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Zhang HX, Hamit D, Li Q, Hu X, Li SF, Xu F, Wang MY, Bao GQ, Li HY. Integrative bioinformatic approach reveals novel melatonin-related biomarkers for Alzheimer's disease. Sci Rep 2025; 15:4193. [PMID: 39905093 PMCID: PMC11794634 DOI: 10.1038/s41598-024-80755-x] [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: 07/20/2024] [Accepted: 11/21/2024] [Indexed: 02/06/2025] Open
Abstract
BACKGROUND Melatonin (MLT) can improve mitophagy, thereby ameliorating cognitive deficits in Alzheimer's disease (AD) patients. Hence, our research focused on the potential value of MLT-related genes (MRGs) in AD through bioinformatic analysis. METHODS First, the key cells in the single-cell dataset GSE138852 were screened out based on the proportion of annotated cells and Fisher's test between the AD and control groups. The differentially expressed genes (DEGs) in the key cell and GSE5281 datasets were identified, and the MRGs in GSE5281 were selected via weighted gene coexpression network analysis. After intersecting two sets of DEGs and MRGs, we performed Mendelian randomization analysis to identify the MRGs causally related to AD. Biomarkers were further ascertained through receiver operating characteristic curve (ROC) and expression analysis in GSE5281 and GSE48350. Furthermore, gene set enrichment analysis, immune infiltration analysis and correlation analysis with metabolic pathways were conducted, as well as construction of a regulator network and molecular docking. RESULTS According to the Fisher test, oligodendrocytes were regarded as key cells due to their excellent abundance in the GSE138852 dataset, in which there were 281 DEGs between the AD and control groups. After overlapping with 3,490 DEGs and 550 MRGs in GSE5281, four genes were found to be causally related to AD, namely, G protein-coupled receptor, family C, group 5, member B (GPRC5B), Methyltransferase-like protein 7 A (METTL7A), NF-κB inhibitor alpha (NFKBIA) and RAS association domain family 4(RASSF4). Moreover, GPRC5B, NFKBIA and RASSF4 were deemed biomarkers, except for METTL7A, because of their indistinctive expression between the AD and control groups. Biomarkers might be involved in oxidative phosphorylation, adipogenesis and heme metabolism. Moreover, T helper type 17 cells, natural killer cells and CD56dim natural killer cells were significantly correlated with biomarkers. Transcription factors (GATA2, POU2F2, NFKB1, etc.) can regulate the expression of biomarkers. Finally, we discovered that all biomarkers could bind to MLT with a strong binding energy. CONCLUSION Our study identified three novel biomarkers related to MLT for AD, namely, GPRC5B, NFKBIA and RASSF4, providing a novel approach for the investigation and treatment of AD patients.
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Affiliation(s)
- Hua-Xiong Zhang
- Department of Neurology, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, 830000, China
- Xinjiang Clinical Research Center for Stroke and Neurological Rare Disease, Xinjiang Uygur Autonomous Region People's Hospital, No 91, Tianchi Road, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
| | - Dilmurat Hamit
- Department of Neurology, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, 830000, China
- Xinjiang Clinical Research Center for Stroke and Neurological Rare Disease, Xinjiang Uygur Autonomous Region People's Hospital, No 91, Tianchi Road, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
| | - Qing Li
- Department of Neurology, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, 830000, China
- Xinjiang Clinical Research Center for Stroke and Neurological Rare Disease, Xinjiang Uygur Autonomous Region People's Hospital, No 91, Tianchi Road, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
| | - Xiao Hu
- Department of Neurology, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, 830000, China
- Xinjiang Clinical Research Center for Stroke and Neurological Rare Disease, Xinjiang Uygur Autonomous Region People's Hospital, No 91, Tianchi Road, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
| | - San-Feng Li
- Department of Neurology, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, 830000, China
- Xinjiang Clinical Research Center for Stroke and Neurological Rare Disease, Xinjiang Uygur Autonomous Region People's Hospital, No 91, Tianchi Road, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
| | - Fu Xu
- Department of Neurology, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, 830000, China
- Xinjiang Clinical Research Center for Stroke and Neurological Rare Disease, Xinjiang Uygur Autonomous Region People's Hospital, No 91, Tianchi Road, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
| | - Ming-Yuan Wang
- Department of Neurology, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, 830000, China
- Xinjiang Clinical Research Center for Stroke and Neurological Rare Disease, Xinjiang Uygur Autonomous Region People's Hospital, No 91, Tianchi Road, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
| | - Guo-Qing Bao
- Department of Neurology, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, 830000, China
- Xinjiang Clinical Research Center for Stroke and Neurological Rare Disease, Xinjiang Uygur Autonomous Region People's Hospital, No 91, Tianchi Road, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China
| | - Hong-Yan Li
- Department of Neurology, People's Hospital of Xinjiang Uygur Autonomous Region, Urumqi, 830000, China.
