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Gromadzka G, Antos A, Sorysz Z, Litwin T. Psychiatric Symptoms in Wilson's Disease-Consequence of ATP7B Gene Mutations or Just Coincidence?-Possible Causal Cascades and Molecular Pathways. Int J Mol Sci 2024; 25:12354. [PMID: 39596417 PMCID: PMC11595239 DOI: 10.3390/ijms252212354] [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: 10/17/2024] [Revised: 11/11/2024] [Accepted: 11/15/2024] [Indexed: 11/28/2024] Open
Abstract
Wilson's disease (WD) is an autosomal recessive disorder of copper metabolism. The genetic defect in WD affects the ATP7B gene, which encodes the ATP7B transmembrane protein, which is essential for maintaining normal copper homeostasis in the body. It is primarily expressed in the liver and acts by incorporating copper into ceruloplasmin (Cp), the major copper transport protein in the blood. In conditions of excess copper, ATP7B transports it to bile for excretion. Mutations in ATP7B lead to impaired ATP7B function, resulting in copper accumulation in hepatocytes leading to their damage. The toxic "free"-unbound to Cp-copper released from hepatocytes then accumulates in various organs, contributing to their damage and clinical manifestations of WD, including hepatic, neurological, hematological, renal, musculoskeletal, ophthalmological, psychiatric, and other effects. While most clinical manifestations of WD correspond to identifiable organic or cellular damage, the pathophysiology underlying its psychiatric manifestations remains less clearly understood. A search for relevant articles was conducted in PubMed/Medline, Science Direct, Scopus, Willy Online Library, and Google Scholar, combining free text and MeSH terms using a wide range of synonyms and related terms, including "Wilson's disease", "hepatolenticular degeneration", "psychiatric manifestations", "molecular mechanisms", "pathomechanism", and others, as well as their combinations. Psychiatric symptoms of WD include cognitive disorders, personality and behavioral disorders, mood disorders, psychosis, and other mental disorders. They are not strictly related to the location of brain damage, therefore, the question arises whether these symptoms are caused by WD or are simply a coincidence or a reaction to the diagnosis of a genetic disease. Hypotheses regarding the etiology of psychiatric symptoms of WD suggest a variety of molecular mechanisms, including copper-induced CNS toxicity, oxidative stress, mitochondrial dysfunction, mitophagy, cuproptosis, ferroptosis, dysregulation of neurotransmission, deficiencies of neurotrophic factors, or immune dysregulation. New studies on the expression of noncoding RNA in WD are beginning to shed light on potential molecular pathways involved in psychiatric symptomatology. However, current evidence is still insufficient to definitively establish the cause of psychiatric symptoms in WD. It is possible that the etiology of psychiatric symptoms varies among individuals, with multiple biological and psychological mechanisms contributing to them simultaneously. Future studies with larger samples and comprehensive analyses are necessary to elucidate the mechanisms underlying the psychiatric manifestations of WD and to optimize diagnostics and therapeutic approaches.
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Affiliation(s)
- Grażyna Gromadzka
- Department of Biomedical Sciences, Faculty of Medicine, Collegium Medicum, Cardinal Stefan Wyszynski University, Wóycickiego Street 1/3, 01-938 Warsaw, Poland
| | - Agnieszka Antos
- Second Department of Neurology, Institute of Psychiatry and Neurology, Sobieskiego Street 9, 02-957 Warsaw, Poland;
| | - Zofia Sorysz
- Students Scientific Association “Immunis”, Cardinal Stefan Wyszynski University, Dewajtis Street 5, 01-815 Warsaw, Poland
| | - Tomasz Litwin
- Second Department of Neurology, Institute of Psychiatry and Neurology, Sobieskiego Street 9, 02-957 Warsaw, Poland;
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Kamps R, Robinson EL. LNC-ing Genetics in Mitochondrial Disease. Noncoding RNA 2024; 10:57. [PMID: 39585049 PMCID: PMC11587075 DOI: 10.3390/ncrna10060057] [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: 09/27/2024] [Revised: 11/08/2024] [Accepted: 11/12/2024] [Indexed: 11/26/2024] Open
Abstract
Primary mitochondrial disease (MD) is a group of rare genetic diseases reported to have a prevalence of 1:5000 and is currently without a cure. This group of diseases includes mitochondrial encephalopathy, lactic acidosis, and stroke-like episodes (MELAS), maternally inherited diabetes and deafness (MIDD), Leber's hereditary optic neuropathy (LHON), Leigh syndrome (LS), Kearns-Sayre syndrome (KSS), and myoclonic epilepsy and ragged-red fiber disease (MERRF). Additionally, secondary mitochondrial dysfunction has been implicated in the most common current causes of mortality and morbidity, including cardiovascular disease (CVD) and cancer. Identifying key genetic contributors to both MD and secondary mitochondrial dysfunction may guide clinicians to assess the most effective treatment course and prognosis, as well as informing family members of any hereditary risk of disease transmission. Identifying underlying genetic causes of primary and secondary MD involves either genome sequencing (GS) or small targeted panel analysis of known disease-causing nuclear- or mitochondrial genes coding for mitochondria-related proteins. Due to advances in GS, the importance of long non-coding RNA (lncRNA) as functional contributors to the pathophysiology of MD is being unveiled. A limited number of studies have thus far reported the importance of lncRNAs in relation to MD causation and progression, and we are entering a new area of attention for clinical geneticists in specific rare malignancies. This commentary provides an overview of what is known about the role of lncRNAs as genetic and molecular contributors to disease pathophysiology and highlights an unmet need for a deeper understanding of mitochondrial dysfunction in serious human disease burdens.
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Affiliation(s)
- Rick Kamps
- Department of Translational Genomics, School for Mental Health and Neuroscience (MHeNS), Maastricht University, P.O. Box 616, 6200 MD Maastricht, The Netherlands
| | - Emma Louise Robinson
- Department of Medicine, Division of Cardiology, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA;
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Xiao J, Xu Z. Roles of noncoding RNAs in diabetic retinopathy: Mechanisms and therapeutic implications. Life Sci 2024; 357:123092. [PMID: 39368772 DOI: 10.1016/j.lfs.2024.123092] [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: 07/09/2024] [Revised: 08/20/2024] [Accepted: 09/28/2024] [Indexed: 10/07/2024]
Abstract
Diabetic retinopathy (DR) is a microvascular complication of diabetes that leads to vision loss. The striking features of DR are hard exudate, cotton-wool spots, hemorrhage, and neovascularization. The dysregulated retinal cells, encompassing microvascular endothelial cells, pericytes, Müller cells, and adjacent retinal pigment epithelial cells, are involved in the pathological processes of DR. According to recent research, oxidative stress, inflammation, ferroptosis, pyroptosis, apoptosis, and angiogenesis contribute to DR. Recent advancements have highlighted that noncoding RNAs could regulate diverse targets in pathological processes that contribute to DR. Noncoding RNAs, including long noncoding RNAs, microRNAs (miRNA), and circular RNAs, are dysregulated in DR, and interact with miRNA, mRNA, or proteins to control the pathological processes of DR. Hence, modulation of noncoding RNAs may have therapeutic effects on DR. Small extracellular vesicles may be valuable tools for transferring noncoding RNAs and regulating the genes involved in progression of DR. However, the roles of noncoding RNA in developing DR are not fully understood; it is critical to summarize the mechanisms for noncoding RNA regulation of pathological processes and pathways related to DR. This review provides a fundamental understanding of the relationship between noncoding RNAs and DR, exploring the mechanism of how noncoding RNA modulates different signaling pathways, and pave the way for finding potential therapeutic strategies for DR.
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Affiliation(s)
- Jing Xiao
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, China
| | - Zhuping Xu
- Department of Ophthalmology, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, China.
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104
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Tonon F, Grassi C, Tierno D, Biasin A, Grassi M, Grassi G, Dapas B. Non-Coding RNAs as Potential Diagnostic/Prognostic Markers for Hepatocellular Carcinoma. Int J Mol Sci 2024; 25:12235. [PMID: 39596302 PMCID: PMC11594412 DOI: 10.3390/ijms252212235] [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: 10/05/2024] [Revised: 11/04/2024] [Accepted: 11/12/2024] [Indexed: 11/28/2024] Open
Abstract
The increasing incidence of hepatocellular carcinoma (HCC), together with the poor effectiveness of the available treatments, make early diagnosis and effective screening of utmost relevance. Liquid biopsy represents a potential novel approach to early HCC detection and monitoring. The identification of blood markers has many desirable features, including the absence of any significant risk for the patients, the possibility of being used as a screening tool, and the ability to perform multiple tests, thus allowing for the real-time monitoring of HCC evolution. Unfortunately, the available blood markers for HCC have several limitations, mostly related to specificity and sensitivity. In this context, employing non-coding RNAs (ncRNAs) may represent an interesting and novel diagnostic approach. ncRNAs, which include, among others, micro interfering RNAs (miRNAs), long non-coding RNAs (lncRNAs), and circular RNAs (circRNAs), regulate human gene expression via interactions with their target mRNA. Notably, their expression can be altered in HCC, thus reflecting disease status. In this review, we discuss some notable works that describe the use of miRNAs, lncRNAs, and circRNAs as HCC biomarkers. Despite some open aspects related to ncRNA use, the presented works strongly support the potential effectiveness of these molecules as diagnostic/prognostic markers for HCC.
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MESH Headings
- Humans
- Carcinoma, Hepatocellular/diagnosis
- Carcinoma, Hepatocellular/genetics
- Carcinoma, Hepatocellular/blood
- Liver Neoplasms/genetics
- Liver Neoplasms/diagnosis
- Liver Neoplasms/blood
- Biomarkers, Tumor/genetics
- Prognosis
- RNA, Untranslated/genetics
- RNA, Untranslated/blood
- RNA, Long Noncoding/genetics
- RNA, Long Noncoding/blood
- RNA, Circular/genetics
- Gene Expression Regulation, Neoplastic
- MicroRNAs/genetics
- MicroRNAs/blood
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Affiliation(s)
- Federica Tonon
- Clinical Department of Medical, Surgical and Health Sciences, Cattinara University Hospital, University of Trieste, Strada di Fiume 447, 34149 Trieste, Italy; (F.T.); (D.T.)
| | - Chiara Grassi
- Degree Course in Medicine, University of Trieste, 34127 Trieste, Italy;
| | - Domenico Tierno
- Clinical Department of Medical, Surgical and Health Sciences, Cattinara University Hospital, University of Trieste, Strada di Fiume 447, 34149 Trieste, Italy; (F.T.); (D.T.)
| | - Alice Biasin
- Department of Engineering and Architecture, University of Trieste, Via Valerio 6, 34127 Trieste, Italy; (A.B.); (M.G.)
| | - Mario Grassi
- Department of Engineering and Architecture, University of Trieste, Via Valerio 6, 34127 Trieste, Italy; (A.B.); (M.G.)
| | - Gabriele Grassi
- Clinical Department of Medical, Surgical and Health Sciences, Cattinara University Hospital, University of Trieste, Strada di Fiume 447, 34149 Trieste, Italy; (F.T.); (D.T.)
| | - Barbara Dapas
- Department of Chemical and Pharmaceutical Sciences, University of Trieste, Via L. Giorgieri 1, 34127 Trieste, Italy;
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105
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Chen LL, Kim VN. Small and long non-coding RNAs: Past, present, and future. Cell 2024; 187:6451-6485. [PMID: 39547208 DOI: 10.1016/j.cell.2024.10.024] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2024] [Revised: 10/13/2024] [Accepted: 10/15/2024] [Indexed: 11/17/2024]
Abstract
Since the introduction of the central dogma of molecular biology in 1958, various RNA species have been discovered. Messenger RNAs transmit genetic instructions from DNA to make proteins, a process facilitated by housekeeping non-coding RNAs (ncRNAs) such as small nuclear RNAs (snRNAs), ribosomal RNAs (rRNAs), and transfer RNAs (tRNAs). Over the past four decades, a wide array of regulatory ncRNAs have emerged as crucial players in gene regulation. In celebration of Cell's 50th anniversary, this Review explores our current understanding of the most extensively studied regulatory ncRNAs-small RNAs and long non-coding RNAs (lncRNAs)-which have profoundly shaped the field of RNA biology and beyond. While small RNA pathways have been well documented with clearly defined mechanisms, lncRNAs exhibit a greater diversity of mechanisms, many of which remain unknown. This Review covers pivotal events in their discovery, biogenesis pathways, evolutionary traits, action mechanisms, functions, and crosstalks among ncRNAs. We also highlight their roles in pathophysiological contexts and propose future research directions to decipher the unknowns of lncRNAs by leveraging lessons from small RNAs.
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Affiliation(s)
- Ling-Ling Chen
- Key Laboratory of RNA Science and Engineering, CAS Center for Excellence in Molecular Cell Science, Shanghai Institute of Biochemistry and Cell Biology, University of Chinese Academy of Sciences, Chinese Academy of Sciences, Shanghai, China; School of Life Science and Biotechnology, Shanghai Jiao Tong University, Shanghai 200240, China; School of Life Science and Technology, ShanghaiTech University, Shanghai 201210, China; New Cornerstone Science Laboratory, Shenzhen, China.
| | - V Narry Kim
- Center for RNA Research, Institute for Basic Science, Seoul 08826, Korea; School of Biological Sciences, Seoul National University, Seoul 08826, Korea.
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106
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Zhang L, Wang R, Nan Y, Kong L. Deciphering the role of LncRNA in alcoholic liver disease: Mechanisms and therapeutic potential. Medicine (Baltimore) 2024; 103:e40378. [PMID: 39533619 PMCID: PMC11557020 DOI: 10.1097/md.0000000000040378] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/08/2024] [Accepted: 10/16/2024] [Indexed: 11/16/2024] Open
Abstract
Alcoholic liver disease (ALD) is a spectrum of liver damage caused by chronic alcohol consumption. The disease progresses in stages, starting with simple fatty liver, progressing to alcoholic hepatitis and potentially leading to fibrosis and cirrhosis. The pathophysiology of ALD is complex and involves several cellular and molecular mechanisms. Recent research has highlighted the role of long non-coding RNAs (LncRNAs) as critical regulators in the development and progression of ALD. This article reviews the current understanding of LncRNAs in ALD, focusing on their functions in key pathological processes and their potential as diagnostic markers and therapeutic targets.
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Affiliation(s)
- Lin Zhang
- Department of Traditional and Western Medical Hepatology, The Third Hospital of Hebei Medical University, Shijiazhuang, China
| | - Rongqi Wang
- Department of Traditional and Western Medical Hepatology, The Third Hospital of Hebei Medical University, Shijiazhuang, China
| | - Yuemin Nan
- Department of Traditional and Western Medical Hepatology, The Third Hospital of Hebei Medical University, Shijiazhuang, China
| | - Lingbo Kong
- Department of Traditional and Western Medical Hepatology, The Third Hospital of Hebei Medical University, Shijiazhuang, China
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107
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Zhao Z, Yang Y, Iqbal A, Wu Q, Zhou L. Biological Insights and Recent Advances in Plant Long Non-Coding RNA. Int J Mol Sci 2024; 25:11964. [PMID: 39596034 PMCID: PMC11593582 DOI: 10.3390/ijms252211964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2024] [Revised: 11/03/2024] [Accepted: 11/04/2024] [Indexed: 11/28/2024] Open
Abstract
Long non-coding RNA (lncRNA) refers to an RNA molecule longer than 200 nucleotides (nt) that plays a significant role in regulating essential molecular and biological processes. It is commonly found in animals, plants, and viruses, and is characterized by features such as epigenetic markers, developmental stage-specific expression, and tissue-specific expression. Research has shown that lncRNA participates in anatomical processes like plant progression, while also playing a crucial role in plant disease resistance and adaptation mechanisms. In this review, we provide a concise overview of the formation mechanism, structural characteristics, and databases related to lncRNA in recent years. We primarily discuss the biological roles of lncRNA in plant progression as well as its involvement in response to biotic and abiotic stresses. Additionally, we examine the current challenges associated with lncRNA and explore its potential application in crop production and breeding. Studying plant lncRNAs is highly significant for multiple reasons: It reveals the regulatory mechanisms of plant growth and development, promotes agricultural production and food security, and drives research in plant genomics and epigenetics. Additionally, it facilitates ecological protection and biodiversity conservation.
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Affiliation(s)
- Zhihao Zhao
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (Z.Z.); (Y.Y.); (Q.W.)
- Hainan Key Laboratory of Tropical Oil Crops Biology/Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China;
- Industrial Development Department, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China
| | - Yaodong Yang
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (Z.Z.); (Y.Y.); (Q.W.)
- Hainan Key Laboratory of Tropical Oil Crops Biology/Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China;
| | - Amjad Iqbal
- Hainan Key Laboratory of Tropical Oil Crops Biology/Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China;
- Department of Food Science & Technology, Abdul Wali Khan University Mardan, Khyber Pakhtunkhwa 23200, Pakistan
| | - Qiufei Wu
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (Z.Z.); (Y.Y.); (Q.W.)
- Hainan Key Laboratory of Tropical Oil Crops Biology/Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China;
| | - Lixia Zhou
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (Z.Z.); (Y.Y.); (Q.W.)
- Hainan Key Laboratory of Tropical Oil Crops Biology/Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China;
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108
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K C R, Cheng R, Zhou S, Lizarazo S, Smith DJ, Van Bortle K. Evidence of RNA polymerase III recruitment and transcription at protein-coding gene promoters. Mol Cell 2024; 84:4111-4124.e5. [PMID: 39393362 PMCID: PMC11560567 DOI: 10.1016/j.molcel.2024.09.019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2024] [Revised: 08/14/2024] [Accepted: 09/13/2024] [Indexed: 10/13/2024]
Abstract
The transcriptional interplay of human RNA polymerase I (RNA Pol I), RNA Pol II, and RNA Pol III remains largely uncharacterized due to limited integrative genomic analyses for all three enzymes. To address this gap, we applied a uniform framework to quantify global RNA Pol I, RNA Pol II, and RNA Pol III occupancies and identify both canonical and noncanonical patterns of gene localization. Most notably, our survey captures unexpected RNA Pol III recruitment at promoters of specific protein-coding genes. We show that such RNA Pol III-occupied promoters are enriched for small nascent RNAs terminating in a run of 4 Ts-a hallmark of RNA Pol III termination indicative of constrained RNA Pol III transcription. Taken further, RNA Pol III disruption generally reduces the expression of RNA Pol III-occupied protein-coding genes, suggesting RNA Pol III recruitment and transcription enhance RNA Pol II activity. These findings resemble analogous patterns of RNA Pol II activity at RNA Pol III-transcribed genes, altogether uncovering a reciprocal form of crosstalk between RNA Pol II and RNA Pol III.
