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Long D, Deng Z, Zhao X, Xu Y, Li W, Mo X, Zhong Y, Li M, He A, Zhang Z, Kang Y, Mao G. m 7G-modified mt-tRF3b-LeuTAA regulates mitophagy and metabolic reprogramming via SUMOylation of SIRT3 in chondrocytes. Biomaterials 2025; 314:122903. [PMID: 39454503 DOI: 10.1016/j.biomaterials.2024.122903] [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: 12/15/2023] [Revised: 09/10/2024] [Accepted: 10/19/2024] [Indexed: 10/28/2024]
Abstract
N7-methylguanosine (m7G) modification is one of the most prevalent RNA modifications, and methyltransferase-like protein-1 (METTL1) is a key component of the m7G methyltransferase complex. METTL1-catalyzed m7G as a new RNA modification pathway that regulates RNA structure, biogenesis, and cell migration. Increasing evidence indicates that m7G modification has been implicated in the pathophysiological process of osteoarthritis (OA). However, the underlying molecular mechanisms of m7G modification remains incompletely elucidated during the progression of OA. Here we found that METTL1 and m7G levels were markedly increased in OA chondrocytes. In addition, METTL1-mediated m7G modification upregulated mt-tRF3b-LeuTAA expression to exacerbate chondrocyte degeneration. Mechanistically, mt-tRF3b-LeuTAA decreased the SUMO-specific protease 1 (SENP1) protein expression and upregulated the level of sirtuin 3 (SIRT3) SUMOylation to inhibit PTEN induced kinase 1 (PINK1)/Parkin-mediated mitochondrial mitophagy. Intra-articular injection of PMC-tRF3b-LeuTAA inhibitor (Polyamidoamine-polyethylene glycol surface-modified with Minimal self-peptides and Chondrocyte-affinity peptides, PMC) attenuated destabilization of the medial meniscus (DMM) mouse cartilage degeneration in vivo. Our study demonstrates that METTL1/m7G/mt-tRF3b-LeuTAA axis accelerate cartilage degradation by inhibiting mitophagy and promoting mitochondrial dysfunction through SIRT3 SUMOylation, and suggest that targeting METTL1 and its downstream signaling axis could be a promising therapeutic target for OA treatment.
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Affiliation(s)
- Dianbo Long
- Department of Sports Medicine, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China
| | - Zengfa Deng
- Department of Sports Medicine, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China
| | - Xiaoyi Zhao
- Department of Sports Medicine, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China; Department of Joint Surgery, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China
| | - Yiyang Xu
- Department of Orthopaedics, Fujian Provincial Hospital, Shengli Clinical Medical College, Fujian Medical University, Fuzhou, Fujian Province, 350001, China
| | - Wei Li
- Department of Sports Medicine, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China
| | - Xiaolin Mo
- Department of Sports Medicine, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China
| | - Yanlin Zhong
- Department of Sports Medicine, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China; Department of Joint Surgery, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China
| | - Ming Li
- Department of Sports Medicine, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China
| | - Aishan He
- Department of Sports Medicine, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China.
| | - Ziji Zhang
- Department of Sports Medicine, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China; Department of Joint Surgery, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China.
| | - Yan Kang
- Department of Sports Medicine, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China.
| | - Guping Mao
- Department of Sports Medicine, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, First Affiliated Hospital of Sun Yat-sen University, Guangzhou, Guangdong, 510080, China.
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Xu Q, Yang C, Wang L, Zhou J. Unveiling the role of RNA methylation in glioma: Mechanisms, prognostic biomarkers, and therapeutic targets. Cell Signal 2024; 124:111380. [PMID: 39236835 DOI: 10.1016/j.cellsig.2024.111380] [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: 07/31/2024] [Revised: 08/30/2024] [Accepted: 09/01/2024] [Indexed: 09/07/2024]
Abstract
Gliomas, the most prevalent malignant brain tumors in the central nervous system, are marked by rapid growth, high recurrence rates, and poor prognosis. Glioblastoma (GBM) stands out as the most aggressive subtype, characterized by significant heterogeneity. The etiology of gliomas remains elusive. RNA modifications, particularly reversible methylation, play a crucial role in regulating transcription and translation throughout the RNA lifecycle. Increasing evidence highlights the prevalence of RNA methylation in primary central nervous system malignancies, underscoring its pivotal role in glioma pathogenesis. This review focuses on recent findings regarding changes in RNA methylation expression and their effects on glioma development and progression, including N6-methyladenosine (m6A), 5-methylcytosine (m5C), N1-methyladenosine (m1A), and N7-methylguanosine (m7G). Given the extensive roles of RNA methylation in gliomas, the potential of RNA methylation-related regulators as prognostic markers and therapeutic targets was also explored, aiming to enhance clinical management and improve patient outcomes.
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Affiliation(s)
- Qichen Xu
- Department of Neurosurgery, Shengzhou People's Hospital (the First Affiliated Hospital of Zhejiang University Shengzhou Branch), Zhejiang, China
| | - Chunsong Yang
- Department of Neurosurgery, Shengzhou People's Hospital (the First Affiliated Hospital of Zhejiang University Shengzhou Branch), Zhejiang, China
| | - Liyun Wang
- Department of Neurosurgery, Shengzhou People's Hospital (the First Affiliated Hospital of Zhejiang University Shengzhou Branch), Zhejiang, China
| | - Jing Zhou
- Department of Neurosurgery, Shengzhou People's Hospital (the First Affiliated Hospital of Zhejiang University Shengzhou Branch), Zhejiang, China.
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Fan QX, Wang ZR, Wang JL, Wang YX, Zhang ZD, Yu LM, Jia T, Zhu XQ, Liu Q. Transcriptome-wide mapping of internal mRNA N 7-methylguanosine in sporulated and unsporulated oocysts of Eimeria tenella reveals stage-specific signatures. Parasit Vectors 2024; 17:491. [PMID: 39605027 PMCID: PMC11603632 DOI: 10.1186/s13071-024-06580-3] [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: 09/12/2024] [Accepted: 11/11/2024] [Indexed: 11/29/2024] Open
Abstract
BACKGROUND Growing evidence indicates that N7-methylguanosine (m7G) modification plays critical roles in epigenetic regulation. However, no data regarding m7G modification are currently available in Eimeria tenella, a highly virulent species causing coccidiosis in chickens. METHODS In the present study, we explore the distribution of internal messenger RNA (mRNA) m7G modification in sporulated and unsporulated oocysts of E. tenella as well as its potential biological functions during oocyst development using methylated RNA immunoprecipitation sequencing (MeRIP-seq) and mRNA sequencing (mRNA-seq), and the mRNA-seq and MeRIP-seq data were verified by the quantitative reverse transcription polymerase chain reaction (RT-qPCR) and MeRIP-qPCR, respectively. RESULTS Our data showed that m7G peaks were detected throughout the whole mRNA body, and the coding DNA sequence (CDS) region displayed the most methylation modification. Compared with unsporulated oocysts, 7799 hypermethylated peaks and 1945 hypomethylated peaks were identified in sporulated oocysts. Further combined analysis of differentially methylated genes (DMGs) and differentially expressed genes (DEGs) showed that there was a generally positive correlation between m7G modification levels and gene transcript abundance. Unsurprisingly, the mRNA-seq and MeRIP-seq data showed good consistency with the results of the RT-qPCR and MeRIP-qPCR, respectively. Gene Ontology (GO) and pathway enrichment analysis of DEGs with altered m7G-methylated peaks were involved in diverse biological functions and pathways, including DNA replication, RNA transport, spliceosome, autophagy-yeast, and cAMP signaling pathway. CONCLUSIONS Altogether, our findings revealed the potential significance of internal m7G modification in E. tenella oocysts, providing some directions and clues for later in-depth research.
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Affiliation(s)
- Qing-Xin Fan
- College of Veterinary Medicine, Shanxi Agricultural University, Taigu, 030801, Shanxi, People's Republic of China
| | - Zi-Rui Wang
- College of Veterinary Medicine, Shanxi Agricultural University, Taigu, 030801, Shanxi, People's Republic of China
| | - Jin-Long Wang
- College of Veterinary Medicine, Shanxi Agricultural University, Taigu, 030801, Shanxi, People's Republic of China
| | - Yu-Xuan Wang
- College of Veterinary Medicine, Shanxi Agricultural University, Taigu, 030801, Shanxi, People's Republic of China
| | - Ze-Dong Zhang
- College of Veterinary Medicine, Shanxi Agricultural University, Taigu, 030801, Shanxi, People's Republic of China
| | - Lin-Mei Yu
- College of Veterinary Medicine, Shanxi Agricultural University, Taigu, 030801, Shanxi, People's Republic of China
| | - Tao Jia
- College of Veterinary Medicine, Shanxi Agricultural University, Taigu, 030801, Shanxi, People's Republic of China
| | - Xing-Quan Zhu
- College of Veterinary Medicine, Shanxi Agricultural University, Taigu, 030801, Shanxi, People's Republic of China
- The Yunnan Key Laboratory of Veterinary Etiological Biology, Key Laboratory of Veterinary Public Health of Higher Education of Yunnan Province, College of Veterinary Medicine, Yunnan Agricultural University, Kunming, 650201, Yunnan, People's Republic of China
| | - Qing Liu
- College of Veterinary Medicine, Shanxi Agricultural University, Taigu, 030801, Shanxi, People's Republic of China.
