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Wang J, Huo X, Zhou H, Liu H, Li X, Lu N, Sun X. Identification of Autophagy-Related Candidate Genes in the Early Diagnosis of Alzheimer's Disease and Exploration of Potential Molecular Mechanisms. Mol Neurobiol 2024; 61:6584-6598. [PMID: 38329682 DOI: 10.1007/s12035-024-04011-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2023] [Accepted: 01/31/2024] [Indexed: 02/09/2024]
Abstract
This study aimed to identify autophagy-related candidate genes for the early diagnosis of Alzheimer's disease (AD) and elucidate their potential molecular mechanisms. Differentially expressed genes (DEGs) and phenotype-associated significant module genes were obtained using the "limma" package and weighted gene co-expression network analysis (WGCNA) based on hippocampal tissue datasets from AD patients and control samples. The intersection between the list of autophagy-related genes (ATGs), DEGs, and module genes was further investigated to obtain AD-autophagy-related differential expression genes (ATDEGs). Subsequently, the least absolute shrinkage and selection operator (LASSO) algorithm was utilized to identify hub genes, and a second intersection was performed with important module genes from the protein-protein interaction (PPI) network to obtain co-hub genes. Finally, a diagnostic model was constructed by receiver operating characteristic (ROC) analysis to determine the candidate genes with high diagnostic efficacy in the external validation set. Moreover, immune infiltration analysis was performed on AD patient brain tissues and explore the correlation between candidate genes and immune cells. We further analyzed the expression level of candidate genes in the SH-SY5Y cells with Aβ25-35 (25 µM). Among the 17 identified AD-ATDEGs, ATP6V1E1 stood out with area under the curve (AUC) values of 0.869, 0.817, and 0.714 in the external validation set, underscoring its high diagnostic efficacy in both hippocampal and peripheral blood contexts for AD patients. Meanwhile, ATP6V1E1 expression was positively correlated with effector memory CD4 + T cells, while negatively correlated with natural killer T cells and activated CD4 + T cells. Results from quantitative PCR (qPCR) and immunofluorescence assays indicated a reduction in ATP6V1E1 expression, aligning with our database analysis findings. In summary, ATP6V1E1 as a candidate gene provides a new perspective for the early identification and pathogenesis of AD.
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Affiliation(s)
- Jian Wang
- The Institute of Reproduction and Stem Cell Engineering, School of Basic Medical Sciences, Central South University, Changsha, China.
- Hunan Guangxiu Hospital, Hunan Normal University, Changsha, China.
- Hunan Guangxiu Medical Imaging Diagnosis Center, Changsha, China.
| | - Xinhua Huo
- Hunan Guangxiu Hospital, Hunan Normal University, Changsha, China
| | - Huiqin Zhou
- Hunan Guangxiu Hospital, Hunan Normal University, Changsha, China
| | - Huasheng Liu
- Department of Radiology, Central South University, The Third Xiangya Hospital, Changsha, China
| | - Xiaofeng Li
- Hunan Guangxiu Hospital, Hunan Normal University, Changsha, China
| | - Na Lu
- Reproductive and Genetic Hospital of CITIC Xiangya, Changsha, China
| | - Xuan Sun
- The Institute of Reproduction and Stem Cell Engineering, School of Basic Medical Sciences, Central South University, Changsha, China
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Zhu J, Liu Q, Chen Y, Zhang J, Xu Q, Wu Z. Synergistic effects of plasma-activated medium in combination with Baicalin against neuronal damage. Heliyon 2024; 10:e36079. [PMID: 39224291 PMCID: PMC11366879 DOI: 10.1016/j.heliyon.2024.e36079] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Revised: 08/08/2024] [Accepted: 08/08/2024] [Indexed: 09/04/2024] Open
Abstract
Neurodegenerative disorders are chronic conditions that progressively damage and destroy parts of the nervous system, and are currently considered permanent and incurable. Alternative strategies capable of effectively healing neuronal damage have been actively pursued. Here, we report the neuroprotective effects of baicalin (BA) combined with plasma-activated medium (PAM) against glutamate-induced excitotoxicity in SH-SY5Y cells. Through in vitro assays, the cell viability, inflammation, apoptosis, and oxidative stress were evaluated. The co-application of BA and PAM significantly enhanced cell viability, reduced pro-inflammatory markers (TNF-α and NF-κB), decreased apoptotic proteins (Bax and Caspase-3) and boosted antioxidative defenses (increased SOD activity and lowered ROS levels). This study confirms the potential of combining BA with PAM as an effective therapeutic strategy for mitigating the effects of excitotoxicity. PAM is a promising adjunct and potential drug delivery method in neuroprotective therapy, providing a new avenue for developing treatments for diseases characterized by neuronal damage.