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Affiliation(s)
- Rajendra K C
- Center for Biophysics and Quantitative Biology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - Ruiying Cheng
- Department of Cell and Developmental Biology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - Sihang Zhou
- Department of Cell and Developmental Biology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - Simon Lizarazo
- Department of Molecular and Integrative Physiology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA
| | - Duncan J Smith
- Center for Genomics and Systems Biology, Department of Biology, New York University, New York, NY 10003, USA
| | - Kevin Van Bortle
- Department of Cell and Developmental Biology, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA; Cancer Center at Illinois, University of Illinois Urbana-Champaign, Urbana, IL 61801, USA.
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109
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Wang Q, Wang H, Dwivedi Y. Integrated Long Noncoding RNA and Messenger RNA Expression Analysis Identifies Molecules Specifically Associated With Resiliency and Susceptibility to Depression and Antidepressant Response. BIOLOGICAL PSYCHIATRY GLOBAL OPEN SCIENCE 2024; 4:100365. [PMID: 39257693 PMCID: PMC11385423 DOI: 10.1016/j.bpsgos.2024.100365] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2024] [Revised: 06/18/2024] [Accepted: 07/02/2024] [Indexed: 09/12/2024] Open
Abstract
Background Depression involves maladaptive processes impairing an individual's ability to interface with the environment appropriately. Long noncoding RNAs (lncRNAs) are gaining traction for their role in higher-order brain functioning. Recently, we reported that lncRNA coexpression modules may underlie abnormal responses to stress in rats showing depression-like behavior. The current study explored the global expression regulation of lncRNAs and messenger RNAs (mRNAs) in the hippocampus of rats showing susceptibility (learned helplessness [LH]) or resiliency (non-LH) to depression and fluoxetine response to LH (LH+FLX). Methods Multiple comparison analysis was performed with an analysis of variance via the aov and summary function in the R platform to identify the differential expression of mRNAs and lncRNAs among LH, non-LH, tested control, and LH+FLX groups. Weighted gene coexpression network analysis was used to identify distinctive modules and pathways associated with each phenotype. A machine learning analysis was conducted to screen the critical target genes. Based on the combined analysis, the regulatory effects of lncRNAs on mRNA expression were explored. Results Multiple comparison analyses revealed differentially expressed mRNAs and lncRNAs with each phenotype. Integrated bioinformatics analysis identified novel transcripts, specific modules, and regulatory pairs of mRNA-lncRNA in each phenotype. In addition, the machine learning approach predicted lncRNA-regulated Spp2 and Olr25 genes in developing LH behavior, whereas joint analysis of mRNA-lncRNA pairs identified Mboat7, Lmod1, I l 18, and Rfx5 genes in depression-like behavior and Adam6 and Tpra1 in antidepressant response. Conclusions The study shows a novel role for lncRNAs in the development of specific depression phenotypes and in identifying newer targets for therapeutic development.
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Affiliation(s)
- Qingzhong Wang
- Institute of Chinese Materia Medica, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Huizhen Wang
- Institute of Chinese Materia Medica, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Yogesh Dwivedi
- Department of Psychiatry and Behavioral Neurobiology, University of Alabama at Birmingham, Birmingham, Alabama
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Altoum AA, Oghenemaro EF, Pallathadka H, Sanghvi G, Hjazi A, Abbot V, Kumar MR, Sharma R, Zwamel AH, Taha ZA. lncRNA-mediated immune system dysregulation in RIF; a comprehensive insight into immunological modifications and signaling pathways' dysregulation. Hum Immunol 2024; 85:111170. [PMID: 39549305 DOI: 10.1016/j.humimm.2024.111170] [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: 08/24/2024] [Revised: 10/13/2024] [Accepted: 10/26/2024] [Indexed: 11/18/2024]
Abstract
The initial stage of biological pregnancy is referred to as implantation, during which the interaction between the endometrium and the fetus is crucial for successful implantation. Around 10% of couples undergoing in vitro fertilization and embryo transfer encounter recurrent implantation failure (RIF), a clinical condition characterized by the absence of implantation after multiple embryo transfers. It is believed that implantation failure may be caused by inadequate or excessive endometrial inflammatory responses during the implantation window, as the female immune system plays a complex role in regulating endometrial receptivity and embryo implantation. Recent approaches to enhance the likelihood of pregnancy in RIF patients have focused on modifying the mother's immune response during implantation by regulating inflammation. Long non-coding RNAs (lncRNAs) play a significant role in gene transcription during the inflammatory response. Current research suggests that dysfunctional lncRNAs are linked to various human disorders, such as cancer, diabetes, allergies, asthma, and inflammatory bowel disease. These non-coding RNAs are crucial for immune functions as they control protein interactions or the ability of RNA and DNA to form complexes, which are involved in differentiation, cell migration, and the production of inflammatory mediators. Given the apparent involvement of the immune system in RIF and the modulatory effect of lncRNAs on the immune system, this review aims to delve into the role of lncRNAs in immune system modulation and their potential contribution to RIF.
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Affiliation(s)
- Abdelgadir Alamin Altoum
- Department of Medical Laboratory Sciences, College of Health Sciences, Gulf Medical University, Ajman, United Arab Emirates
| | - Enwa Felix Oghenemaro
- Delta State University, Department of Pharmaceutical Microbiology, Faculty of Pharmacy, PMB 1, Abraka, Delta State, Nigeria
| | | | - Gaurav Sanghvi
- Marwadi University Research Center, Department of Microbiology, Faculty of Science, Marwadi University, Rajkot 360003, Gujarat, India
| | - Ahmed Hjazi
- Department of Medical Laboratory, College of Applied Medical Sciences, Prince Sattam bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia.
| | - Vikrant Abbot
- Chandigarh Pharmacy College, Chandigarh Group of Colleges-Jhanjeri, Mohali 140307, Punjab, India
| | - M Ravi Kumar
- Department of Basic Science & Humanities, Raghu Engineering College, Visakhapatnam, India
| | - Rajesh Sharma
- Department of Pharmacology, NIMS Institute of Pharmacy, NIMS University, Jaipur, Rajasthan 302131, India
| | - Ahmed Hussein Zwamel
- Department of Medical Analysis, Medical Laboratory Technique College, The Islamic University, Najaf, Iraq; Department of Medical Analysis, Medical Laboratory Technique College, the Islamic University of Al Diwaniyah, Al Diwaniyah, Iraq; Department of Medical Analysis, Medical Laboratory Technique College, The Islamic University of Babylon, Babylon, Iraq
| | - Zahraa Ahmed Taha
- Medical Laboratory Techniques Department, College of Health and Medical Techniques, Al-Mustaqbal University, 51001 Babylon, Iraq
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111
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Chae Y, Roh J, Im M, Jang W, Kim B, Kang J, Youn B, Kim W. Gene Expression Profiling Regulated by lncRNA H19 Using Bioinformatic Analyses in Glioma Cell Lines. Cancer Genomics Proteomics 2024; 21:608-621. [PMID: 39467632 PMCID: PMC11534032 DOI: 10.21873/cgp.20477] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2024] [Revised: 07/26/2024] [Accepted: 08/18/2024] [Indexed: 10/30/2024] Open
Abstract
BACKGROUND/AIM Glioma, the most common type of primary brain tumor, is characterized by high malignancy, recurrence, and mortality. Long non-coding RNA (lncRNA) H19 is a potential biomarker for glioma diagnosis and treatment due to its overexpression in human glioma tissues and its involvement in cell division and metastasis regulation. This study aimed to identify potential therapeutic targets involved in glioma development by analyzing gene expression profiles regulated by H19. MATERIALS AND METHODS To elucidate the role of H19 in A172 and U87MG glioma cell lines, cell counting, colony formation, and wound healing assays were conducted. RNA-seq data analysis and bioinformatics analyses were performed to reveal the molecular interactions of H19. RESULTS Cell-based experiments showed that elevated H19 levels were related to cancer cell survival, proliferation, and migration. Bioinformatics analyses identified 2,084 differentially expressed genes (DEGs) influenced by H19 which are involved in cancer progression. Specifically, ANXA5, CLEC18B, RAB42, CXCL8, OASL, USP18, and CDCP1 were positively correlated with H19 expression, while CSDC2 and FOXO4 were negatively correlated. These DEGs were predicted to function as oncogenes or tumor suppressors in gliomas, in association with H19. CONCLUSION These findings highlight H19 and its associated genes as potential diagnostic and therapeutic targets for gliomas, emphasizing their clinical significance in patient survival.
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Affiliation(s)
- Yeonsoo Chae
- Department of Science Education, Korea National University of Education, Cheongju-si, Republic of Korea
| | - Jungwook Roh
- Department of Science Education, Korea National University of Education, Cheongju-si, Republic of Korea
| | - Mijung Im
- Department of Science Education, Korea National University of Education, Cheongju-si, Republic of Korea
| | - Wonyi Jang
- Department of Science Education, Korea National University of Education, Cheongju-si, Republic of Korea
| | - Boseong Kim
- Department of Science Education, Korea National University of Education, Cheongju-si, Republic of Korea
| | - Jihoon Kang
- Department of Hematology and Medical Oncology, Winship Cancer Institute of Emory, Emory University School of Medicine, Atlanta, GA, U.S.A
| | - Buhyun Youn
- Department of Biological Sciences, Pusan National University, Busan, Republic of Korea
| | - Wanyeon Kim
- Department of Science Education, Korea National University of Education, Cheongju-si, Republic of Korea
- Department of Biology Education, Korea National University of Education, Cheongju-si, Republic of Korea
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Kaur G, Perteghella T, Carbonell-Sala S, Gonzalez-Martinez J, Hunt T, Mądry T, Jungreis I, Arnan C, Lagarde J, Borsari B, Sisu C, Jiang Y, Bennett R, Berry A, Cerdán-Vélez D, Cochran K, Vara C, Davidson C, Donaldson S, Dursun C, González-López S, Gopal Das S, Hardy M, Hollis Z, Kay M, Montañés JC, Ni P, Nurtdinov R, Palumbo E, Pulido-Quetglas C, Suner MM, Yu X, Zhang D, Loveland JE, Albà MM, Diekhans M, Tanzer A, Mudge JM, Flicek P, Martin FJ, Gerstein M, Kellis M, Kundaje A, Paten B, Tress ML, Johnson R, Uszczynska-Ratajczak B, Frankish A, Guigó R. GENCODE: massively expanding the lncRNA catalog through capture long-read RNA sequencing. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.10.29.620654. [PMID: 39554180 PMCID: PMC11565817 DOI: 10.1101/2024.10.29.620654] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/19/2024]
Abstract
Accurate and complete gene annotations are indispensable for understanding how genome sequences encode biological functions. For twenty years, the GENCODE consortium has developed reference annotations for the human and mouse genomes, becoming a foundation for biomedical and genomics communities worldwide. Nevertheless, collections of important yet poorly-understood gene classes like long non-coding RNAs (lncRNAs) remain incomplete and scattered across multiple, uncoordinated catalogs, slowing down progress in the field. To address these issues, GENCODE has undertaken the most comprehensive lncRNAs annotation effort to date. This is founded on the manual annotation of full-length targeted long-read sequencing, on matched embryonic and adult tissues, of orthologous regions in human and mouse. Altogether 17,931 novel human genes (140,268 novel transcripts) and 22,784 novel mouse genes (136,169 novel transcripts) have been added to the GENCODE catalog representing a 2-fold and 6-fold increase in transcripts, respectively - the greatest increase since the sequencing of the human genome. Novel gene annotations display evolutionary constraints, have well-formed promoter regions, and link to phenotype-associated genetic variants. They greatly enhance the functional interpretability of the human genome, as they help explain millions of previously-mapped "orphan" omics measurements corresponding to transcription start sites, chromatin modifications and transcription factor binding sites. Crucially, our targeted design assigned human-mouse orthologs at a rate beyond previous studies, tripling the number of human disease-associated lncRNAs with mouse orthologs. The expanded and enhanced GENCODE lncRNA annotations mark a critical step towards deciphering the human and mouse genomes.
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Affiliation(s)
- Gazaldeep Kaur
- Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Dr. Aiguader 88, Barcelona 08003, Catalonia, Spain
| | - Tamara Perteghella
- Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Dr. Aiguader 88, Barcelona 08003, Catalonia, Spain
- Departament de Ciències Experimentals i de la Salut, Universitat Pompeu Fabra (UPF)
| | - Sílvia Carbonell-Sala
- Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Dr. Aiguader 88, Barcelona 08003, Catalonia, Spain
| | - Jose Gonzalez-Martinez
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Toby Hunt
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Tomasz Mądry
- Department of Computational Biology of Noncoding RNA, Institute of Bioorganic Chemistry, Polish Academy of Sciences, Noskowskiego 12/14, 61-704 Poznan, Poland
| | - Irwin Jungreis
- Computer Science and Artificial Intelligence Lab, Massachusetts Institute of Technology, 32 Vassar St, Cambridge, MA 02139, USA
- The Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA 02142, USA
| | - Carme Arnan
- Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Dr. Aiguader 88, Barcelona 08003, Catalonia, Spain
| | - Julien Lagarde
- Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Dr. Aiguader 88, Barcelona 08003, Catalonia, Spain
- Flomics Biotech, SL, Carrer de Roc Boronat 31, 08005 Barcelona, Catalonia, Spain
| | - Beatrice Borsari
- Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut 06520, USA
| | - Cristina Sisu
- Department of Life Sciences, Brunel University London, Uxbridge, London, UB8 3PH, UK
| | - Yunzhe Jiang
- Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut 06520, USA
| | - Ruth Bennett
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Andrew Berry
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Daniel Cerdán-Vélez
- Bioinformatics Unit, Spanish National Cancer Research Centre (CNIO), Calle Melchor Fernandez Almagro, 3, 28029 Madrid, Spain
| | - Kelly Cochran
- Department of Computer Science, Stanford University, Stanford, CA, USA
| | - Covadonga Vara
- Hospital del Mar Research Institute, Dr. Aiguader 88, Barcelona 08003, Spain
| | - Claire Davidson
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Sarah Donaldson
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Cagatay Dursun
- Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut 06520, USA
| | - Silvia González-López
- Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Dr. Aiguader 88, Barcelona 08003, Catalonia, Spain
- Departament de Ciències Experimentals i de la Salut, Universitat Pompeu Fabra (UPF)
| | - Sasti Gopal Das
- Department of Computational Biology of Noncoding RNA, Institute of Bioorganic Chemistry, Polish Academy of Sciences, Noskowskiego 12/14, 61-704 Poznan, Poland
| | - Matthew Hardy
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Zoe Hollis
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Mike Kay
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | | | - Pengyu Ni
- Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut 06520, USA
| | - Ramil Nurtdinov
- Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Dr. Aiguader 88, Barcelona 08003, Catalonia, Spain
| | - Emilio Palumbo
- Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Dr. Aiguader 88, Barcelona 08003, Catalonia, Spain
| | - Carlos Pulido-Quetglas
- Department of Medical Oncology, Bern University Hospital, Murtenstrasse 35, 3008 Bern, Switzerland
- School of Biology and Environmental Science, University College Dublin, University College Dublin, Belfield, Dublin 4, D04 V1W8, Ireland
| | - Marie-Marthe Suner
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Xuezhu Yu
- Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut 06520, USA
| | - Dingyao Zhang
- Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut 06520, USA
| | - Jane E Loveland
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - M Mar Albà
- Hospital del Mar Research Institute, Dr. Aiguader 88, Barcelona 08003, Spain
- Catalan Institute for Research and Advanced Studies (ICREA), Barcelona, Spain
| | - Mark Diekhans
- UC Santa Cruz Genomics Institute, 2300 Delaware Avenue, University of California, Santa Cruz, CA 95060, USA
| | - Andrea Tanzer
- University of Vienna, Research Network Data Science, Kolingasse 14-16, 1090 Vienna, Austria
- University of Vienna, Faculty of Computer Science, Research Group Visualization and Data Analysis, Waehringerstrasse 29, 1090 Vienna, Austria
| | - Jonathan M Mudge
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Paul Flicek
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Fergal J Martin
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Mark Gerstein
- Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut 06520, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, Connecticut 06520, USA
| | - Manolis Kellis
- Computer Science and Artificial Intelligence Lab, Massachusetts Institute of Technology, 32 Vassar St, Cambridge, MA 02139, USA
- The Broad Institute of MIT and Harvard, 415 Main Street, Cambridge, MA 02142, USA
| | - Anshul Kundaje
- Department of Computer Science, Stanford University, Stanford, CA, USA
- Department of Genetics, Stanford University, Stanford, CA, USA
| | - Benedict Paten
- UC Santa Cruz Genomics Institute, 2300 Delaware Avenue, University of California, Santa Cruz, CA 95060, USA
| | - Michael L Tress
- Bioinformatics Unit, Spanish National Cancer Research Centre (CNIO), Calle Melchor Fernandez Almagro, 3, 28029 Madrid, Spain
| | - Rory Johnson
- Department of Medical Oncology, Bern University Hospital, Murtenstrasse 35, 3008 Bern, Switzerland
- School of Biology and Environmental Science, University College Dublin, University College Dublin, Belfield, Dublin 4, D04 V1W8, Ireland
| | - Barbara Uszczynska-Ratajczak
- Department of Computational Biology of Noncoding RNA, Institute of Bioorganic Chemistry, Polish Academy of Sciences, Noskowskiego 12/14, 61-704 Poznan, Poland
| | - Adam Frankish
- European Molecular Biology Laboratory, European Bioinformatics Institute, Wellcome Genome Campus, Hinxton, Cambridge CB10 1SD, UK
| | - Roderic Guigó
- Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Dr. Aiguader 88, Barcelona 08003, Catalonia, Spain
- Departament de Ciències Experimentals i de la Salut, Universitat Pompeu Fabra (UPF)
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Tang W, Sun J, Malyar RM, Shi F. Analysis of lncRNAs and Their Regulatory Network in Skeletal Muscle Development of the Yangtze River Delta White Goat. Animals (Basel) 2024; 14:3125. [PMID: 39518848 PMCID: PMC11545041 DOI: 10.3390/ani14213125] [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: 09/29/2024] [Revised: 10/26/2024] [Accepted: 10/28/2024] [Indexed: 11/16/2024] Open
Abstract
lncRNA (long non-coding RNA) has been confirmed to be associated with growth, development, cell proliferation, and other biological processes. This study explored the potential role and dynamic change process of lncRNAs and related ceRNA (competitive endogenous RNA) networks in skeletal muscle development of the Yangtze River Delta White (YDW) goat, and to analyze the differences in muscle fiber characteristics and meat quality levels of goats at different growth stages. In this study, we compared the expression profiles of lncRNAs in the M. Longissimus dorsi of the YDW goats at different stages of growth and development by RNA sequencing. The results revealed that, in terms of muscle fiber characteristics, muscle fiber diameter and muscle fiber area were significantly larger in 6-month-old and 10-month-old goats than those in 2-month-old goats (p < 0.01). In terms of muscle quality, a* and b* values of 6-month-old goats were significantly higher than those of 2-month-old goats (p < 0.01). Additionally, the a*, b*, and L* values of 6-month-old goats were significantly higher than those of 10-month-old goats (p < 0.01). The pH at 45 min post-mortem (pH45min) in 10-month-old goats was significantly higher than that in 2-month-old goats (p = 0.006). However, the pH at 24 h post-mortem (pH24h) in 10-month-old goats was significantly lower than that in both 2-month-old and 6-month-old goats (p < 0.01). Shear force increased gradually with age (p < 0.05), while there was no significant difference in drip loss among the different age groups (p > 0.05). Among the identified lncRNA expression profiles, a total of 3073 lncRNAs were found, including 2676 known lncRNAs and 397 novel lncRNAs. Of these, 110, 93, and 99 lncRNAs were specifically expressed in 2-month-old, 6-month-old, and 10-month-old goats, respectively. The lncRNA target gene enrichment analysis showed that they were mainly involved in actin binding, the actin cytoskeleton, the myocardin complex, as well as the AMPK, FoxO, and GnRH signaling pathways. When constructing the lncRNA-miRNA-mRNA ceRNA network, it was found that the ceRNA networks centered on chi-miR-758 and chi-miR-127-5p were involved in muscle development across all three periods, suggesting that they may play an important role in goat muscle growth and development.
