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Zhao Y, Xiong C, Wang B, Li D, Liu J, Wei S, Hou Y, Zhou Y, Zheng R. The Discovery of Phages in the Substantia Nigra and Its Implication for Parkinson's Disease. RESEARCH (WASHINGTON, D.C.) 2025; 8:0657. [PMID: 40308709 PMCID: PMC12041648 DOI: 10.34133/research.0657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/09/2024] [Revised: 01/28/2025] [Accepted: 03/10/2025] [Indexed: 05/02/2025]
Abstract
Background: A century ago, a mystery between a virus and Parkinson's disease (PD) was described. Owing to the limitation of human brain biopsy and the challenge of electron microscopy in observing virions in human brain tissue, it has been difficult to study the viral etiology of PD. Recent discovery of virobiota reveals that viruses coexist with humans as symbionts. Newly developed transcriptomic sequencing and novel bioinformatic approaches for mining the encrypted virome in human transcriptome make it possible to study the relationship between symbiotic viruses and PD. Nevertheless, whether viruses exist in the human substantia nigra (SN) and whether symbiotic viruses underlie PD pathogenesis remain unknown. Methods: We collected current worldwide human SN transcriptomic datasets from the United States, the United Kingdom, the Netherlands, and Switzerland. We used bioinformatic approaches including viruSITE and the Viral-Track to identify the existence of viruses in the SN of patients. The comprehensive RNA sequencing-based virome analysis pipeline was used to characterize the virobiota in the SN. The Pearson's correlation analysis was used to examine the association between the viral RNA fragment counts (VRFCs) and PD-related human gene sequencing reads in the SN. The differentially expressed genes (DEGs) in the SN between PD patients and non-PD individuals were used to examine the molecular signatures of PD and also evaluate the impact of symbiotic viruses on the SN. Findings: We observed the existence of viruses in the human SN. A dysbiosis of virobiota was found in the SN of PD patients. A marked correlation between VRFC and PD-related human gene expression was detected in the SN of PD patients. These PD-related human genes correlated to VRFC were named as the virus-correlated PD-related genes (VPGs). We identified 3 bacteriophages (phages), including the Proteus phage VB_PmiS-Isfahan, the Escherichia phage phiX174, and the Lactobacillus phage Sha1, that might impair the gene expression of neural cells in the SN of PD patients. The Proteus phage VB_PmiS-Isfahan was a common virus in the SN of patients from the United Kingdom, the Netherlands, and Switzerland. VPGs and DEGs together highlighted that the phages might dampen dopamine biosynthesis and weaken the cGAS-STING function. Interpretation: This is the first study to discover the involvement of phages in PD pathogenesis. A lifelong low symbiotic viral load in the SN may be a contributor to PD pathogenesis. Our findings unlocked the black box between brain virobiota and PD, providing a novel insight into PD etiology from the perspective of phage-human symbiosis.
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Affiliation(s)
- Yun Zhao
- Department of Anatomy, Histology and Embryology, School of Basic Medical Sciences,
Peking University, Beijing, China
| | - Changxian Xiong
- Department of Biomedical Informatics, Center for Noncoding RNA Medicine, School of Basic Medical Sciences,
Peking University, Beijing, China
| | - Bingwei Wang
- Department of Anatomy, Histology and Embryology, School of Basic Medical Sciences,
Peking University, Beijing, China
| | - Daotong Li
- Department of Anatomy, Histology and Embryology, School of Basic Medical Sciences,
Peking University, Beijing, China
| | - Jiarui Liu
- Department of Anatomy, Histology and Embryology, School of Basic Medical Sciences,
Peking University, Beijing, China
| | - Shizhang Wei
- Department of Anatomy, Histology and Embryology, School of Basic Medical Sciences,
Peking University, Beijing, China
| | - Yujia Hou
- Department of Anatomy, Histology and Embryology, School of Basic Medical Sciences,
Peking University, Beijing, China
| | - Yuan Zhou
- Department of Biomedical Informatics, Center for Noncoding RNA Medicine, School of Basic Medical Sciences,
Peking University, Beijing, China
| | - Ruimao Zheng
- Department of Anatomy, Histology and Embryology, School of Basic Medical Sciences,
Peking University, Beijing, China
- Neuroscience Research Institute,
Peking University, Beijing, China
- Key Laboratory for Neuroscience of Ministry of Education,
Peking University, Beijing, China
- Key Laboratory for Neuroscience of National Health Commission,
Peking University, Beijing, China
- Beijing Life Science Academy, Beijing, China
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Fan HH, Hou NN, Zhang DL, Liu DN, Tang RT, Luo HT, Song YD, Cui L, Zhang X, Zhu JH. Substantia nigra and blood gene signatures and biomarkers for Parkinson's disease from integrated multicenter microarray-based transcriptomic analyses. Front Aging Neurosci 2025; 17:1540830. [PMID: 40259945 PMCID: PMC12009882 DOI: 10.3389/fnagi.2025.1540830] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/06/2024] [Accepted: 03/21/2025] [Indexed: 04/23/2025] Open
Abstract
Background Parkinson's disease (PD) is a complex, common neurodegenerative disorder with unclear etiology. The pathogenic hallmark is the death of dopaminergic neurons in the substantia nigra. PD diagnosis depends on clinical manifestation of symptoms but is lack of effective biomarker. Methods Available human microarray-based transcriptomic datasets of the substantia nigra and blood were acquired for PD cases and controls. Robust rank aggregation and Weighted Gene Co-expression Network analysis were performed to identify gene signatures in substantia nigra and blood of PD. An overlapping analysis and validation in an independent cohort were followed to identify PD blood biomarkers. Results Eight datasets of substantia nigra and 3 datasets of blood were retrieved, which comprised 150 substantia nigra and 571 blood samples. Integrated differentially expressed genes (DEG) and module analyses showed that the substantia nigra gene signature in PD comprised 170 key genes, mainly involved in dopaminergic synapse, neuroactive ligand-receptor interaction, calcium signaling pathway, and Parkinson disease. The blood gene signature had only 65 DEGs, but with no robust co-expression module identified. Two genes, LRRN3 and TUBB2A, were both downregulated in the substantia nigra and blood of PD. But only TUBB2A was validated in the blood of independent cohort and showed a capacity of PD prediction. Conclusion The present study identified PD-associated gene signatures of the substantia nigra and blood, and demonstrated that the reduced expression of TUBB2A in the blood is promising to predict PD. Our findings provide novel insight into the mechanisms underlying PD pathophysiology and the development of PD biomarkers.
