contribute to cellular processes that are associated with kidney diseases.
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Affiliation(s)
- Wei-Jian Ni
- Department of Pharmacy, Anhui Provincial Hospital, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, 230001, China.,Inflammation and Immune Mediated Diseases Laboratory of Anhui Province, Anhui Institute of Innovative Drugs, School of Pharmacy, Anhui Medical University, Hefei, Anhui, 230032, China.,Anhui Provincial Hospital, Anhui Medical University, Hefei, Anhui, 230001, China
| | - Hao Lu
- Inflammation and Immune Mediated Diseases Laboratory of Anhui Province, Anhui Institute of Innovative Drugs, School of Pharmacy, Anhui Medical University, Hefei, Anhui, 230032, China
| | - Nan-Nan Ma
- Department of Urology, The Second Affiliated Hospital of Anhui Medical University, Hefei, Anhui, 230601, China
| | - Bing-Bing Hou
- Department of Urology, The First Affiliated Hospital of Anhui Medical University, Hefei, Anhui, 230022, China
| | - Jing Zeng
- Anhui Provincial Hospital, Anhui Medical University, Hefei, Anhui, 230001, China
| | - Hong Zhou
- Department of Pharmacy, Anhui Provincial Cancer Hospital, The First Affiliated Hospital of USTC, Division of Life Sciences and Medicine, University of Science and Technology of China, Hefei, Anhui, 230031, China
| | - Wei Shao
- School of Basic Medicine, Anhui Medical University, Hefei, Anhui, 230032, China
| | - Xiao-Ming Meng
- Inflammation and Immune Mediated Diseases Laboratory of Anhui Province, Anhui Institute of Innovative Drugs, School of Pharmacy, Anhui Medical University, Hefei, Anhui, 230032, China
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29
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The Role of N 6-Methyladenosine in Inflammatory Diseases. OXIDATIVE MEDICINE AND CELLULAR LONGEVITY 2022; 2022:9744771. [PMID: 36578520 PMCID: PMC9792239 DOI: 10.1155/2022/9744771] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 11/23/2022] [Accepted: 11/23/2022] [Indexed: 12/14/2022]
Abstract
N6-Methyladenosine (m6A) is the most abundant epigenetic RNA modification in eukaryotes, regulating RNA metabolism (export, stability, translation, and decay) in cells through changes in the activity of writers, erasers, and readers and ultimately affecting human life or disease processes. Inflammation is a response to infection and injury in various diseases and has therefore attracted significant attention. Currently, extensive evidence indicates that m6A plays an essential role in inflammation. In this review, we focus on the mechanisms of m6A in inflammatory autoimmune diseases, metabolic disorder, cardio-cerebrovascular diseases, cancer, and pathogen-induced inflammation, as well as its possible role as targets for clinical diagnosis and treatment.
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30
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DLm6Am: A Deep-Learning-Based Tool for Identifying N6,2′-O-Dimethyladenosine Sites in RNA Sequences. Int J Mol Sci 2022; 23:ijms231911026. [PMID: 36232325 PMCID: PMC9570463 DOI: 10.3390/ijms231911026] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Revised: 09/10/2022] [Accepted: 09/15/2022] [Indexed: 11/25/2022] Open
Abstract
N6,2′-O-dimethyladenosine (m6Am) is a post-transcriptional modification that may be associated with regulatory roles in the control of cellular functions. Therefore, it is crucial to accurately identify transcriptome-wide m6Am sites to understand underlying m6Am-dependent mRNA regulation mechanisms and biological functions. Here, we used three sequence-based feature-encoding schemes, including one-hot, nucleotide chemical property (NCP), and nucleotide density (ND), to represent RNA sequence samples. Additionally, we proposed an ensemble deep learning framework, named DLm6Am, to identify m6Am sites. DLm6Am consists of three similar base classifiers, each of which contains a multi-head attention module, an embedding module with two parallel deep learning sub-modules, a convolutional neural network (CNN) and a Bi-directional long short-term memory (BiLSTM), and a prediction module. To demonstrate the superior performance of our model’s architecture, we compared multiple model frameworks with our method by analyzing the training data and independent testing data. Additionally, we compared our model with the existing state-of-the-art computational methods, m6AmPred and MultiRM. The accuracy (ACC) for the DLm6Am model was improved by 6.45% and 8.42% compared to that of m6AmPred and MultiRM on independent testing data, respectively, while the area under receiver operating characteristic curve (AUROC) for the DLm6Am model was increased by 4.28% and 5.75%, respectively. All the results indicate that DLm6Am achieved the best prediction performance in terms of ACC, Matthews correlation coefficient (MCC), AUROC, and the area under precision and recall curves (AUPR). To further assess the generalization performance of our proposed model, we implemented chromosome-level leave-out cross-validation, and found that the obtained AUROC values were greater than 0.83, indicating that our proposed method is robust and can accurately predict m6Am sites.
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31
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Zhang F, Liu H, Duan M, Wang G, Zhang Z, Wang Y, Qian Y, Yang Z, Jiang X. Crosstalk among m6A RNA methylation, hypoxia and metabolic reprogramming in TME: from immunosuppressive microenvironment to clinical application. J Hematol Oncol 2022; 15:84. [PMID: 35794625 PMCID: PMC9258089 DOI: 10.1186/s13045-022-01304-5] [Citation(s) in RCA: 48] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2022] [Accepted: 06/09/2022] [Indexed: 12/13/2022] Open
Abstract
The tumor microenvironment (TME), which is regulated by intrinsic oncogenic mechanisms and epigenetic modifications, has become a research hotspot in recent years. Characteristic features of TME include hypoxia, metabolic dysregulation, and immunosuppression. One of the most common RNA modifications, N6-methyladenosine (m6A) methylation, is widely involved in the regulation of physiological and pathological processes, including tumor development. Compelling evidence indicates that m6A methylation regulates transcription and protein expression through shearing, export, translation, and processing, thereby participating in the dynamic evolution of TME. Specifically, m6A methylation-mediated adaptation to hypoxia, metabolic dysregulation, and phenotypic shift of immune cells synergistically promote the formation of an immunosuppressive TME that supports tumor proliferation and metastasis. In this review, we have focused on the involvement of m6A methylation in the dynamic evolution of tumor-adaptive TME and described the detailed mechanisms linking m6A methylation to change in tumor cell biological functions. In view of the collective data, we advocate treating TME as a complete ecosystem in which components crosstalk with each other to synergistically achieve tumor adaptive changes. Finally, we describe the potential utility of m6A methylation-targeted therapies and tumor immunotherapy in clinical applications and the challenges faced, with the aim of advancing m6A methylation research.
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