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Li Z, Jiang A, Fang J, Jiang Y, He W, Yan L, Qiu S, Qin B, Zhu Q, Wang H. METTL5-mediated 18S rRNA m 6A modification promotes corticospinal tract sprouting after unilateral traumatic brain injury. Exp Neurol 2024; 383:115000. [PMID: 39406306 DOI: 10.1016/j.expneurol.2024.115000] [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: 07/15/2024] [Revised: 10/07/2024] [Accepted: 10/11/2024] [Indexed: 10/19/2024]
Abstract
The key to improving function of an impaired limb after unilateral brain injury is promotion of corticospinal tract (CST) sprouting across the midline into the denervated hemicord. Previous studies have unveiled specific genes that regulate CST sprouting. CST sprouting may also be regulated by RNA modification. We examined METTL5, the methyltransferase for 18S rRNA m6A modification, as a regulator of CST sprouting in mice. Overexpression of METTL5 in contralesional corticospinal neurons promoted CST sprouting after unilateral traumatic brain injury. Mechanically, METTL5-mediated 18S rRNA m6A modification promoted the translation efficiency (TE) of various genes. Notably, the upregulation of TE in the gene Cfl1, which encodes cofilin, led to an increase in its expression. Additionally, the upregulation of TE in the gene Inpp5k led to the activation of cofilin. Active cofilin stimulates actin polymerization and facilitates protrusion and bundling of microtubules, thus promoting axon outgrowth. These findings offer valuable insights for developing novel strategies to promote CST sprouting.
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Affiliation(s)
- Zhenpeng Li
- Department of Microsurgery, Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, Guangzhou 510080, China
| | - An Jiang
- Department of Microsurgery, Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, Guangzhou 510080, China
| | - Jintao Fang
- Department of Microsurgery, Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, Guangzhou 510080, China
| | - Yifei Jiang
- Department of Microsurgery, Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, Guangzhou 510080, China
| | - Wenting He
- Department of Microsurgery, Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, Guangzhou 510080, China
| | - Liwei Yan
- Department of Microsurgery, Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, Guangzhou 510080, China
| | - Shuai Qiu
- Department of Orthopedics, The Eighth Affiliated Hospital, Sun Yat-sen University, Shenzhen 518033, China
| | - Bengang Qin
- Department of Microsurgery, Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, Guangzhou 510080, China
| | - Qingtang Zhu
- Department of Microsurgery, Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, Guangzhou 510080, China
| | - Honggang Wang
- Department of Microsurgery, Orthopedic Trauma and Hand Surgery, The First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China; Guangdong Provincial Key Laboratory of Orthopedics and Traumatology, Guangzhou 510080, China.
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Lin W, Wu X, Ou G. Causal association of circulating inflammatory proteins on neurodegenerative diseases: Insights from a mendelian randomization study. J Cell Mol Med 2024; 28:e70176. [PMID: 39470585 PMCID: PMC11520441 DOI: 10.1111/jcmm.70176] [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: 03/07/2024] [Revised: 09/18/2024] [Accepted: 10/17/2024] [Indexed: 10/30/2024] Open
Abstract
Neuroinflammation is increasingly recognized as a pivotal factor in the development and progression of neurodegenerative disorders. While correlations between inflammatory cytokines and these diseases are documented, the definitive causal dynamics remain to be elucidated. We explored the causal association between 91 circulating inflammatory cytokines and Alzheimer's disease (AD), amyotrophic lateral sclerosis (ALS), multiple sclerosis (MS) and Parkinson's disease (PD) through Mendelian randomization analysis. Leveraging genetic variants from the most comprehensive genome-wide association studies (GWAS) available for these cytokines, AD, ALS, MS and PD, we sought to uncover the causality. Our study validated a causal influence of genetically determined cytokine levels on the susceptibility to AD, with notable cytokines including C-X-C motif chemokine 1 (OR = 0.9993, p = 0.0424), Interleukin-18 (OR = 0.9994, p = 0.0186), Leukaemia inhibitory factor receptor (OR = 0.9993, p = 0.0122) and Monocyte chemoattractant protein-1 (OR = 0.9992, p = 0.0026) in risk attenuation. Additionally, a positive causal relationship was identified between two cytokines-C-C motif chemokine 19 (OR = 1.0005, p = 0.0478) and Fms-related tyrosine kinase 3 ligand (OR = 1.0005, p = 0.0210)-and AD incidence. Conversely, transforming growth factor-alpha (OR = 0.8630, p = 0.0298), CD40L receptor (OR = 0.7737, p = 1.1265E-09) and Interleukin-12 subunit beta (OR = 0.8987, p = 0.0333) showed inverse associations with ALS, MS and PD, respectively. The consistency observed in various MR analyses, alongside sensitivity analysis, underscored the absence of horizontal pleiotropy, thus supporting our causal findings. This study reveals, for the first time, a genetically anchored causal nexus between levels of circulating inflammatory cytokines and the risk of neurodegenerative diseases.
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Affiliation(s)
- Wenwen Lin
- Department of Pathology, Shenzhen HospitalSouthern Medical UniversityShenzhenGuangdongP. R. China
| | - Xuewei Wu
- National Clinical Research Center for Infectious Disease, The Third People's Hospital of ShenzhenSecond Hospital Affiliated to Southern University of Science and TechnologyShenzhenGuangdongP. R. China
| | - Guanyong Ou
- National Clinical Research Center for Infectious Disease, The Third People's Hospital of ShenzhenSecond Hospital Affiliated to Southern University of Science and TechnologyShenzhenGuangdongP. R. China
- School of MedicineSouthern University of Science and TechnologyShenzhenGuangdongP. R. China
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Kaneko S, Miyoshi K, Tomuro K, Terauchi M, Tanaka R, Kondo S, Tani N, Ishiguro KI, Toyoda A, Kamikouchi A, Noguchi H, Iwasaki S, Saito K. Mettl1-dependent m 7G tRNA modification is essential for maintaining spermatogenesis and fertility in Drosophila melanogaster. Nat Commun 2024; 15:8147. [PMID: 39317727 PMCID: PMC11422498 DOI: 10.1038/s41467-024-52389-0] [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: 09/01/2023] [Accepted: 09/03/2024] [Indexed: 09/26/2024] Open
Abstract
Modification of guanosine to N7-methylguanosine (m7G) in the variable loop region of tRNA is catalyzed by the METTL1/WDR4 heterodimer and stabilizes target tRNA. Here, we reveal essential functions of Mettl1 in Drosophila fertility. Knockout of Mettl1 (Mettl1-KO) causes no major effect on the development of non-gonadal tissues, but abolishes the production of elongated spermatids and mature sperm, which is fully rescued by expression of a Mettl1-transgene, but not a catalytic-dead Mettl1 transgene. This demonstrates that Mettl1-dependent m7G is required for spermatogenesis. Mettl1-KO results in a loss of m7G modification on a subset of tRNAs and decreased tRNA abundance. Ribosome profiling shows that Mettl1-KO led to ribosomes stalling at codons decoded by tRNAs that were reduced in abundance. Mettl1-KO also significantly reduces the translation efficiency of genes involved in elongated spermatid formation and sperm stability. Germ cell-specific expression of Mettl1 rescues disrupted m7G tRNA modification and tRNA abundance in Mettl1-KO testes but not in non-gonadal tissues. Ribosome stalling is much less detectable in non-gonadal tissues than in Mettl1-KO testes. These findings reveal a developmental role for m7G tRNA modification and indicate that m7G modification-dependent tRNA abundance differs among tissues.
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Affiliation(s)
- Shunya Kaneko
- Department of Chromosome Science, National Institute of Genetics, Research Organization of Information and Systems (ROIS), Shizuoka, Japan
- Graduate Institute for Advanced Studies, SOKENDAI, Shizuoka, Japan
| | - Keita Miyoshi
- Department of Chromosome Science, National Institute of Genetics, Research Organization of Information and Systems (ROIS), Shizuoka, Japan
- Graduate Institute for Advanced Studies, SOKENDAI, Shizuoka, Japan
| | - Kotaro Tomuro
- RNA Systems Biochemistry Laboratory, RIKEN Cluster for Pioneering Research, Saitama, Japan
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Chiba, Japan
| | - Makoto Terauchi
- Center for Genome Informatics, Joint Support-Center for Data Science Research, Research Organization of Information and Systems (ROIS), Shizuoka, Japan
| | - Ryoya Tanaka
- Graduate School of Science, Nagoya University, Nagoya, Aichi, Japan
- Institute for Advanced Research, Nagoya University, Nagoya, Aichi, Japan
| | - Shu Kondo
- Department of Biological Science and Technology, Tokyo University of Science, Tokyo, Japan
| | - Naoki Tani
- Liaison Laboratory Research Promotion Center, Institute of Molecular Embryology and Genetics (IMEG), Kumamoto University, Kumamoto, Japan
| | - Kei-Ichiro Ishiguro
- Department of Chromosome Biology, Institute of Molecular Embryology and Genetics (IMEG), Kumamoto University, Kumamoto, Japan
| | - Atsushi Toyoda
- Department of Genomics and Evolutionary Biology, National Institute of Genetics, Research Organization of Information and Systems (ROIS), Shizuoka, Japan
| | - Azusa Kamikouchi
- Graduate School of Science, Nagoya University, Nagoya, Aichi, Japan
- Institute for Advanced Research, Nagoya University, Nagoya, Aichi, Japan
- Institute of Transformative Bio-Molecules (WPI-ITbM), Nagoya University, Nagoya, Aichi, Japan
| | - Hideki Noguchi
- Center for Genome Informatics, Joint Support-Center for Data Science Research, Research Organization of Information and Systems (ROIS), Shizuoka, Japan
| | - Shintaro Iwasaki
- RNA Systems Biochemistry Laboratory, RIKEN Cluster for Pioneering Research, Saitama, Japan
- Department of Computational Biology and Medical Sciences, Graduate School of Frontier Sciences, The University of Tokyo, Chiba, Japan
| | - Kuniaki Saito
- Department of Chromosome Science, National Institute of Genetics, Research Organization of Information and Systems (ROIS), Shizuoka, Japan.
- Graduate Institute for Advanced Studies, SOKENDAI, Shizuoka, Japan.