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Affiliation(s)
- Hui-Hui Fan
- Institute of Nutrition and Diseases and Center for Research, School of Public Health, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Na-Na Hou
- Institute of Nutrition and Diseases and Center for Research, School of Public Health, Wenzhou Medical University, Wenzhou, Zhejiang, China
- Eye and ENT Hospital of Fudan University, Shanghai, China
| | - Dao-Lu Zhang
- Institute of Nutrition and Diseases and Center for Research, School of Public Health, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Dan-Ni Liu
- Institute of Geriatric Neurology and Department of Neurology, The Second Affiliated Hospital and Yuying Children’s Hospital, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Rong-Ting Tang
- Institute of Nutrition and Diseases and Center for Research, School of Public Health, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Hai-Tao Luo
- Institute of Nutrition and Diseases and Center for Research, School of Public Health, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Ya-Dan Song
- Institute of Nutrition and Diseases and Center for Research, School of Public Health, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Lei Cui
- Institute of Nutrition and Diseases and Center for Research, School of Public Health, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Xiong Zhang
- Institute of Geriatric Neurology and Department of Neurology, The Second Affiliated Hospital and Yuying Children’s Hospital, Wenzhou Medical University, Wenzhou, Zhejiang, China
| | - Jian-Hong Zhu
- Institute of Nutrition and Diseases and Center for Research, School of Public Health, Wenzhou Medical University, Wenzhou, Zhejiang, China
- Institute of Geriatric Neurology and Department of Neurology, The Second Affiliated Hospital and Yuying Children’s Hospital, Wenzhou Medical University, Wenzhou, Zhejiang, China
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Yaribash S, Mohammadi K, Sani MA. Alpha-Synuclein Pathophysiology in Neurodegenerative Disorders: A Review Focusing on Molecular Mechanisms and Treatment Advances in Parkinson's Disease. Cell Mol Neurobiol 2025; 45:30. [PMID: 40140103 PMCID: PMC11947388 DOI: 10.1007/s10571-025-01544-2] [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: 02/11/2025] [Accepted: 03/10/2025] [Indexed: 03/28/2025]
Abstract
Worldwide aging has contributed to the growth of prevalence of neurodegenerative diseases (NDDs), including Parkinson's disease among the elderlies. The advanced destruction of dopaminergic neurons in the substantia nigra, due to many accelerator factors in the brain is the main mechanism of Parkinson's disease. The pathological aggregated alpha-synuclein (α-syn), a protein implicated in multiple neurodegenerative disorders, is one of the critical factors in this neurodegenerative disease and other similar disorders. The misfolding and aggregation of α-syn may interrupt critical processes, including functions of synaptic vesicles and can lead to neuronal death. This protein is encoded by Alpha-Synuclein Gene (SNCA) and mutation in this gene can lead to dysfunctions of the protein structure. Since, therapeutic policies that aim α-syn are promising approaches. Advances in immunotherapies, molecular chaperones, gene therapy targeting SNCA, and DNA aptamers are some examples of this strategy. This review aims to comprehensively assess the current knowledge and evidence on α-syn pathology, genetic determinants, and novel therapeutic methods in Parkinson,'s disease and other synucleinopathies. Continued investigation to discover interventions in this system could result in finding of effective and safe treatments for NDDs.
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Affiliation(s)
- Shakila Yaribash
- Faculty of Pharmacy, Tehran University of Medical Sciences, Enghelab Square, 16 Azar Street, Tehran, 1417614411, Iran
| | - Keyhan Mohammadi
- Department of Clinical Pharmacy, Faculty of Pharmacy, Tehran University of Medical Sciences, Enghelab Square, 16 Azar Street, Tehran, 1417614411, Iran.
- Research Center for Antibiotics Stewardship and Antimicrobial Resistance, Infectious Diseases Department, Imam Khomeini Hospital Complex, Tehran University of Medical Sciences, Tehran, Iran.
| | - Mahmood Alizadeh Sani
- Division of Food Safety and Hygiene, Department of Environmental Health Engineering, School of Public Health, Tehran University of Medical Sciences, Enghelab Square, 16 Azar Street, Tehran, 1417613151, Iran
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Xu QH, Wang YL, Wang C, Jiang SS, Zhang BR, Tian J. Exploring the active ingredients and potential mechanisms of Pingchan granules in Parkinson's disease treatment through network pharmacology and transcriptomics. Sci Rep 2025; 15:7847. [PMID: 40050654 PMCID: PMC11885611 DOI: 10.1038/s41598-025-91344-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: 12/14/2024] [Accepted: 02/19/2025] [Indexed: 03/09/2025] Open
Abstract
Parkinson's disease (PD), the second most prevalent neurodegenerative disorder, poses significant challenges to single-target therapeutic strategies due to its complex etiology. This has driven interest in multi-target approaches, particularly those leveraging natural compounds. Pingchan granules (PCG), a traditional Chinese medicine composed of plant- and animal-derived compounds, have shown efficacy in alleviating PD symptoms. Here, we identify 96 PCG-associated anti-PD targets, enriched in neuronal synaptic signaling and G protein-coupled receptor pathways. Through protein-protein interaction network analysis of anti-PD targets and random forest modeling of substantia nigra transcriptomic data from PD patients, SLC6A3 and SRC emerged as central hub targets, with Mendelian randomization further validating SRC as a potential therapeutic target. Molecular docking and single-cell sequencing reveal that dauricine, PCG's principal active compound, binds strongly to SLC6A3 and SRC, modulating glucose metabolism pathways in dopaminergic neurons. These findings illuminate the molecular basis of PCG's therapeutic effects, offer a foundation for future drug development, and underscore the potential of dauricine as a targeted treatment for PD.