- Xinjiang Clinical Research Center for Stroke and Neurological Rare Disease, Xinjiang Uygur Autonomous Region People's Hospital, No 91, Tianchi Road, Urumqi, 830000, Xinjiang Uygur Autonomous Region, China.
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Acuña M. Scaffolding Supports the Hippo. Cell Mol Gastroenterol Hepatol 2024; 18:101363. [PMID: 38848765 PMCID: PMC11452332 DOI: 10.1016/j.jcmgh.2024.05.011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2024] [Accepted: 05/16/2024] [Indexed: 06/09/2024]
Affiliation(s)
- Mariana Acuña
- Division of Gastroenterology, Hepatology, and Endoscopy, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts.
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Suárez-Calvet X, Fernández-Simón E, Natera D, Jou C, Pinol-Jurado P, Villalobos E, Ortez C, Monceau A, Schiava M, Codina A, Verdu-Díaz J, Clark J, Laidler Z, Mehra P, Gokul-Nath R, Alonso-Perez J, Marini-Bettolo C, Tasca G, Straub V, Guglieri M, Nascimento A, Diaz-Manera J. Decoding the transcriptome of Duchenne muscular dystrophy to the single nuclei level reveals clinical-genetic correlations. Cell Death Dis 2023; 14:596. [PMID: 37673877 PMCID: PMC10482944 DOI: 10.1038/s41419-023-06103-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2023] [Revised: 08/15/2023] [Accepted: 08/22/2023] [Indexed: 09/08/2023]
Abstract
Duchenne muscular dystrophy is a genetic disease produced by mutations in the dystrophin gene characterized by early onset muscle weakness leading to severe and irreversible disability. The cellular and molecular consequences of the lack of dystrophin in humans are only partially known, which is crucial for the development of new therapies aiming to slow or stop the progression of the disease. Here we have analyzed quadriceps muscle biopsies of seven DMD patients aged 2 to 4 years old and five age and gender matched controls using single nuclei RNA sequencing (snRNAseq) and correlated the results obtained with clinical data. SnRNAseq identified significant differences in the proportion of cell population present in the muscle samples, including an increase in the number of regenerative fibers, satellite cells, and fibro-adipogenic progenitor cells (FAPs) and a decrease in the number of slow fibers and smooth muscle cells. Muscle samples from the younger patients with stable mild weakness were characterized by an increase in regenerative fibers, while older patients with moderate and progressive weakness were characterized by loss of muscle fibers and an increase in FAPs. An analysis of the gene expression profile in muscle fibers identified a strong regenerative signature in DMD samples characterized by the upregulation of genes involved in myogenesis and muscle hypertrophy. In the case of FAPs, we observed upregulation of genes involved in the extracellular matrix regeneration but also several signaling pathways. Indeed, further analysis of the potential intercellular communication profile showed a dysregulation of the communication profile in DMD samples identifying FAPs as a key regulator of cell signaling in DMD muscle samples. In conclusion, our study has identified significant differences at the cellular and molecular levels in the different cell populations present in skeletal muscle samples of patients with DMD compared to controls.