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Zhang Y, Xu W, Peng C, Ren S, Mustafe Hidig S, Zhang C. Exploring the role of m7G modification in Cancer: Mechanisms, regulatory proteins, and biomarker potential. Cell Signal 2024; 121:111288. [PMID: 38971569 DOI: 10.1016/j.cellsig.2024.111288] [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: 06/02/2024] [Revised: 06/24/2024] [Accepted: 07/03/2024] [Indexed: 07/08/2024]
Abstract
The dysregulation of N(7)-methylguanosine (m7G) modification is increasingly recognized as a key factor in the pathogenesis of cancers. Aberrant expression of these regulatory proteins in various cancers, including lung, liver, and bladder cancers, suggests a universal role in tumorigenesis. Studies have established a strong correlation between the expression levels of m7G regulatory proteins, such as Methyltransferase like 1 (METTL1) and WD repeat domain 4 (WDR4), and clinical parameters including tumor stage, grade, and patient prognosis. For example, in hepatocellular carcinoma, high METTL1 expression is associated with advanced tumor stage and poor prognosis. Similarly, WDR4 overexpression in colorectal cancer correlates with increased tumor invasiveness and reduced patient survival. This correlation underscores the potential of these proteins as valuable biomarkers for cancer diagnosis and prognosis. Additionally, m7G modification regulatory proteins influence cancer progression by modulating the expression of target genes involved in critical biological processes, including cell proliferation, apoptosis, migration, and invasion. Their ability to regulate these processes highlights their significance in the intricate network of molecular interactions driving tumor development and metastasis. Given their pivotal role in cancer biology, m7G modification regulatory proteins are emerging as promising therapeutic targets. Targeting these proteins could offer a novel approach to disrupt the malignant behavior of cancer cells and enhance treatment outcomes. Furthermore, their diagnostic and prognostic value could aid in the early detection of cancer and the selection of appropriate therapeutic strategies, ultimately enhancing patient management and survival rates. This review aims to explore the mechanisms of action of RNA m7G modification regulatory proteins in tumors and their potential applications in cancer progression and treatment. By delving into the roles of these regulatory proteins, we intend to provide a theoretical foundation for the development of novel cancer treatment strategies.
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Affiliation(s)
- Yu Zhang
- Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Weihao Xu
- Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Chuanhui Peng
- Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Shenli Ren
- Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Sakarie Mustafe Hidig
- Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, Zhejiang University School of Medicine Fourth Affiliated Hospital, Yiwu, Zhejiang, China
| | - Cheng Zhang
- Division of Hepatobiliary and Pancreatic Surgery, Department of Surgery, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China.
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Chen D, Gu X, Nurzat Y, Xu L, Li X, Wu L, Jiao H, Gao P, Zhu X, Yan D, Li S, Xue C. Writers, readers, and erasers RNA modifications and drug resistance in cancer. Mol Cancer 2024; 23:178. [PMID: 39215288 PMCID: PMC11363509 DOI: 10.1186/s12943-024-02089-6] [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: 07/03/2024] [Accepted: 08/14/2024] [Indexed: 09/04/2024] Open
Abstract
Drug resistance in cancer cells significantly diminishes treatment efficacy, leading to recurrence and metastasis. A critical factor contributing to this resistance is the epigenetic alteration of gene expression via RNA modifications, such as N6-methyladenosine (m6A), N1-methyladenosine (m1A), 5-methylcytosine (m5C), 7-methylguanosine (m7G), pseudouridine (Ψ), and adenosine-to-inosine (A-to-I) editing. These modifications are pivotal in regulating RNA splicing, translation, transport, degradation, and stability. Governed by "writers," "readers," and "erasers," RNA modifications impact numerous biological processes and cancer progression, including cell proliferation, stemness, autophagy, invasion, and apoptosis. Aberrant RNA modifications can lead to drug resistance and adverse outcomes in various cancers. Thus, targeting RNA modification regulators offers a promising strategy for overcoming drug resistance and enhancing treatment efficacy. This review consolidates recent research on the role of prevalent RNA modifications in cancer drug resistance, with a focus on m6A, m1A, m5C, m7G, Ψ, and A-to-I editing. Additionally, it examines the regulatory mechanisms of RNA modifications linked to drug resistance in cancer and underscores the existing limitations in this field.
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Affiliation(s)
- Di Chen
- Department of Neurosurgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou University, No. 1 Jianshe East Road, Erqi District, Zhengzhou, 450052, Henan, China
| | - Xinyu Gu
- Department of Oncology, The First Affiliated Hospital, College of Clinical Medicine, Henan University of Science and Technology, Luoyang, 471000, Henan, China
| | - Yeltai Nurzat
- State Key Laboratory of Respiratory Disease, Department of Otolaryngology-Head and Neck Surgery, The First Affiliated Hospital, Guangzhou Medical University, Guangzhou, Guangdong, China
| | - Lixia Xu
- Department of Infectious Diseases, The First Affiliated Hospital of Zhengzhou University, Zhengzhou University, No. 1 Jianshe East Road, Erqi District, Zhengzhou, 450052, Henan, China
| | - Xueyuan Li
- Department of Neurosurgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou University, No. 1 Jianshe East Road, Erqi District, Zhengzhou, 450052, Henan, China
| | - Lixin Wu
- Department of Neurosurgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou University, No. 1 Jianshe East Road, Erqi District, Zhengzhou, 450052, Henan, China
| | - Henan Jiao
- Department of Neurosurgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou University, No. 1 Jianshe East Road, Erqi District, Zhengzhou, 450052, Henan, China
| | - Peng Gao
- Department of Neurosurgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou University, No. 1 Jianshe East Road, Erqi District, Zhengzhou, 450052, Henan, China
| | - Xuqiang Zhu
- Department of Neurosurgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou University, No. 1 Jianshe East Road, Erqi District, Zhengzhou, 450052, Henan, China.
| | - Dongming Yan
- Department of Neurosurgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou University, No. 1 Jianshe East Road, Erqi District, Zhengzhou, 450052, Henan, China.
| | - Shaohua Li
- Department of Neurology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou University, No. 1 Jianshe East Road, Erqi District, Zhengzhou, 450052, Henan, China.
| | - Chen Xue
- Department of Infectious Diseases, The First Affiliated Hospital of Zhengzhou University, Zhengzhou University, No. 1 Jianshe East Road, Erqi District, Zhengzhou, 450052, Henan, China.
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He J, Hao F, Song S, Zhang J, Zhou H, Zhang J, Li Y. METTL Family in Healthy and Disease. MOLECULAR BIOMEDICINE 2024; 5:33. [PMID: 39155349 PMCID: PMC11330956 DOI: 10.1186/s43556-024-00194-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Accepted: 07/02/2024] [Indexed: 08/20/2024] Open
Abstract
Transcription, RNA splicing, RNA translation, and post-translational protein modification are fundamental processes of gene expression. Epigenetic modifications, such as DNA methylation, RNA modifications, and protein modifications, play a crucial role in regulating gene expression. The methyltransferase-like protein (METTL) family, a constituent of the 7-β-strand (7BS) methyltransferase subfamily, is broadly distributed across the cell nucleus, cytoplasm, and mitochondria. Members of the METTL family, through their S-adenosyl methionine (SAM) binding domain, can transfer methyl groups to DNA, RNA, or proteins, thereby impacting processes such as DNA replication, transcription, and mRNA translation, to participate in the maintenance of normal function or promote disease development. This review primarily examines the involvement of the METTL family in normal cell differentiation, the maintenance of mitochondrial function, and its association with tumor formation, the nervous system, and cardiovascular diseases. Notably, the METTL family is intricately linked to cellular translation, particularly in its regulation of translation factors. Members represent important molecules in disease development processes and are associated with patient immunity and tolerance to radiotherapy and chemotherapy. Moreover, future research directions could include the development of drugs or antibodies targeting its structural domains, and utilizing nanomaterials to carry miRNA corresponding to METTL family mRNA. Additionally, the precise mechanisms underlying the interactions between the METTL family and cellular translation factors remain to be clarified.
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Affiliation(s)
- Jiejie He
- Department of Gynecologic Oncology, Affiliated Hospital of Qinghai University, Xining, 810000, Qinghai Province, China
| | - Fengchen Hao
- Department of Gynecologic Oncology, Affiliated Hospital of Qinghai University, Xining, 810000, Qinghai Province, China
| | - Shiqi Song
- Department of Gynecologic Oncology, Affiliated Hospital of Qinghai University, Xining, 810000, Qinghai Province, China
| | - Junli Zhang
- Department of Gynecologic Oncology, Affiliated Hospital of Qinghai University, Xining, 810000, Qinghai Province, China
| | - Hongyu Zhou
- Department of Radiology, Affiliated Hospital of Qinghai University, Xining, 810000, Qinghai Province, China
| | - Jun Zhang
- Department of Urology Surgery, Affiliated Hospital of Qinghai University, No. 29, Tongren Road, West of the City, Xining, 810000, Qinghai Province, China.
| | - Yan Li
- Department of Gynecologic Oncology, Affiliated Hospital of Qinghai University & Affiliated Cancer Hospital of Qinghai University, No. 29, Tongren Road, West of the City, Xining, 810000, Qinghai Province, China.
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10
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Yu S, Sun Z, Ju T, Liu Y, Mei Z, Wang C, Qu Z, Li N, Wu F, Liu K, Lu M, Huang M, Pang X, Jia Y, Li Y, Zhang Y, Dou S, Jiang J, Dong X, Huang C, Li W, zhang Y, Yuan Y, Yang B, Du W. The m7G Methyltransferase Mettl1 Drives Cardiac Hypertrophy by Regulating SRSF9-Mediated Splicing of NFATc4. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2308769. [PMID: 38810124 PMCID: PMC11304317 DOI: 10.1002/advs.202308769] [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: 11/15/2023] [Revised: 05/11/2024] [Indexed: 05/31/2024]
Abstract
Cardiac hypertrophy is a key factor driving heart failure (HF), yet its pathogenesis remains incompletely elucidated. Mettl1-catalyzed RNA N7-methylguanosine (m7G) modification has been implicated in ischemic cardiac injury and fibrosis. This study aims to elucidate the role of Mettl1 and the mechanism underlying non-ischemic cardiac hypertrophy and HF. It is found that Mettl1 is upregulated in human failing hearts and hypertrophic murine hearts following transverse aortic constriction (TAC) and Angiotensin II (Ang II) infusion. YY1 acts as a transcriptional factor for Mettl1 during cardiac hypertrophy. Mettl1 knockout alleviates cardiac hypertrophy and dysfunction upon pressure overload from TAC or Ang II stimulation. Conversely, cardiac-specific overexpression of Mettl1 results in cardiac remodeling. Mechanically, Mettl1 increases SRSF9 expression by inducing m7G modification of SRSF9 mRNA, facilitating alternative splicing and stabilization of NFATc4, thereby promoting cardiac hypertrophy. Moreover, the knockdown of SRSF9 protects against TAC- or Mettl1-induced cardiac hypertrophic phenotypes in vivo and in vitro. The study identifies Mettl1 as a crucial regulator of cardiac hypertrophy, providing a novel therapeutic target for HF.
