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Al-Mashhadani AJM, Gong Q, Shehaj F, Zhou L. Galactose-Induced Cataracts in Rats: A Machine Learning Analysis. Int J Med Sci 2025; 22:1138-1149. [PMID: 40027191 PMCID: PMC11866541 DOI: 10.7150/ijms.103892] [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: 09/19/2024] [Accepted: 12/12/2024] [Indexed: 03/05/2025] Open
Abstract
Background: Rat models are widely used to study cataracts due to their cost-effectiveness and prominent physiological and genetic similarities to humans The objective of this study was to identify genes involved in cataractogenesis due to galactose exposure in rats. Methods: We analyzed four datasets from the Gene Expression Omnibus, including both ex vivo and in vivo models of cataracts in different rat strains. Feature selection tools were used to identify genes potentially relevant in cataract-related gene expression. A decision tree algorithm was implemented, and its predictions were interpreted using SHAP and LIME. To validate gene expression levels, PCR was conducted on six rat lenses cultured in M199 medium and galactose to induce cataract and six lenses cultured in M199 alone. Results: Using feature selection tools, four key genes-PLAGL2, CMTM7, PCYT1B, and NR1D2-were identified. Only PCYT1B was significantly differentially expressed between the cataract and control groups across analyzed datasets. The model showed strong predictive performance, particularly in ex vivo datasets. SHAP and LIME analyses revealed that CMTM7 had the largest impact on model predictions. PCR results did not show significant differences in gene expression between the cataract and control groups. Conclusion: The decision tree model trained on an in vivo dataset could predict ex vivo and in vivo cataracts despite no significant gene expression differences found between the cataract and control groups. Given a small number of samples, larger studies are needed to validate our findings.
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Affiliation(s)
| | - Qi Gong
- Department of Ophthalmology, Renmin Hospital of Wuhan University, Wuhan 430060, Hubei Province, P.R. China
| | - Franko Shehaj
- Department of Orthopedics, Renmin Hospital of Wuhan University, Wuhan 430060, Hubei Province, P.R. China
| | - Lianhong Zhou
- Department of Ophthalmology, Renmin Hospital of Wuhan University, Wuhan 430060, Hubei Province, P.R. China
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Yang W, Jin M, Wang Y, Zhao H, Wang X, Guo Y, Li C, Xiao B, Zhang H, Kiran F, Wang A, Chao HW, Jin Y, Chen H. NR1D1 activation alleviates inflammatory response through inhibition of IL-6 expression in bovine endometrial epithelial cells. Int J Biol Macromol 2024; 283:137642. [PMID: 39551321 DOI: 10.1016/j.ijbiomac.2024.137642] [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: 05/06/2024] [Revised: 11/12/2024] [Accepted: 11/12/2024] [Indexed: 11/19/2024]
Abstract
Endometritis, an inflammatory disease affecting dairy cattle, causes substantial economic losses in the dairy industry. Conventional treatment using uterine infusion of antibiotics often results in bacterial resistance and antibiotic residues in milk. Thus, identifying novel, effective therapeutic targets for endometritis in dairy cows is necessary. Nuclear receptor subfamily 1 group D member 1 (NR1D1) activation attenuates inflammatory responses in various diseases through transcriptional repression; however, its role in treating bovine endometritis remains unclear. This study investigated the role and underlying mechanisms of NR1D1 in endometritis using a bovine endometrial epithelial cell line (BENDs) and primary bovine endometrial epithelial cells, both induced with Escherichia coli lipopolysaccharide (LPS). Immunofluorescence staining revealed the predominant nuclear localization of NR1D1 in endometrial epithelial cells. LPS treatment (1 μg/mL for 12 h) significantly increased the expression levels of NR1D1 and proinflammatory cytokines (IL-6, IL-1β, IL-8, and CCL5) in BENDs. Immunohistochemical staining showed elevated NR1D1 expression in uterine tissues of cows with endometritis. Deletion of NR1D1 significantly increased IL-6 mRNA expression; NR1D1 overexpression substantially repressed IL-6 expression in BENDs. NR1D1 agonist SR9009 attenuated LPS-induced mRNA expression of proinflammatory cytokines (IL-6, IL-1β, CCL5) in both BENDs and primary endometrial epithelial cells. Additionally, SR9009 treatment attenuated LPS-induced inflammatory responses in the endometrium of mice. Dual-luciferase reporter assays and real-time monitoring via luminescence assays showed that NR1D1 overexpression significantly repressed luciferase activity driven by the IL-6 promoter region, which was abolished by deletion of the retinoic acid receptor-related orphan receptor-responsive element (-473 to -479) within the IL-6 promoter fragment. In summary, NR1D1 activation alleviates the inflammatory response of BENDs by repressing the expression of proinflammatory cytokines, at least partly via IL-6, suggesting NR1D1 is a promising therapeutic target for endometritis prevention and treatment.