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Affiliation(s)
- Wenjun Tang
- College of Animal Science and Technology, Nanjing Agricultural University, Nanjing 210095, China; (W.T.); (J.S.); (R.M.M.)
| | - Jiahao Sun
- College of Animal Science and Technology, Nanjing Agricultural University, Nanjing 210095, China; (W.T.); (J.S.); (R.M.M.)
- Lishui Institute of Agriculture and Forestry Sciences, Lishui 323000, China
| | - Rahmani Mohammad Malyar
- College of Animal Science and Technology, Nanjing Agricultural University, Nanjing 210095, China; (W.T.); (J.S.); (R.M.M.)
- Veterinary Science Faculty, Nangarhar University, Nangarhar 2601, Afghanistan
| | - Fangxiong Shi
- College of Animal Science and Technology, Nanjing Agricultural University, Nanjing 210095, China; (W.T.); (J.S.); (R.M.M.)
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114
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He S, Zhang X, Zhu H. Human-specific protein-coding and lncRNA genes cast sex-biased genes in the brain and their relationships with brain diseases. Biol Sex Differ 2024; 15:86. [PMID: 39472939 PMCID: PMC11520681 DOI: 10.1186/s13293-024-00659-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/30/2024] [Accepted: 10/07/2024] [Indexed: 11/02/2024] Open
Abstract
BACKGROUND Gene expression shows sex bias in the brain as it does in other organs. Since female and male humans exhibit noticeable differences in emotions, logical thinking, movement, spatial orientation, and even the incidence of neurological disorders, sex biases in the brain are especially interesting, but how they are determined, whether they are conserved or lineage specific, and what the consequences of the biases are, remain poorly explored and understood. METHODS Based on RNA-seq datasets from 16 and 14 brain regions in humans and macaques across developmental periods and from patients with brain diseases, we used linear mixed models (LMMs) to differentiate variations in gene expression caused by factors of interest and confounding factors and identify four types of sex-biased genes. Effect size and confidence in each effect were measured upon the local false sign rate (LFSR). We utilized the biomaRt R package to acquire orthologous genes in humans and macaques from the BioMart Ensembl website. Transcriptional regulation of sex-biased genes by sex hormones and lncRNAs were analyzed using the CellOracle, GENIE3, and Longtarget programs. Sex-biased genes' functions were revealed by gene set enrichment analysis using multiple methods. RESULTS Lineage-specific sex-biased genes greatly determine the distinct sex biases in human and macaque brains. In humans, those encoding proteins contribute directly to immune-related functions, and those encoding lncRNAs intensively regulate the expression of other sex-biased genes, especially genes with immune-related functions. The identified sex-specific differentially expressed genes (ssDEGs) upon gene expression in disease and normal samples also indicate that protein-coding ssDEGs are conserved in humans and macaques but that lncRNA ssDEGs are not conserved. The results answer the above questions, reveal an intrinsic relationship between sex biases in the brain and sex-biased susceptibility to brain diseases, and will help researchers investigate human- and sex-specific ncRNA targets for brain diseases. CONCLUSIONS Human-specific genes greatly cast sex-biased genes in the brain and their relationships with brain diseases, with protein-coding genes contributing to immune response related functions and lncRNA genes critically regulating sex-biased genes. The high proportions of lineage-specific lncRNAs in mammalian genomes indicate that sex biases may have evolved rapidly in not only the brain but also other organs.
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Affiliation(s)
- Sha He
- Bioinformatics Section, School of Basic Medical Sciences, Southern Medical University, Guangzhou, 510515, China
| | - Xuecong Zhang
- Bioinformatics Section, School of Basic Medical Sciences, Southern Medical University, Guangzhou, 510515, China
- Shenzhen Clinical Research Center for Tuberculosis, National Clinical Research Center for Infectious Diseases, Shenzhen Third People's Hospital, Shenzhen, Guangdong, China
| | - Hao Zhu
- Bioinformatics Section, School of Basic Medical Sciences, Southern Medical University, Guangzhou, 510515, China.
- Guangdong-Hong Kong-Macao Greater Bay Area Center for Brain Science and Brain-Inspired Intelligence, Southern Medical University, Guangzhou, 510515, China.
- Guangdong Provincial Key Lab of Single Cell Technology and Application, Southern Medical University, Guangzhou, 510515, China.
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115
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Oguntoyinbo IO, Goyal R. The Role of Long Intergenic Noncoding RNA in Fetal Development. Int J Mol Sci 2024; 25:11453. [PMID: 39519006 PMCID: PMC11546696 DOI: 10.3390/ijms252111453] [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: 09/25/2024] [Accepted: 10/22/2024] [Indexed: 11/16/2024] Open
Abstract
The role of long intergenic noncoding RNAs (lincRNAs) in fetal development has emerged as a significant area of study, challenging the traditional protein-centric view of gene expression. While messenger RNAs (mRNAs) have long been recognized for their role in encoding proteins, recent advances have illuminated the critical functions of lincRNAs in various biological processes. Initially identified through high-throughput sequencing technologies, lincRNAs are transcribed from intergenic regions between protein-coding genes and exhibit unique regulatory functions. Unlike mRNAs, lincRNAs are involved in complex interactions with chromatin and chromatin-modifying complexes, influencing gene expression and chromatin structure. LincRNAs are pivotal in regulating tissue-specific development and embryogenesis. For example, they are crucial for proper cardiac, neural, and reproductive system development, with specific lincRNAs being associated with organogenesis and differentiation processes. Their roles in embryonic development include regulating transcription factors and modulating chromatin states, which are essential for maintaining developmental programs and cellular identity. Studies using RNA sequencing and genetic knockout models have highlighted the importance of lincRNAs in processes such as cell differentiation, tissue patterning, and organ development. Despite their functional significance, the comprehensive annotation and understanding of lincRNAs remain limited. Ongoing research aims to elucidate their mechanisms of action and potential applications in disease diagnostics and therapeutics. This review summarizes current knowledge on the functional roles of lincRNAs in fetal development, emphasizing their contributions to tissue-specific gene regulation and developmental processes.
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Affiliation(s)
- Ifetoluwani Oluwadunsin Oguntoyinbo
- School of Animal and Comparative Biomedical Sciences, College of Agriculture, Life & Environmental Sciences, University of Arizona, Tucson, AZ 85721, USA;
| | - Ravi Goyal
- Department of Obstetrics and Gynecology, College of Medicine, University of Arizona, Tucson, AZ 85724, USA
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116
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Chen LL. Linking a Neurodevelopmental Disorder with a lncRNA Deletion. N Engl J Med 2024; 391:1542-1545. [PMID: 39442046 DOI: 10.1056/nejme2411291] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/25/2024]
Affiliation(s)
- Ling-Ling Chen
- From the Laboratory of RNA Innovation, Science, and Engineering, Center for Excellence in Molecular Cell Science, Chinese Academy of Sciences, Shanghai, and the Cornerstone Science Laboratory, Shenzhen - both in China
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117
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Lee AT, Yang MY, Tsai IN, Chang YC, Hung TW, Wang CJ. Gallic Acid Alleviates Glucolipotoxicity-Induced Nephropathy by miR-709-NFE2L2 Pathway in db/db Mice on a High-Fat Diet. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2024; 72. [PMID: 39365293 PMCID: PMC11487656 DOI: 10.1021/acs.jafc.4c05898] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/02/2024] [Revised: 09/24/2024] [Accepted: 09/25/2024] [Indexed: 10/05/2024]
Abstract
BACKGROUND Type 2 diabetes mellitus (T2DM) has become a major global issue, with diabetic nephropathy (DN) ranking as one of its most serious complications. The involvement of microRNAs (miRNAs) in the progression of T2DM and DN is an area of active research, yet the molecular mechanisms remain only partially elucidated. Gallic acid (GA), a naturally occurring polyphenolic compound found in various plants such as bearberry leaves, pomegranate root bark, tea leaves, and oak bark, has demonstrated antioxidant properties that may offer therapeutic benefits in DN. METHODS AND RESULTS The study aimed to investigate the therapeutic potential of GA in mitigating kidney fibrosis, oxidative stress and inflammation, within a glucolipotoxicity-induced diabetic model using db/db mice. The mice were subjected to a high-fat diet to induce glucolipotoxicity, a condition that mimics the metabolic stress experienced in T2DM. Through microarray data analysis, we identified a significant upregulation of renal miR-709a-5p in the diabetic mice, linking this miRNA to the pathological processes underlying DN. GA treatment was shown to boost the activity of including catalase, essential antioxidant enzymes, glutathione peroxidase and superoxide dismutase, while also reducing lipid accumulation in the kidneys, indicating a protective effect against HFD-induced steatosis. In vitro experiments further revealed that silencing miR-709a-5p in MES-13 renal cells led to a reduction in oxidative stress markers, notably lowering lipid peroxidation markers, and significantly boosting the activity of antioxidant defenses. Additionally, NFE2L2, a crucial transcription factor involved in the antioxidant response, was identified as a direct target of miR-709a-5p. The downregulation of miR-709a-5p by GA suggests that this polyphenol mitigates glucolipotoxicity-induced lipogenesis and oxidative stress, potentially offering a novel therapeutic avenue for managing diabetic fatty liver disease and DN. CONCLUSION Our findings indicate that GA exerts a protective effect in DN by downregulating miR-709a-5p, thereby alleviating oxidative stress through the suppression of NFE2L2. The results highlight the potential of GA and NFE2L2-activating agents as promising therapeutic strategies in the treatment of DN.
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Affiliation(s)
- Ang-Tse Lee
- Institute
of Medicine, Chung Shan Medical University, Taichung 402, Taiwan
| | - Mon-Yuan Yang
- Department
of Health Industry Technology Management, Chung Shan Medical University, Taichung 402, Taiwan
| | - I-Ning Tsai
- Institute
of Medicine, Chung Shan Medical University, Taichung 402, Taiwan
| | - Yun-Ching Chang
- Department
of Health Industry Technology Management, Chung Shan Medical University, Taichung 402, Taiwan
- Department
of Medical Research, Chung Shan Medical
University Hospital, Taichung 402, Taiwan
| | - Tung-Wei Hung
- Division
of Nephrology, Department of Medicine, Chung
Shan Medical University Hospital, Taichung 40201, Taiwan
- School
of Medicine, Chung Shan Medical University, Taichung 402, Taiwan
| | - Chau-Jong Wang
- Department
of Health Industry Technology Management, Chung Shan Medical University, Taichung 402, Taiwan
- Department
of Medical Research, Chung Shan Medical
University Hospital, Taichung 402, Taiwan
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Tang P, Yang J, Chen Z, Du C, Yang Y, Zhao H, Huang L, Li G, Liu F, Dong B, Shan T, Bao X, Zhou Y. Nuclear retention coupled with sequential polyadenylation dictates post-transcriptional m 6A modification in the nucleus. Mol Cell 2024; 84:3758-3774.e10. [PMID: 39127036 DOI: 10.1016/j.molcel.2024.07.017] [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: 01/09/2023] [Revised: 06/28/2024] [Accepted: 07/17/2024] [Indexed: 08/12/2024]
Abstract
N6-methyladenosine (m6A) modification is deemed to be co-transcriptionally installed on pre-mRNAs, thereby influencing various downstream RNA metabolism events. However, the causal relationship between m6A modification and RNA processing is often unclear, resulting in premature or even misleading generalizations on the function of m6A modification. Here, we develop 4sU-coupled m6A-level and isoform-characterization sequencing (4sU-m6A-LAIC-seq) and 4sU-GLORI to quantify the m6A levels for both newly synthesized and steady-state RNAs at transcript and single-base-resolution levels, respectively, which enable dissecting the relationship between m6A modification and alternative RNA polyadenylation. Unexpectedly, our results show that many m6A addition events occur post-transcriptionally, especially on transcripts with high m6A levels. Importantly, we find higher m6A levels on shorter 3' UTR isoforms, which likely result from sequential polyadenylation of longer 3' UTR isoforms with prolonged nuclear dwelling time. Therefore, m6A modification can also take place post-transcriptionally to intimately couple with other key RNA metabolism processes to establish and dynamically regulate epi-transcriptomics in mammalian cells.
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Affiliation(s)
- Peng Tang
- College of Life Sciences, TaiKang Center for Life and Medical Sciences, Hubei Key Laboratory of Cell Homeostasis, RNA Institute, Wuhan University, Wuhan, China; CAS Key Laboratory of Regenerative Biology, Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, China
| | - Jiayi Yang
- College of Life Sciences, TaiKang Center for Life and Medical Sciences, Hubei Key Laboratory of Cell Homeostasis, RNA Institute, Wuhan University, Wuhan, China
| | - Zonggui Chen
- Institute of Advanced Studies, Wuhan University, Wuhan, China
| | - Chen Du
- College of Life Sciences, TaiKang Center for Life and Medical Sciences, Hubei Key Laboratory of Cell Homeostasis, RNA Institute, Wuhan University, Wuhan, China; Frontier Science Center for Immunology and Metabolism, State Key Laboratory of Virology, Wuhan University, Wuhan, China
| | - Yang Yang
- College of Life Sciences, TaiKang Center for Life and Medical Sciences, Hubei Key Laboratory of Cell Homeostasis, RNA Institute, Wuhan University, Wuhan, China; Institute of Pediatric Research, Children's Hospital of Soochow University, Suzhou, China
| | - Haiping Zhao
- Institutes of Biomedical Sciences, Fudan University, Shanghai, China
| | - Li Huang
- College of Life Sciences, TaiKang Center for Life and Medical Sciences, Hubei Key Laboratory of Cell Homeostasis, RNA Institute, Wuhan University, Wuhan, China
| | - Guangnan Li
- College of Life Sciences, TaiKang Center for Life and Medical Sciences, Hubei Key Laboratory of Cell Homeostasis, RNA Institute, Wuhan University, Wuhan, China
| | - Feiyan Liu
- College of Life Sciences, TaiKang Center for Life and Medical Sciences, Hubei Key Laboratory of Cell Homeostasis, RNA Institute, Wuhan University, Wuhan, China
| | - Bei Dong
- CAS Key Laboratory of Regenerative Biology, Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, China
| | - Ting Shan
- College of Life Sciences, TaiKang Center for Life and Medical Sciences, Hubei Key Laboratory of Cell Homeostasis, RNA Institute, Wuhan University, Wuhan, China
| | - Xichen Bao
- CAS Key Laboratory of Regenerative Biology, Guangdong Provincial Key Laboratory of Stem Cell and Regenerative Medicine, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, Guangzhou, China
| | - Yu Zhou
- College of Life Sciences, TaiKang Center for Life and Medical Sciences, Hubei Key Laboratory of Cell Homeostasis, RNA Institute, Wuhan University, Wuhan, China; Institute of Advanced Studies, Wuhan University, Wuhan, China; Frontier Science Center for Immunology and Metabolism, State Key Laboratory of Virology, Wuhan University, Wuhan, China.
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Gan T, Liu W, Wang Y, Huang D, Hu J, Wang Y, Xiong J, Wang X, Xu Q, Xiong N, Lu S, Wang Z. LncRNA MAAMT facilitates macrophage recruitment and proinflammatory activation and exacerbates autoimmune myocarditis through the SRSF1/NF-κB axis. Int J Biol Macromol 2024; 278:134193. [PMID: 39069042 DOI: 10.1016/j.ijbiomac.2024.134193] [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: 03/23/2024] [Revised: 07/02/2024] [Accepted: 07/25/2024] [Indexed: 07/30/2024]
Abstract
Long non-coding RNAs (lncRNAs) have been implicated in dilated cardiomyopathy (DCM). However, the biological functions and regulatory mechanisms of lncRNAs in DCM remain elusive. Using a mouse model of experimental autoimmune myocarditis (EAM) to mimic DCM, we successfully constructed a dynamic lncRNA expression library for EAM by lncRNA microarray and found that the expression of a macrophage-enriched lncRNA, MAAMT, was significantly increased in the myocardial tissue of mice at the acute stage of EAM. Functionally, MAAMT knockdown alleviated the recruitment and proinflammatory activation of macrophages in the heart, spleen, and peripheral blood of mice at the acute stage of EAM, reduced myocardial inflammation and injury, and eventually reversed ventricular remodelling and improved cardiac function in mice at the chronic stage of EAM. Mechanistically, we identified serine/arginine-rich splicing factor 1 (SRSF1) as an MAAMT-interacting protein in macrophages using RNA pull-down assays coupled with mass spectrometry. MAAMT knockdown attenuated the ubiquitination-mediated degradation of SRSF1, increased the protein expression of SRSF1, and restrained the activation of the NF-κB pathway in macrophages, thereby inhibiting the proinflammatory activation of macrophages. Collectively, our results demonstrate that MAAMT is a key proinflammatory regulator of myocarditis that promotes macrophage activation through the SRSF1-NF-κB axis, providing a new insight into early effective treatment strategies for DCM.