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Affiliation(s)
- Shuting Yu
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - ZhiYong Sun
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Tiantian Ju
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Yingqi Liu
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Zhongting Mei
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Changhao Wang
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Zhezhe Qu
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Na Li
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Fan Wu
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - KuiWu Liu
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Meixi Lu
- Traditional Chinese Medicine SchoolBeijing University of Chinese MedicineBeijing100013China
| | - Min Huang
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Xiaochen Pang
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Yingqiong Jia
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Ying Li
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Yaozhi Zhang
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Shunkang Dou
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Jianhao Jiang
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Xianhui Dong
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Chuanhao Huang
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Wanhong Li
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Yi zhang
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
| | - Ye Yuan
- Department of Pharmacy (The University Key Laboratory of Drug ResearchHeilongjiang Province)The Second Affiliated Hospital of Harbin Medical UniversityHarbin150086China
| | - Baofeng Yang
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
- Northern Translational Medicine Research and Cooperation CenterHeilongjiang Academy of Medical SciencesHarbin Medical UniversityHarbin150081China
- Research Unit of Noninfectious Chronic Diseases in Frigid ZoneChinese Academy of Medical Sciences2019RU070Harbin150081China
| | - Weijie Du
- State Key Laboratory of Frigid Zone Cardiovascular Diseases (SKLFZCD)Department of Pharmacology (The State‐Province Key Laboratories of Biomedicine‐Pharmaceutics of ChinaKey Laboratory of Cardiovascular ResearchMinistry of Education)College of PharmacyHarbin Medical UniversityHarbin150081China
- Northern Translational Medicine Research and Cooperation CenterHeilongjiang Academy of Medical SciencesHarbin Medical UniversityHarbin150081China
- Research Unit of Noninfectious Chronic Diseases in Frigid ZoneChinese Academy of Medical Sciences2019RU070Harbin150081China
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11
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Lian P, Cai X, Wang C, Zhai H, Liu K, Yang X, Wu Y, Ma Z, Cao X, Xu Y. Identification and experimental validation of m7G-related molecular subtypes, immune signature, and feature genes in Alzheimer's disease. Heliyon 2024; 10:e33836. [PMID: 39027505 PMCID: PMC11255592 DOI: 10.1016/j.heliyon.2024.e33836] [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: 09/15/2023] [Revised: 06/01/2024] [Accepted: 06/27/2024] [Indexed: 07/20/2024] Open
Abstract
Background Studies has shown that N7-methylguanosine (m7G) modification plays a critical role in neurological diseases. However, the exact role and association of m7G with the immune microenvironment in Alzheimer's disease (AD) remain largely unknown and unexplored. Methods The study datasets comprised 667 AD samples and 503 control samples selected from eight datasets in the Gene Expression Omnibus database; m7G regulator genes were obtained from previous literature. The AD subtypes were identified by consensus clustering analysis according to m7G regulator genes. The clinical characteristics, immune infiltration, and biological functions of the AD subgroups were evaluated. A combination of different types of machine-learning algorithms were used for the identification of AD genes. We also assessed and validated the diagnostic performance of the identified genes via qRT-PCR, immunofluorescence, and immunohistochemical analyses. Results Two AD distinct subgroups, namely cluster A and cluster B, were identified. Cluster A had poor pathological progression and immune infiltration, representing a high-risk subgroup for AD. The differentially expressed genes of cluster A were enriched in immune and synapse-related pathways, suggesting that these genes probably contribute to AD progression by regulating immune-related pathways. Additionally, five feature genes (AEBP1, CARTPT, AK5, NPTX2, and COPG2IT1) were identified, which were used to construct a nomogram model with good ability to predict AD. The animal experiment analyses further confirmed that these feature genes were associated with AD development. Conclusion To the best of our knowledge, this is the first study to reveal close correlations among m7G RNA modification, the immune microenvironment, and the pathogenesis of AD. We also identified five feature genes associated with AD, further contributing to our understanding of the underlying mechanisms and potential therapeutic targets for AD.
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Affiliation(s)
- Piaopiao Lian
- Department of Neurology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Xing Cai
- Department of Oncology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Cailin Wang
- Department of Neurology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Heng Zhai
- Department of Neurology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Ke Liu
- Department of Neurology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Xiaoman Yang
- Department of Neurology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Yi Wu
- Department of Neurology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Zhuoran Ma
- Department of Neurology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Xuebing Cao
- Department of Neurology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
| | - Yan Xu
- Department of Neurology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China
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12
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Zhang X, Yuan L, Zhang W, Zhang Y, Wu Q, Li C, Wu M, Huang Y. Liquid-liquid phase separation in diseases. MedComm (Beijing) 2024; 5:e640. [PMID: 39006762 PMCID: PMC11245632 DOI: 10.1002/mco2.640] [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: 12/25/2023] [Revised: 05/31/2024] [Accepted: 06/03/2024] [Indexed: 07/16/2024] Open
Abstract
Liquid-liquid phase separation (LLPS), an emerging biophysical phenomenon, can sequester molecules to implement physiological and pathological functions. LLPS implements the assembly of numerous membraneless chambers, including stress granules and P-bodies, containing RNA and protein. RNA-RNA and RNA-protein interactions play a critical role in LLPS. Scaffolding proteins, through multivalent interactions and external factors, support protein-RNA interaction networks to form condensates involved in a variety of diseases, particularly neurodegenerative diseases and cancer. Modulating LLPS phenomenon in multiple pathogenic proteins for the treatment of neurodegenerative diseases and cancer could present a promising direction, though recent advances in this area are limited. Here, we summarize in detail the complexity of LLPS in constructing signaling pathways and highlight the role of LLPS in neurodegenerative diseases and cancers. We also explore RNA modifications on LLPS to alter diseases progression because these modifications can influence LLPS of certain proteins or the formation of stress granules, and discuss the possibility of proper manipulation of LLPS process to restore cellular homeostasis or develop therapeutic drugs for the eradication of diseases. This review attempts to discuss potential therapeutic opportunities by elaborating on the connection between LLPS, RNA modification, and their roles in diseases.
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Affiliation(s)
- Xinyue Zhang
- College of Life and Health Sciences Northeastern University Shenyang China
| | - Lin Yuan
- Laboratory of Research in Parkinson's Disease and Related Disorders Health Sciences Institute China Medical University Shenyang China
| | - Wanlu Zhang
- College of Life and Health Sciences Northeastern University Shenyang China
| | - Yi Zhang
- College of Life and Health Sciences Northeastern University Shenyang China
| | - Qun Wu
- Department of Pediatrics Ruijin Hospital Affiliated to Shanghai Jiaotong University School of Medicine Shanghai China
| | - Chunting Li
- College of Life and Health Sciences Northeastern University Shenyang China
| | - Min Wu
- Wenzhou Institute University of Chinese Academy of Sciences Wenzhou Zhejiang China
- The Joint Research Center Affiliated Xiangshan Hospital of Wenzhou Medical University Ningbo China
| | - Yongye Huang
- College of Life and Health Sciences Northeastern University Shenyang China
- Key Laboratory of Bioresource Research and Development of Liaoning Province College of Life and Health Sciences Northeastern University Shenyang China
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13
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Su A, Song R, Wong J. Pan-Cancer Analysis Links Altered RNA m 7G Methyltransferase Expression to Oncogenic Pathways, Immune Cell Infiltrations and Overall Survival. Cancer Rep (Hoboken) 2024; 7:e2138. [PMID: 39041608 PMCID: PMC11264101 DOI: 10.1002/cnr2.2138] [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: 03/18/2024] [Revised: 06/23/2024] [Accepted: 06/30/2024] [Indexed: 07/24/2024] Open
Abstract
BACKGROUND N7-methylguanosine (m7G) modification is one of the most prevalent RNA modifications in humans. Dysregulated m7G modifications caused by aberrant expression of m7G writers contribute to cancer progression and result in worse patient survival in several human cancers. However, studies that systematically assess the frequency and clinical relevance of aberrant m7G writer expression in a pan-cancer cohort remain to be performed. AIMS This study aims to systematically investigate the molecular alteration and clinical relevance of m7G methyltransferase in human cancers. METHODS We analysed genome, transcriptome and clinical data from the Cancer Genome Atlas Research Network spanning 33 types of human cancers for aberrant changes in genes encoding m7G writers. RESULT We demonstrate that m7G writers are dysregulated in human cancers and are associated predominantly with poorer survival. By dividing patients into those with high and low m7G scores, we show that a lower m7G score is generally associated with immune infiltration and better response to immunotherapy. CONCLUSION Our analyses indicate the genetic alterations, expression patterns and clinical relevance of m7G writers across various cancers. This study provides insights into the potential utility of m7G writer expression as a cancer biomarker and proposes the possibility of targeting m7G writers for cancer therapy.