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Affiliation(s)
- Qiu-Han Xu
- Department of Neurology, the Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310009, Zhejiang, China
| | - Yi-Ling Wang
- Department of Neurology, the Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310009, Zhejiang, China
| | - Cheng Wang
- Department of Neurosurgey, the Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, China
| | - Si-Si Jiang
- Department of Neurology, the Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310009, Zhejiang, China
| | - Bao-Rong Zhang
- Department of Neurology, the Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310009, Zhejiang, China.
| | - Jun Tian
- Department of Neurology, the Second Affiliated Hospital, School of Medicine, Zhejiang University, Hangzhou, 310009, Zhejiang, China.
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Chakrabarti A, Verma S. Identifying potential genes driving ferroptosis in the substantia nigra and dopaminergic neurons in Parkinson's disease. Mol Cell Neurosci 2025; 132:103993. [PMID: 39848553 DOI: 10.1016/j.mcn.2025.103993] [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: 11/20/2024] [Revised: 01/07/2025] [Accepted: 01/16/2025] [Indexed: 01/25/2025] Open
Abstract
Parkinson's disease (PD) is a neurodegenerative disorder marked by dopaminergic (DA) neuron degeneration in the substantia nigra (SN). Conventional dopamine replacement therapies provide limited long-term efficacy and significant side effects. Emerging evidence suggests ferroptosis-a form of cell death driven by iron-dependent lipid peroxidation-contributes to PD pathology, though direct evidence linking dysregulation of ferroptosis-related genes in DA neuron loss in PD remains limited. This study explores the expression of ferroptosis-associated genes in the SN and DA neurons of PD patients, identifying potential therapeutic targets. We analyzed two independent RNA-seq datasets, GSE7621 and GSE8397 (GPL-96), from the GEO database to identify common differentially expressed ferroptosis-related genes in the SN of PD patients. We also conducted Gene Ontology and pathway enrichment analyses of these genes to explore the underlying mechanisms and constructed a protein-protein interaction network. The findings were further validated using an additional dataset, GSE49036. We further explored the dysregulation of these ferroptosis-related genes in DA neurons using RNA-seq data GSE169755, derived from DA neurons isolated from the SN of PD patients and controls. Lastly, the proposed hypothesis was experimentally validated in an in vitro PD model. This comprehensive multi-dataset analysis uncovers novel insights into the expression of ferroptosis-related genes in PD, suggesting potential biomarkers and therapeutic targets for mitigating DA neuron loss and PD progression.
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Affiliation(s)
- Ardra Chakrabarti
- Division of Neuroscience and Ageing Biology, CSIR-Central Drug Research Institute, Lucknow, UP, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India
| | - Sonia Verma
- Division of Neuroscience and Ageing Biology, CSIR-Central Drug Research Institute, Lucknow, UP, India; Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, India.
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Ishtiaq B, Paracha RZ, Nisar M, Ejaz S, Hussain Z. Discovering promising drug candidates for Parkinson's disease: integrating miRNA and DEG analysis with molecular dynamics and MMPBSA. J Comput Aided Mol Des 2025; 39:8. [PMID: 39971814 DOI: 10.1007/s10822-025-00586-4] [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: 12/17/2024] [Accepted: 02/07/2025] [Indexed: 02/21/2025]
Abstract
Parkinson's disease (PD) is a progressive neurological disorder with an increasing prevalence in aging populations. Identifying effective therapeutic targets and treatments remains a critical challenge. This study aimed to discover potential therapeutic targets and design novel compounds for PD treatment. Gene expression analysis was conducted using diverse datasets, including microarray, mRNA sequencing, and miRNA sequencing. While no common genes were identified across all datasets, the RNA-seq dataset GSE-135036 was prioritized. The investigation focused on downregulated miRNAs targeting upregulated mRNAs, revealing that hsa-mir-5585 regulates Receptor-interacting serine/threonine-protein kinase 1 (RIPK1) within the Shigellosis pathway. Given RIPK1's role in cell death and inflammation, it emerged as a promising therapeutic target for PD. To identify RIPK1 inhibitors, 67 compounds were screened via molecular docking, with CHEMBL-3109201 exhibiting the highest binding affinity. A structurally similar compound, CHEMBL-76328382, also demonstrated strong interactions. A fragment-based drug design approach generated two novel compounds, BI-1215 and BI-146, which, along with RIPK1-IN-4 and CHEMBL-70909876, were shortlisted based on docking scores and ADME profiles. Molecular dynamics simulations confirmed the stability of CHEMBL-70909876 and BI-1215, with RMSD fluctuations between 0.005 and 0.2 nm. MM-PBSA analysis further validated their superior thermodynamic stability and binding affinity compared to other candidates. This study offers novel insights into PD pathogenesis and potential therapeutic interventions, marking a significant step toward effective treatment strategies for this debilitating disorder.