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Affiliation(s)
- Ting Gan
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Key Laboratory of Biological Targeted Therapy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Provincial Engineering Research Center of Immunological Diagnosis and Therapy for Cardiovascular Diseases, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
| | - Wenhu Liu
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Key Laboratory of Biological Targeted Therapy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Provincial Engineering Research Center of Immunological Diagnosis and Therapy for Cardiovascular Diseases, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
| | - Yan Wang
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Key Laboratory of Biological Targeted Therapy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Provincial Engineering Research Center of Immunological Diagnosis and Therapy for Cardiovascular Diseases, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
| | - Dan Huang
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Key Laboratory of Biological Targeted Therapy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Provincial Engineering Research Center of Immunological Diagnosis and Therapy for Cardiovascular Diseases, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
| | - Jing Hu
- Department of Infectious Diseases, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
| | - Ya Wang
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Key Laboratory of Biological Targeted Therapy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Provincial Engineering Research Center of Immunological Diagnosis and Therapy for Cardiovascular Diseases, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
| | - Jingjie Xiong
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Key Laboratory of Biological Targeted Therapy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Provincial Engineering Research Center of Immunological Diagnosis and Therapy for Cardiovascular Diseases, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
| | - Xuehua Wang
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Key Laboratory of Biological Targeted Therapy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Provincial Engineering Research Center of Immunological Diagnosis and Therapy for Cardiovascular Diseases, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
| | - Qian Xu
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Key Laboratory of Biological Targeted Therapy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Provincial Engineering Research Center of Immunological Diagnosis and Therapy for Cardiovascular Diseases, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
| | - Ni Xiong
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Key Laboratory of Biological Targeted Therapy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Provincial Engineering Research Center of Immunological Diagnosis and Therapy for Cardiovascular Diseases, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
| | - Shuai Lu
- Department of Cardiovascular Surgery, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China.
| | - Zhaohui Wang
- Department of Cardiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Key Laboratory of Biological Targeted Therapy, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China; Hubei Provincial Engineering Research Center of Immunological Diagnosis and Therapy for Cardiovascular Diseases, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China.
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120
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Mehta SL, Arruri V, Vemuganti R. Role of transcription factors, noncoding RNAs, epitranscriptomics, and epigenetics in post-ischemic neuroinflammation. J Neurochem 2024; 168:3430-3448. [PMID: 38279529 PMCID: PMC11272908 DOI: 10.1111/jnc.16055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2023] [Revised: 01/04/2024] [Accepted: 01/08/2024] [Indexed: 01/28/2024]
Abstract
Post-stroke neuroinflammation is pivotal in brain repair, yet persistent inflammation can aggravate ischemic brain damage and hamper recovery. Following stroke, specific molecules released from brain cells attract and activate central and peripheral immune cells. These immune cells subsequently release diverse inflammatory molecules within the ischemic brain, initiating a sequence of events, including activation of transcription factors in different brain cell types that modulate gene expression and influence outcomes; the interactive action of various noncoding RNAs (ncRNAs) to regulate multiple biological processes including inflammation, epitranscriptomic RNA modification that controls RNA processing, stability, and translation; and epigenetic changes including DNA methylation, hydroxymethylation, and histone modifications crucial in managing the genic response to stroke. Interactions among these events further affect post-stroke inflammation and shape the depth of ischemic brain damage and functional outcomes. We highlighted these aspects of neuroinflammation in this review and postulate that deciphering these mechanisms is pivotal for identifying therapeutic targets to alleviate post-stroke dysfunction and enhance recovery.
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Affiliation(s)
- Suresh L. Mehta
- Department of Neurological Surgery, University of Wisconsin, Madison, WI, USA
| | - Vijay Arruri
- Department of Neurological Surgery, University of Wisconsin, Madison, WI, USA
| | - Raghu Vemuganti
- Department of Neurological Surgery, University of Wisconsin, Madison, WI, USA
- William S. Middleton Veterans Hospital, Madison, WI, USA
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Li Q, Wu J, Mao X. The roles of different gene expression regulators in acoustic variation in the intermediate horseshoe bat revealed by long-read and short-read RNA sequencing data. Curr Zool 2024; 70:575-588. [PMID: 39463690 PMCID: PMC11502156 DOI: 10.1093/cz/zoad045] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2023] [Accepted: 09/27/2023] [Indexed: 10/29/2024] Open
Abstract
Gene expression changes contribute greatly to phenotypic variations in nature. Studying patterns of regulators of gene expression is important to fully understand the molecular mechanism underlying phenotypic variations. In horseshoe bats, the cochleae are finely tuned to echoes of call frequency. Here, using 2 recently diverged subspecies of the intermediate horseshoe bat (Rhinolophus affinis hainanus and R. a. himalayanus) with great acoustic variations as the system, we aim to explore relative roles of different regulators of gene expression (differential gene expression, alternative splicing (AS) and long non-coding RNAs (lncRNAs)) in phenotypic variation with a combination of Illumina short-read and Nanopore long-read RNA-seq data from the cochlea. Compared to R. a. hainanus, R. a. himalayanus exhibited much more upregulated differentially expressed genes (DEGs) and multiple of them may play important roles in the maintenance and damage repair of auditory hair cells. We identified 411 differentially expressed lncRNAs and their target DEGs upregulated in R. a. himalayanus were also mainly involved in a protective mechanism for auditory hair cells. Using 3 different methods of AS analysis, we identified several candidate alternatively spliced genes (ASGs) that expressed different isoforms which may be associated with acoustic divergence of the 2 subspecies. We observed significantly less overlap than expected between DEGs and ASGs, supporting complementary roles of differential gene expression and AS in generating phenotypic variations. Overall, our study highlights the importance of a combination of short-read and long-read RNA-seq data in examining the regulation of gene expression changes responsible for phenotypic variations.
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Affiliation(s)
- Qianqian Li
- School of Ecological and Environmental Sciences, East China Normal University, Shanghai 200062, China
| | - Jianyu Wu
- School of Ecological and Environmental Sciences, East China Normal University, Shanghai 200062, China
| | - Xiuguang Mao
- School of Ecological and Environmental Sciences, East China Normal University, Shanghai 200062, China
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Huang L, Ye Y, Sun Y, Zhou Z, Deng T, Liu Y, Wu R, Wang K, Yao C. LncRNA H19/miR-107 regulates endothelial progenitor cell pyroptosis and promotes flow recovery of lower extremity ischemia through targeting FADD. Biochim Biophys Acta Mol Basis Dis 2024; 1870:167323. [PMID: 38925483 DOI: 10.1016/j.bbadis.2024.167323] [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: 01/28/2024] [Revised: 06/02/2024] [Accepted: 06/21/2024] [Indexed: 06/28/2024]
Abstract
BACKGROUND Peripheral artery disease (PAD) is an ischemic disease with a rising incidence worldwide. The lncRNA H19 (H19) is enriched in endothelial progenitor cells (EPCs), and transplantation of pyroptosis-resistant H19-overexpressed EPCs (oe-H19-EPCs) may promote vasculogenesis and blood flow recovery in PAD, especially with critical limb ischemia (CLI). METHODS EPCs isolated from human peripheral blood was characterized using immunofluorescence and flow cytometry. Cell proliferation was determined with CCK8 and EdU assays. Cell migration was assessed by Transwell and wound healing assays. The angiogenic potential was evaluated using tube formation assay. The pyroptosis pathway-related protein in EPCs was detected by western blot. The binding sites of H19 and FADD on miR-107 were analyzed using Luciferase assays. In vivo, oe-H19-EPCs were transplanted into a mouse ischemic limb model, and blood flow was detected by laser Doppler imaging. The transcriptional landscape behind the therapeutic effects of oe-H19-EPCs on ischemic limbs were examined with whole transcriptome sequencing. RESULTS Overexpression of H19 in EPCs led to an increase in proliferation, migration, and tube formation abilities. These effects were mediated through pyroptosis pathway, which is regulated by the H19/miR-107/FADD axis. Transplantation of oe-H19-EPCs in a mouse ischemic limb model promoted vasculogenesis and blood flow recovery. Whole transcriptome sequencing indicated significant activation of vasculogenesis pathway in the ischemic limbs following treatment with oe-H19-EPCs. CONCLUSIONS Overexpression of H19 increases FADD level by competitively binding to miR-107, leading to enhanced proliferation, migration, vasculogenesis, and inhibition of pyroptosis in EPCs. These effects ultimately promote the recovery of blood flow in CLI.
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Affiliation(s)
- Lin Huang
- Division of Vascular Surgery, the First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510800, China; National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Disease, First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China
| | - Yanchen Ye
- Division of Vascular Surgery, the First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510800, China; National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Disease, First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China
| | - Yunhao Sun
- Division of Vascular Surgery, the First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510800, China; National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Disease, First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China
| | - Zhihao Zhou
- Division of Vascular Surgery, the First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510800, China; National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Disease, First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China
| | - Tang Deng
- Division of Vascular Surgery, the First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510800, China; National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Disease, First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China
| | - Yunyan Liu
- Division of Vascular Surgery, the First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510800, China; National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Disease, First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China
| | - Ridong Wu
- Division of Vascular Surgery, the First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510800, China; National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Disease, First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China.
| | - Kangjie Wang
- Division of Vascular Surgery, the First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510800, China; National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Disease, First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China.
| | - Chen Yao
- Division of Vascular Surgery, the First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510800, China; National-Guangdong Joint Engineering Laboratory for Diagnosis and Treatment of Vascular Disease, First Affiliated Hospital, Sun Yat-sen University, Guangzhou 510080, China.
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Lin Y, Zhao W, Pu R, Lv Z, Xie H, Li Y, Zhang Z. Long non‑coding RNAs as diagnostic and prognostic biomarkers for colorectal cancer (Review). Oncol Lett 2024; 28:486. [PMID: 39185489 PMCID: PMC11342420 DOI: 10.3892/ol.2024.14619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2024] [Accepted: 07/29/2024] [Indexed: 08/27/2024] Open
Abstract
Colorectal cancer (CRC) ranks as the 3rd most common cancer globally and is the 2nd leading cause of cancer-related death. Owing to the lack of specific early symptoms and the limitations of existing early diagnostic methods, most patients with CRC are diagnosed at advanced stages. To overcome these challenges, researchers have increasingly focused on molecular biomarkers, with particular interest in long non-coding RNAs (lncRNAs). These non-protein-coding RNAs, which exceed 200 nucleotides in length, play critical roles in the development and progression of CRC. The stability and detectability of lncRNAs in the circulatory system make them promising candidate biomarkers. The analysis of circulating lncRNAs in peripheral blood represents a potential option for minimally invasive diagnostic tests based on liquid biopsy samples. The present review aimed to evaluate the efficacy of lncRNAs with altered expression levels in peripheral blood as diagnostic markers for CRC. Additionally, the clinical significance of lncRNAs as prognostic markers for this disease were summarized.
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Affiliation(s)
- Yuning Lin
- Medical Laboratory, Xiamen Humanity Hospital, Fujian Medical University, Xiamen, Fujian 361009, P.R. China
| | - Wenzhen Zhao
- Medical Laboratory, Xiamen Humanity Hospital, Fujian Medical University, Xiamen, Fujian 361009, P.R. China
| | - Ruonan Pu
- Medical Laboratory, Xiamen Humanity Hospital, Fujian Medical University, Xiamen, Fujian 361009, P.R. China
| | - Zhenyi Lv
- Medical Laboratory, Xiamen Humanity Hospital, Fujian Medical University, Xiamen, Fujian 361009, P.R. China
| | - Hongyan Xie
- Medical Laboratory, Xiamen Humanity Hospital, Fujian Medical University, Xiamen, Fujian 361009, P.R. China
| | - Ying Li
- Department of Ultrasonography, Women and Children's Hospital, School of Medicine, Xiamen University, Xiamen, Fujian 361003, P.R. China
| | - Zhongying Zhang
- Medical Laboratory, Xiamen Humanity Hospital, Fujian Medical University, Xiamen, Fujian 361009, P.R. China
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Dong Y, He Y, Geng Y, Wei M, Zhou X, Lian J, Hallajzadeh J. Autophagy-related lncRNAs and exosomal lncRNAs in colorectal cancer: focusing on lncRNA-targeted strategies. Cancer Cell Int 2024; 24:328. [PMID: 39342235 PMCID: PMC11439232 DOI: 10.1186/s12935-024-03503-1] [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: 03/27/2024] [Accepted: 09/06/2024] [Indexed: 10/01/2024] Open
Abstract
Autophagy is a cellular process that involves the degradation and recycling of cellular components, including damaged proteins and organelles. It is an important mechanism for maintaining cellular homeostasis and has been implicated in various diseases, including cancer. Long non-coding RNAs (lncRNAs) are a class of RNA molecules that do not code for proteins but instead play regulatory roles in gene expression. Emerging evidence suggests that lncRNAs can influence autophagy and contribute to the development and progression of colorectal cancer (CRC). Several lncRNAs have been identified as key players in modulating autophagy in CRC. The dysregulation of autophagy and non-coding RNAs (ncRNAs) in CRC suggests a complex interplay between these two factors in the pathogenesis of the disease. Modulating autophagy may sensitize cancer cells to existing therapies or improve the efficacy of new treatment approaches. Additionally, targeting specific lncRNAs involved in autophagy regulation could potentially be used as a therapeutic intervention to inhibit tumor growth, metastasis, and overcome drug resistance in CRC. In this review, a thorough overview is presented, encompassing the functions and underlying mechanisms of autophagy-related lncRNAs in a range of critical areas within tumor biology. These include cell proliferation, apoptosis, migration, invasion, drug resistance, angiogenesis, and radiation resistance.
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Affiliation(s)
- Yan Dong
- The First Affiliated Hospital of Hebei University of Chinese Medicine, Shijiazhuang, 050011, Hebei, China
| | - Yiwei He
- The First Affiliated Hospital of Hebei University of Chinese Medicine, Shijiazhuang, 050011, Hebei, China
| | - Yanna Geng
- The First Affiliated Hospital of Hebei University of Chinese Medicine, Shijiazhuang, 050011, Hebei, China
| | - Meimei Wei
- The First Affiliated Hospital of Hebei University of Chinese Medicine, Shijiazhuang, 050011, Hebei, China
| | - Xiaomei Zhou
- The First Affiliated Hospital of Hebei University of Chinese Medicine, Shijiazhuang, 050011, Hebei, China
| | - Jianlun Lian
- The First Affiliated Hospital of Hebei University of Chinese Medicine, Shijiazhuang, 050011, Hebei, China.
| | - Jamal Hallajzadeh
- Department of Biochemistry and Nutrition, Research Center for Evidence-Based Health Management, Maragheh University of Medical Sciences, Maragheh, Iran.
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Jana S, Mondal M, Mahale S, Gupta B, Prasasvi KR, Kandasami L, Jha N, Chowdhury A, Santosh V, Kanduri C, Somasundaram K. PITAR, a DNA damage-inducible cancer/testis long noncoding RNA, inactivates p53 by binding and stabilizing TRIM28 mRNA. eLife 2024; 12:RP88256. [PMID: 39302097 PMCID: PMC11415074 DOI: 10.7554/elife.88256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/25/2024] Open
Abstract
In tumors with WT p53, alternate mechanisms of p53 inactivation are reported. Here, we have identified a long noncoding RNA, PITAR (p53 Inactivating TRIM28 Associated RNA), as an inhibitor of p53. PITAR is an oncogenic Cancer/testis lncRNA and is highly expressed in glioblastoma (GBM) and glioma stem-like cells (GSC). We establish that TRIM28 mRNA, which encodes a p53-specific E3 ubiquitin ligase, is a direct target of PITAR. PITAR interaction with TRIM28 RNA stabilized TRIM28 mRNA, which resulted in increased TRIM28 protein levels and reduced p53 steady-state levels due to enhanced p53 ubiquitination. DNA damage activated PITAR, in addition to p53, in a p53-independent manner, thus creating an incoherent feedforward loop to inhibit the DNA damage response by p53. While PITAR silencing inhibited the growth of WT p53 containing GSCs in vitro and reduced glioma tumor growth in vivo, its overexpression enhanced the tumor growth in a TRIM28-dependent manner and promoted resistance to Temozolomide. Thus, we establish an alternate way of p53 inactivation by PITAR, which maintains low p53 levels in normal cells and attenuates the DNA damage response by p53. Finally, we propose PITAR as a potential GBM therapeutic target.
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Affiliation(s)
- Samarjit Jana
- Department of Microbiology and Cell Biology, Indian Institute of Science BangaloreBangaloreIndia
| | - Mainak Mondal
- Department of Microbiology and Cell Biology, Indian Institute of Science BangaloreBangaloreIndia
| | - Sagar Mahale
- Department of Medical Biochemistry and Cell Biology, Institute of Biomedicine, University of GothenburgGothenburgSweden
| | - Bhavana Gupta
- Department of Microbiology and Cell Biology, Indian Institute of Science BangaloreBangaloreIndia
| | - Kaval Reddy Prasasvi
- Department of Microbiology and Cell Biology, Indian Institute of Science BangaloreBangaloreIndia
| | - Lekha Kandasami
- Department of Microbiology and Cell Biology, Indian Institute of Science BangaloreBangaloreIndia
| | - Neha Jha
- Department of Microbiology and Cell Biology, Indian Institute of Science BangaloreBangaloreIndia
| | - Abhishek Chowdhury
- Department of Microbiology and Cell Biology, Indian Institute of Science BangaloreBangaloreIndia
| | - Vani Santosh
- Department of Neuropathology, National Institute of Mental Health and NeurosciencesBangaloreIndia
| | - Chandrasekhar Kanduri
- Department of Medical Biochemistry and Cell Biology, Institute of Biomedicine, University of GothenburgGothenburgSweden
| | - Kumaravel Somasundaram
- Department of Microbiology and Cell Biology, Indian Institute of Science BangaloreBangaloreIndia
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Sahu S, Rao AR, Saxena S, Gupta P, Gaikwad K. Systematic profiling and analysis of growth and development responsive DE-lncRNAs in cluster bean (Cyamopsis tetragonoloba). Int J Biol Macromol 2024; 280:135821. [PMID: 39306152 DOI: 10.1016/j.ijbiomac.2024.135821] [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: 06/04/2024] [Revised: 09/07/2024] [Accepted: 09/18/2024] [Indexed: 10/01/2024]
Abstract
Long non-coding RNAs (lncRNAs) play crucial role in regulating genes involved in various processes including growth & development, flowering, and stress response in plants. The study aims to identify and characterize tissue-specific, growth & development and floral responsive differentially expressed lncRNAs (DE-lncRNAs) in cluster bean from a high-throughput RNA sequencing data. We have identified 3309 DE-lncRNAs, with an average length of 818 bp. Merely, around 4 % of DE-lncRNAs across the tissues were found to be conserved as rate of evolution of lncRNAs is high. Among the identified DE-lncRNAs, 204 were common in leaf vs. shoot, leaf vs. flower and flower vs. shoot. A total of 60 DE-lncRNAs targeted 10 protein-coding genes involved in flower development and initiation processes. We investigated 179 tissue-specific DE-lncRNAs based on tissue specificity index. Three DE-lncRNAs: Cb_lnc_0820, Cb_lnc_0430, Cb_lnc_0260 and their target genes show their involvement in floral development and stress mechanisms, which were validated by Quantitative real-time PCR (qRT-PCR). The identified DE-lncRNAs were expressed higher in flower bud than in leaf and similar expression pattern was observed in both RNA-seq data and qRT-PCR analyses. Notably, 362 DE-lncRNAs were predicted as eTM-lncRNAs with the participation of 84 miRNAs. Whereas 46 DE-lncRNAs were predicted to possess the internal ribosomal entry sites (IRES) and can encode for small peptides. The regulatory networks established between DE-lncRNAs, mRNAs and miRNAs have provided an insight into their association with plant growth & development, flowering, and stress mechanisms. Comprehensively, the characterization of DE-lncRNAs in various tissues of cluster bean shed a light on interactions among lncRNAs, miRNAs and mRNAs and help understand their involvement in growth & development and floral initiation processes. The information retrieved from the analyses was shared in the public domain in the form of a database: Cb-DElncRNAdb, and made available at http://backlin.cabgrid.res.in/Cb-DElncRNA/index.php, which may be useful for the scientific community engaged cluster bean research.