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Affiliation(s)
- Wanghao Yang
- Department of Clinical Veterinary Medicine, College of Veterinary Medicine, Northwest A&F University, Yangling 712100, Shaanxi, China; Key Laboratory of Animal Biotechnology of the Ministry of Agriculture and Rural Affairs, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Mengdong Jin
- Department of Clinical Veterinary Medicine, College of Veterinary Medicine, Northwest A&F University, Yangling 712100, Shaanxi, China; Key Laboratory of Animal Biotechnology of the Ministry of Agriculture and Rural Affairs, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Yiqun Wang
- Department of Clinical Veterinary Medicine, College of Veterinary Medicine, Northwest A&F University, Yangling 712100, Shaanxi, China; Key Laboratory of Animal Biotechnology of the Ministry of Agriculture and Rural Affairs, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Hongcong Zhao
- Department of Clinical Veterinary Medicine, College of Veterinary Medicine, Northwest A&F University, Yangling 712100, Shaanxi, China; Key Laboratory of Animal Biotechnology of the Ministry of Agriculture and Rural Affairs, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Xuerong Wang
- Department of Clinical Veterinary Medicine, College of Veterinary Medicine, Northwest A&F University, Yangling 712100, Shaanxi, China; Key Laboratory of Animal Biotechnology of the Ministry of Agriculture and Rural Affairs, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Yiying Guo
- Department of Clinical Veterinary Medicine, College of Veterinary Medicine, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Chao Li
- Department of Clinical Veterinary Medicine, College of Veterinary Medicine, Northwest A&F University, Yangling 712100, Shaanxi, China; Key Laboratory of Animal Biotechnology of the Ministry of Agriculture and Rural Affairs, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Bonan Xiao
- Department of Clinical Veterinary Medicine, College of Veterinary Medicine, Northwest A&F University, Yangling 712100, Shaanxi, China; Key Laboratory of Animal Biotechnology of the Ministry of Agriculture and Rural Affairs, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Haisen Zhang
- Department of Clinical Veterinary Medicine, College of Veterinary Medicine, Northwest A&F University, Yangling 712100, Shaanxi, China; Key Laboratory of Animal Biotechnology of the Ministry of Agriculture and Rural Affairs, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Fouzia Kiran
- Department of Clinical Veterinary Medicine, College of Veterinary Medicine, Northwest A&F University, Yangling 712100, Shaanxi, China; Key Laboratory of Animal Biotechnology of the Ministry of Agriculture and Rural Affairs, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Aihua Wang
- Key Laboratory of Animal Biotechnology of the Ministry of Agriculture and Rural Affairs, Northwest A&F University, Yangling 712100, Shaanxi, China; Department of Preventive Veterinary Medicine, College of Veterinary Medicine, Northwest A&F University, Yangling 712100, Shaanxi, China
| | - Hsu-Wen Chao
- Department of Physiology, School of Medicine, College of Medicine, Taipei Medical University, Taipei 11031, Taiwan; Graduate Institute of Medical Sciences, College of Medicine, Taipei Medical University, Taipei 11031, Taiwan; Department of Biomedical Science and Environmental Biology, Kaohsiung Medical University, Kaohsiung 80708, Taiwan.
| | - Yaping Jin
- Department of Clinical Veterinary Medicine, College of Veterinary Medicine, Northwest A&F University, Yangling 712100, Shaanxi, China; Key Laboratory of Animal Biotechnology of the Ministry of Agriculture and Rural Affairs, Northwest A&F University, Yangling 712100, Shaanxi, China.
| | - Huatao Chen
- Department of Clinical Veterinary Medicine, College of Veterinary Medicine, Northwest A&F University, Yangling 712100, Shaanxi, China; Key Laboratory of Animal Biotechnology of the Ministry of Agriculture and Rural Affairs, Northwest A&F University, Yangling 712100, Shaanxi, China.
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Xu S, Jia M, Guo J, He J, Chen X, Xu Y, Hu W, Wu D, Wu C, Ji X. Ticking Brain: Circadian Rhythm as a New Target for Cerebroprotection. Stroke 2024; 55:2385-2396. [PMID: 39011642 DOI: 10.1161/strokeaha.124.046684] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/17/2024]
Abstract
Circadian rhythm is a master process observed in nearly every type of cell throughout the body, and it macroscopically regulates daily physiology. Recent clinical trials have revealed the effects of circadian variation on the incidence, pathophysiological processes, and prognosis of acute ischemic stroke. Furthermore, core clock genes, the cell-autonomous pacemakers of the circadian rhythm, affect the neurovascular unit-composing cells in a nonparallel manner after the same pathophysiological processes of ischemia/reperfusion. In this review, we discuss the influence of circadian rhythms and clock genes on each type of neurovascular unit cell in the pathophysiological processes of acute ischemic stroke.