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Affiliation(s)
- Bisma Ishtiaq
- School of Interdisciplinary Engineering and Sciences (SINES), National University of Sciences & Technology (NUST), H-12, Islamabad, 44000, Pakistan
| | - Rehan Zafar Paracha
- School of Interdisciplinary Engineering and Sciences (SINES), National University of Sciences & Technology (NUST), H-12, Islamabad, 44000, Pakistan.
| | - Maryum Nisar
- School of Interdisciplinary Engineering and Sciences (SINES), National University of Sciences & Technology (NUST), H-12, Islamabad, 44000, Pakistan
| | - Saima Ejaz
- School of Interdisciplinary Engineering and Sciences (SINES), National University of Sciences & Technology (NUST), H-12, Islamabad, 44000, Pakistan
| | - Zamir Hussain
- School of Interdisciplinary Engineering and Sciences (SINES), National University of Sciences & Technology (NUST), H-12, Islamabad, 44000, Pakistan
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Fabrizio C, Termine A, Caltagirone C. Transcriptomics profiling of Parkinson's disease progression subtypes reveals distinctive patterns of gene expression. J Cent Nerv Syst Dis 2025; 17:11795735241286821. [PMID: 39906346 PMCID: PMC11791511 DOI: 10.1177/11795735241286821] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Accepted: 08/22/2024] [Indexed: 02/06/2025] Open
Abstract
Background Parkinson's Disease (PD) varies widely among individuals, and Artificial Intelligence (AI) has recently helped to identify three disease progression subtypes. While their clinical features are already known, their gene expression profiles remain unexplored. Objectives The objectives of this study were (1) to describe the transcriptomics characteristics of three PD progression subtypes identified by AI, and (2) to evaluate if gene expression data can be used to predict disease subtype at baseline. Design This is a retrospective longitudinal cohort study utilizing the Parkinson's Progression Markers Initiative (PPMI) database. Methods Whole blood RNA-Sequencing data underwent differential gene expression analysis, followed by multiple pathway analyses. A Machine Learning (ML) classifier, namely XGBoost, was trained using data from multiple modalities, including gene expression values. Results Our study identified differentially expressed genes (DEGs) that were uniquely associated with Parkinson's disease (PD) progression subtypes. Importantly, these DEGs had not been previously linked to PD. Gene-pathway analysis revealed both distinct and shared characteristics between the subtypes. Notably, two subtypes displayed opposite expression patterns for pathways involved in immune response alterations. In contrast, the third subtype exhibited a more unique profile characterized by increased expression of genes related to detoxification processes. All three subtypes showed a significant modulation of pathways related to the regulation of gene expression, metabolism, and cell signaling. ML revealed that the progression subtype with the worst prognosis can be predicted at baseline with 0.877 AUROC, yet the contribution of gene expression was marginal for the prediction of the subtypes. Conclusion This study provides novel information regarding the transcriptomics profiles of PD progression subtypes, which may foster precision medicine with relevant indications for a finer-grained diagnosis and prognosis.
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Affiliation(s)
- Carlo Fabrizio
- Data Science Unit, Santa Lucia Foundation IRCCS, Rome, Italy
| | - Andrea Termine
- Data Science Unit, Santa Lucia Foundation IRCCS, Rome, Italy
| | - Carlo Caltagirone
- Department of Clinical and Behavioral Neurology, Santa Lucia Foundation IRCCS, Rome, Italy
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Li J, Li Y, Liu L, Jiang W, Jia Y, Yang J, Li L, Zhang X, Su J, Kaushik S. Discovery and evaluation of HW161023 as a potent and orally active AAK1 inhibitor. Bioorg Med Chem Lett 2024; 114:130012. [PMID: 39486488 DOI: 10.1016/j.bmcl.2024.130012] [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: 03/02/2024] [Revised: 10/15/2024] [Accepted: 10/28/2024] [Indexed: 11/04/2024]
Abstract
AAK1, also known as AP2-associated protein kinase 1, is an enzyme that belongs to the family of serine/threonine protein kinases. It regulates the assembly and disassembly of clathrin-coated pits and thereby protein endocytosis, by phosphorylating the μ2 subunit of the AP2 complex, which is a key component of clathrin-coated vesicles. LX9211 is currently the only selective small molecule AAK1 inhibitor at the clinical trial stage for diabetic peripheral neuropathic pain, which was found to be safe and well tolerated in healthy participants in phase I clinical trials. The present manuscript described a series of fused-ring derivatives as a novel class of potent AAK1 inhibitors, resulting in the discovery of compound 5, namely HW161023, which showed high inhibitory potency against AAK1 enzyme and satisfactory oral pharmacokinetic profile with weaker HepG2 cell toxicity and hERG inhibition than LX9211.
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Affiliation(s)
- Jinping Li
- Hubei Bio-Pharmaceutical Industrial Technological Institute Inc., No. 666 High Tech Avenue, East Lake High Tech Development Zone, Wuhan, Hubei 430075, China; Humanwell Healthcare (Group) Co., Ltd., No. 666 High Tech Avenue, East Lake High Tech Development Zone, Wuhan, Hubei 430075, China
| | - Yang Li
- Hubei Bio-Pharmaceutical Industrial Technological Institute Inc., No. 666 High Tech Avenue, East Lake High Tech Development Zone, Wuhan, Hubei 430075, China; Humanwell Healthcare (Group) Co., Ltd., No. 666 High Tech Avenue, East Lake High Tech Development Zone, Wuhan, Hubei 430075, China
| | - Lifei Liu
- Hubei Bio-Pharmaceutical Industrial Technological Institute Inc., No. 666 High Tech Avenue, East Lake High Tech Development Zone, Wuhan, Hubei 430075, China; Humanwell Healthcare (Group) Co., Ltd., No. 666 High Tech Avenue, East Lake High Tech Development Zone, Wuhan, Hubei 430075, China
| | - Wen Jiang
- Hubei Bio-Pharmaceutical Industrial Technological Institute Inc., No. 666 High Tech Avenue, East Lake High Tech Development Zone, Wuhan, Hubei 430075, China; Humanwell Healthcare (Group) Co., Ltd., No. 666 High Tech Avenue, East Lake High Tech Development Zone, Wuhan, Hubei 430075, China
| | - Yimin Jia
- Hubei Bio-Pharmaceutical Industrial Technological Institute Inc., No. 666 High Tech Avenue, East Lake High Tech Development Zone, Wuhan, Hubei 430075, China; Humanwell Healthcare (Group) Co., Ltd., No. 666 High Tech Avenue, East Lake High Tech Development Zone, Wuhan, Hubei 430075, China
| | - Jun Yang
- Hubei Bio-Pharmaceutical Industrial Technological Institute Inc., No. 666 High Tech Avenue, East Lake High Tech Development Zone, Wuhan, Hubei 430075, China; Humanwell Healthcare (Group) Co., Ltd., No. 666 High Tech Avenue, East Lake High Tech Development Zone, Wuhan, Hubei 430075, China
| | - Lie Li
- Hubei Bio-Pharmaceutical Industrial Technological Institute Inc., No. 666 High Tech Avenue, East Lake High Tech Development Zone, Wuhan, Hubei 430075, China; Humanwell Healthcare (Group) Co., Ltd., No. 666 High Tech Avenue, East Lake High Tech Development Zone, Wuhan, Hubei 430075, China
| | - Xuejun Zhang
- Hubei Bio-Pharmaceutical Industrial Technological Institute Inc., No. 666 High Tech Avenue, East Lake High Tech Development Zone, Wuhan, Hubei 430075, China; Humanwell Healthcare (Group) Co., Ltd., No. 666 High Tech Avenue, East Lake High Tech Development Zone, Wuhan, Hubei 430075, China.