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Affiliation(s)
- Sarika Sahu
- ICAR-Indian Agricultural Statistics Research Institute, New Delhi 110012, India
| | | | - Swati Saxena
- ICAR - National Institute for Plant Biotechnology, New Delhi 110012, India
| | - Palak Gupta
- ICAR - National Institute for Plant Biotechnology, New Delhi 110012, India
| | - Kishor Gaikwad
- ICAR - National Institute for Plant Biotechnology, New Delhi 110012, India
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127
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Weiss LM, Warwick T, Zehr S, Günther S, Wolf S, Schmachtel T, Izquierdo Ponce J, Pálfi K, Teichmann T, Schneider A, Stötzel J, Knapp S, Weigert A, Savai R, Rieger MA, Oellerich T, Wittig I, Oo JA, Brandes RP, Leisegang MS. RUNX1 interacts with lncRNA SMANTIS to regulate monocytic cell functions. Commun Biol 2024; 7:1131. [PMID: 39271940 PMCID: PMC11399395 DOI: 10.1038/s42003-024-06794-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2024] [Accepted: 08/28/2024] [Indexed: 09/15/2024] Open
Abstract
Monocytes, the circulating macrophage precursors, contribute to diseases like atherosclerosis and asthma. Long non-coding RNAs (lncRNAs) have been shown to modulate the phenotype and inflammatory capacity of monocytes. We previously discovered the lncRNA SMANTIS, which contributes to cellular phenotype expression by controlling BRG1 in mesenchymal cells. Here, we report that SMANTIS is particularly highly expressed in monocytes and lost during differentiation into macrophages. Moreover, different types of myeloid leukemia presented specific SMANTIS expression patterns. Interaction studies revealed that SMANTIS binds RUNX1, a transcription factor frequently mutated in AML, primarily through its Alu-element on the RUNT domain. RNA-seq after CRISPR/Cas9-mediated deletion of SMANTIS or RUNX1 revealed an association with cell adhesion and both limited the monocyte adhesion to endothelial cells. Mechanistically, SMANTIS KO reduced RUNX1 genomic binding and altered the interaction of RUNX1 with EP300 and CBFB. Collectively, SMANTIS interacts with RUNX1 and attenuates monocyte adhesion, which might limit monocyte vascular egress.
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Affiliation(s)
- Lisa M Weiss
- Goethe University Frankfurt, Institute for Cardiovascular Physiology, Frankfurt, Germany
- German Center of Cardiovascular Research (DZHK), Partner site RheinMain, Frankfurt, Germany
| | - Timothy Warwick
- Goethe University Frankfurt, Institute for Cardiovascular Physiology, Frankfurt, Germany
- German Center of Cardiovascular Research (DZHK), Partner site RheinMain, Frankfurt, Germany
| | - Simonida Zehr
- Goethe University Frankfurt, Institute for Cardiovascular Physiology, Frankfurt, Germany
- German Center of Cardiovascular Research (DZHK), Partner site RheinMain, Frankfurt, Germany
| | - Stefan Günther
- Max Planck Institute for Heart and Lung Research, Bad Nauheim, Germany
| | - Sebastian Wolf
- Goethe University Frankfurt, University Hospital, Department of Medicine II, Hematology/Oncology, Frankfurt, Germany
| | - Tessa Schmachtel
- Goethe University Frankfurt, University Hospital, Department of Medicine II, Hematology/Oncology, Frankfurt, Germany
| | - Judit Izquierdo Ponce
- Goethe University Frankfurt, Institute for Cardiovascular Physiology, Frankfurt, Germany
| | - Katalin Pálfi
- Goethe University Frankfurt, Institute for Cardiovascular Physiology, Frankfurt, Germany
| | - Tom Teichmann
- Goethe University Frankfurt, Institute for Cardiovascular Physiology, Frankfurt, Germany
- German Center of Cardiovascular Research (DZHK), Partner site RheinMain, Frankfurt, Germany
| | - Alicia Schneider
- Goethe University Frankfurt, Institute for Cardiovascular Physiology, Frankfurt, Germany
- German Center of Cardiovascular Research (DZHK), Partner site RheinMain, Frankfurt, Germany
| | - Julia Stötzel
- Goethe University Frankfurt, Institute for Cardiovascular Physiology, Frankfurt, Germany
- German Center of Cardiovascular Research (DZHK), Partner site RheinMain, Frankfurt, Germany
| | - Stefan Knapp
- Goethe University Frankfurt, Institute for Pharmaceutical Chemistry, Buchman Institute for Life Sciences Campus Riedberg, Frankfurt, Germany
| | - Andreas Weigert
- Goethe University Frankfurt, Institute of Biochemistry I, Frankfurt, Germany
| | - Rajkumar Savai
- Max Planck Institute for Heart and Lung Research, Bad Nauheim, Germany
- Lung Microenvironmental Niche in Cancerogenesis, Institute for Lung Health (ILH), Justus Liebig University Giessen, Giessen, Germany
| | - Michael A Rieger
- Goethe University Frankfurt, University Hospital, Department of Medicine II, Hematology/Oncology, Frankfurt, Germany
| | - Thomas Oellerich
- Goethe University Frankfurt, University Hospital, Department of Medicine II, Hematology/Oncology, Frankfurt, Germany
- German Cancer Consortium (DKTK), Partner Site Frankfurt/Mainz, Frankfurt, Germany
- University Cancer Center (UCT) Frankfurt, University Hospital, Goethe University, Frankfurt, Germany
- Frankfurt Cancer Institute, Goethe University, Frankfurt, Germany
| | - Ilka Wittig
- Goethe University Frankfurt, Institute for Cardiovascular Physiology, Frankfurt, Germany
- German Center of Cardiovascular Research (DZHK), Partner site RheinMain, Frankfurt, Germany
- Goethe University Frankfurt, Functional Proteomics, Institute for Cardiovascular Physiology, Frankfurt, Germany
| | - James A Oo
- Goethe University Frankfurt, Institute for Cardiovascular Physiology, Frankfurt, Germany
- German Center of Cardiovascular Research (DZHK), Partner site RheinMain, Frankfurt, Germany
| | - Ralf P Brandes
- Goethe University Frankfurt, Institute for Cardiovascular Physiology, Frankfurt, Germany
- German Center of Cardiovascular Research (DZHK), Partner site RheinMain, Frankfurt, Germany
| | - Matthias S Leisegang
- Goethe University Frankfurt, Institute for Cardiovascular Physiology, Frankfurt, Germany.
- German Center of Cardiovascular Research (DZHK), Partner site RheinMain, Frankfurt, Germany.
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Yazarlou F, Martinez I, Lipovich L. Radiotherapy and breast cancer: finally, an lncRNA perspective on radiosensitivity and radioresistance. Front Oncol 2024; 14:1437542. [PMID: 39346726 PMCID: PMC11427263 DOI: 10.3389/fonc.2024.1437542] [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: 05/23/2024] [Accepted: 08/01/2024] [Indexed: 10/01/2024] Open
Abstract
Radiotherapy (RT) serves as one of the key adjuvant treatments in management of breast cancer. Nevertheless, RT has two major problems: side effects and radioresistance. Given that patients respond differently to RT, it is imperative to understand the molecular mechanisms underlying these differences. Two-thirds of human genes do not encode proteins, as we have realized from genome-scale studies conducted after the advent of the genomic era; nevertheless, molecular understanding of breast cancer to date has been attained almost entirely based on protein-coding genes and their pathways. Long non-coding RNAs (lncRNAs) are a poorly understood but abundant class of human genes that yield functional non-protein-coding RNA transcripts. Here, we canvass the field to seek evidence for the hypothesis that lncRNAs contribute to radioresistance in breast cancer. RT-responsive lncRNAs ranging from "classical" lncRNAs discovered at the dawn of the post-genomic era (such as HOTAIR, NEAT1, and CCAT), to long intergenic lncRNAs such as LINC00511 and LINC02582, antisense lncRNAs such as AFAP-AS1 and FGD5-AS1, and pseudogene transcripts such as DUXAP8 were found during our screen of the literature. Radiation-related pathways modulated by these lncRNAs include DNA damage repair, cell cycle, cancer stem cells phenotype and apoptosis. Thus, providing a clear picture of these lncRNAs' underlying RT-relevant molecular mechanisms should help improve overall survival and optimize the best radiation dose for each individual patient. Moreover, in healthy humans, lncRNAs show greater natural expression variation than protein-coding genes, even across individuals, alluding to their exceptional potential for targeting in truly personalized, precision medicine.
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Affiliation(s)
- Fatemeh Yazarlou
- Center for Childhood Cancer, Abigail Wexner Research Institute at Nationwide Children’s Hospital, Columbus, OH, United States
| | - Ivan Martinez
- Department of Microbiology, Immunology and Cell Biology, West Virginia University, Morgantown, WV, United States
| | - Leonard Lipovich
- Department of Biology, College of Science, Mathematics, and Technology, Wenzhou-Kean University, Wenzhou, China
- Wenzhou Municipal Key Laboratory for Applied Biomedical and Biopharmaceutical Informatics, Wenzhou-Kean University, Wenzhou, China
- Zhejiang Bioinformatics International Science and Technology Cooperation Center, Wenzhou-Kean University, Wenzhou, China
- Shenzhen Huayuan Biological Science Research Institute, Shenzhen Huayuan Biotechnology Co. Ltd., Shenzhen, China
- Center for Molecular Medicine and Genetics, School of Medicine, Wayne State University, Detroit, MI, United States
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Cherlin T, Jing Y, Shah S, Kennedy A, Telonis AG, Pliatsika V, Wilson H, Thompson L, Vlantis PI, Loher P, Leiby B, Rigoutsos I. The subcellular distribution of miRNA isoforms, tRNA-derived fragments, and rRNA-derived fragments depends on nucleotide sequence and cell type. BMC Biol 2024; 22:205. [PMID: 39267057 PMCID: PMC11397057 DOI: 10.1186/s12915-024-01970-6] [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: 12/07/2022] [Accepted: 08/01/2024] [Indexed: 09/14/2024] Open
Abstract
BACKGROUND MicroRNA isoforms (isomiRs), tRNA-derived fragments (tRFs), and rRNA-derived fragments (rRFs) represent most of the small non-coding RNAs (sncRNAs) found in cells. Members of these three classes modulate messenger RNA (mRNA) and protein abundance and are dysregulated in diseases. Experimental studies to date have assumed that the subcellular distribution of these molecules is well-understood, independent of cell type, and the same for all isoforms of a sncRNA. RESULTS We tested these assumptions by investigating the subcellular distribution of isomiRs, tRFs, and rRFs in biological replicates from three cell lines from the same tissue and same-sex donors that model the same cancer subtype. In each cell line, we profiled the isomiRs, tRFs, and rRFs in the nucleus, cytoplasm, whole mitochondrion (MT), mitoplast (MP), and whole cell. Using a rigorous mathematical model we developed, we accounted for cross-fraction contamination and technical errors and adjusted the measured abundances accordingly. Analyses of the adjusted abundances show that isomiRs, tRFs, and rRFs exhibit complex patterns of subcellular distributions. These patterns depend on each sncRNA's exact sequence and the cell type. Even in the same cell line, isoforms of the same sncRNA whose sequences differ by a few nucleotides (nts) can have different subcellular distributions. CONCLUSIONS SncRNAs with similar sequences have different subcellular distributions within and across cell lines, suggesting that each isoform could have a different function. Future computational and experimental studies of isomiRs, tRFs, and rRFs will need to distinguish among each molecule's various isoforms and account for differences in each isoform's subcellular distribution in the cell line at hand. While the findings add to a growing body of evidence that isomiRs, tRFs, rRFs, tRNAs, and rRNAs follow complex intracellular trafficking rules, further investigation is needed to exclude alternative explanations for the observed subcellular distribution of sncRNAs.
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Affiliation(s)
- Tess Cherlin
- Computational Medicine Center, Thomas Jefferson University, Philadelphia, PA, 19017, USA
- University of Pennsylvania, Philadelphia, PA, USA
| | - Yi Jing
- Computational Medicine Center, Thomas Jefferson University, Philadelphia, PA, 19017, USA
| | - Siddhartha Shah
- Computational Medicine Center, Thomas Jefferson University, Philadelphia, PA, 19017, USA
| | - Anne Kennedy
- Computational Medicine Center, Thomas Jefferson University, Philadelphia, PA, 19017, USA
- Department of Pharmacology, Physiology and Cancer Biology, Thomas Jefferson University, Philadelphia, PA, USA
| | - Aristeidis G Telonis
- Computational Medicine Center, Thomas Jefferson University, Philadelphia, PA, 19017, USA
- University of Miami, Miami, FL, USA
| | - Venetia Pliatsika
- Computational Medicine Center, Thomas Jefferson University, Philadelphia, PA, 19017, USA
- New York University, New York, NY, USA
| | - Haley Wilson
- Computational Medicine Center, Thomas Jefferson University, Philadelphia, PA, 19017, USA
- Department of Pharmacology, Physiology and Cancer Biology, Thomas Jefferson University, Philadelphia, PA, USA
| | - Lily Thompson
- Computational Medicine Center, Thomas Jefferson University, Philadelphia, PA, 19017, USA
- Department of Biochemistry and Molecular Biology, Thomas Jefferson University, Philadelphia, PA, USA
| | - Panagiotis I Vlantis
- Computational Medicine Center, Thomas Jefferson University, Philadelphia, PA, 19017, USA
- Independent Scholar, Athens, Greece
| | - Phillipe Loher
- Computational Medicine Center, Thomas Jefferson University, Philadelphia, PA, 19017, USA
| | - Benjamin Leiby
- Division of Biostatistics, Thomas Jefferson University, Philadelphia, PA, 19017, USA
| | - Isidore Rigoutsos
- Computational Medicine Center, Thomas Jefferson University, Philadelphia, PA, 19017, USA.
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Jeon Y, Lu Y, Ferrari MM, Channagiri T, Xu P, Meers C, Zhang Y, Balachander S, Park VS, Marsili S, Pursell ZF, Jonoska N, Storici F. RNA-mediated double-strand break repair by end-joining mechanisms. Nat Commun 2024; 15:7935. [PMID: 39261460 PMCID: PMC11390984 DOI: 10.1038/s41467-024-51457-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Accepted: 08/07/2024] [Indexed: 09/13/2024] Open
Abstract
Double-strand breaks (DSBs) in DNA are challenging to repair. Cells employ at least three DSB-repair mechanisms, with a preference for non-homologous end joining (NHEJ) over homologous recombination (HR) and microhomology-mediated end joining (MMEJ). While most eukaryotic DNA is transcribed into RNA, providing complementary genetic information, much remains unknown about the direct impact of RNA on DSB-repair outcomes and its role in DSB-repair via end joining. Here, we show that both sense and antisense-transcript RNAs impact DSB repair in a sequence-specific manner in wild-type human and yeast cells. Depending on its sequence complementarity with the broken DNA ends, a transcript RNA can promote repair of a DSB or a double-strand gap in its DNA gene via NHEJ or MMEJ, independently from DNA synthesis. The results demonstrate a role of transcript RNA in directing the way DSBs are repaired in DNA, suggesting that RNA may directly modulate genome stability and evolution.
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Affiliation(s)
- Youngkyu Jeon
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA
- Molecular Targets Program, Center for Cancer Research (CCR), National Cancer Institute (NCI), National Institutes of Health (NIH), Fredrick, MD, USA
| | - Yilin Lu
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA
| | - Margherita Maria Ferrari
- Department of Mathematics and Statistics, University of South Florida, Tampa, FL, USA
- Department of Mathematics, University of Manitoba, Winnipeg, MB, Canada
| | - Tejasvi Channagiri
- Department of Mathematics and Statistics, University of South Florida, Tampa, FL, USA
| | - Penghao Xu
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA
| | - Chance Meers
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA
- Columbia University Irving Medical Center, New York, NY, USA
| | - Yiqi Zhang
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA
- Program for Lung and Vascular Biology, Section for Injury Repair and Regeneration Research, Stanley Manne Children's Research Institute, Ann & Robert H. Lurie Children's Hospital of Chicago, Chicago, IL, USA
- Department of Pediatrics, Division of Critical Care, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Sathya Balachander
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA
- Emory University, Atlanta, GA, USA
| | - Vivian S Park
- Department of Biochemistry and Molecular Biology, Tulane Cancer Center, Tulane University of Medicine, New Orleans, LA, USA
| | - Stefania Marsili
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA
| | - Zachary F Pursell
- Department of Biochemistry and Molecular Biology, Tulane Cancer Center, Tulane University of Medicine, New Orleans, LA, USA
| | - Nataša Jonoska
- Department of Mathematics and Statistics, University of South Florida, Tampa, FL, USA.
| | - Francesca Storici
- School of Biological Sciences, Georgia Institute of Technology, Atlanta, GA, USA.