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Affiliation(s)
- Shuaili Xu
- Beijing Institute of Brain Disorders, Laboratory of Brain Disorders, Ministry of Science and Technology, Collaborative Innovation Center for Brain Disorders (S.X., X.J.), Capital Medical University, Beijing, China
- China-America Institute of Neuroscience, Xuanwu Hospital (S.X., J.G., J.H., X.C., Y.X., W.H., D.W., X.J.), Capital Medical University, Beijing, China
| | - Milan Jia
- Department of Neurology, Xuanwu Hospital (M.J., X.C., Y.X., W.H., C.W., X.J.), Capital Medical University, Beijing, China
| | - Jiaqi Guo
- China-America Institute of Neuroscience, Xuanwu Hospital (S.X., J.G., J.H., X.C., Y.X., W.H., D.W., X.J.), Capital Medical University, Beijing, China
| | - Jiachen He
- China-America Institute of Neuroscience, Xuanwu Hospital (S.X., J.G., J.H., X.C., Y.X., W.H., D.W., X.J.), Capital Medical University, Beijing, China
| | - Xi Chen
- Department of Neurology, Xuanwu Hospital (M.J., X.C., Y.X., W.H., C.W., X.J.), Capital Medical University, Beijing, China
- China-America Institute of Neuroscience, Xuanwu Hospital (S.X., J.G., J.H., X.C., Y.X., W.H., D.W., X.J.), Capital Medical University, Beijing, China
| | - Yi Xu
- Department of Neurology, Xuanwu Hospital (M.J., X.C., Y.X., W.H., C.W., X.J.), Capital Medical University, Beijing, China
- China-America Institute of Neuroscience, Xuanwu Hospital (S.X., J.G., J.H., X.C., Y.X., W.H., D.W., X.J.), Capital Medical University, Beijing, China
| | - Wenbo Hu
- Department of Neurology, Xuanwu Hospital (M.J., X.C., Y.X., W.H., C.W., X.J.), Capital Medical University, Beijing, China
- China-America Institute of Neuroscience, Xuanwu Hospital (S.X., J.G., J.H., X.C., Y.X., W.H., D.W., X.J.), Capital Medical University, Beijing, China
| | - Di Wu
- China-America Institute of Neuroscience, Xuanwu Hospital (S.X., J.G., J.H., X.C., Y.X., W.H., D.W., X.J.), Capital Medical University, Beijing, China
| | - Chuanjie Wu
- Department of Neurology, Xuanwu Hospital (M.J., X.C., Y.X., W.H., C.W., X.J.), Capital Medical University, Beijing, China
| | - Xunming Ji
- Beijing Institute of Brain Disorders, Laboratory of Brain Disorders, Ministry of Science and Technology, Collaborative Innovation Center for Brain Disorders (S.X., X.J.), Capital Medical University, Beijing, China
- Department of Neurology, Xuanwu Hospital (M.J., X.C., Y.X., W.H., C.W., X.J.), Capital Medical University, Beijing, China
- China-America Institute of Neuroscience, Xuanwu Hospital (S.X., J.G., J.H., X.C., Y.X., W.H., D.W., X.J.), Capital Medical University, Beijing, China
- Department of Neurosurgery, Xuanwu Hospital (X.J.), Capital Medical University, Beijing, China
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Zhang-Sun ZY, Xu XZ, Escames G, Lei WR, Zhao L, Zhou YZ, Tian Y, Ren YN, Acuña-Castroviejo D, Yang Y. Targeting NR1D1 in organ injury: challenges and prospects. Mil Med Res 2023; 10:62. [PMID: 38072952 PMCID: PMC10712084 DOI: 10.1186/s40779-023-00495-3] [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] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Accepted: 11/13/2023] [Indexed: 12/18/2023] Open
Abstract
Nuclear receptor subfamily 1, group D, member 1 (NR1D1, also known as REV-ERBα) belongs to the nuclear receptor (NR) family, and is a heme-binding component of the circadian clock that consolidates circadian oscillators. In addition to repressing the transcription of multiple clock genes associated with circadian rhythms, NR1D1 has a wide range of downstream target genes that are intimately involved in many physiopathological processes, including autophagy, immunity, inflammation, metabolism and aging in multiple organs. This review focuses on the pivotal role of NR1D1 as a key transcription factor in the gene regulatory network, with particular emphasis on the milestones of the latest discoveries of NR1D1 ligands. NR1D1 is considered as a promising drug target for treating diverse diseases and may contribute to research on innovative biomarkers and therapeutic targets for organ injury-related diseases. Further research on NR1D1 ligands in prospective human trials may pave the way for their clinical application in many organ injury-related disorders.