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Affiliation(s)
- Jiwen Zhu
- Institute of Advanced Technology, University of Science and Technology of China, Hefei, Anhui, 230026, China
| | - Qi Liu
- School of Nuclear Science and Technology, University of Science and Technology of China, Hefei, Anhui, 230026, China
| | - Yan Chen
- Institute of Advanced Technology, University of Science and Technology of China, Hefei, Anhui, 230026, China
| | - JiaMing Zhang
- School of Nuclear Science and Technology, University of Science and Technology of China, Hefei, Anhui, 230026, China
| | - Qinghua Xu
- Anhui Provincial Center for Disease Control and Prevention, Public Health Research Institute of Anhui Province, Hefei, Anhui, 230061, China
| | - Zhengwei Wu
- Institute of Advanced Technology, University of Science and Technology of China, Hefei, Anhui, 230026, China
- School of Nuclear Science and Technology, University of Science and Technology of China, Hefei, Anhui, 230026, China
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Ghosh S, Mohanty R, Santra A, Saha A, Agrawal A, Shrivastava S, Roy C, Mazumder I, Das D, Mahmood SH. Unlocking the genetic tapestry of autoimmune diseases: Unveiling common genes across multiple conditions. Int J Rheum Dis 2024; 27:e15185. [PMID: 38742742 DOI: 10.1111/1756-185x.15185] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2023] [Revised: 04/16/2024] [Accepted: 04/28/2024] [Indexed: 05/16/2024]
Abstract
OBJECTIVES This study aimed to unravel the complexities of autoimmune diseases by conducting a comprehensive analysis of gene expression data across 10 conditions, including systemic lupus erythematosus (SLE), psoriasis, Sjögren's syndrome, sclerosis, immune-associated diseases, osteoarthritis, cystic fibrosis, inflammatory bowel disease (IBD), type 1 diabetes, and Guillain-Barré syndrome. METHODS Gene expression profiles were rigorously examined to identify both upregulated and downregulated genes specific to each autoimmune disease. The study employed visual representation techniques such as heatmaps, volcano plots, and contour-MA plots to provide an intuitive understanding of the complex gene expression patterns in these conditions. RESULTS Distinct gene expression profiles for each autoimmune condition were uncovered, with psoriasis and osteoarthritis standing out due to a multitude of both upregulated and downregulated genes, indicating intricate molecular interplays in these disorders. Notably, common upregulated and downregulated genes were identified across various autoimmune conditions, with genes like SELENBP1, MMP9, BNC1, and COL1A1 emerging as pivotal players. CONCLUSION This research contributes valuable insights into the molecular signatures of autoimmune diseases, highlighting the unique gene expression patterns characterizing each condition. The identification of common genes shared among different autoimmune conditions, and their potential role in mitigating the risk of rare diseases in patients with more prevalent conditions, underscores the growing significance of genetics in healthcare and the promising future of personalized medicine.
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Affiliation(s)
- Soujanya Ghosh
- School of Biotechnology, KIIT University, Bhubaneswar, Odisha, India
| | - Rupali Mohanty
- School of Biotechnology, KIIT University, Bhubaneswar, Odisha, India
| | - Arunava Santra
- School of Biotechnology, KIIT University, Bhubaneswar, Odisha, India
| | - Anisha Saha
- School of Biotechnology, KIIT University, Bhubaneswar, Odisha, India
| | - Anubha Agrawal
- School of Biotechnology, KIIT University, Bhubaneswar, Odisha, India
| | | | - Chandrashish Roy
- School of Biotechnology, KIIT University, Bhubaneswar, Odisha, India
| | - Ishanee Mazumder
- School of Biotechnology, KIIT University, Bhubaneswar, Odisha, India
| | - Debarup Das
- School of Biotechnology, KIIT University, Bhubaneswar, Odisha, India
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Ludwig R, Malla B, Höhrhan M, Infante-Duarte C, Anderhalten L. Investigating the Mitoprotective Effects of S1P Receptor Modulators Ex Vivo Using a Novel Semi-Automated Live Imaging Set-Up. Int J Mol Sci 2023; 25:261. [PMID: 38203434 PMCID: PMC10778583 DOI: 10.3390/ijms25010261] [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: 11/03/2023] [Revised: 12/15/2023] [Accepted: 12/21/2023] [Indexed: 01/12/2024] Open
Abstract
In multiple sclerosis (MS), mitochondrial alterations appear to contribute to disease progression. The sphingosine-1-phosphate receptor modulator siponimod is approved for treating secondary progressive MS. Its preceding compound fingolimod was shown to prevent oxidative stress-induced alterations in mitochondrial morphology. Here, we assessed the effects of siponimod, compared to fingolimod, on neuronal mitochondria in oxidatively stressed hippocampal slices. We have also advanced the model of chronic organotypic hippocampal slices for live imaging, enabling semi-automated monitoring of mitochondrial alterations. The slices were prepared from B6.Cg-Tg(Thy1-CFP/COX8A)S2Lich/J mice that display fluorescent neuronal mitochondria. They were treated with hydrogen peroxide (oxidative stress paradigm) ± 1 nM siponimod or fingolimod for 24 h. Afterwards, mitochondrial dynamics were investigated. Under oxidative stress, the fraction of motile mitochondria decreased and mitochondria were shorter, smaller, and covered smaller distances. Siponimod partly prevented oxidatively induced alterations in mitochondrial morphology; for fingolimod, a similar trend was observed. Siponimod reduced the decrease in mitochondrial track displacement, while both compounds significantly increased track speed and preserved motility. The novel established imaging and analysis tools are suitable for assessing the dynamics of neuronal mitochondria ex vivo. Using these approaches, we showed that siponimod at 1 nM partially prevented oxidatively induced mitochondrial alterations in chronic brain slices.