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Bedre R, Kavuri NR, Ramasamy M, Irigoyen S, Nelson A, Rajkumar MS, Mandadi K. Long intergenic non-coding RNAs modulate proximal protein-coding gene expression and tolerance to Candidatus Liberibacter spp. in potatoes. Commun Biol 2024; 7:1095. [PMID: 39242868 PMCID: PMC11379938 DOI: 10.1038/s42003-024-06763-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/27/2023] [Accepted: 08/21/2024] [Indexed: 09/09/2024] Open
Abstract
Long intergenic non-coding RNAs (lincRNAs) are emerging as regulators of protein-coding genes (PCGs) in many plant and animal developmental processes and stress responses. In this study, we characterize the genome-wide lincRNAs in potatoes responsive to a vascular bacterial disease presumably caused by Candidatus Liberibacter solanacearum (CLso). Approximately 4397 lincRNAs were detected in healthy and infected potato plants at various stages of zebra chip (ZC) disease progression. Of them, ~65% (2844) were novel lincRNAs, and less than 1% (9) were orthologs of Arabidopsis and rice based on reciprocal BLAST analysis, suggesting species-specific expansion. Among the proximal lincRNAs within 50 kbp from a PCG, ~49% were transcribed from the same strand, while ~39% and ~15% followed convergent (head-to-head) and divergent (tail-to-tail) orientations, respectively. Approximately 30% (1308) were differentially expressed following CLso infection, with substantial changes occurring 21 days after infection (DAI). Weighted Gene Co-expression Network Analysis (WGCNA) of lincRNAs and PCGs identified 46 highly correlated lincRNA-PCG pairs exhibiting co-up or co-downregulation. Furthermore, overexpression of selected lincRNAs in transgenic potato hairy roots resulted in perturbation of neighboring PCG expression and conferred tolerance to CLso infection. Our results provide novel insights into potato lincRNAs' identity, expression dynamics, and functional relevance to CLso infection.
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Affiliation(s)
- Renesh Bedre
- Texas A&M AgriLife Research & Extension Center, Texas A&M University System, Weslaco, TX, USA
| | - Naga Rajitha Kavuri
- Texas A&M AgriLife Research & Extension Center, Texas A&M University System, Weslaco, TX, USA
- Department of Plant Pathology and Microbiology, Texas A&M University System, College Station, TX, USA
| | - Manikandan Ramasamy
- Texas A&M AgriLife Research & Extension Center, Texas A&M University System, Weslaco, TX, USA
| | - Sonia Irigoyen
- Texas A&M AgriLife Research & Extension Center, Texas A&M University System, Weslaco, TX, USA
| | - Andrew Nelson
- Boyce Thompson Institute, Cornell University, Ithaca, NY, USA
| | - Mohan Singh Rajkumar
- Texas A&M AgriLife Research & Extension Center, Texas A&M University System, Weslaco, TX, USA
| | - Kranthi Mandadi
- Texas A&M AgriLife Research & Extension Center, Texas A&M University System, Weslaco, TX, USA.
- Department of Plant Pathology and Microbiology, Texas A&M University System, College Station, TX, USA.
- Institute for Advancing Health Through Agriculture, Texas A&M AgriLife, College Station, TX, USA.
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132
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Hu SL, Chen YL, Zhang LQ, Bai H, Yang JH, Li QZ. LncSTPred: a predictive model of lncRNA subcellular localization and decipherment of the biological determinants influencing localization. Front Mol Biosci 2024; 11:1452142. [PMID: 39301172 PMCID: PMC11411566 DOI: 10.3389/fmolb.2024.1452142] [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: 06/20/2024] [Accepted: 08/19/2024] [Indexed: 09/22/2024] Open
Abstract
Introduction Long non-coding RNAs (lncRNAs) play crucial roles in genetic markers, genome rearrangement, chromatin modifications, and other biological processes. Increasing evidence suggests that lncRNA functions are closely related to their subcellular localization. However, the distribution of lncRNAs in different subcellular localizations is imbalanced. The number of lncRNAs located in the nucleus is more than ten times that in the exosome. Methods In this study, we propose a new oversampling method to construct a predictive dataset and develop a predictive model called LncSTPred. This model improves the Adaboost algorithm for subcellular localization prediction using 3-mer, 3-RF sequence, and minimum free energy structure features. Results and Discussion By using our improved Adaboost algorithm, better prediction accuracy for lncRNA subcellular localization was obtained. In addition, we evaluated feature importance by using the F-score and analyzed the influence of highly relevant features on lncRNAs. Our study shows that the ANA features may be a key factor for predicting lncRNA subcellular localization, which correlates with the composition of stems and loops in the secondary structure of lncRNAs.
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Affiliation(s)
- Si-Le Hu
- School of Physical Science and Technology, Inner Mongolia University, Hohhot, China
| | - Ying-Li Chen
- School of Physical Science and Technology, Inner Mongolia University, Hohhot, China
| | - Lu-Qiang Zhang
- School of Physical Science and Technology, Inner Mongolia University, Hohhot, China
| | - Hui Bai
- School of Physical Science and Technology, Inner Mongolia University, Hohhot, China
| | - Jia-Hong Yang
- School of Physical Science and Technology, Inner Mongolia University, Hohhot, China
| | - Qian-Zhong Li
- School of Physical Science and Technology, Inner Mongolia University, Hohhot, China
- The State Key Laboratory of Reproductive Regulation and Breeding of Grassland Livestock, Inner Mongolia University, Hohhot, China
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133
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Olasard P, Suksri P, Taneerat C, Rungrassamee W, Sathapondecha P. In silico identification and functional study of long non-coding RNA involved in acute hepatopancreatic necrosis disease caused by Vibrio parahaemolyticus infection in white shrimp, Litopenaeus vannamei. FISH & SHELLFISH IMMUNOLOGY 2024; 152:109768. [PMID: 39013534 DOI: 10.1016/j.fsi.2024.109768] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/06/2024] [Revised: 07/04/2024] [Accepted: 07/13/2024] [Indexed: 07/18/2024]
Abstract
Acute hepatopancreatic necrosis disease (AHPND) caused by toxin-producing Vibrio parahaemolyticus (VpAHPND) has severely affected shrimp production. Long non-coding RNA (lncRNA), a regulatory non-coding RNA, which can play important function in shrimp disease responses. This study aimed to identify and investigate the role of lncRNA involved in VpAHPND infection in Pacific white shrimp, Litopenaeus vannamei. From a total of 368,736 de novo assembled transcripts, 67,559 were identified as putative lncRNAs, and only 72 putative lncRNAs showed differential expression between VpAHPND-infected and normal shrimp. The six candidate lncRNAs were validated for their expression profiles during VpAHPND infection and tissue distribution using RT-qPCR. The role of lnc2088 in response to VpAHPND infection was investigated through RNA interference. The result indicated that the suppression of lnc2088 expression led to an increase in shrimp mortality after VpAHPND infection. To explore the set of genes involved in lnc2088 knockdown, RNA sequencing was performed. A total of 275 differentially expressed transcripts were identified in the hepatopancreas of lnc2088 knockdown shrimp. The expression profiles of five candidate metabolic and immune-related genes were validated in lnc2088 knockdown and VpAHPND-infected shrimp. The result showed that the expression of ChiNAG was significantly increased, while that of NCBP1, WIPF2, and NFKB1 was significantly downregulated in ds2088-injected shrimp. Additionally, the expression of NFKB1, NCBP1 and WIPF2 was significantly increased, whereas that of ChiNAG and CUL5 were significantly decreased after infection with VpAHPND. Our work identified putative lncRNA profiles in L. vannamei in response to VpAHPND infection and investigated the role of lncRNA in shrimp immunity.
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Affiliation(s)
- Praewrung Olasard
- Center for Genomics and Bioinformatics Research, Division of Biological Science, Faculty of Science, Prince of Songkla University, Hat Yai, Songkhla 90110, Thailand
| | - Phassorn Suksri
- Center for Genomics and Bioinformatics Research, Division of Biological Science, Faculty of Science, Prince of Songkla University, Hat Yai, Songkhla 90110, Thailand
| | - Chanikan Taneerat
- Center for Genomics and Bioinformatics Research, Division of Biological Science, Faculty of Science, Prince of Songkla University, Hat Yai, Songkhla 90110, Thailand
| | - Wanilada Rungrassamee
- Biosensing and Bioprospectiing Technology Research Group, National Center for Genetic Engineering and Biotechnology, National Science and Technology Development Agency, 111 Thailand Science Park, Phahonyothin Road, Khlong Luang, Pathum Thani 12120, Thailand
| | - Ponsit Sathapondecha
- Center for Genomics and Bioinformatics Research, Division of Biological Science, Faculty of Science, Prince of Songkla University, Hat Yai, Songkhla 90110, Thailand.
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134
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He R, Zhao F. Illuminating functions of evolutionarily conserved long non-coding RNAs. SCIENCE CHINA. LIFE SCIENCES 2024; 67:2043-2044. [PMID: 38805065 DOI: 10.1007/s11427-024-2603-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/07/2024] [Accepted: 04/30/2024] [Indexed: 05/29/2024]
Affiliation(s)
- Ruiqiao He
- Institute of Zoology, Chinese Academy of Sciences, Beijing, 100101, China
- Key Laboratory of Systems Health Science of Zhejiang Province, Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou, 310024, China
| | - Fangqing Zhao
- Institute of Zoology, Chinese Academy of Sciences, Beijing, 100101, China.
- Key Laboratory of Systems Health Science of Zhejiang Province, Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou, 310024, China.
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135
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Wang BY, Gao Q, Sun Y, Qiu XB. Biochemical targets of the micropeptides encoded by lncRNAs. Noncoding RNA Res 2024; 9:964-969. [PMID: 38764490 PMCID: PMC11098672 DOI: 10.1016/j.ncrna.2024.04.005] [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: 03/06/2024] [Revised: 04/16/2024] [Accepted: 04/24/2024] [Indexed: 05/21/2024] Open
Abstract
Long non-coding RNAs (lncRNAs) are a group of transcripts longer than 200 nucleotides, which play important roles in regulating various cellular activities by the action of the RNA itself. However, about 40% of lncRNAs in human cells are potentially translated into micropeptides (also referred to as microproteins) usually shorter than 100 amino acids. Thus, these lncRNAs may function by both RNAs directly and their encoded micropeptides. The micropeptides encoded by lncRNAs may regulate transcription, translation, protein phosphorylation or degradation, or subcellular membrane functions. This review attempts to summarize the biochemical targets of the micropeptides-encoded by lncRNAs, which function by both RNAs and micropeptides, and discuss their associations with various diseases and their potentials as drug targets.
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Affiliation(s)
- Bi-Ying Wang
- State Key Laboratory of Natural Medicines, China Pharmaceutical University, Nanjing, Jiangsu, 211198, China
| | - Qi Gao
- State Key Laboratory of Natural Medicines, China Pharmaceutical University, Nanjing, Jiangsu, 211198, China
| | - Yan Sun
- State Key Laboratory of Natural Medicines, China Pharmaceutical University, Nanjing, Jiangsu, 211198, China
| | - Xiao-Bo Qiu
- State Key Laboratory of Natural Medicines, China Pharmaceutical University, Nanjing, Jiangsu, 211198, China
- Ministry of Education Key Laboratory of Cell Proliferation & Regulation Biology, College of Life Sciences, Beijing Normal University, 19 Xinjiekouwai Avenue, Beijing, 100875, China
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136
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Miller JR, Yi W, Adjeroh DA. Evaluation of machine learning models that predict lncRNA subcellular localization. NAR Genom Bioinform 2024; 6:lqae125. [PMID: 39296930 PMCID: PMC11409063 DOI: 10.1093/nargab/lqae125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2024] [Revised: 08/17/2024] [Accepted: 09/02/2024] [Indexed: 09/21/2024] Open
Abstract
The lncATLAS database quantifies the relative cytoplasmic versus nuclear abundance of long non-coding RNAs (lncRNAs) observed in 15 human cell lines. The literature describes several machine learning models trained and evaluated on these and similar datasets. These reports showed moderate performance, e.g. 72-74% accuracy, on test subsets of the data withheld from training. In all these reports, the datasets were filtered to include genes with extreme values while excluding genes with values in the middle range and the filters were applied prior to partitioning the data into training and testing subsets. Using several models and lncATLAS data, we show that this 'middle exclusion' protocol boosts performance metrics without boosting model performance on unfiltered test data. We show that various models achieve only about 60% accuracy when evaluated on unfiltered lncRNA data. We suggest that the problem of predicting lncRNA subcellular localization from nucleotide sequences is more challenging than currently perceived. We provide a basic model and evaluation procedure as a benchmark for future studies of this problem.
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Affiliation(s)
- Jason R Miller
- Department of Computer Science and Information Technology; Hood College, Frederick, MD 21701, USA
- Lane Department of Computer Science and Electrical Engineering; West Virginia University, Morgantown, WV 26506, USA
| | - Weijun Yi
- Lane Department of Computer Science and Electrical Engineering; West Virginia University, Morgantown, WV 26506, USA
| | - Donald A Adjeroh
- Lane Department of Computer Science and Electrical Engineering; West Virginia University, Morgantown, WV 26506, USA
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137
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Li YH, Liu C, Xu RZ, Fan YP, Wang JY, Li H, Zhang J, Zhang HJ, Wang JJ, Li DK. Genome-wide analysis of long non-coding RNAs involved in the fruit development process of Cucumis melo Baogua. PHYSIOLOGY AND MOLECULAR BIOLOGY OF PLANTS : AN INTERNATIONAL JOURNAL OF FUNCTIONAL PLANT BIOLOGY 2024; 30:1475-1491. [PMID: 39310708 PMCID: PMC11413265 DOI: 10.1007/s12298-024-01507-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/16/2024] [Revised: 08/20/2024] [Accepted: 08/27/2024] [Indexed: 09/25/2024]
Abstract
Melon (Cucumis melo L.) is a horticultural crop that is planted globally. Cucumis melo L. cv. Baogua is a typical melon that is suitable for studying fruit development because of its ability to adapt to different climatic conditions. Long non-coding RNAs (lncRNAs) are a class of non-coding RNAs longer than 200 nucleotides, which play important roles in a wide range of biological processes by regulating gene expression. In this study, the transcriptome of the Baogua melon was sequenced at three stages of the process of fruit development (14 days, 21 days, and 28 days) to study the role of lncRNAs in fruit development. The cis and trans lncRNAs were subsequently predicted and identified to determine their target genes. Notably, 1716 high-confidence lncRNAs were obtained in the three groups. A subsequent differential expression analysis of the lncRNAs between the three groups revealed 388 differentially expressed lncRNAs. A total of 11 genes were analyzed further to validate the transcriptome sequencing results. Interestingly, the MELO3C001376.2 and MSTRG.571.2 genes were found to be significantly (P < 0.05) downregulated in the fruits. This study provides a basis to better understand the functions and regulatory mechanisms of lncRNAs during the development of melon fruit.
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Affiliation(s)
- Ya-hui Li
- School of Life Sciences, Anhui Bio-Breeding Engineering Research Center for Water Melon and Melon, Huaibei Normal University, Huaibei, 235000 Anhui People’s Republic of China
| | - Chun Liu
- School of Life Sciences, Anhui Bio-Breeding Engineering Research Center for Water Melon and Melon, Huaibei Normal University, Huaibei, 235000 Anhui People’s Republic of China
| | - Run-zhe Xu
- School of Life Sciences, Anhui Bio-Breeding Engineering Research Center for Water Melon and Melon, Huaibei Normal University, Huaibei, 235000 Anhui People’s Republic of China
| | - Yu-peng Fan
- School of Life Sciences, Anhui Bio-Breeding Engineering Research Center for Water Melon and Melon, Huaibei Normal University, Huaibei, 235000 Anhui People’s Republic of China
| | - Ji-yuan Wang
- School of Life Sciences, Anhui Bio-Breeding Engineering Research Center for Water Melon and Melon, Huaibei Normal University, Huaibei, 235000 Anhui People’s Republic of China
| | - Hu Li
- School of Life Sciences, Anhui Bio-Breeding Engineering Research Center for Water Melon and Melon, Huaibei Normal University, Huaibei, 235000 Anhui People’s Republic of China
| | - Jian Zhang
- Institute of Vegetables, Key Laboratory of Horticultural Crop Germplasm Innovation and Utilization (Co-Construction By Ministry and Province), Anhui Academy of Agricultural Sciences, Huaibei Normal University, Nongke South Road 40, Hefei, 230031 Anhui Province People’s Republic of China
| | - Hui-jun Zhang
- School of Life Sciences, Anhui Bio-Breeding Engineering Research Center for Water Melon and Melon, Huaibei Normal University, Huaibei, 235000 Anhui People’s Republic of China
| | - Jing-jing Wang
- Huinan Academy of Agricultural Sciences, Huainan, 232001 Anhui Province People’s Republic of China
| | - Da-kui Li
- Huinan Academy of Agricultural Sciences, Huainan, 232001 Anhui Province People’s Republic of China
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138
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Degalez F, Bardou P, Lagarrigue S. GEGA (Gallus Enriched Gene Annotation): an online tool providing genomics and functional information across 47 tissues for a chicken gene-enriched atlas gathering Ensembl and Refseq genome annotations. NAR Genom Bioinform 2024; 6:lqae101. [PMID: 39157583 PMCID: PMC11327871 DOI: 10.1093/nargab/lqae101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Revised: 06/21/2024] [Accepted: 08/14/2024] [Indexed: 08/20/2024] Open
Abstract
GEGA is a user-friendly tool designed to navigate through various genomic and functional information related to an enriched gene atlas in chicken that integrates the gene catalogues from the two reference databases, NCBI-RefSeq and EMBL-Ensembl/GENCODE, along with four additional rich resources such as FAANG and NONCODE. Using the latest GRCg7b genome assembly, GEGA encompasses a total of 78 323 genes, including 24 102 protein-coding genes (PCGs) and 44 428 long non-coding RNAs (lncRNAs), significantly increasing the number of genes provided by each resource independently. However, GEGA is more than just a gene database. It offers a range of features that allow us to go deeper into the functional aspects of these genes. Users can explore gene expression and co-expression profiles across 47 tissues from 36 datasets and 1400 samples, discover tissue-specific variations and their expression as a function of sex or age and extract orthologous genes or their genomic configuration relative to the closest gene. For the communities interested in a specific gene, a list of genes or a quantitative trait locus region in chicken, GEGA's user-friendly interface facilitates efficient gene analysis, easy downloading of results and a multitude of graphical representations, from genomic information to detailed visualization of expression levels.