| | - Jiangtao Su
- Hubei University of Technology, Wuhan 430000, China
| | - Shivansh Kaushik
- Humanwell Pharmaceuticals US Inc., 421 Sovereign Court, Ballwin, MO 63011, USA
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Merchak AR, Bolen ML, Tansey MG, Menees KB. Thinking outside the brain: Gut microbiome influence on innate immunity within neurodegenerative disease. Neurotherapeutics 2024; 21:e00476. [PMID: 39482179 PMCID: PMC11585893 DOI: 10.1016/j.neurot.2024.e00476] [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: 08/19/2024] [Revised: 10/18/2024] [Accepted: 10/19/2024] [Indexed: 11/03/2024] Open
Abstract
The complex network of factors that contribute to neurodegeneration have hampered the discovery of effective preventative measures. While much work has focused on brain-first therapeutics, it is becoming evident that physiological changes outside of the brain are the best target for early interventions. Specifically, myeloid cells, including peripheral macrophages and microglia, are a sensitive population of cells whose activity can directly impact neuronal health. Myeloid cell activity includes cytokine production, migration, debris clearance, and phagocytosis. Environmental measures that can modulate these activities range from toxin exposure to diet. However, one of the most influential mediators of myeloid fitness is the gut microenvironment. Here, we review the current data about the role of myeloid cells in gastrointestinal disorders, Parkinson's disease, dementia, and multiple sclerosis. We then delve into the gut microbiota modulating therapies available and clinical evidence for their use in neurodegeneration. Modulating lifestyle and environmental mediators of inflammation are one of the most promising interventions for neurodegeneration and a systematic and concerted effort to examine these factors in healthy aging is the next frontier.
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Affiliation(s)
- Andrea R Merchak
- Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, USA; Center for Translational Research in Neurodegenerative Disease, College of Medicine, University of Florida, Gainesville, FL, USA; McKnight Brain Institute, University of Florida, Gainesville, FL, USA; Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, USA.
| | - MacKenzie L Bolen
- Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, USA; Center for Translational Research in Neurodegenerative Disease, College of Medicine, University of Florida, Gainesville, FL, USA; McKnight Brain Institute, University of Florida, Gainesville, FL, USA; Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, USA.
| | - Malú Gámez Tansey
- Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, USA; Center for Translational Research in Neurodegenerative Disease, College of Medicine, University of Florida, Gainesville, FL, USA; McKnight Brain Institute, University of Florida, Gainesville, FL, USA; Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, USA; Norman Fixel Institute for Neurological Diseases, University of Florida, Gainesville, FL, USA.
| | - Kelly B Menees
- Department of Neuroscience, College of Medicine, University of Florida, Gainesville, FL, USA; Center for Translational Research in Neurodegenerative Disease, College of Medicine, University of Florida, Gainesville, FL, USA; McKnight Brain Institute, University of Florida, Gainesville, FL, USA; Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, USA.
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10
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Skuladottir AT, Tragante V, Sveinbjornsson G, Helgason H, Sturluson A, Bjornsdottir A, Jonsson P, Palmadottir V, Sveinsson OA, Jensson BO, Gudjonsson SA, Ivarsdottir EV, Gisladottir RS, Gunnarsson AF, Walters GB, Jonsdottir GA, Thorgeirsson TE, Bjornsdottir G, Holm H, Gudbjartsson DF, Sulem P, Stefansson H, Stefansson K. Loss-of-function variants in ITSN1 confer high risk of Parkinson's disease. NPJ Parkinsons Dis 2024; 10:140. [PMID: 39147844 PMCID: PMC11327306 DOI: 10.1038/s41531-024-00752-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Accepted: 07/12/2024] [Indexed: 08/17/2024] Open
Abstract
Parkinson's disease (PD) is a debilitating neurodegenerative disorder and its rising global incidence highlights the need for the identification of modifiable risk factors. In a gene-based burden test of rare variants (8647 PD cases and 777,693 controls) we discovered a novel association between loss-of-function variants in ITSN1 and PD. This association was further supported with burden data from the Neurodegenerative Disease Knowledge Portal and the Accelerating Medicines Partnership Parkinson's Disease Knowledge Platform. Our findings show that Rho GTPases and disruptions in synaptic vesicle transport may be involved in the pathogenesis of PD, pointing to the possibility of novel therapeutic approaches.
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Affiliation(s)
- Astros Th Skuladottir
- deCODE genetics/Amgen Inc., Reykjavik, Iceland.
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland.
| | | | | | | | | | | | - Palmi Jonsson
- Department of Geriatric Medicine, Landspitali University Hospital, Reykjavik, Iceland
| | - Vala Palmadottir
- Department of Internal Medicine, Landspitali University Hospital, Reykjavik, Iceland
| | | | | | | | | | - Rosa S Gisladottir
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
- Faculty of Icelandic and Comparative Cultural Studies, University of Iceland, Reykjavik, Iceland
| | | | | | | | | | | | - Hilma Holm
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
| | - Daniel F Gudbjartsson
- deCODE genetics/Amgen Inc., Reykjavik, Iceland
- Faculty of Engineering and Natural Sciences, University of Iceland, Reykjavik, Iceland
| | | | | | - Kari Stefansson
- deCODE genetics/Amgen Inc., Reykjavik, Iceland.