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Affiliation(s)
- Zi-Yin Zhang-Sun
- Department of Cardiology, Northwest University First Hospital, Faculty of Life Sciences and Medicine, Northwest University, Xi'an, 710069, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Faculty of Life Sciences and Medicine , Northwest University, Xi'an, 710069, China
| | - Xue-Zeng Xu
- Department of Cardiovascular Surgery, Xijing Hospital, Air Force Medical University, Xi'an, 710032, China
| | - Germaine Escames
- Biomedical Research Center, Department of Physiology, Faculty of Medicine, Institute of Biotechnology, Technological Park of Health Sciences, University of Granada, 18016, Granada, Spain
- Centro de Investigación Biomédica en Red Fragilidad y Envejecimiento Saludable (CIBERFES), Ibs.Granada, San Cecilio University Hospital, 18016, Granada, Spain
| | - Wang-Rui Lei
- Department of Cardiology, Northwest University First Hospital, Faculty of Life Sciences and Medicine, Northwest University, Xi'an, 710069, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Faculty of Life Sciences and Medicine , Northwest University, Xi'an, 710069, China
| | - Lin Zhao
- Department of Cardiovascular Surgery, Xijing Hospital, Air Force Medical University, Xi'an, 710032, China
| | - Ya-Zhe Zhou
- Department of Cardiology, Northwest University First Hospital, Faculty of Life Sciences and Medicine, Northwest University, Xi'an, 710069, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Faculty of Life Sciences and Medicine , Northwest University, Xi'an, 710069, China
| | - Ye Tian
- Department of Cardiology, Northwest University First Hospital, Faculty of Life Sciences and Medicine, Northwest University, Xi'an, 710069, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Faculty of Life Sciences and Medicine , Northwest University, Xi'an, 710069, China
| | - Ya-Nan Ren
- Department of Cardiology, Northwest University First Hospital, Faculty of Life Sciences and Medicine, Northwest University, Xi'an, 710069, China
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Faculty of Life Sciences and Medicine , Northwest University, Xi'an, 710069, China
| | - Darío Acuña-Castroviejo
- Biomedical Research Center, Department of Physiology, Faculty of Medicine, Institute of Biotechnology, Technological Park of Health Sciences, University of Granada, 18016, Granada, Spain.
- Centro de Investigación Biomédica en Red Fragilidad y Envejecimiento Saludable (CIBERFES), Ibs.Granada, San Cecilio University Hospital, 18016, Granada, Spain.
- UGC of Clinical Laboratories, San Cecilio Clinical University Hospital, 18016, Granada, Spain.
| | - Yang Yang
- Department of Cardiology, Northwest University First Hospital, Faculty of Life Sciences and Medicine, Northwest University, Xi'an, 710069, China.
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, Faculty of Life Sciences and Medicine , Northwest University, Xi'an, 710069, China.
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Ling F, Zhang C, Zhao X, Xin X, Zhao S. Identification of key genes modules linking diabetic retinopathy and circadian rhythm. Front Immunol 2023; 14:1260350. [PMID: 38124748 PMCID: PMC10730663 DOI: 10.3389/fimmu.2023.1260350] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/17/2023] [Accepted: 11/24/2023] [Indexed: 12/23/2023] Open
Abstract
Background Diabetic retinopathy (DR) is a leading cause of vision loss worldwide. Recent studies highlighted the crucial impact of circadian rhythms (CR) on normal retinopathy in response to the external light cues. However, the role of circadian rhythms in DR pathogenesis and potential investigational drugs remains unclear. Methods To investigate the weather CR affects DR, differential expression analysis was employed to identify differentially expressed genes (DEGs) from the GEO database (GSE160306). Functional enrichment analysis was conducted to identify relevant signaling pathways. LASSO regression was utilized to screen pivotal genes. Weighted gene co-expression network anlaysis (WGCNA) was applied to identify different modules. Additionally, we use the Comparative Toxicogenomics Database (CTD) database to search key genes related to drugs or molecular compounds. The diabetic mouse model received three consecutive intraperitoneal injections of streptozotocin (STZ) during 3 successive days. Results We initially identified six key genes associated with circadian rhythm in DR, including COL6A3, IGFBP2, IGHG4, KLHDC7A, RPL26P30, and MYL6P4. Compared to normal tissue, the expression levels of COL6A3 and IGFB2 were significantly increased in DR model. Furthermore, we identified several signaling pathways, including death domain binding, insulin-like growth factor I binding, and proteasome binding. We also observed that COL6A3 was positively correlated with macrophages (cor=0.628296895, p=9.96E-08) and Th17 cells (cor=0.665120835, p=9.14E-09), while IGFBP2 showed a negatively correlated with Tgd (cor=-0.459953045, p=0.000247284) and Th2 cells (cor=-0.442269719, p=0.000452875). Finally, we identified four drugs associated with key genes: Resveratrol, Vitamin E, Streptozocin, and Sulindac. Conclusion Our findings revealed several key genes related to circadian rhythms and several relevant drugs in DR, providing a novel insight into the mechanism of DR and potential implications for future DR treatment. This study contributes to a better understanding of CR in DR and its implications for future therapeutic interventions.