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Affiliation(s)
- Anni Su
- Epigenetics and RNA Biology Laboratory, Charles Perkins CentreUniversity of SydneyCamperdownAustralia
- Faculty of Medicine and HealthUniversity of SydneyCamperdownAustralia
| | - Renhua Song
- Epigenetics and RNA Biology Laboratory, Charles Perkins CentreUniversity of SydneyCamperdownAustralia
- Faculty of Medicine and HealthUniversity of SydneyCamperdownAustralia
| | - Justin J.‐L. Wong
- Epigenetics and RNA Biology Laboratory, Charles Perkins CentreUniversity of SydneyCamperdownAustralia
- Faculty of Medicine and HealthUniversity of SydneyCamperdownAustralia
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14
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Liu Y, Sun X, Gou Z, Deng Z, Zhang Y, Zhao P, Sun W, Bai Y, Jing Y. Epigenetic modifications in abdominal aortic aneurysms: from basic to clinical. Front Cardiovasc Med 2024; 11:1394889. [PMID: 38895538 PMCID: PMC11183338 DOI: 10.3389/fcvm.2024.1394889] [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: 03/11/2024] [Accepted: 05/21/2024] [Indexed: 06/21/2024] Open
Abstract
Abdominal Aortic Aneurysm (AAA) is a disease characterized by localized dilation of the abdominal aorta, involving multiple factors in its occurrence and development, ultimately leading to vessel rupture and severe bleeding. AAA has a high mortality rate, and there is a lack of targeted therapeutic drugs. Epigenetic regulation plays a crucial role in AAA, and the treatment of AAA in the epigenetic field may involve a series of related genes and pathways. Abnormal expression of these genes may be a key factor in the occurrence of the disease and could potentially serve as promising therapeutic targets. Understanding the epigenetic regulation of AAA is of significant importance in revealing the mechanisms underlying the disease and identifying new therapeutic targets. This knowledge can contribute to offering AAA patients better clinical treatment options beyond surgery. This review systematically explores various aspects of epigenetic regulation in AAA, including DNA methylation, histone modification, non-coding RNA, and RNA modification. The analysis of the roles of these regulatory mechanisms, along with the identification of relevant genes and pathways associated with AAA, is discussed comprehensively. Additionally, a comprehensive discussion is provided on existing treatment strategies and prospects for epigenetics-based treatments, offering insights for future clinical interventions.
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Affiliation(s)
- YuChen Liu
- Department of Clinical Pharmacology, School of Pharmacy, China Medical University, Shenyang, Liaoning, China
| | - XiaoYun Sun
- Department of Clinical Pharmacology, School of Pharmacy, China Medical University, Shenyang, Liaoning, China
| | - Zhen Gou
- Department of Clinical Pharmacology, School of Pharmacy, China Medical University, Shenyang, Liaoning, China
| | - ZhenKun Deng
- Department of Clinical Pharmacology, School of Pharmacy, China Medical University, Shenyang, Liaoning, China
| | - YunRui Zhang
- Department of Clinical Pharmacology, School of Pharmacy, China Medical University, Shenyang, Liaoning, China
| | - PingPing Zhao
- Department of Clinical Pharmacology, School of Pharmacy, China Medical University, Shenyang, Liaoning, China
| | - Wei Sun
- Department of Clinical Pharmacology, School of Pharmacy, China Medical University, Shenyang, Liaoning, China
| | - Yang Bai
- Department of Clinical Pharmacology, School of Pharmacy, China Medical University, Shenyang, Liaoning, China
| | - YuChen Jing
- Department of Vascular Surgery, The First Affiliated Hospital of China Medical University, Shenyang, China
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Jin J, Liu XM, Shao W, Meng XM. Nucleic acid and protein methylation modification in renal diseases. Acta Pharmacol Sin 2024; 45:661-673. [PMID: 38102221 PMCID: PMC10943093 DOI: 10.1038/s41401-023-01203-6] [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: 06/27/2023] [Accepted: 11/18/2023] [Indexed: 12/17/2023] Open
Abstract
Although great efforts have been made to elucidate the pathological mechanisms of renal diseases and potential prevention and treatment targets that would allow us to retard kidney disease progression, we still lack specific and effective management methods. Epigenetic mechanisms are able to alter gene expression without requiring DNA mutations. Accumulating evidence suggests the critical roles of epigenetic events and processes in a variety of renal diseases, involving functionally relevant alterations in DNA methylation, histone methylation, RNA methylation, and expression of various non-coding RNAs. In this review, we highlight recent advances in the impact of methylation events (especially RNA m6A methylation, DNA methylation, and histone methylation) on renal disease progression, and their impact on treatments of renal diseases. We believe that a better understanding of methylation modification changes in kidneys may contribute to the development of novel strategies for the prevention and management of renal diseases.
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Affiliation(s)
- Juan Jin
- School of Basic Medicine, Anhui Medical University, Hefei, 230032, China
- Research Center for Translational Medicine, the Second Affiliated Hospital of Anhui Medical University, Hefei, 230601, China
| | - Xue-Mei Liu
- School of Basic Medicine, Anhui Medical University, Hefei, 230032, China
| | - Wei Shao
- School of Basic Medicine, Anhui Medical University, Hefei, 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, The Key Laboratory of Anti-Inflammatory of Immune Medicines, Ministry of Education, Hefei, 230032, China.
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16
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Su K, Vázquez O. Enlightening epigenetics: optochemical tools illuminate the path. Trends Biochem Sci 2024; 49:290-304. [PMID: 38350805 DOI: 10.1016/j.tibs.2024.01.003] [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: 12/20/2023] [Accepted: 01/10/2024] [Indexed: 02/15/2024]
Abstract
Optochemical tools have become potent instruments for understanding biological processes at the molecular level, and the past decade has witnessed their use in epigenetics and epitranscriptomics (also known as RNA epigenetics) for deciphering gene expression regulation. By using photoresponsive molecules such as photoswitches and photocages, researchers can achieve precise control over when and where specific events occur. Therefore, these are invaluable for studying both histone and nucleotide modifications and exploring disease-related mechanisms. We systematically report and assess current examples in the field, and identify open challenges and future directions. These outstanding proof-of-concept investigations will inspire other chemical biologists to participate in these emerging fields given the potential of photochromic molecules in research and biomedicine.
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Affiliation(s)
- Kaijun Su
- Department of Chemistry, University of Marburg, Marburg D-35043, Germany
| | - Olalla Vázquez
- Department of Chemistry, University of Marburg, Marburg D-35043, Germany; Center for Synthetic Microbiology (SYNMIKRO), University of Marburg, Marburg D-35043, Germany.
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17
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Chen Y, Xie Y, Bi L, Ci H, Li W, Liu D. A novel serum m 7G-harboring microRNA signature for cancer detection. Front Genet 2024; 15:1270302. [PMID: 38384713 PMCID: PMC10879580 DOI: 10.3389/fgene.2024.1270302] [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: 08/06/2023] [Accepted: 01/22/2024] [Indexed: 02/23/2024] Open
Abstract
Background: Emerging evidence points to the exceptional importance and value of m7G alteration in the diagnosis and prognosis of cancers. Nonetheless, a biomarker for precise screening of various cancer types has not yet been developed based on serum m7G-harboring miRNAs. Methods: A total of 20,702 serum samples, covering 12 cancer types and consisting of 7,768 cancer samples and 12,934 cancer-free samples were used in this study. A m7G target miRNA diagnostic signature (m7G-miRDS) was established through the least absolute shrinkage and selection operator (LASSO) analyses in a training dataset (n = 10,351), and validated in a validation dataset (n = 10,351). Results: The m7G-miRDS model, a 12 m7G-target-miRNAs signature, demonstrated high accuracy and was qualified for cancer detection. In the training and validation cohort, the area under the curve (AUC) reached 0.974 (95% CI 0.971-0.977) and 0.972 (95% CI 0.969-0.975), respectively. The m7G-miRDS showed superior sensitivity in each cancer type and had a satisfactory AUC in identifying bladder cancer, lung cancer and esophageal cancer. Additionally, the diagnostic performance of m7G-miRDS was not interfered by the gender, age and benign disease. Conclusion: Our results greatly extended the value of serum circulating miRNAs and m7G in cancer detection, and provided a new direction and strategy for the development of novel biomarkers with high accuracy, low cost and less invasiveness for mass cancer screening, such as ncRNA modification.