- Faculty of Medicine, University of Iceland, Reykjavik, Iceland.
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11
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Hanna EM, El Hasbani G, Azar D. Ant colony optimization for the identification of dysregulated gene subnetworks from expression data. BMC Bioinformatics 2024; 25:254. [PMID: 39090538 PMCID: PMC11295523 DOI: 10.1186/s12859-024-05871-x] [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: 10/18/2023] [Accepted: 07/12/2024] [Indexed: 08/04/2024] Open
Abstract
BACKGROUND High-throughput experimental technologies can provide deeper insights into pathway perturbations in biomedical studies. Accordingly, their usage is central to the identification of molecular targets and the subsequent development of suitable treatments for various diseases. Classical interpretations of generated data, such as differential gene expression and pathway analyses, disregard interconnections between studied genes when looking for gene-disease associations. Given that these interconnections are central to cellular processes, there has been a recent interest in incorporating them in such studies. The latter allows the detection of gene modules that underlie complex phenotypes in gene interaction networks. Existing methods either impose radius-based restrictions or freely grow modules at the expense of a statistical bias towards large modules. We propose a heuristic method, inspired by Ant Colony Optimization, to apply gene-level scoring and module identification with distance-based search constraints and penalties, rather than radius-based constraints. RESULTS We test and compare our results to other approaches using three datasets of different neurodegenerative diseases, namely Alzheimer's, Parkinson's, and Huntington's, over three independent experiments. We report the outcomes of enrichment analyses and concordance of gene-level scores for each disease. Results indicate that the proposed approach generally shows superior stability in comparison to existing methods. It produces stable and meaningful enrichment results in all three datasets which have different case to control proportions and sample sizes. CONCLUSION The presented network-based gene expression analysis approach successfully identifies dysregulated gene modules associated with a certain disease. Using a heuristic based on Ant Colony Optimization, we perform a distance-based search with no radius constraints. Experimental results support the effectiveness and stability of our method in prioritizing modules of high relevance. Our tool is publicly available at github.com/GhadiElHasbani/ACOxGS.git.
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Affiliation(s)
- Eileen Marie Hanna
- Department of Computer Science and Mathematics, Lebanese American University, Byblos, Lebanon.
| | - Ghadi El Hasbani
- Department of Computer Science and Mathematics, Lebanese American University, Byblos, Lebanon
| | - Danielle Azar
- Department of Computer Science and Mathematics, Lebanese American University, Byblos, Lebanon
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12
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Bahram Sangani N, Koetsier J, Mélius J, Kutmon M, Ehrhart F, Evelo CT, Curfs LMG, Reutelingsperger CP, Eijssen LMT. A novel insight into neurological disorders through HDAC6 protein-protein interactions. Sci Rep 2024; 14:14666. [PMID: 38918466 PMCID: PMC11199618 DOI: 10.1038/s41598-024-65094-1] [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: 02/07/2024] [Accepted: 06/17/2024] [Indexed: 06/27/2024] Open
Abstract
Due to its involvement in physiological and pathological processes, histone deacetylase 6 (HDAC6) is considered a promising pharmaceutical target for several neurological manifestations. However, the exact regulatory role of HDAC6 in the central nervous system (CNS) is still not fully understood. Hence, using a semi-automated literature screening technique, we systematically collected HDAC6-protein interactions that are experimentally validated and reported in the CNS. The resulting HDAC6 network encompassed 115 HDAC6-protein interactions divided over five subnetworks: (de)acetylation, phosphorylation, protein complexes, regulatory, and aggresome-autophagy subnetworks. In addition, 132 indirect interactions identified through HDAC6 inhibition were collected and categorized. Finally, to display the application of our HDAC6 network, we mapped transcriptomics data of Alzheimer's disease, Parkinson's disease, and Amyotrophic Lateral Sclerosis on the network and highlighted that in the case of Alzheimer's disease, alterations predominantly affect the HDAC6 phosphorylation subnetwork, whereas differential expression within the deacetylation subnetwork is observed across all three neurological disorders. In conclusion, the HDAC6 network created in the present study is a novel and valuable resource for the understanding of the HDAC6 regulatory mechanisms, thereby providing a framework for the integration and interpretation of omics data from neurological disorders and pharmacodynamic assessments.
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Affiliation(s)
- Nasim Bahram Sangani
- Department of Biochemistry, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University, 6200 MD, Maastricht, The Netherlands.
- GKC, Maastricht University Medical Centre, 6229 ER, Maastricht, The Netherlands.