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Affiliation(s)
- Xavier Suárez-Calvet
- Neuromuscular Diseases Unit, Department of Neurology, Hospital de la Santa Creu i Sant Pau, Institut d'Investigació Biomèdica Sant Pau (IIB SANT PAU), 08041, Barcelona, Spain
| | - Esther Fernández-Simón
- John Walton Muscular Dystrophy Research Center, Newcastle University Translational and Clinical Research Institute, Newcastle Upon Tyne, UK
| | - Daniel Natera
- Neuromuscular Disorders Unit. Neurology department, Hospital Sant Joan de Deu, Esplugues de Llobregat, Spain
| | - Cristina Jou
- Pathology department, Hospital Sant Joan de Deu, Esplugues de Llobregat, Spain
| | - Patricia Pinol-Jurado
- John Walton Muscular Dystrophy Research Center, Newcastle University Translational and Clinical Research Institute, Newcastle Upon Tyne, UK
| | - Elisa Villalobos
- John Walton Muscular Dystrophy Research Center, Newcastle University Translational and Clinical Research Institute, Newcastle Upon Tyne, UK
| | - Carlos Ortez
- Neuromuscular Disorders Unit. Neurology department, Hospital Sant Joan de Deu, Esplugues de Llobregat, Spain
| | - Alexandra Monceau
- John Walton Muscular Dystrophy Research Center, Newcastle University Translational and Clinical Research Institute, Newcastle Upon Tyne, UK
| | - Marianela Schiava
- John Walton Muscular Dystrophy Research Center, Newcastle University Translational and Clinical Research Institute, Newcastle Upon Tyne, UK
| | - Anna Codina
- Pathology department, Hospital Sant Joan de Deu, Esplugues de Llobregat, Spain
| | - José Verdu-Díaz
- John Walton Muscular Dystrophy Research Center, Newcastle University Translational and Clinical Research Institute, Newcastle Upon Tyne, UK
| | - James Clark
- John Walton Muscular Dystrophy Research Center, Newcastle University Translational and Clinical Research Institute, Newcastle Upon Tyne, UK
| | - Zoe Laidler
- John Walton Muscular Dystrophy Research Center, Newcastle University Translational and Clinical Research Institute, Newcastle Upon Tyne, UK
| | - Priyanka Mehra
- John Walton Muscular Dystrophy Research Center, Newcastle University Translational and Clinical Research Institute, Newcastle Upon Tyne, UK
| | - Rasya Gokul-Nath
- John Walton Muscular Dystrophy Research Center, Newcastle University Translational and Clinical Research Institute, Newcastle Upon Tyne, UK
| | - Jorge Alonso-Perez
- Neuromuscular Disease Unit. Neurology Department. Hospital Nuestra Señora de Candelaria, Fundación Canaria Instituto de Investigación Sanitaria de Canarias (FIISC), Tenerife, Spain
| | - Chiara Marini-Bettolo
- John Walton Muscular Dystrophy Research Center, Newcastle University Translational and Clinical Research Institute, Newcastle Upon Tyne, UK
| | - Giorgio Tasca
- John Walton Muscular Dystrophy Research Center, Newcastle University Translational and Clinical Research Institute, Newcastle Upon Tyne, UK
| | - Volker Straub
- John Walton Muscular Dystrophy Research Center, Newcastle University Translational and Clinical Research Institute, Newcastle Upon Tyne, UK
| | - Michela Guglieri
- John Walton Muscular Dystrophy Research Center, Newcastle University Translational and Clinical Research Institute, Newcastle Upon Tyne, UK
| | - Andrés Nascimento
- Neuromuscular Disorders Unit. Neurology department, Hospital Sant Joan de Deu, Esplugues de Llobregat, Spain
| | - Jordi Diaz-Manera
- Neuromuscular Diseases Unit, Department of Neurology, Hospital de la Santa Creu i Sant Pau, Institut d'Investigació Biomèdica Sant Pau (IIB SANT PAU), 08041, Barcelona, Spain.
- John Walton Muscular Dystrophy Research Center, Newcastle University Translational and Clinical Research Institute, Newcastle Upon Tyne, UK.
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Liu A, Zhou K, Martínez MA, Lopez-Torres B, Martínez M, Martínez-Larrañaga MR, Wang X, Anadón A, Ares I. A "Janus" face of the RASSF4 signal in cell fate. J Cell Physiol 2021; 237:466-479. [PMID: 34553373 DOI: 10.1002/jcp.30592] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2021] [Revised: 09/06/2021] [Accepted: 09/11/2021] [Indexed: 12/19/2022]
Abstract
RASSF4 (Ras-association domain family 4) is a protein-coding gene, regarded as a tumor suppressor regulated by DNA methylation. However, RASSF4 acts as a "Janus" in cell fate: death and survival. This review article focuses on the regulatory mechanisms of RASSF4 on cell death and cell survival and puts forward a comprehensive analysis of the relevant signaling pathways. The participation of RASSF4 in the regulation of intracellular store-operated Ca2+ entry also affects cell survival. Moreover, the mechanism of inducing abnormal expression of RASSF4 was summarized. We highlight recent advances in our knowledge of RASSF4 function in the development of cancer and other clinical diseases, which may provide insight into the controversial functions of RASSF4 and its potential application in disease therapy.