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Affiliation(s)
- Fabien Degalez
- PEGASE, INRAE, Institut Agro, 35590 Saint Gilles, France
| | - Philippe Bardou
- Sigenae, GenPhySE, Université de Toulouse, INRAE, ENVT, F-31326 Castanet Tolosan, France
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139
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Camilleri-Robles C, Amador R, Tiebe M, Teleman A, Serras F, Guigó R, Corominas M. Long non-coding RNAs involved in Drosophila development and regeneration. NAR Genom Bioinform 2024; 6:lqae091. [PMID: 39157585 PMCID: PMC11327875 DOI: 10.1093/nargab/lqae091] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Revised: 07/12/2024] [Accepted: 07/19/2024] [Indexed: 08/20/2024] Open
Abstract
The discovery of functional long non-coding RNAs (lncRNAs) changed their initial concept as transcriptional noise. LncRNAs have been identified as regulators of multiple biological processes, including chromatin structure, gene expression, splicing, mRNA degradation, and translation. However, functional studies of lncRNAs are hindered by the usual lack of phenotypes upon deletion or inhibition. Here, we used Drosophila imaginal discs as a model system to identify lncRNAs involved in development and regeneration. We examined a subset of lncRNAs expressed in the wing, leg, and eye disc development. Additionally, we analyzed transcriptomic data from regenerating wing discs to profile the expression pattern of lncRNAs during tissue repair. We focused on the lncRNA CR40469, which is upregulated during regeneration. We generated CR40469 mutant flies that developed normally but showed impaired wing regeneration upon cell death induction. The ability of these mutants to regenerate was restored by the ectopic expression of CR40469. Furthermore, we found that the lncRNA CR34335 has a high degree of sequence similarity with CR40469 and can partially compensate for its function during regeneration in the absence of CR40469. Our findings point to a potential role of the lncRNA CR40469 in trans during the response to damage in the wing imaginal disc.
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Affiliation(s)
- Carlos Camilleri-Robles
- Departament de Genètica, Microbiologia i Estadística, Facultat de Biologia and Institut de Biomedicina (IBUB), Universitat de Barcelona, Barcelona, Catalonia, Spain
| | - Raziel Amador
- Departament de Genètica, Microbiologia i Estadística, Facultat de Biologia and Institut de Biomedicina (IBUB), Universitat de Barcelona, Barcelona, Catalonia, Spain
- Centre for Genomic Regulation (CRG), The Barcelona Institute for Science and Technology (BIST), Barcelona, Catalonia, Spain
| | - Marcel Tiebe
- German Cancer Research Center (DKFZ) Heidelberg, Division B140, 69120 Heidelberg, Germany
| | - Aurelio A Teleman
- German Cancer Research Center (DKFZ) Heidelberg, Division B140, 69120 Heidelberg, Germany
| | - Florenci Serras
- Departament de Genètica, Microbiologia i Estadística, Facultat de Biologia and Institut de Biomedicina (IBUB), Universitat de Barcelona, Barcelona, Catalonia, Spain
| | - Roderic Guigó
- Centre for Genomic Regulation (CRG), The Barcelona Institute for Science and Technology (BIST), Barcelona, Catalonia, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Catalonia, Spain
| | - Montserrat Corominas
- Departament de Genètica, Microbiologia i Estadística, Facultat de Biologia and Institut de Biomedicina (IBUB), Universitat de Barcelona, Barcelona, Catalonia, Spain
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140
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Huang K, Yu L, Lu D, Zhu Z, Shu M, Ma Z. Long non-coding RNAs in ferroptosis, pyroptosis and necroptosis: from functions to clinical implications in cancer therapy. Front Oncol 2024; 14:1437698. [PMID: 39267831 PMCID: PMC11390357 DOI: 10.3389/fonc.2024.1437698] [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: 05/24/2024] [Accepted: 08/12/2024] [Indexed: 09/15/2024] Open
Abstract
As global population ageing accelerates, cancer emerges as a predominant cause of mortality. Long non-coding RNAs (lncRNAs) play crucial roles in cancer cell growth and death, given their involvement in regulating downstream gene expression levels and numerous cellular processes. Cell death, especially non-apoptotic regulated cell death (RCD), such as ferroptosis, pyroptosis and necroptosis, significantly impacts cancer proliferation, invasion and metastasis. Understanding the interplay between lncRNAs and the diverse forms of cell death in cancer is imperative. Modulating lncRNA expression can regulate cancer onset and progression, offering promising therapeutic avenues. This review discusses the mechanisms by which lncRNAs modulate non-apoptotic RCDs in cancer, highlighting their potential as biomarkers for various cancer types. Elucidating the role of lncRNAs in cell death pathways provides valuable insights for personalised cancer interventions.
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Affiliation(s)
- Ke Huang
- School of Basic Medicine, Yangtze University, Health Science Center, Yangtze University, Jingzhou, Hubei, China
| | - Li Yu
- School of Basic Medicine, Yangtze University, Health Science Center, Yangtze University, Jingzhou, Hubei, China
| | - Dingci Lu
- School of Basic Medicine, Yangtze University, Health Science Center, Yangtze University, Jingzhou, Hubei, China
| | - Ziyi Zhu
- School of Basic Medicine, Yangtze University, Health Science Center, Yangtze University, Jingzhou, Hubei, China
| | - Min Shu
- School of Basic Medicine, Yangtze University, Health Science Center, Yangtze University, Jingzhou, Hubei, China
| | - Zhaowu Ma
- School of Basic Medicine, Yangtze University, Health Science Center, Yangtze University, Jingzhou, Hubei, China
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141
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Schröder S, Fuchs U, Gisa V, Pena T, Krüger DM, Hempel N, Burkhardt S, Salinas G, Schütz AL, Delalle I, Sananbenesi F, Fischer A. PRDM16-DT is a novel lncRNA that regulates astrocyte function in Alzheimer's disease. Acta Neuropathol 2024; 148:32. [PMID: 39207536 PMCID: PMC11362476 DOI: 10.1007/s00401-024-02787-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2024] [Revised: 08/09/2024] [Accepted: 08/09/2024] [Indexed: 09/04/2024]
Abstract
Astrocytes provide crucial support for neurons, contributing to synaptogenesis, synaptic maintenance, and neurotransmitter recycling. Under pathological conditions, deregulation of astrocytes contributes to neurodegenerative diseases such as Alzheimer's disease (AD). While most research in this field has focused on protein-coding genes, non-coding RNAs, particularly long non-coding RNAs (lncRNAs), have emerged as significant regulatory molecules. In this study, we identified the lncRNA PRDM16-DT as highly enriched in the human brain, where it is almost exclusively expressed in astrocytes. PRDM16-DT and its murine homolog, Prdm16os, are downregulated in the brains of AD patients and in AD models. In line with this, knockdown of PRDM16-DT and Prdm16os revealed its critical role in maintaining astrocyte homeostasis and supporting neuronal function by regulating genes essential for glutamate uptake, lactate release, and neuronal spine density through interactions with the RE1-Silencing Transcription factor (Rest) and Polycomb Repressive Complex 2 (PRC2). Notably, CRISPR-mediated overexpression of Prdm16os mitigated functional deficits in astrocytes induced by stimuli linked to AD pathogenesis. These findings underscore the importance of PRDM16-DT in astrocyte function and its potential as a novel therapeutic target for neurodegenerative disorders characterized by astrocyte dysfunction.
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Affiliation(s)
- Sophie Schröder
- Department for Systems Medicine and Epigenetics, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
| | - Ulrike Fuchs
- Department for Systems Medicine and Epigenetics, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
| | - Verena Gisa
- Department for Systems Medicine and Epigenetics, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
| | - Tonatiuh Pena
- Department for Systems Medicine and Epigenetics, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
- Bioinformatics Unit, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
| | - Dennis M Krüger
- Department for Systems Medicine and Epigenetics, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
- Bioinformatics Unit, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
| | - Nina Hempel
- Department for Systems Medicine and Epigenetics, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
| | - Susanne Burkhardt
- Department for Systems Medicine and Epigenetics, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany
| | - Gabriela Salinas
- NGS- Integrative Genomics Core Unit, Institute of Pathology, University Medical Center, Göttingen, Germany
| | - Anna-Lena Schütz
- Research Group for Genome Dynamics in Brain Diseases, German Center for Neurodegenerative Diseases, Göttingen, Germany
| | - Ivana Delalle
- Department of Pathology and Laboratory Medicine, Boston University School of Medicine, 670 Albany Street, Boston, MA, 02118, USA
| | - Farahnaz Sananbenesi
- Research Group for Genome Dynamics in Brain Diseases, German Center for Neurodegenerative Diseases, Göttingen, Germany
| | - Andre Fischer
- Department for Systems Medicine and Epigenetics, German Center for Neurodegenerative Diseases (DZNE), Göttingen, Germany.
- Cluster of Excellence "Multiscale Bioimaging: from Molecular Machines to Networks of Excitable Cells" (MBExC), University of Göttingen, Göttingen, Germany.
- Department of Psychiatry and Psychotherapy, University Medical Center Göttingen, Göttingen, Germany.
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142
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Sun S, Shao Y, Gu W. The roles of exosomes in esophageal cancer. Discov Oncol 2024; 15:371. [PMID: 39190048 DOI: 10.1007/s12672-024-01259-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/28/2024] [Accepted: 08/21/2024] [Indexed: 08/28/2024] Open
Abstract
The incidence and mortality rate of esophageal cancer (EC) are higher worldwide. Exosomes are nanoscale vesicles derived from various types of cells, exhibiting a stable presence in bodily fluids, and contain a plethora of bioactive components including proteins, DNA, and RNA. Exosomes can mediate cell-to-cell communication and signaling. Numerous studies conducted both domestically and internationally have indicated the significant involvement of exosomes in tumor development and their potential as novel diagnostic and prognostic biomarkers for liquid biopsy. This review seeks to consolidate the role of exosomes and bioactive substances in the progression of EC and elaborate on the opportunities and challenges associated with the clinical application of exosomes in EC.
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Affiliation(s)
- Shihong Sun
- Department of Radiation Oncology, The Third Affiliated Hospital of Soochow University, 185 Juqian Street, Changzhou, 213003, China
| | - Yingjie Shao
- Department of Radiation Oncology, The Third Affiliated Hospital of Soochow University, 185 Juqian Street, Changzhou, 213003, China.
| | - Wendong Gu
- Department of Radiation Oncology, The Third Affiliated Hospital of Soochow University, 185 Juqian Street, Changzhou, 213003, China.
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143
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Signal B, Phipps AJ, Giles KA, Huskins SN, Mercer TR, Robinson MD, Woodhouse A, Taberlay PC. Ageing-Related Changes to H3K4me3, H3K27ac, and H3K27me3 in Purified Mouse Neurons. Cells 2024; 13:1393. [PMID: 39195281 PMCID: PMC11353134 DOI: 10.3390/cells13161393] [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: 07/09/2024] [Revised: 08/19/2024] [Accepted: 08/19/2024] [Indexed: 08/29/2024] Open
Abstract
Neurons are central to lifelong learning and memory, but ageing disrupts their morphology and function, leading to cognitive decline. Although epigenetic mechanisms are known to play crucial roles in learning and memory, neuron-specific genome-wide epigenetic maps into old age remain scarce, often being limited to whole-brain homogenates and confounded by glial cells. Here, we mapped H3K4me3, H3K27ac, and H3K27me3 in mouse neurons across their lifespan. This revealed stable H3K4me3 and global losses of H3K27ac and H3K27me3 into old age. We observed patterns of synaptic function gene deactivation, regulated through the loss of the active mark H3K27ac, but not H3K4me3. Alongside this, embryonic development loci lost repressive H3K27me3 in old age. This suggests a loss of a highly refined neuronal cellular identity linked to global chromatin reconfiguration. Collectively, these findings indicate a key role for epigenetic regulation in neurons that is inextricably linked with ageing.
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Affiliation(s)
- Brandon Signal
- Menzies Institute for Medical Research, University of Tasmania, 17 Liverpool Street, Hobart, TAS 7000, Australia; (B.S.); (K.A.G.); (S.N.H.)
| | - Andrew J. Phipps
- Wicking Dementia Research and Education Centre, College of Health and Medicine, University of Tasmania, 17 Liverpool Street, Hobart, TAS 7000, Australia;
| | - Katherine A. Giles
- Menzies Institute for Medical Research, University of Tasmania, 17 Liverpool Street, Hobart, TAS 7000, Australia; (B.S.); (K.A.G.); (S.N.H.)
- Children’s Medical Research Institute, University of Sydney, 214 Hawkesbury Road, Westmead, NSW 2145, Australia
| | - Shannon N. Huskins
- Menzies Institute for Medical Research, University of Tasmania, 17 Liverpool Street, Hobart, TAS 7000, Australia; (B.S.); (K.A.G.); (S.N.H.)
| | - Timothy R. Mercer
- Australian Institute for Bioengineering and Nanotechnology, Corner College and Cooper Roads, Brisbane, QLD 4072, Australia;
| | - Mark D. Robinson
- SIB Swiss Institute of Bioinformatics, University of Zurich, Winterthurerstrasse 190, CH-8057 Zurich, Switzerland;
| | - Adele Woodhouse
- Wicking Dementia Research and Education Centre, College of Health and Medicine, University of Tasmania, 17 Liverpool Street, Hobart, TAS 7000, Australia;
| | - Phillippa C. Taberlay
- Menzies Institute for Medical Research, University of Tasmania, 17 Liverpool Street, Hobart, TAS 7000, Australia; (B.S.); (K.A.G.); (S.N.H.)
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144
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Liu YR, Wang JQ, Fang L, Xia Q. Diagnostic and Therapeutic Roles of Extracellular Vesicles and Their Enwrapped ncRNAs in Rheumatoid Arthritis. J Inflamm Res 2024; 17:5475-5494. [PMID: 39165320 PMCID: PMC11334919 DOI: 10.2147/jir.s469032] [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: 04/11/2024] [Accepted: 08/02/2024] [Indexed: 08/22/2024] Open
Abstract
Rheumatoid arthritis (RA) is a systemic inflammatory disease whose precise pathogenesis remains mysterious. The involvement of epigenetic regulation in the pathogenesis of RA is one of the most anticipated findings, among which non-coding RNAs (ncRNAs) hold great application promise as diagnostic and therapeutic biomarkers for RA. Extracellular vesicles (EVs) are a heterogeneous group of nano-sized, membrane-enclosed vesicles that mediate intercellular communication and substance exchange, especially the transfer of ncRNAs from donor cells, thereby regulating the functional activities and biological processes of recipient cells. In light of the significant correlation between EVs, ncRNAs, and RA, we first documented expression levels of EVs and their-encapsulated ncRNAs in RA individuals, and methodically discussed their-implicated signaling pathways and phenotypic changes. The last but not least, we paied special attention to the therapeutic benefits of gene therapy reagents specifically imitating or silencing candidate ncRNAs with exosomes as carriers on RA animal models, and briefly highlighted their clinical application advantage and foreground. In conclusion, the present review may be conducive to a deeper comprehension of the diagnostic and therapeutic roles of EVs-enwrapped ncRNAs in RA, with special emphasis on exosomal ncRNAs, which may offer hints for the monitoring and treatment of RA.
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Affiliation(s)
- Ya-ru Liu
- Department of Pharmacy, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, People’s Republic of China
- The Grade 3 Pharmaceutical Chemistry Laboratory of State Administration of Traditional Chinese Medicine, Hefei, 230022, People’s Republic of China
| | - Jie-Quan Wang
- Department of Pharmacy, Affiliated Psychological Hospital of Anhui Medical University, Hefei, 230000, People’s Republic of China
- Department of Pharmacy, Hefei Fourth People’s Hospital, Hefei, 230000, People’s Republic of China
- Psychopharmacology Research Laboratory, Anhui Mental Health Center, Hefei, 230000, People’s Republic of China
| | - Ling Fang
- Department of Pharmacy, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, People’s Republic of China
- The Grade 3 Pharmaceutical Chemistry Laboratory of State Administration of Traditional Chinese Medicine, Hefei, 230022, People’s Republic of China
| | - Quan Xia
- Department of Pharmacy, The First Affiliated Hospital of Anhui Medical University, Hefei, 230022, People’s Republic of China
- The Grade 3 Pharmaceutical Chemistry Laboratory of State Administration of Traditional Chinese Medicine, Hefei, 230022, People’s Republic of China
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145
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Ortega Moreno L, Chaparro M, Gisbert JP. Long Non-Coding RNAs and Their Potential Role as Biomarkers in Inflammatory Bowel Disease. Int J Mol Sci 2024; 25:8808. [PMID: 39201494 PMCID: PMC11354568 DOI: 10.3390/ijms25168808] [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: 07/03/2024] [Revised: 08/08/2024] [Accepted: 08/09/2024] [Indexed: 09/02/2024] Open
Abstract
Inflammatory bowel disease is a chronic inflammatory disease that encompasses entities such as Crohn's disease and ulcerative colitis. Its incidence has risen in newly industrialised countries over time, turning it into a global disease. Lately, studies on inflammatory bowel disease have focused on finding non-invasive and specific biomarkers. Long non-coding RNAs may play a role in the pathophysiology of inflammatory bowel disease and therefore they may be considered as potential biomarkers for this disease. In the present article, we review information in the literature on the relationship between long non-coding RNAs and inflammatory bowel disease. We especially focus on understanding the potential function of these RNAs as non-invasive biomarkers, providing information that may be helpful for future studies in the field.
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Affiliation(s)
- Lorena Ortega Moreno
- Área Farmacología, Bromatología y Nutrición, Departamento Ciencias Básicas de la Salud, University Rey Juan Carlos (URJC), 28922 Alcorcón, Spain
- High Performance Research Group in Physiopathology and Pharmacology of the Digestive System (NeuGut), University Rey Juan Carlos (URJC), 28922 Alcorcón, Spain
| | - María Chaparro
- Gastroenterology Department, Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria Princesa (IIS-Princesa), Universidad Autónoma de Madrid (UAM), and Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), 28006 Madrid, Spain; (M.C.); (J.P.G.)
| | - Javier P. Gisbert
- Gastroenterology Department, Hospital Universitario de La Princesa, Instituto de Investigación Sanitaria Princesa (IIS-Princesa), Universidad Autónoma de Madrid (UAM), and Centro de Investigación Biomédica en Red de Enfermedades Hepáticas y Digestivas (CIBERehd), 28006 Madrid, Spain; (M.C.); (J.P.G.)