| | - Jarno Koetsier
- Department of Biochemistry, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University, 6200 MD, Maastricht, The Netherlands
- GKC, Maastricht University Medical Centre, 6229 ER, Maastricht, The Netherlands
| | - Jonathan Mélius
- DataHub, Maastricht University & Maastricht UMC+, P. Debyelaan 15, 6229 HX, Maastricht, The Netherlands
| | - Martina Kutmon
- Maastricht Centre for Systems Biology (MaCSBio), Maastricht University, 6200 MD, Maastricht, The Netherlands
| | - Friederike Ehrhart
- Department of Bioinformatics - BiGCaT, Research Institute of Nutrition and Translational Research in Metabolism (NUTRIM), Maastricht University, 6200 MD, Maastricht, The Netherlands
- Department of Psychiatry and Neuropsychology, Research Institute for Mental Health and Neuroscience (MHeNs), Maastricht University, 6200 MD, Maastricht, The Netherlands
| | - Chris T Evelo
- Maastricht Centre for Systems Biology (MaCSBio), Maastricht University, 6200 MD, Maastricht, The Netherlands
- Department of Bioinformatics - BiGCaT, Research Institute of Nutrition and Translational Research in Metabolism (NUTRIM), Maastricht University, 6200 MD, Maastricht, The Netherlands
| | - Leopold M G Curfs
- GKC, Maastricht University Medical Centre, 6229 ER, Maastricht, The Netherlands
| | - Chris P Reutelingsperger
- Department of Biochemistry, Cardiovascular Research Institute Maastricht (CARIM), Maastricht University, 6200 MD, Maastricht, The Netherlands
- GKC, Maastricht University Medical Centre, 6229 ER, Maastricht, The Netherlands
| | - Lars M T Eijssen
- Department of Bioinformatics - BiGCaT, Research Institute of Nutrition and Translational Research in Metabolism (NUTRIM), Maastricht University, 6200 MD, Maastricht, The Netherlands
- Department of Psychiatry and Neuropsychology, Research Institute for Mental Health and Neuroscience (MHeNs), Maastricht University, 6200 MD, Maastricht, The Netherlands
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13
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Fishman-Jacob T, Youdim MBH. A sporadic Parkinson's disease model via silencing of the ubiquitin-proteasome/E3 ligase component, SKP1A. J Neural Transm (Vienna) 2024; 131:675-707. [PMID: 37644186 PMCID: PMC11192832 DOI: 10.1007/s00702-023-02687-6] [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: 04/28/2023] [Accepted: 08/15/2023] [Indexed: 08/31/2023]
Abstract
Our and other's laboratory microarray-derived transcriptomic studies in human PD substantia nigra pars compacta (SNpc) samples have opened an avenue to concentrate on potential gene intersections or cross-talks along the dopaminergic (DAergic) neurodegenerative cascade in sporadic PD (SPD). One emerging gene candidate identified was SKP1A (p19, S-phase kinase-associated protein 1A), found significantly decreased in the SNpc as confirmed later at the protein level. SKP1 is part of the Skp1, Cullin 1, F-box protein (SCF) complex, the largest known class of sophisticated ubiquitin-proteasome/E3-ligases and was found to directly interact with FBXO7, a gene defective in PARK15-linked PD. This finding has led us to the hypothesis that a targeted site-specific reduction of Skp1 levels in DAergic neuronal cell culture and animal systems may result in a progressive loss of DAergic neurons and hopefully recreate motor disabilities in animals. The second premise considers the possibility that both intrinsic and extrinsic factors (e.g., manipulation of selected genes and mitochondria impairing toxins), alleged to play central roles in DAergic neurodegeneration in PD, may act in concert as modifiers of Skp1 deficiency-induced phenotype alterations ('dual-hit' hypothesis of neurodegeneration). To examine a possible role of Skp1 in DAergic phenotype, we have initially knocked down the expression of SKP1A gene in an embryonic mouse SN-derived cell line (SN4741) with short hairpin RNA (shRNA) lentiviruses (LVs). The deficiency of SKP1A closely recapitulated cardinal features of the DAergic pathology of human PD, such as decreased expression of DAergic phenotypic markers and cell cycle aberrations. Furthermore, the knocked down cells displayed a lethal phenotype when induced to differentiate exhibiting proteinaceous round inclusion structures, which were almost identical in composition to human Lewy bodies, a hallmark of PD. These findings support a role for Skp1 in neuronal phenotype, survival, and differentiation. The identification of Skp1 as a key player in DAergic neuron function suggested that a targeted site-specific reduction of Skp1 levels in mice SNpc may result in a progressive loss of DAergic neurons and terminal projections in the striatum. The injected LV SKP1shRNA to mouse SN resulted in decreased expression of Skp1 protein levels within DAergic neurons and loss of tyrosine hydroxylase immunoreactivity (TH-IR) in both SNpc and striatum that was accompanied by time-dependent motor disabilities. The reduction of the vertical movements, that is rearing, may be reminiscent of the early occurrence of hypokinesia and axial, postural instability in PD. According to the 'dual-hit' hypothesis of neurodegenerative diseases, it is predicted that gene-gene and/or gene-environmental factors would act in concert or sequentially to propagate the pathological process of PD. Our findings are compatible with this conjecture showing that the genetic vulnerability caused by knock down of SKP1A renders DAergic SN4741 cells especially sensitive to genetic reduction of Aldh1 and exposure to the external stressors MPP+ and DA, which have been implicated in PD pathology. Future consideration should be given in manipulation SKP1A expression as therapeutic window, via its induction genetically or pharmacological, to prevent degeneration of the nigra striatal dopamine neurons, since UPS is defective.
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Affiliation(s)
- Tali Fishman-Jacob
- Youdim Pharmaceutical Ltd, New Northern Industrial Park, 1 Ha- Tsmikha St, Stern Building, Fl-3, P. O. Box 72, 2069207, Yokneam, Israel
| | - Moussa B H Youdim
- Youdim Pharmaceutical Ltd, New Northern Industrial Park, 1 Ha- Tsmikha St, Stern Building, Fl-3, P. O. Box 72, 2069207, Yokneam, Israel.