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Affiliation(s)
- Aimei Liu
- Department of National Reference, Laboratory of Veterinary Drug Residues (HZAU) and MOA Laboratory for Detection of Veterinary Drug Residues, Huazhong Agricultural University, Wuhan, Hubei, China.,Department of MOA, Laboratory for Risk Assessment of Quality and Safety of Livestock and Poultry Products, Wuhan, Hubei, China
| | - Kaixiang Zhou
- Department of National Reference, Laboratory of Veterinary Drug Residues (HZAU) and MOA Laboratory for Detection of Veterinary Drug Residues, Huazhong Agricultural University, Wuhan, Hubei, China.,Department of MOA, Laboratory for Risk Assessment of Quality and Safety of Livestock and Poultry Products, Wuhan, Hubei, China
| | - María Aránzazu Martínez
- Department of Pharmacology and Toxicology, Faculty of Veterinary Medicine, Universidad Complutense de Madrid(UCM), and Research Institute Hospital 12 de October (i+12), Madrid, Spain
| | - Bernardo Lopez-Torres
- Department of Pharmacology and Toxicology, Faculty of Veterinary Medicine, Universidad Complutense de Madrid(UCM), and Research Institute Hospital 12 de October (i+12), Madrid, Spain
| | - Marta Martínez
- Department of Pharmacology and Toxicology, Faculty of Veterinary Medicine, Universidad Complutense de Madrid(UCM), and Research Institute Hospital 12 de October (i+12), Madrid, Spain
| | - María-Rosa Martínez-Larrañaga
- Department of Pharmacology and Toxicology, Faculty of Veterinary Medicine, Universidad Complutense de Madrid(UCM), and Research Institute Hospital 12 de October (i+12), Madrid, Spain
| | - Xu Wang
- Department of National Reference, Laboratory of Veterinary Drug Residues (HZAU) and MOA Laboratory for Detection of Veterinary Drug Residues, Huazhong Agricultural University, Wuhan, Hubei, China.,Department of MOA, Laboratory for Risk Assessment of Quality and Safety of Livestock and Poultry Products, Wuhan, Hubei, China
| | - Arturo Anadón
- Department of Pharmacology and Toxicology, Faculty of Veterinary Medicine, Universidad Complutense de Madrid(UCM), and Research Institute Hospital 12 de October (i+12), Madrid, Spain
| | - Irma Ares
- Department of Pharmacology and Toxicology, Faculty of Veterinary Medicine, Universidad Complutense de Madrid(UCM), and Research Institute Hospital 12 de October (i+12), Madrid, Spain
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Shen Y, Li H, Zhou M, Tang S, Zhao Y, Zhao J, Chen X. Promoter methylation and expression of the rassf4 gene in Nile tilapia (Oreochromis niloticus). JOURNAL OF FISH BIOLOGY 2021; 99:690-694. [PMID: 33880861 DOI: 10.1111/jfb.14758] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/13/2021] [Revised: 04/05/2021] [Accepted: 04/09/2021] [Indexed: 06/12/2023]
Abstract
Oreochromis niloticus RAS-association domain family 4 (rassf4) was specifically expressed in the ovaries. Immunohistochemistry results showed that Rassf4 was located in follicular cells. The methylation percentages of the promoter region (-734/-1012) of rassf4 in the ovaries and testes were 13.28% and 92.85%, respectively. Deleting the fragment of -734 to -1012 sites significantly reduced the basal activity of the rassf4 promoter to 62.33%, which indicated that this region was important for the transcription of the rassf4 gene. This study lays the foundation for further research on the function of fish rassf4.
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Affiliation(s)
- Yawei Shen
- Key Laboratory of Exploration and Utilization of Aquatic Genetic Resources, Ministry of Education, Shanghai Ocean University, Shanghai, China
| | - Huiyang Li
- Key Laboratory of Exploration and Utilization of Aquatic Genetic Resources, Ministry of Education, Shanghai Ocean University, Shanghai, China
| | - Min Zhou
- Key Laboratory of Exploration and Utilization of Aquatic Genetic Resources, Ministry of Education, Shanghai Ocean University, Shanghai, China
| | - Shoujie Tang
- Key Laboratory of Exploration and Utilization of Aquatic Genetic Resources, Ministry of Education, Shanghai Ocean University, Shanghai, China
| | - Yan Zhao
- Key Laboratory of Exploration and Utilization of Aquatic Genetic Resources, Ministry of Education, Shanghai Ocean University, Shanghai, China
| | - Jinliang Zhao
- Key Laboratory of Exploration and Utilization of Aquatic Genetic Resources, Ministry of Education, Shanghai Ocean University, Shanghai, China
| | - Xiaowu Chen
- Shanghai Collaborative Innovation for Aquatic Animal Genetics and Breeding, Shanghai Ocean University, Shanghai, China
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