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Affiliation(s)
- Yaxin Chen
- Institute of Respiratory Health, Frontiers Science Center for Disease-related Molecular Network, Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Yufang Xie
- Institute of Respiratory Health, Frontiers Science Center for Disease-related Molecular Network, Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China
- Jiujiang First People’s Hospital, Jiujiang, Jiangxi, China
| | - Liyun Bi
- Institute of Respiratory Health, Frontiers Science Center for Disease-related Molecular Network, Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Hang Ci
- Center of Growth, Metabolism, and Aging, Key Laboratory of Bio-Resources and Eco-Environment, College of Life Sciences, Sichuan University, Chengdu, Sichuan, China
| | - Weimin Li
- Institute of Respiratory Health, Frontiers Science Center for Disease-related Molecular Network, Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China
| | - Dan Liu
- Institute of Respiratory Health, Frontiers Science Center for Disease-related Molecular Network, Department of Respiratory and Critical Care Medicine, West China Hospital, Sichuan University, Chengdu, Sichuan, China
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18
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Wang MK, Gao CC, Yang YG. Emerging Roles of RNA Methylation in Development. Acc Chem Res 2023; 56:3417-3427. [PMID: 37965760 DOI: 10.1021/acs.accounts.3c00448] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2023]
Abstract
ConspectusMore than 170 different types of chemical modifications have been identified on diverse types of RNA, collectively known as the epitranscriptome. Among them, N6-methyladenine (m6A), 5-methylcytosine (m5C), N1-methyladenine (m1A), and N7-methylguanosine (m7G) as the ubiquitous post-transcriptional modification are widely involved in regulating the metabolic processes such as RNA degradation, translation, stability, and export, mediating important physiological and pathological processes such as stress regulation, immune response, development, and tumorigenesis. Recently, the regulatory role of RNA modification during developmental processes is getting more attention. Therefore, the development of low-input even single-cell and high-resolution sequencing technologies is crucial for the exploration of the regulatory roles of RNA modifications in these important biological events of trace samples.This account focuses on the roles of RNA modifications in various developmental processes. We describe the distribution characteristics of various RNA modifications, catalytic enzymes, binding proteins, and the development of sequencing technologies. RNA modification is dynamically reversible, which can be catalyzed by methyltransferases and eliminated by demethylases. RNA m6A is the most abundant post-transcriptional modification on eukaryote mRNA, which is mainly concentrated near the stop codon, and involves in RNA metabolism regulation. RNA m5C, another most studied RNA modification, has been identified in a various of organisms and RNA species, mainly enriched in the regions downstream of translation initiation sites and broadly distributes across the whole coding sequence (CDS) in mammalian mRNAs. RNA m1A, with a lower abundance than m6A, is widely distributed in various RNA types, mainly locates in the 5' untranslated region (5'UTR) of mRNA and regulates translation. RNA m7G, one of the most common RNA modifications in eukaryotes, has been identified at cap regions and internal positions of RNAs and recently gained considerable attention.Thanks to the development of sequencing technology, m6A has been found to regulate the tumorigenic process, including tumor proliferation, invasion, and metastasis by modulating oncogenes and tumor suppressor genes, and affect oocyte maturation and embryonic development through regulating maternal and zygotic genes. m5C related proteins have been identified to participate in embryonic development, plant growth, and neural stem cell differentiation in a m5C dependent manner. m1A also has been revealed to be involved in these developmental processes. m7G dysregulation mainly involves in neurodevelopmental disorders and neurodegenerative diseases.Collectively, we summarized the gradually exhibited roles of RNA methylation during development, and discussed the possibility of RNA modifications as candidate biomarkers and potential therapeutic targets. The technological development is anticipated as the major driving force to expand our knowledge in this field.
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Affiliation(s)
- Meng-Ke Wang
- CAS Key Laboratory of Genomic and Precision Medicine, Collaborative Innovation Center of Genetics and Development, College of Future Technology, Beijing Institute of Genomics, Chinese Academy of Sciences and China National Center for Bioinformation, Beijing 100101, P. R. China
| | - Chun-Chun Gao
- CAS Key Laboratory of Genomic and Precision Medicine, Collaborative Innovation Center of Genetics and Development, College of Future Technology, Beijing Institute of Genomics, Chinese Academy of Sciences and China National Center for Bioinformation, Beijing 100101, P. R. China
| | - Yun-Gui Yang
- CAS Key Laboratory of Genomic and Precision Medicine, Collaborative Innovation Center of Genetics and Development, College of Future Technology, Beijing Institute of Genomics, Chinese Academy of Sciences and China National Center for Bioinformation, Beijing 100101, P. R. China
- Sino-Danish College, University of Chinese Academy of Sciences, Beijing 101408, P. R. China
- Institute of Stem Cell and Regeneration, Chinese Academy of Sciences, Beijing 100101, China
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19
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Janin M, Davalos V, Esteller M. Cancer metastasis under the magnifying glass of epigenetics and epitranscriptomics. Cancer Metastasis Rev 2023; 42:1071-1112. [PMID: 37369946 PMCID: PMC10713773 DOI: 10.1007/s10555-023-10120-3] [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: 05/16/2023] [Accepted: 06/15/2023] [Indexed: 06/29/2023]
Abstract
Most of the cancer-associated mortality and morbidity can be attributed to metastasis. The role of epigenetic and epitranscriptomic alterations in cancer origin and progression has been extensively demonstrated during the last years. Both regulations share similar mechanisms driven by DNA or RNA modifiers, namely writers, readers, and erasers; enzymes responsible of respectively introducing, recognizing, or removing the epigenetic or epitranscriptomic modifications. Epigenetic regulation is achieved by DNA methylation, histone modifications, non-coding RNAs, chromatin accessibility, and enhancer reprogramming. In parallel, regulation at RNA level, named epitranscriptomic, is driven by a wide diversity of chemical modifications in mostly all RNA molecules. These two-layer regulatory mechanisms are finely controlled in normal tissue, and dysregulations are associated with every hallmark of human cancer. In this review, we provide an overview of the current state of knowledge regarding epigenetic and epitranscriptomic alterations governing tumor metastasis, and compare pathways regulated at DNA or RNA levels to shed light on a possible epi-crosstalk in cancer metastasis. A deeper understanding on these mechanisms could have important clinical implications for the prevention of advanced malignancies and the management of the disseminated diseases. Additionally, as these epi-alterations can potentially be reversed by small molecules or inhibitors against epi-modifiers, novel therapeutic alternatives could be envisioned.
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Affiliation(s)
- Maxime Janin
- Cancer Epigenetics Group, Josep Carreras Leukaemia Research Institute (IJC), IJC Building, Germans Trias I Pujol, Ctra de Can Ruti, Cami de Les Escoles S/N, 08916 Badalona, Barcelona, Spain
- Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain
| | - Veronica Davalos
- Cancer Epigenetics Group, Josep Carreras Leukaemia Research Institute (IJC), IJC Building, Germans Trias I Pujol, Ctra de Can Ruti, Cami de Les Escoles S/N, 08916 Badalona, Barcelona, Spain
| | - Manel Esteller
- Cancer Epigenetics Group, Josep Carreras Leukaemia Research Institute (IJC), IJC Building, Germans Trias I Pujol, Ctra de Can Ruti, Cami de Les Escoles S/N, 08916 Badalona, Barcelona, Spain.
- Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Madrid, Spain.
- Institucio Catalana de Recerca I Estudis Avançats (ICREA), Barcelona, Catalonia, Spain.
- Physiological Sciences Department, School of Medicine and Health Sciences, University of Barcelona (UB), Barcelona, Catalonia, Spain.
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20
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Yang L, Yuan L. Identification of novel N7-methylguanine-related gene signatures associated with ulcerative colitis and the association with biological therapy. Inflamm Res 2023; 72:2169-2180. [PMID: 37889323 DOI: 10.1007/s00011-023-01806-z] [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: 07/23/2023] [Revised: 07/23/2023] [Accepted: 10/11/2023] [Indexed: 10/28/2023] Open
Abstract
OBJECTIVE Ulcerative colitis (UC) is an inflammatory disease characterized by recurrent episodes of chronic intestinal inflammation. It is closely associated with immune dysregulation in the intestines. However, the mechanisms underlying the role of immune-related N7-methylguanosine (m7G) internal modification in UC remain unclear. METHODS We conducted a screening of differentially expressed genes (DEGs) associated with m7G and performed immune infiltration analysis. We then investigated the correlation between m7G-related DEGs and immune cells or pathways. To further explore the functional implications, we conducted functional enrichment analysis to identify gene modules that strongly correlated with hub gene expression. In addition, we constructed a miRNA regulatory network for the hub genes in UC. Furthermore, we examined the association between hub genes and disease remission in UC patients undergoing biologic therapy. RESULTS We obtained 13 m7G-related DEGs and conducted an in-depth analysis of immune infiltration. Among them, we identified five hub genes (NUDT7, NUDT12, POLR2H, QKI, and PRKCB) that showed diagnostic potential for UC. Through WGCNA and KEGG analysis, we found that gene modules strongly correlated with m7G hub gene expression were enriched in inflammation-related pathways. Furthermore, Kaplan-Meier survival analysis revealed a significant association between changes in hub gene expression levels and disease remission in UC patients undergoing biologic therapy. CONCLUSION The findings of this study demonstrate that five m7G-related DEGs, including the m7G-modified recognition protein QKI, play a key role in the occurrence and progression of UC intestinal inflammation, which is closely related to intestinal immunity. These results provide valuable insights into the mechanisms of m7G modification in UC development and offer new perspectives for exploring novel therapeutic targets for UC.
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Affiliation(s)
- Lichao Yang
- Department of General Surgery, The Second Xiangya Hospital of Central South University, Changsha, 410011, China
| | - Lianwen Yuan
- Department of General Surgery, The Second Xiangya Hospital of Central South University, Changsha, 410011, China.
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21
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Shen S, Zhang LS. The regulation of antiviral innate immunity through non-m 6A RNA modifications. Front Immunol 2023; 14:1286820. [PMID: 37915585 PMCID: PMC10616867 DOI: 10.3389/fimmu.2023.1286820] [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: 08/31/2023] [Accepted: 10/04/2023] [Indexed: 11/03/2023] Open
Abstract
The post-transcriptional RNA modifications impact the dynamic regulation of gene expression in diverse biological and physiological processes. Host RNA modifications play an indispensable role in regulating innate immune responses against virus infection in mammals. Meanwhile, the viral RNAs can be deposited with RNA modifications to interfere with the host immune responses. The N6-methyladenosine (m6A) has boosted the recent emergence of RNA epigenetics, due to its high abundance and a transcriptome-wide widespread distribution in mammalian cells, proven to impact antiviral innate immunity. However, the other types of RNA modifications are also involved in regulating antiviral responses, and the functional roles of these non-m6A RNA modifications have not been comprehensively summarized. In this Review, we conclude the regulatory roles of 2'-O-methylation (Nm), 5-methylcytidine (m5C), adenosine-inosine editing (A-to-I editing), pseudouridine (Ψ), N1-methyladenosine (m1A), N7-methylguanosine (m7G), N6,2'-O-dimethyladenosine (m6Am), and N4-acetylcytidine (ac4C) in antiviral innate immunity. We provide a systematic introduction to the biogenesis and functions of these non-m6A RNA modifications in viral RNA, host RNA, and during virus-host interactions, emphasizing the biological functions of RNA modification regulators in antiviral responses. Furthermore, we discussed the recent research progress in the development of antiviral drugs through non-m6A RNA modifications. Collectively, this Review conveys knowledge and inspiration to researchers in multiple disciplines, highlighting the challenges and future directions in RNA epitranscriptome, immunology, and virology.