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Affiliation(s)
- Feng Ling
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, China
| | - Caijie Zhang
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, China
| | - Xin Zhao
- Department of Ophthalmology, Inner Mongolia Baogang Hospita, Inner Mongolia, Baotou, China
| | - Xiangyang Xin
- Department of Ophthalmology, Inner Mongolia Baogang Hospita, Inner Mongolia, Baotou, China
| | - Shaozhen Zhao
- Tianjin Key Laboratory of Retinal Functions and Diseases, Tianjin Branch of National Clinical Research Center for Ocular Disease, Eye Institute and School of Optometry, Tianjin Medical University Eye Hospital, Tianjin, China
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Zhang S, Wang T, Wang H, Gao B, Sun C. Identification of potential biomarkers of myopia based on machine learning algorithms. BMC Ophthalmol 2023; 23:388. [PMID: 37740201 PMCID: PMC10517464 DOI: 10.1186/s12886-023-03119-5] [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: 02/03/2023] [Accepted: 08/31/2023] [Indexed: 09/24/2023] Open
Abstract
PURPOSE This study aims to identify potential myopia biomarkers using machine learning algorithms, enhancing myopia diagnosis and prognosis prediction. METHODS GSE112155 and GSE15163 datasets from the GEO database were analyzed. We used "limma" for differential expression analysis and "GO plot" and "clusterProfiler" for functional and pathway enrichment analyses. The LASSO and SVM-RFE algorithms were employed to screen myopia-related biomarkers, followed by ROC curve analysis for diagnostic performance evaluation. Single-gene GSEA enrichment analysis was executed using GSEA 4.1.0. RESULTS The functional analysis of differentially expressed genes indicated their role in carbohydrate generation and polysaccharide synthesis. We identified 23 differentially expressed genes associated with myopia, four of which were highly effective diagnostic biomarkers. Single gene GSEA results showed these genes control the ubiquitin-mediated protein hydrolysis pathway. CONCLUSION Our study identifies four key myopia biomarkers, providing a foundation for future clinical and experimental validation studies.
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Affiliation(s)
- Shengnan Zhang
- Department of Ophthalmology, Zibo Central Hospital, No.54, Gongqingtuan West Road, Zhangdian District, Zibo, 255000 Shandong Province PR China
| | - Tao Wang
- Sanitary Inspection Center, Zibo Center for Disease Control and Prevention, Zibo, 255000 PR China
| | - Huaihua Wang
- Department of Ophthalmology, Zibo Central Hospital, No.54, Gongqingtuan West Road, Zhangdian District, Zibo, 255000 Shandong Province PR China
| | - Bingfang Gao
- Department of Pathology, Zibo Hospital of Integrated Traditional Chinese and Western Medicine Zibo, Zibo, 255000 PR China
| | - Chao Sun
- Department of Ophthalmology, Zibo Central Hospital, No.54, Gongqingtuan West Road, Zhangdian District, Zibo, 255000 Shandong Province PR China
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Giebfried J, Lorentz A. Relationship between the Biological Clock and Inflammatory Bowel Disease. Clocks Sleep 2023; 5:260-275. [PMID: 37218867 DOI: 10.3390/clockssleep5020021] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2023] [Revised: 05/02/2023] [Accepted: 05/08/2023] [Indexed: 05/24/2023] Open
Abstract
The biological clock is a molecular oscillator that generates a 24-hour rhythm in accordance with the earth's rotation. Physiological functions and pathophysiological processes such as inflammatory bowel diseases (IBD) are closely linked to the molecular clock. This review summarizes 14 studies in humans and mice on the interactions between the biological clock and IBD. It provides evidence that IBD negatively affect core clock gene expression, metabolism and immune functions. On the other hand, disruption of the clock promotes inflammation. Overexpression of clock genes can lead to inhibition of inflammatory processes, while silencing of clock genes can lead to irreversible disease activity. In both human and mouse studies, IBD and circadian rhythms have been shown to influence each other. Further research is needed to understand the exact mechanisms and to develop potential rhythm-related therapies to improve IBD.