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146
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Jiang C, Li Z, Li P, Ma Y, Seok S, Podguski SK, Moturi S, Yoneda N, Kawai K, Uehara S, Ohnishi Y, Suemizu H, Zhang J, Cao H. Systemic identification of functionally conserved lncRNA metabolic regulators in human and mouse livers. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.08.10.607444. [PMID: 39372743 PMCID: PMC11451612 DOI: 10.1101/2024.08.10.607444] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/08/2024]
Abstract
BACKGROUND & AIMS Unlike protein-coding genes, the majority of human long non-coding RNAs (lncRNAs) lack conservation based on their sequences, posing a challenge for investigating their role in a pathophysiological context for clinical translation. This study explores the hypothesis that non-conserved lncRNAs in human and mouse livers may share similar metabolic functions, giving rise to functionally conserved lncRNA metabolic regulators (fcLMRs). METHODS We developed a sequence-independent strategy to select putative fcLMRs, and performed extensive analysis to determine the functional similarities of putative human and mouse LMR pairs (h/mLMRs). RESULTS We found that several pairs of putative fcLMRs share similar functions in regulating gene expression. We further demonstrated that a pair of fcLMRs, h/mLMR1, robustly regulated triglyceride levels by modulating the expression of a similar set of lipogenic genes. Mechanistically, h/mLMR1 binds to PABPC1, a regulator of protein translation, via short motifs on either lncRNA with divergent sequences but similar structures. This interaction inhibits protein translation, activating an amino acid-mTOR-SREBP1 axis to regulate lipogenic gene expression. Intriguingly, PABPC1-binding motifs on each lncRNA fully rescued the functions of their corresponding LMRs in the opposite species. Given the elevated expression of h/mLMR1 in humans and mice with hepatic steatosis, the PABPC1-binding motif on hLMR1 emerges as a potential non-conserved human drug target whose functions can be fully validated in a physiologically relevant setting before clinical studies. CONCLUSIONS Our study supports that fcLMRs represent a novel and prevalent biological phenomenon, and deep phenotyping of genetic mLMR mouse models constitutes a powerful approach to understand the pathophysiological role of lncRNAs in the human liver.
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Affiliation(s)
- Chengfei Jiang
- Cardiovascular Branch, National Heart, Lung and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Zhe Li
- Cardiovascular Branch, National Heart, Lung and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Ping Li
- Cardiovascular Branch, National Heart, Lung and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Yonghe Ma
- Cardiovascular Branch, National Heart, Lung and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Sunmi Seok
- Cardiovascular Branch, National Heart, Lung and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Stephanie K. Podguski
- Cardiovascular Branch, National Heart, Lung and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Shria Moturi
- Cardiovascular Branch, National Heart, Lung and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Nao Yoneda
- Liver Engineering Laboratory, Department of Applied Research for Laboratory Animals, Central Institute for Experimental Animals (CIEA), 3-25-12 Tonomachi, Kawasaki-ku, Kawasaki 210-0821, Japan
| | - Kenji Kawai
- Pathology Center, Translational Research and Contract Research Service Division, Central Institute for Experimental Animals (CIEA), 3-25-12 Tonomachi, Kawasaki-ku, Kawasaki 210-0821, Japan
| | - Shotaro Uehara
- Liver Engineering Laboratory, Department of Applied Research for Laboratory Animals, Central Institute for Experimental Animals (CIEA), 3-25-12 Tonomachi, Kawasaki-ku, Kawasaki 210-0821, Japan
| | - Yasuyuki Ohnishi
- Liver Engineering Laboratory, Department of Applied Research for Laboratory Animals, Central Institute for Experimental Animals (CIEA), 3-25-12 Tonomachi, Kawasaki-ku, Kawasaki 210-0821, Japan
| | - Hiroshi Suemizu
- Liver Engineering Laboratory, Department of Applied Research for Laboratory Animals, Central Institute for Experimental Animals (CIEA), 3-25-12 Tonomachi, Kawasaki-ku, Kawasaki 210-0821, Japan
| | - Jinwei Zhang
- Laboratory of Molecular Biology, National Institute of Diabetes and Digestive and Kidney Diseases, Bethesda, MD 20892, USA
| | - Haiming Cao
- Cardiovascular Branch, National Heart, Lung and Blood Institute, National Institutes of Health, Bethesda, MD 20892, USA
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147
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Elimam H, Abdel Mageed SS, Hatawsh A, Moussa R, Radwan AF, Elfar N, Alhamshry NAA, Abd-Elmawla MA, Mohammed OA, Zaki MB, Doghish AS. Unraveling the influence of LncRNA in gastric cancer pathogenesis: a comprehensive review focus on signaling pathways interplay. Med Oncol 2024; 41:218. [PMID: 39103705 DOI: 10.1007/s12032-024-02455-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2024] [Accepted: 07/16/2024] [Indexed: 08/07/2024]
Abstract
Gastric cancers (GCs) are among the most common and fatal malignancies in the world. Despite our increasing understanding of the molecular mechanisms underlying GC, further biomarkers are still needed for more in-depth examination, focused prognosis, and treatment. GC is one among the long non-coding RNAs, or lncRNAs, that have emerged as key regulators of the pathophysiology of cancer. This comprehensive review focuses on the diverse functions of long noncoding RNAs (lncRNAs) in the development of GC and their interactions with important intracellular signaling pathways. LncRNAs affect GC-related carcinogenic signaling cascades including pathways for EGFR, PI3K/AKT/mTOR, p53, Wnt/β-catenin, JAK/STAT, Hedgehog, NF-κB, and hypoxia-inducible factor. Dysregulated long non-coding RNA (lncRNA) expression has been associated with multiple characteristics of cancer, such as extended growth, apoptosis resistance, enhanced invasion and metastasis, angiogenesis, and therapy resistance. For instance, lncRNAs such as HOTAIR, MALAT1, and H19 promote the development of GC via altering these pathways. Beyond their main roles, GC lncRNAs exhibit potential as diagnostic and prognostic biomarkers. The overview discusses CRISPR/Cas9 genome-modifying methods, antisense oligonucleotides, small molecules, and RNA interference as potential therapeutic approaches to regulate the expression of long noncoding RNAs (lncRNAs). An in-depth discussion of the intricate functions that lncRNAs play in the development of the majority of stomach malignancies is provided in this review. It provides the groundwork for future translational research in lncRNA-based whole processes toward GC by highlighting their carcinogenic effects, regulatory roles in significant signaling cascades, and practical scientific uses as biomarkers and therapeutic targets.
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Affiliation(s)
- Hanan Elimam
- Department of Biochemistry, Faculty of Pharmacy, University of Sadat City, Sadat City, 32897, Egypt.
| | - Sherif S Abdel Mageed
- Pharmacology and Toxicology Department, Faculty of Pharmacy, Badr University in Cairo (BUC), Badr City, 11829, Cairo, Egypt
| | - Abdulrahman Hatawsh
- Biotechnology School, Nile University, 26th of July Corridor, Sheikh Zayed City, 12588, Giza, Egypt
| | - Rewan Moussa
- Faculty of Medicine, Helwan University, Cairo, 11795, Egypt
| | - Abdullah F Radwan
- Department of Biochemistry, Faculty of Pharmacy, Egyptian Russian University, Badr City, 11829, Cairo, Egypt
| | - Nourhan Elfar
- School of Life and Medical Sciences, University of Hertfordshire Hosted by Global Academic Foundation, New Administrative Capital, 11578, Cairo, Egypt
- Egyptian Drug Authority (EDA), Ministry of Health and Population, Cairo, 11567, Egypt
| | - Nora A A Alhamshry
- Department of Biochemistry, Faculty of Pharmacy, University of Sadat City, Sadat City, 32897, Egypt
| | - Mai A Abd-Elmawla
- Department of Biochemistry, Faculty of Pharmacy, Cairo University, Cairo, Egypt
| | - Osama A Mohammed
- Department of Pharmacology, College of Medicine, University of Bisha, 61922, Bisha, Saudi Arabia
| | - Mohamed Bakr Zaki
- Department of Biochemistry, Faculty of Pharmacy, University of Sadat City, Sadat City, 32897, Egypt
| | - Ahmed S Doghish
- Department of Biochemistry, Faculty of Pharmacy, Badr University in Cairo (BUC), Badr City, 11829, Cairo, Egypt.
- Faculty of Pharmacy (Boys), Al-Azhar University, Nasr City, 11231, Cairo, Egypt.
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148
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Chi X, Huang G, Wang L, Zhang X, Liu J, Yin Z, Guo G, Chen Y, Wang S, Chen JL. A small protein encoded by PCBP1-AS1 is identified as a key regulator of influenza virus replication via enhancing autophagy. PLoS Pathog 2024; 20:e1012461. [PMID: 39137200 PMCID: PMC11343454 DOI: 10.1371/journal.ppat.1012461] [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: 04/18/2024] [Revised: 08/23/2024] [Accepted: 07/29/2024] [Indexed: 08/15/2024] Open
Abstract
Many annotated long noncoding RNAs (lncRNAs) contain small open reading frames (sORFs), some of which have been demonstrated to encode small proteins or micropeptides with fundamental biological importance. However, functions of lncRNAs-encoded small proteins or micropeptides in viral pathogenesis remain largely unexplored. Here, we identified a 110-amino acid small protein as a key regulator of influenza A virus (IAV) replication. This small protein that we call PESP was encoded by the putative lncRNA PCBP1-AS1. It was observed that both PCBP1-AS1 and PESP were significantly upregulated by IAV infection. Furthermore, they were markedly induced by treatment with either type I or type III interferon. Overexpression of either PCBP1-AS1 or PESP alone significantly enhanced IAV replication. In contrast, shRNA-mediated knockdown of PCBP1-AS1 or CRISPR/Cas9-mediated knockout of PESP markedly inhibited the viral production. Moreover, the targeted deletion or mutation of the sORF within the PCBP1-AS1 transcript, which resulted in the disruption of PESP expression, significantly diminished the capacity of PCBP1-AS1 to enhance IAV replication, underscoring the indispensable role of PESP in the facilitation of IAV replication by PCBP1-AS1. Interestingly, overexpression of PESP enhanced the IAV-induced autophagy by increasing the expression of ATG7, an essential autophagy effector enzyme. We also found that the 7-22 amino acids at the N-terminus of PESP were crucial for its functionality in modulating ATG7 expression and action as an enhancer of IAV replication. Additionally, HSP90AA1, a protein identified previously as a facilitator of autophagy, was found to interact with PESP, resulting in the stabilization of PESP and consequently an increase in the production of IAV. These data reveal a critical lncRNA-encoded small protein that is induced and exploited by IAV during its infection, and provide a significant insight into IAV-host interaction network.
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Affiliation(s)
- Xiaojuan Chi
- Fujian Agriculture and Forestry University, Fuzhou, China
- Key Laboratory of Animal Pathogen Infection and Immunology of Fujian Province, College of Animal Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
- Key Laboratory of Fujian-Taiwan Animal Pathogen Biology, College of Animal Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Guiying Huang
- Fujian Agriculture and Forestry University, Fuzhou, China
- Key Laboratory of Animal Pathogen Infection and Immunology of Fujian Province, College of Animal Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Liwei Wang
- Fujian Agriculture and Forestry University, Fuzhou, China
- Key Laboratory of Animal Pathogen Infection and Immunology of Fujian Province, College of Animal Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Xinge Zhang
- Fujian Agriculture and Forestry University, Fuzhou, China
- Key Laboratory of Animal Pathogen Infection and Immunology of Fujian Province, College of Animal Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Jiayin Liu
- Fujian Agriculture and Forestry University, Fuzhou, China
- Key Laboratory of Fujian-Taiwan Animal Pathogen Biology, College of Animal Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Zhihui Yin
- Fujian Agriculture and Forestry University, Fuzhou, China
- Key Laboratory of Fujian-Taiwan Animal Pathogen Biology, College of Animal Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Guijie Guo
- Fujian Agriculture and Forestry University, Fuzhou, China
- Key Laboratory of Animal Pathogen Infection and Immunology of Fujian Province, College of Animal Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
- Key Laboratory of Fujian-Taiwan Animal Pathogen Biology, College of Animal Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Yuhai Chen
- CAS Key Laboratory of Pathogenic Microbiology and Immunology, Institute of Microbiology, Chinese Academy of Sciences, Beijing, China
| | - Song Wang
- Fujian Agriculture and Forestry University, Fuzhou, China
- Key Laboratory of Animal Pathogen Infection and Immunology of Fujian Province, College of Animal Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
- Key Laboratory of Fujian-Taiwan Animal Pathogen Biology, College of Animal Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Ji-Long Chen
- Fujian Agriculture and Forestry University, Fuzhou, China
- Key Laboratory of Animal Pathogen Infection and Immunology of Fujian Province, College of Animal Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
- Key Laboratory of Fujian-Taiwan Animal Pathogen Biology, College of Animal Sciences, Fujian Agriculture and Forestry University, Fuzhou, China
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149
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Adjeroh DA, Zhou X, Paschoal AR, Dimitrova N, Derevyanchuk EG, Shkurat TP, Loeb JA, Martinez I, Lipovich L. Challenges in LncRNA Biology: Views and Opinions. Noncoding RNA 2024; 10:43. [PMID: 39195572 DOI: 10.3390/ncrna10040043] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2024] [Revised: 06/26/2024] [Accepted: 07/04/2024] [Indexed: 08/29/2024] Open
Abstract
This is a mini-review capturing the views and opinions of selected participants at the 2021 IEEE BIBM 3rd Annual LncRNA Workshop, held in Dubai, UAE. The views and opinions are expressed on five broad themes related to problems in lncRNA, namely, challenges in the computational analysis of lncRNAs, lncRNAs and cancer, lncRNAs in sports, lncRNAs and COVID-19, and lncRNAs in human brain activity.
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Affiliation(s)
- Donald A Adjeroh
- Lane Department of Computer Science and Electrical Engineering, West Virginia University (WVU), Morgantown, WV 26506, USA
| | - Xiaobo Zhou
- Department of Bioinformatics and Systems Medicine, University of Texas Health Science Center, Houston, TX 77030, USA
| | - Alexandre Rossi Paschoal
- Department of Computer Science, Bioinformatics and Pattern Recognition Group, Federal University of Technology-Paraná-UTFPR, Curitiba 86300-000, Brazil
- Rosalind Franklin Institute, Harwell Science and Innovation Campus, Didcot OX11 0FA, UK
| | - Nadya Dimitrova
- Department of Molecular, Cellular and Developmental Biology, Yale University, New Haven, CT 06520, USA
| | | | - Tatiana P Shkurat
- Department of Genetics, Southern Federal University, Rostov-on-Don 344090, Russia
| | - Jeffrey A Loeb
- Department of Neurology and Rehabilitation, The Center for Clinical and Translational Science, The University of Illinois NeuroRepository, University of Illinois, Chicago, IL 60607, USA
| | - Ivan Martinez
- Department of Microbiology, Immunology & Cell Biology, WVU Cancer Institute, West Virginia University (WVU) School of Medicine, Morgantown, WV 26505, USA
| | - Leonard Lipovich
- Shenzhen Huayuan Biological Science Research Institute, Shenzhen Huayuan Biotechnology Co., Ltd., Shenzhen 518000, China
- Center for Molecular Medicine and Genetics, School of Medicine, Wayne State University, Detroit, MI 48201, USA
- College of Science, Mathematics and Technology, Wenzhou-Kean University, Wenzhou 325060, China
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150
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Bharadwaj R, Nath P, Phukan JK, Deb K, Gogoi V, Bhattacharyya DK, Barah P. Integrative ceRNA network analysis identifies unique and shared molecular signatures in Bipolar Disorder and Schizophrenia. J Psychiatr Res 2024; 176:47-57. [PMID: 38843579 DOI: 10.1016/j.jpsychires.2024.05.050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/23/2023] [Revised: 04/28/2024] [Accepted: 05/29/2024] [Indexed: 07/29/2024]
Abstract
Bipolar Disorder (BPD) and Schizophrenia (SCZ) are complex psychiatric disorders with shared symptomatology and genetic risk factors. Understanding the molecular mechanisms underlying these disorders is crucial for refining diagnostic criteria and guiding targeted treatments. In this study, publicly available RNA-seq data from post-mortem samples of the basal ganglia's striatum were analyzed using an integrative computational approach to identify differentially expressed (DE) transcripts associated with SCZ and BPD. The analysis aimed to reveal both shared and distinct genes and long non-coding RNAs (lncRNAs) and to construct competitive endogenous RNA (ceRNA) networks within the striatum. Furthermore, the functional implications of these identified transcripts are explored, alongside their presence in established databases such as BipEx and SCHEMA. A significant outcome of our analysis was the identification of 21 DEmRNAs and 1 DElncRNA shared between BPD and SCZ across the Caudate, Putamen, and Nucleus Accumbens. Another noteworthy finding was the identification of Hub nodes within the ceRNA networks that were linked to major psychosis. Particularly, MED19, HNRNPC, MAGED4B, KDM5A, GOLGA7, CHASERR, hsa-miR-4778-3p, hsa-miR-4739, and hsa-miR-4685-5p emerged as potential biomarkers. These findings shed light on the common and unique molecular signatures underlying BPD and SCZ, offering significant potential for the advancement of diagnostic and therapeutic strategies tailored to these psychiatric disorders.
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Affiliation(s)
- Rachayita Bharadwaj
- Department of Molecular Biology and Biotechnology, Tezpur University, Napaam, Sonitpur, 784028, Assam, India
| | - Prangan Nath
- Department of Molecular Biology and Biotechnology, Tezpur University, Napaam, Sonitpur, 784028, Assam, India
| | - Jadab Kishore Phukan
- Department of Biochemistry, Lokopriya Gopinath Bordoloi Regional Institute of Mental Health (LGBRIMH), Sonitpur, Tezpur, 784001, Assam, India
| | - Kunal Deb
- Department of Psychiatry, Lokopriya Gopinath Bordoloi Regional Institute of Mental Health (LGBRIMH), Sonitpur, Tezpur, 784001, Assam, India
| | - Vijay Gogoi
- Department of Psychiatry, Lokopriya Gopinath Bordoloi Regional Institute of Mental Health (LGBRIMH), Sonitpur, Tezpur, 784001, Assam, India
| | - Dhruba Kumar Bhattacharyya
- Department of Computer Science and Engineering, Tezpur University, Napaam, Sonitpur, 784028, Assam, India
| | - Pankaj Barah
- Department of Molecular Biology and Biotechnology, Tezpur University, Napaam, Sonitpur, 784028, Assam, India.
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