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Affiliation(s)
- Shenghai Shen
- Division of Life Science, The Hong Kong University of Science and Technology (HKUST), Kowloon, Hong Kong SAR, China
| | - Li-Sheng Zhang
- Division of Life Science, The Hong Kong University of Science and Technology (HKUST), Kowloon, Hong Kong SAR, China
- Department of Chemistry, The Hong Kong University of Science and Technology (HKUST), Kowloon, Hong Kong SAR, China
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22
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Wang L, Zhou J, Kong L, Ying G, Sha J, Yi D, Zeng J, Xiong W, Wen T. Fibroblast-specific knockout of METTL1 attenuates myocardial infarction-induced cardiac fibrosis. Life Sci 2023; 329:121926. [PMID: 37437652 DOI: 10.1016/j.lfs.2023.121926] [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: 04/25/2023] [Revised: 07/07/2023] [Accepted: 07/07/2023] [Indexed: 07/14/2023]
Abstract
Cardiac fibrosis, a common pathology in inherited and acquired heart diseases, necessitates the identification of diagnostic and therapeutic targets. Methyltransferase Like 1 (METTL1), an enzyme responsible for RNA modification by methylating guanosine to form m7G, is an emerging area of research in understanding cellular processes and disease pathogenesis. Dysregulation of m7G modification has been implicated in various diseases. However, the role of METTL1 in cardiac fibrosis remains unclear. This study aimed to investigate the role of METTL1 in myocardial infarction-induced heart failure and cardiac fibrosis. Our findings demonstrate that elevated METTL1-mediated RNA m7G methylation is observed in cardiac fibrosis tissues and TGF-β1-induced cardiac fibroblast proliferation and myofibroblast transformation. Furthermore, fibroblast-specific knockout of METTL1 attenuated myocardial infarction-induced heart failure and cardiac fibrosis. Additionally, METTL1 knockout decreased m7G methylated fibrotic genes and impaired their translation efficiency. These results suggest a novel pro-fibrosis role of METTL1-mediated RNA m7G methylation, highlighting its potential as a therapeutic target in cardiac fibrosis.
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Affiliation(s)
- Liang Wang
- Department of Cardiology, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, China; Hypertension Research Institute of Jiangxi Province, Nanchang, Jiangxi 330006, China
| | - Jiamin Zhou
- Department of Cardiology, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, China; Hypertension Research Institute of Jiangxi Province, Nanchang, Jiangxi 330006, China
| | - Liming Kong
- Department of Outpatient clinic, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, China
| | - Guoqiu Ying
- Department of Cardiology, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, China; Hypertension Research Institute of Jiangxi Province, Nanchang, Jiangxi 330006, China
| | - Juan Sha
- Department of Anesthesia and Surgery, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, China
| | - Dasong Yi
- Department of Cardiology, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, China; Hypertension Research Institute of Jiangxi Province, Nanchang, Jiangxi 330006, China
| | - Junyi Zeng
- Department of Cardiology, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, China; Hypertension Research Institute of Jiangxi Province, Nanchang, Jiangxi 330006, China
| | - Wenjun Xiong
- Department of Cardiology, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, China; Hypertension Research Institute of Jiangxi Province, Nanchang, Jiangxi 330006, China
| | - Tong Wen
- Department of Cardiology, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, China; Hypertension Research Institute of Jiangxi Province, Nanchang, Jiangxi 330006, China.
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23
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Zhang X, Zhu WY, Shen SY, Shen JH, Chen XD. Biological roles of RNA m7G modification and its implications in cancer. Biol Direct 2023; 18:58. [PMID: 37710294 PMCID: PMC10500781 DOI: 10.1186/s13062-023-00414-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Accepted: 09/07/2023] [Indexed: 09/16/2023] Open
Abstract
M7G modification, known as one of the common post-transcriptional modifications of RNA, is present in many different types of RNAs. With the accurate identification of m7G modifications within RNAs, their functional roles in the regulation of gene expression and different physiological functions have been revealed. In addition, there is growing evidence that m7G modifications are crucial in the emergence of cancer. Here, we review the most recent findings regarding the detection techniques, distribution, biological functions and Regulators of m7G. We also summarize the connections between m7G modifications and cancer development, drug resistance, and tumor microenvironment as well as we discuss the research's future directions and trends.
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Affiliation(s)
- Xin Zhang
- Department of Dermatology, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, China
| | - Wen-Yan Zhu
- Department of Dermatology, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, China
| | - Shu-Yi Shen
- Department of Dermatology, the First Affiliated Hospital of Fujian Medical University, Fuzhou, China
| | - Jia-Hao Shen
- Department of Dermatology, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, China
| | - Xiao-Dong Chen
- Department of Dermatology, Affiliated Hospital of Nantong University, Medical School of Nantong University, Nantong, China.
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24
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Li X, Li Y, Li N, Shen L, Li Z. Integrative analyses reveal biological function and prognostic role of m7G methylation regulators in high-grade glioma. Aging (Albany NY) 2023; 15:8782-8799. [PMID: 37679037 PMCID: PMC10522370 DOI: 10.18632/aging.204999] [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: 10/29/2022] [Accepted: 08/20/2023] [Indexed: 09/09/2023]
Abstract
Based on 29 m7G regulators, glioma patients were categorized into three groups using data from the Chinese Glioma Genome Atlas (CGGA) and The Cancer Genome Atlas (TCGA) datasets. Distinct characteristics were observed in immune cell infiltration, functional enrichment, and clinical prognosis for every glioma subtype. Analyzing the differentially expressed genes (DEGs) confirmed the distinction among the three m7G clusters. A predictive tool for overall survival (OS) in high-grade glioma patients was developed and confirmed, consisting of 13 m7G regulators forming a prognostic signature. Elevated m7G levels were found to be associated with increased tumor mutation burden and immune activation, indicating a tumor microenvironment characterized by inflammation and a lower overall survival rate. In contrast, reduced m7G scores were linked to a deficiency in immune infiltration, a low burden of mutations, and a non-inflamed phenotype, suggesting a more positive clinical outlook. Additionally, the m7G risk scores were found to impact chemotherapy sensitivity. The m7G predictive pattern shows potential as a marker for the overall survival of patients with high-grade glioma. By significantly improving our comprehension of the functional role of m7G regulators in the advancement of glioma and their impact on clinical results, this study offers valuable perspectives for precision therapy in the management of high-grade glioma.
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Affiliation(s)
- Xiaoli Li
- Intensive Care Unit, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan 450052, P.R. China
| | - Yanyan Li
- Department of Nursing, Xiangya Hospital, Central South University, Changsha, Hunan 410008, P.R. China
| | - Na Li
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, Hunan 410008, P.R. China
| | - Liangfang Shen
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, Hunan 410008, P.R. China
| | - Zhanzhan Li
- Department of Oncology, Xiangya Hospital, Central South University, Changsha, Hunan 410008, P.R. China
- National Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, Hunan 410008, P.R. China
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25
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Patrasso EA, Raikundalia S, Arango D. Regulation of the epigenome through RNA modifications. Chromosoma 2023; 132:231-246. [PMID: 37138119 PMCID: PMC10524150 DOI: 10.1007/s00412-023-00794-7] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2023] [Revised: 04/10/2023] [Accepted: 04/12/2023] [Indexed: 05/05/2023]
Abstract
Chemical modifications of nucleotides expand the complexity and functional properties of genomes and transcriptomes. A handful of modifications in DNA bases are part of the epigenome, wherein DNA methylation regulates chromatin structure, transcription, and co-transcriptional RNA processing. In contrast, more than 150 chemical modifications of RNA constitute the epitranscriptome. Ribonucleoside modifications comprise a diverse repertoire of chemical groups, including methylation, acetylation, deamination, isomerization, and oxidation. Such RNA modifications regulate all steps of RNA metabolism, including folding, processing, stability, transport, translation, and RNA's intermolecular interactions. Initially thought to influence all aspects of the post-transcriptional regulation of gene expression exclusively, recent findings uncovered a crosstalk between the epitranscriptome and the epigenome. In other words, RNA modifications feedback to the epigenome to transcriptionally regulate gene expression. The epitranscriptome achieves this feat by directly or indirectly affecting chromatin structure and nuclear organization. This review highlights how chemical modifications in chromatin-associated RNAs (caRNAs) and messenger RNAs (mRNAs) encoding factors involved in transcription, chromatin structure, histone modifications, and nuclear organization affect gene expression transcriptionally.
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Affiliation(s)
- Emmely A Patrasso
- Department of Pharmacology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
- Medical and Pharmaceutical Biotechnology Program, IMC University of Applied Sciences, Krems, Austria
| | - Sweta Raikundalia
- Department of Pharmacology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA
| | - Daniel Arango
- Department of Pharmacology, Feinberg School of Medicine, Northwestern University, Chicago, IL, USA.
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University, Chicago, IL, USA.