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Affiliation(s)
- Jonathan Giebfried
- Institute of Nutritional Medicine, University of Hohenheim, Fruwirthstraße 12, 70599 Stuttgart, Germany
| | - Axel Lorentz
- Institute of Nutritional Medicine, University of Hohenheim, Fruwirthstraße 12, 70599 Stuttgart, Germany
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Murray MH, Valfort AC, Koelblen T, Ronin C, Ciesielski F, Chatterjee A, Veerakanellore GB, Elgendy B, Walker JK, Hegazy L, Burris TP. Structural basis of synthetic agonist activation of the nuclear receptor REV-ERB. Nat Commun 2022; 13:7131. [PMID: 36414641 PMCID: PMC9681850 DOI: 10.1038/s41467-022-34892-4] [Citation(s) in RCA: 14] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Accepted: 11/10/2022] [Indexed: 11/23/2022] Open
Abstract
The nuclear receptor REV-ERB plays an important role in a range of physiological processes. REV-ERB behaves as a ligand-dependent transcriptional repressor and heme has been identified as a physiological agonist. Our current understanding of how ligands bind to and regulate transcriptional repression by REV-ERB is based on the structure of heme bound to REV-ERB. However, porphyrin (heme) analogues have been avoided as a source of synthetic agonists due to the wide range of heme binding proteins and potential pleotropic effects. How non-porphyrin synthetic agonists bind to and regulate REV-ERB has not yet been defined. Here, we characterize a high affinity synthetic REV-ERB agonist, STL1267, and describe its mechanism of binding to REV-ERB as well as the method by which it recruits transcriptional corepressor both of which are unique and distinct from that of heme-bound REV-ERB.
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Affiliation(s)
- Meghan H Murray
- Department of Pharmacology and Physiology, Saint Louis University School of Medicine, St. Louis, MO, 63104, USA
- Center for Clinical Pharmacology, Washington University School of Medicine, University of Health Sciences & Pharmacy, St. Louis, MO, 63110, USA
| | | | - Thomas Koelblen
- University of Florida Genetics Institute, Gainesville, FL, 32610, USA
| | | | | | - Arindam Chatterjee
- Department of Pharmacology and Physiology, Saint Louis University School of Medicine, St. Louis, MO, 63104, USA
| | - Giri Babu Veerakanellore
- Center for Clinical Pharmacology, Washington University School of Medicine, University of Health Sciences & Pharmacy, St. Louis, MO, 63110, USA
- Department of Pharmaceutical and Administrative Sciences, University of Health Sciences & Pharmacy, St. Louis, MO, 63110, USA
| | - Bahaa Elgendy
- Center for Clinical Pharmacology, Washington University School of Medicine, University of Health Sciences & Pharmacy, St. Louis, MO, 63110, USA
- Department of Pharmaceutical and Administrative Sciences, University of Health Sciences & Pharmacy, St. Louis, MO, 63110, USA
| | - John K Walker
- Department of Pharmacology and Physiology, Saint Louis University School of Medicine, St. Louis, MO, 63104, USA
| | - Lamees Hegazy
- Center for Clinical Pharmacology, Washington University School of Medicine, University of Health Sciences & Pharmacy, St. Louis, MO, 63110, USA.
- Department of Pharmaceutical and Administrative Sciences, University of Health Sciences & Pharmacy, St. Louis, MO, 63110, USA.
| | - Thomas P Burris
- University of Florida Genetics Institute, Gainesville, FL, 32610, USA.
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Pu S, Wang Q, Liu Q, Zhao H, Zhou Z, Wu Q. Nr1d1 Mediated Cell Senescence in Mouse Heart-Derived Sca-1+CD31− Cells. Int J Mol Sci 2022; 23:ijms232012455. [PMID: 36293311 PMCID: PMC9603916 DOI: 10.3390/ijms232012455] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2022] [Revised: 10/14/2022] [Accepted: 10/14/2022] [Indexed: 11/24/2022] Open
Abstract
Aim: Sca-1+CD31− cells are resident cardiac progenitor cells, found in many mammalian tissues including the heart, and able to differentiate into cardiomyocytes in vitro and in vivo. Our previous work indicated that heart-derived Sca-1+CD31− cells increased the Nr1d1 mRNA level of Nr1d1 with aging. However, how Nr1d1 affects the senescence of Sca-1+CD31− cells. Methods: Overexpression and knockdown of Nr1d1 in Sca-1+CD31− cells and mouse cardiac myocyte (MCM) cell lines were performed by lentiviral transduction. The effects of Nr1d1 abundance on cell differentiation, proliferation, apoptosis, cell cycle, and transcriptomics were evaluated. Moreover, binding of Nr1d1 to the promoter region of Nr4a3 and Serpina3 was examined by a luciferase reporter assay. Results and Conclusions: Upregulation Nr1d1 in young Sca-1+CD31− cells inhibited cell proliferation and promoted apoptosis. However, depletion of Nr1d1 in aged Sca-1+CD31− cells promoted cell proliferation and inhibited apoptosis. Furthermore, Nr1d1 was negatively associated with cell proliferation, promoting apoptosis and senescence-associated beta-galactosidase production in MCMs. Our findings show that Nr1d1 stimulates Serpina3 expression through its interaction with Nr4a3. Nr1d1 may therefore act as a potent anti-aging receptor that can be a therapeutic target for aging-related diseases.