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Affiliation(s)
- Rebecca Ludwig
- Experimental and Clinical Research Center (ECRC), 13125 Berlin, Germany; (R.L.); (L.A.)
- Charité—Universitätsmedizin Berlin, 10117 Berlin, Germany
- Max-Delbrück-Center for Molecular Medicine (MDC) in the Helmholtz Association, 13125 Berlin, Germany
| | - Bimala Malla
- Experimental and Clinical Research Center (ECRC), 13125 Berlin, Germany; (R.L.); (L.A.)
- Charité—Universitätsmedizin Berlin, 10117 Berlin, Germany
- Max-Delbrück-Center for Molecular Medicine (MDC) in the Helmholtz Association, 13125 Berlin, Germany
| | - Maria Höhrhan
- Charité—Universitätsmedizin Berlin, 10117 Berlin, Germany
- Institute for Medical Immunology, 13353 Berlin, Germany
| | - Carmen Infante-Duarte
- Experimental and Clinical Research Center (ECRC), 13125 Berlin, Germany; (R.L.); (L.A.)
- Charité—Universitätsmedizin Berlin, 10117 Berlin, Germany
- Max-Delbrück-Center for Molecular Medicine (MDC) in the Helmholtz Association, 13125 Berlin, Germany
| | - Lina Anderhalten
- Experimental and Clinical Research Center (ECRC), 13125 Berlin, Germany; (R.L.); (L.A.)
- Charité—Universitätsmedizin Berlin, 10117 Berlin, Germany
- Max-Delbrück-Center for Molecular Medicine (MDC) in the Helmholtz Association, 13125 Berlin, Germany
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López-Muguruza E, Matute C. Alterations of Oligodendrocyte and Myelin Energy Metabolism in Multiple Sclerosis. Int J Mol Sci 2023; 24:12912. [PMID: 37629092 PMCID: PMC10454078 DOI: 10.3390/ijms241612912] [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: 07/27/2023] [Revised: 08/11/2023] [Accepted: 08/12/2023] [Indexed: 08/27/2023] Open
Abstract
Multiple sclerosis (MS) is a complex autoimmune disease of the central nervous system (CNS), characterized by demyelination and neurodegeneration. Oligodendrocytes play a vital role in maintaining the integrity of myelin, the protective sheath around nerve fibres essential for efficient signal transmission. However, in MS, oligodendrocytes become dysfunctional, leading to myelin damage and axonal degeneration. Emerging evidence suggests that metabolic changes, including mitochondrial dysfunction and alterations in glucose and lipid metabolism, contribute significantly to the pathogenesis of MS. Mitochondrial dysfunction is observed in both immune cells and oligodendrocytes within the CNS of MS patients. Impaired mitochondrial function leads to energy deficits, affecting crucial processes such as impulse transmission and axonal transport, ultimately contributing to neurodegeneration. Moreover, mitochondrial dysfunction is linked to the generation of reactive oxygen species (ROS), exacerbating myelin damage and inflammation. Altered glucose metabolism affects the energy supply required for oligodendrocyte function and myelin synthesis. Dysregulated lipid metabolism results in changes to the composition of myelin, affecting its stability and integrity. Importantly, low levels of polyunsaturated fatty acids in MS are associated with upregulated lipid metabolism and enhanced glucose catabolism. Understanding the intricate relationship between these mechanisms is crucial for developing targeted therapies to preserve myelin and promote neurological recovery in individuals with MS. Addressing these metabolic aspects may offer new insights into potential therapeutic strategies to halt disease progression and improve the quality of life for MS patients.
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Affiliation(s)
- Eneritz López-Muguruza
- Achucarro Basque Center for Neuroscience, 48940 Leioa, Spain;
- Department of Neurosciences, University of the Basque Country UPV/EHU, 48940 Leioa, Spain
- Centro de Investigación Biomédica en Red Sobre Enfermedades Neurodegenerativas (CIBERNED), 28031 Madrid, Spain
| | - Carlos Matute
- Achucarro Basque Center for Neuroscience, 48940 Leioa, Spain;
- Department of Neurosciences, University of the Basque Country UPV/EHU, 48940 Leioa, Spain
- Centro de Investigación Biomédica en Red Sobre Enfermedades Neurodegenerativas (CIBERNED), 28031 Madrid, Spain
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