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26
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Zhang M, Kan D, Zhang B, Chen X, Wang C, Chen S, Gao W, Yang Z, Li Y, Chen Y, Zhu S, Wen S, Niu Y, Shang Z. P300/SP1 complex mediating elevated METTL1 regulates CDK14 mRNA stability via internal m7G modification in CRPC. J Exp Clin Cancer Res 2023; 42:215. [PMID: 37599359 PMCID: PMC10440916 DOI: 10.1186/s13046-023-02777-z] [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: 04/20/2023] [Accepted: 07/24/2023] [Indexed: 08/22/2023] Open
Abstract
BACKGROUND N7-methylguanosine (m7G) modification is, a more common epigenetic modification in addition to m6A modification, mainly found in mRNA capsids, mRNA interiors, transfer RNA (tRNA), pri-miRNA, and ribosomal RNA (rRNA). It has been found that m7G modifications play an important role in mRNA transcription, tRNA stability, rRNA processing maturation, and miRNA biosynthesis. However, the role of m7G modifications within mRNA and its "writer" methyltransferase 1(METTL1) in tumors, particularly prostate cancer (PCa), has not been revealed. METHODS The differential expression level of METTL1 between hormone-sensitive prostate cancer (HSPC) and castrate-resistant prostate cancer (CRPC) was evaluated via RNA-seq and in vitro experiments. The effects of METTL1 on CRPC progression were investigated through in vitro and in vivo assays. The upstream molecular mechanism of METTL1 expression upregulation and the downstream mechanism of its action were explored via Chromatin Immunoprecipitation quantitative reverse transcription polymerase chain reaction (CHIP-qPCR), Co-immunoprecipitation (Co-IP), luciferase reporter assay, transcriptome-sequencing, m7G AlkAniline-Seq, and mRNA degradation experiments, etc. RESULTS AND CONCLUSION: Here, we found that METTL1 was elevated in CRPC and that patients with METTL1 elevation tended to have a poor prognosis. Functionally, the knockdown of METTL1 in CRPC cells significantly limited cell proliferation and invasive capacity. Mechanistically, we unveiled that P300 can form a complex with SP1 and bind to the promoter region of the METTL1 gene via SP1, thereby mediating METTL1 transcriptional upregulation in CRPC. Subsequently, our findings indicated that METTL1 leads to enhanced mRNA stability of CDK14 by adding m7G modifications inside its mRNA, ultimately promoting CRPC progression.
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Affiliation(s)
- Mingpeng Zhang
- Tianjin Institute of Urology, the Second Hospital of Tianjin Medical University, Tianjin, 300211, China
| | - Duo Kan
- Tianjin Institute of Urology, the Second Hospital of Tianjin Medical University, Tianjin, 300211, China
| | - Boya Zhang
- Bone and Soft Tissue Department, The Affiliated Cancer Hospital of Zhengzhou University & Henan Cancer Hospital, Zhengzhou, 450000, China
| | - Xueqiao Chen
- Tianjin Institute of Urology, the Second Hospital of Tianjin Medical University, Tianjin, 300211, China
| | - Chun Wang
- Tianjin Institute of Urology, the Second Hospital of Tianjin Medical University, Tianjin, 300211, China
| | - Songmao Chen
- Tianjin Institute of Urology, the Second Hospital of Tianjin Medical University, Tianjin, 300211, China
| | - Wenlong Gao
- Tianjin Institute of Urology, the Second Hospital of Tianjin Medical University, Tianjin, 300211, China
| | - Zhao Yang
- Tianjin Institute of Urology, the Second Hospital of Tianjin Medical University, Tianjin, 300211, China
| | - Yang Li
- Tianjin Institute of Urology, the Second Hospital of Tianjin Medical University, Tianjin, 300211, China
| | - Yutong Chen
- Tianjin Institute of Urology, the Second Hospital of Tianjin Medical University, Tianjin, 300211, China
| | - Shimiao Zhu
- Tianjin Institute of Urology, the Second Hospital of Tianjin Medical University, Tianjin, 300211, China
| | - Simeng Wen
- Tianjin Institute of Urology, the Second Hospital of Tianjin Medical University, Tianjin, 300211, China
| | - Yuanjie Niu
- Tianjin Institute of Urology, the Second Hospital of Tianjin Medical University, Tianjin, 300211, China.
| | - Zhiqun Shang
- Tianjin Institute of Urology, the Second Hospital of Tianjin Medical University, Tianjin, 300211, China.
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27
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Sun D, Song N, Li M, Chen X, Zhang X, Yu Y, Ying J, Xu M, Zheng W, Han C, Ji H, Jiang Y. Comprehensive analysis of circRNAs for N7-methylguanosine methylation modification in human oral squamous cell carcinoma. FASEB Bioadv 2023; 5:305-320. [PMID: 37554544 PMCID: PMC10405248 DOI: 10.1096/fba.2023-00036] [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: 03/29/2023] [Revised: 05/09/2023] [Accepted: 05/17/2023] [Indexed: 08/10/2023] Open
Abstract
N7-methylguanosine (m7G) modification is closely related to the occurrence of tumors. However, the m7G modification of circRNAs in oral squamous cell carcinoma (OSCC) remains to be investigated. Methylated RNA immunoprecipitation sequencing (MeRIP-seq) was used to measure the methylation levels of m7G and identify m7G sites in circRNAs in human OSCC and normal tissues. The host genes of differentially methylated and differentially expressed circRNAs were analyzed by Gene Ontology (GO) enrichment and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses, and circRNA-miRNA-mRNA networks were predicted using the miRanda and miRDB databases. The analysis identified 2348 m7G peaks in 624 circRNAs in OSCC tissues. In addition, the source of m7G-methylated circRNAs in OSCC was mainly the sense overlap region compared with normal tissues. The most conserved m7G motif in OSCC tissues was CCUGU, whereas the most conserved motif in normal tissues was RCCUG (R = G/A). Importantly, GO enrichment and KEGG pathway analysis showed that the host genes of differentially methylated and differentially expressed circRNAs were involved in many cellular biological functions. Furthermore, the significantly differentially expressed circRNAs were analyzed to predict the circRNA-miRNA-mRNA networks. This study revealed the whole profile of circRNAs of differential m7G methylation in OSCC and suggests that m7G-modified circRNAs may impact the development of OSCC.
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Affiliation(s)
- Dongyuan Sun
- School of StomatologyWeifang Medical UniversityWeifangChina
- Department of StomatologyAffiliated Hospital of Weifang Medical UniversityWeifangChina
| | - Ning Song
- School of StomatologyWeifang Medical UniversityWeifangChina
| | - Minmin Li
- School of StomatologyWeifang Medical UniversityWeifangChina
| | - Xi Chen
- School of StomatologyWeifang Medical UniversityWeifangChina
| | - Xinyue Zhang
- School of StomatologyWeifang Medical UniversityWeifangChina
| | - Yang Yu
- School of StomatologyWeifang Medical UniversityWeifangChina
- Department of StomatologyAffiliated Hospital of Weifang Medical UniversityWeifangChina
| | - Jicheng Ying
- School of StomatologyWeifang Medical UniversityWeifangChina
| | - Mengqi Xu
- School of StomatologyWeifang Medical UniversityWeifangChina
| | - Wentian Zheng
- School of StomatologyWeifang Medical UniversityWeifangChina
| | - Chengbing Han
- Department of StomatologyFirst Affiliated Hospital of Weifang Medical UniversityWeifangChina
| | - Honghai Ji
- School of StomatologyWeifang Medical UniversityWeifangChina
- Department of StomatologyAffiliated Hospital of Weifang Medical UniversityWeifangChina
| | - Yingying Jiang
- School of StomatologyWeifang Medical UniversityWeifangChina
- Department of StomatologyAffiliated Hospital of Weifang Medical UniversityWeifangChina
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Ma C, Li J, Chi Y, Sun X, Yang M, Sui X. Identification and prediction of m7G-related Alzheimer's disease subtypes: insights from immune infiltration and machine learning models. Front Aging Neurosci 2023; 15:1161068. [PMID: 37396662 PMCID: PMC10312082 DOI: 10.3389/fnagi.2023.1161068] [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: 02/07/2023] [Accepted: 05/30/2023] [Indexed: 07/04/2023] Open
Abstract
Introduction Alzheimer's disease (AD) is a complex and progressive neurodegenerative disorder that primarily affects older individuals. N7-methylguanosine (m7G) is a common RNA chemical modification that impacts the development of numerous diseases. Thus, our work investigated m7G-related AD subtypes and established a predictive model. Methods The datasets for AD patients, including GSE33000 and GSE44770, were obtained from the Gene Expression Omnibus (GEO) database, which were derived from the prefrontal cortex of the brain. We performed differential analysis of m7G regulators and examined the immune signatures differences between AD and matched-normal samples. Consensus clustering was employed to identify AD subtypes based on m7G-related differentially expressed genes (DEGs), and immune signatures were explored among different clusters. Furthermore, we developed four machine learning models based on the expression profiles of m7G-related DEGs and identified five important genes from the optimal model. We evaluated the predictive power of the 5-gene-based model using an external AD dataset (GSE44770). Results A total of 15 genes related to m7G were found to be dysregulated in patients with AD compared to non-AD patients. This finding suggests that there are differences in immune characteristics between these two groups. Based on the differentially expressed m7G regulators, we categorized AD patients into two clusters and calculated the ESTIMATE score for each cluster. Cluster 2 exhibited a higher ImmuneScore than Cluster 1. We performed the receiver operating characteristic (ROC) analysis to compare the performance of four models, and we found that the Random Forest (RF) model had the highest AUC value of 1.000. Furthermore, we tested the predictive efficacy of a 5-gene-based RF model on an external AD dataset and obtained an AUC value of 0.968. The nomogram, calibration curve, and decision curve analysis (DCA) confirmed the accuracy of our model in predicting AD subtypes. Conclusion The present study systematically examines the biological significance of m7G methylation modification in AD and investigates its association with immune infiltration characteristics. Furthermore, the study develops potential predictive models to assess the risk of m7G subtypes and the pathological outcomes of patients with AD, which can facilitate risk classification and clinical management of AD patients.
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Affiliation(s)
- Chao Ma
- Department of General Medicine, Affiliated Hospital of Weifang Medical University, Weifang, Shandong, China
- School of Clinical Medicine, Weifang Medical University, Weifang, Shandong, China
| | - Jian Li
- Department of Neurology, Affiliated Hospital of Weifang Medical University, Weifang, Shandong, China
| | - Yuhua Chi
- Department of General Medicine, Affiliated Hospital of Weifang Medical University, Weifang, Shandong, China
| | - Xuan Sun
- Department of General Medicine, Affiliated Hospital of Weifang Medical University, Weifang, Shandong, China
| | - Maoquan Yang
- School of Clinical Medicine, Weifang Medical University, Weifang, Shandong, China
| | - Xueqin Sui
- Department of General Medicine, Affiliated Hospital of Weifang Medical University, Weifang, Shandong, China
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