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Affiliation(s)
- Shiming Pu
- Guangxi Universities Key Laboratory of Stem Cell and Biopharmaceutical Technology, Guangxi Normal University, Guilin 541004, China
- Research Center for Biomedical Sciences, Guangxi Normal University, Guilin 541004, China
- Key Laboratory of Ecology of Rare and Endangered Species and Environmental Protection, Guangxi Normal University, Ministry of Education, Guilin 541004, China
- School of Life Sciences, Guangxi Normal University, Guilin 541004, China
| | - Qian Wang
- Guangxi Universities Key Laboratory of Stem Cell and Biopharmaceutical Technology, Guangxi Normal University, Guilin 541004, China
- School of Life Sciences, Guangxi Normal University, Guilin 541004, China
| | - Qin Liu
- Guangxi Universities Key Laboratory of Stem Cell and Biopharmaceutical Technology, Guangxi Normal University, Guilin 541004, China
- School of Life Sciences, Guangxi Normal University, Guilin 541004, China
| | - Hongxia Zhao
- Guangxi Universities Key Laboratory of Stem Cell and Biopharmaceutical Technology, Guangxi Normal University, Guilin 541004, China
- Research Center for Biomedical Sciences, Guangxi Normal University, Guilin 541004, China
- School of Life Sciences, Guangxi Normal University, Guilin 541004, China
- Faculty of Biological and Environmental Sciences, University of Helsinki, 00790 Helsinki, Finland
| | - Zuping Zhou
- Guangxi Universities Key Laboratory of Stem Cell and Biopharmaceutical Technology, Guangxi Normal University, Guilin 541004, China
- Research Center for Biomedical Sciences, Guangxi Normal University, Guilin 541004, China
- Key Laboratory of Ecology of Rare and Endangered Species and Environmental Protection, Guangxi Normal University, Ministry of Education, Guilin 541004, China
- School of Life Sciences, Guangxi Normal University, Guilin 541004, China
- Correspondence: (Z.Z.); (Q.W.)
| | - Qiong Wu
- Guangxi Universities Key Laboratory of Stem Cell and Biopharmaceutical Technology, Guangxi Normal University, Guilin 541004, China
- Research Center for Biomedical Sciences, Guangxi Normal University, Guilin 541004, China
- Key Laboratory of Ecology of Rare and Endangered Species and Environmental Protection, Guangxi Normal University, Ministry of Education, Guilin 541004, China
- School of Life Sciences, Guangxi Normal University, Guilin 541004, China
- Correspondence: (Z.Z.); (Q.W.)
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10
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Noh SG, Jung HJ, Kim S, Arulkumar R, Kim DH, Park D, Chung HY. Regulation of Circadian Genes Nr1d1 and Nr1d2 in Sex-Different Manners during Liver Aging. Int J Mol Sci 2022; 23:ijms231710032. [PMID: 36077427 PMCID: PMC9456386 DOI: 10.3390/ijms231710032] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2022] [Revised: 08/26/2022] [Accepted: 08/30/2022] [Indexed: 11/23/2022] Open
Abstract
Background: Circadian rhythm is associated with the aging process and sex differences; however, how age and sex can change circadian regulation systems remains unclear. Thus, we aimed to evaluate age- and sex-related changes in gene expression and identify sex-specific target molecules that can regulate aging. Methods: Rat livers were categorized into four groups, namely, young male, old male, young female, and old female, and the expression of several genes involved in the regulation of the circadian rhythm was confirmed by in silico and in vitro studies. Results: Gene Ontology and the Kyoto Encyclopedia of Genes and Genomes pathway enrichment analyses showed that the expression of genes related to circadian rhythms changed more in males than in females during liver aging. In addition, differentially expressed gene analysis and quantitative real-time polymerase chain reaction/western blotting analysis revealed that Nr1d1 and Nr1d2 expression was upregulated in males during liver aging. Furthermore, the expression of other circadian genes, such as Arntl, Clock, Cry1/2, Per1/2, and Rora/c, decreased in males during liver aging; however, these genes showed various gene expression patterns in females during liver aging. Conclusions: Age-related elevation of Nr1d1/2 downregulates the expression of other circadian genes in males, but not females, during liver aging. Consequently, age-related upregulation of Nr1d1/2 may play a more crucial role in the change in circadian rhythms in males than in females during liver aging.
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Affiliation(s)
- Sang Gyun Noh
- Interdisciplinary Research Program of Bioinformatics and Longevity Science, Pusan National University, 2, Busandaehak-ro 63beon-gil, Geumjeong-gu, Busan 46241, Korea
- Department of Pharmacy, College of Pharmacy, Pusan National University, 2, Busandaehak-ro 63beon-gil, Geumjeong-gu, Busan 46241, Korea
| | - Hee Jin Jung
- Department of Pharmacy, College of Pharmacy, Pusan National University, 2, Busandaehak-ro 63beon-gil, Geumjeong-gu, Busan 46241, Korea
| | - Seungwoo Kim
- Interdisciplinary Research Program of Bioinformatics and Longevity Science, Pusan National University, 2, Busandaehak-ro 63beon-gil, Geumjeong-gu, Busan 46241, Korea
- Department of Pharmacy, College of Pharmacy, Pusan National University, 2, Busandaehak-ro 63beon-gil, Geumjeong-gu, Busan 46241, Korea
| | - Radha Arulkumar
- Interdisciplinary Research Program of Bioinformatics and Longevity Science, Pusan National University, 2, Busandaehak-ro 63beon-gil, Geumjeong-gu, Busan 46241, Korea
- Department of Pharmacy, College of Pharmacy, Pusan National University, 2, Busandaehak-ro 63beon-gil, Geumjeong-gu, Busan 46241, Korea
| | - Dae Hyun Kim
- Department of Pharmacy, College of Pharmacy, Pusan National University, 2, Busandaehak-ro 63beon-gil, Geumjeong-gu, Busan 46241, Korea
| | - Daeui Park
- Department of Predictive Toxicology, Korea Institute of Toxicology, 141, Gajeong-ro, Yuseong-gu, Daejeon 34114, Korea
| | - Hae Young Chung
- Interdisciplinary Research Program of Bioinformatics and Longevity Science, Pusan National University, 2, Busandaehak-ro 63beon-gil, Geumjeong-gu, Busan 46241, Korea
- Department of Pharmacy, College of Pharmacy, Pusan National University, 2, Busandaehak-ro 63beon-gil, Geumjeong-gu, Busan 46241, Korea
- Correspondence: ; Tel.: +82-51-510-2814
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11
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Suppression of EZH2 inhibits TGF-β1-induced EMT in human retinal pigment epithelial cells. Exp Eye Res 2022; 222:109158. [PMID: 35780904 DOI: 10.1016/j.exer.2022.109158] [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: 02/16/2022] [Revised: 06/07/2022] [Accepted: 06/17/2022] [Indexed: 11/22/2022]
Abstract
Epithelial-mesenchymal transition (EMT) of retinal pigment epithelium (RPE) cells is critically involved in the occurrence of subretinal fibrosis. This study aimed to investigate the role of enhancer of zeste homolog 2 (EZH2) in EMT of human primary RPE cells and the underlying mechanisms of the anti-fibrotic effect of EZH2 suppression. Primary cultures of human RPE cells were treated with TGF-β1 for EMT induction. EZH2 was silenced by siRNA to assess the expression levels of epithelial and fibrotic markers using qRT-PCR, western blot, and immunofluorescence staining assay. Furthermore, the cellular migration, proliferation and barrier function of RPE cells were evaluated. RNA-sequencing analyses were performed to investigate the underlying mechanisms of EZH2 inhibition. Herein, EZH2 silencing up-regulated epithelial marker ZO-1 and downregulated fibrotic ones including α-SMA, fibronectin, and collagen 1, alleviating EMT induced by TGF-β1 in RPE cells. Moreover, silencing EZH2 inhibited cellular migration and proliferation, but didn't affect cell apoptosis. Additionally, EZH2 suppression contributed to improved barrier functions after TGF-β1 stimulation. The results from RNA sequencing suggested that the anti-fibrotic effect of EZH2 inhibition was associated with the MAPK signaling pathway, cytokine-cytokine receptor interaction, and the TGF-beta signaling pathway. Our findings provide evidence that the suppression of EZH2 might reverse EMT and maintain the functions of RPE cells. EZH2 could be a potential therapeutic avenue for subretinal fibrosis.
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