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14
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Hussain MS, Moglad E, Afzal M, Sharma S, Gupta G, Sivaprasad GV, Deorari M, Almalki WH, Kazmi I, Alzarea SI, Shahwan M, Pant K, Ali H, Singh SK, Dua K, Subramaniyan V. Autophagy-associated non-coding RNAs: Unraveling their impact on Parkinson's disease pathogenesis. CNS Neurosci Ther 2024; 30:e14763. [PMID: 38790149 PMCID: PMC11126788 DOI: 10.1111/cns.14763] [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: 02/19/2024] [Revised: 04/18/2024] [Accepted: 04/28/2024] [Indexed: 05/26/2024] Open
Abstract
BACKGROUND Parkinson's disease (PD) is a degenerative neurological condition marked by the gradual loss of dopaminergic neurons in the substantia nigra pars compacta. The precise etiology of PD remains unclear, but emerging evidence suggests a significant role for disrupted autophagy-a crucial cellular process for maintaining protein and organelle integrity. METHODS This review focuses on the role of non-coding RNAs (ncRNAs) in modulating autophagy in PD. We conducted a comprehensive review of recent studies to explore how ncRNAs influence autophagy and contribute to PD pathophysiology. Special attention was given to the examination of ncRNAs' regulatory impacts in various PD models and patient samples. RESULTS Findings reveal that ncRNAs are pivotal in regulating key processes associated with PD progression, including autophagy, α-synuclein aggregation, mitochondrial dysfunction, and neuroinflammation. Dysregulation of specific ncRNAs appears to be closely linked to these pathogenic processes. CONCLUSION ncRNAs hold significant therapeutic potential for addressing autophagy-related mechanisms in PD. The review highlights innovative therapeutic strategies targeting autophagy-related ncRNAs and discusses the challenges and prospective directions for developing ncRNA-based therapies in clinical practice. The insights from this study underline the importance of ncRNAs in the molecular landscape of PD and their potential in novel treatment approaches.
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Affiliation(s)
- Md Sadique Hussain
- School of Pharmaceutical SciencesJaipur National UniversityJaipurRajasthanIndia
| | - Ehssan Moglad
- Department of Pharmaceutics, College of PharmacyPrince Sattam Bin Abdulaziz UniversityAl KharjSaudi Arabia
| | - Muhammad Afzal
- Department of Pharmaceutical Sciences, Pharmacy ProgramBatterjee Medical CollegeJeddahSaudi Arabia
| | - Shilpa Sharma
- Chandigarh Pharmacy College, Chandigarh Group of CollegesMohaliPunjabIndia
| | - Gaurav Gupta
- Centre of Medical and Bio‐allied Health Sciences ResearchAjman UniversityAjmanUnited Arab Emirates
- Chitkara College of PharmacyChitkara UniversityRajpuraPunjabIndia
| | - G. V. Sivaprasad
- Department of Basic Science & HumanitiesRaghu Engineering CollegeVisakhapatnamIndia
| | - Mahamedha Deorari
- Uttaranchal Institute of Pharmaceutical SciencesUttaranchal UniversityDehradunIndia
| | - Waleed Hassan Almalki
- Department of Pharmacology, College of PharmacyUmm Al‐Qura UniversityMakkahSaudi Arabia
| | - Imran Kazmi
- Department of Biochemistry, Faculty of ScienceKing Abdulaziz UniversityJeddahSaudi Arabia
| | - Sami I. Alzarea
- Department of Pharmacology, College of PharmacyJouf UniversitySakakaAl‐JoufSaudi Arabia
| | - Moyad Shahwan
- Centre of Medical and Bio‐allied Health Sciences ResearchAjman UniversityAjmanUnited Arab Emirates
- Department of Clinical Sciences, College of Pharmacy and Health SciencesAjman UniversityAjmanUnited Arab Emirates
| | - Kumud Pant
- Graphic Era (Deemed to be University)DehradunIndia
- Graphic Era Hill UniversityDehradunIndia
| | - Haider Ali
- Centre for Global Health Research, Saveetha Medical College, Saveetha Institute of Medical and Technical SciencesSaveetha UniversityChennaiIndia
- Department of PharmacologyKyrgyz State Medical CollegeBishkekKyrgyzstan
| | - Sachin Kumar Singh
- School of Pharmaceutical SciencesLovely Professional UniversityPhagwaraPunjabIndia
- Faculty of Health, Australian Research Centre in Complementary and Integrative MedicineUniversity of Technology SydneyUltimoNew South WalesAustralia
| | - Kamal Dua
- Faculty of Health, Australian Research Centre in Complementary and Integrative MedicineUniversity of Technology SydneyUltimoNew South WalesAustralia
- Discipline of Pharmacy, Graduate School of HealthUniversity of Technology SydneyUltimoNew South WalesAustralia
- Uttaranchal Institute of Pharmaceutical SciencesUttaranchal UniversityDehradunIndia
| | - Vetriselvan Subramaniyan
- Pharmacology Unit, Jeffrey Cheah School of Medicine and Health SciencesMonash University MalaysiaBandar SunwaySelangor Darul EhsanMalaysia
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15
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Deng HW, Li BR, Zhou SD, Luo C, Lv BH, Dong ZM, Qin C, Hu RT. Revealing Novel Genes Related to Parkinson's Disease Pathogenesis and Establishing an associated Model. Neuroscience 2024; 544:64-74. [PMID: 38458535 DOI: 10.1016/j.neuroscience.2024.02.018] [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: 12/13/2023] [Revised: 02/15/2024] [Accepted: 02/20/2024] [Indexed: 03/10/2024]
Abstract
Parkinson's disease (PD) represents a multifaceted neurological disorder whose genetic underpinnings warrant comprehensive investigation. This study focuses on identifying genes integral to PD pathogenesis and evaluating their diagnostic potential. Initially, we screened for differentially expressed genes (DEGs) between PD and control brain tissues within a dataset comprising larger number of specimens. Subsequently, these DEGs were subjected to weighted gene co-expression network analysis (WGCNA) to discern relevant gene modules. Notably, the yellow module exhibited a significant correlation with PD pathogenesis. Hence, we conducted a detailed examination of the yellow module genes using a cytoscope-based approach to construct a protein-protein interaction (PPI) network, which facilitated the identification of central hub genes implicated in PD pathogenesis. Employing two machine learning techniques, including XGBoost and LASSO algorithms, along with logistic regression analysis, we refined our search to three pertinent hub genes: FOXO3, HIST2H2BE, and HDAC1, all of which demonstrated a substantial association with PD pathogenesis. To corroborate our findings, we analyzed two PD blood datasets and clinical plasma samples, confirming the elevated expression levels of these genes in PD patients. The association of the genes with PD, as reflected by the area under the curve (AUC) values for FOXO3, HIST2H2BE, and HDAC1, were moderate for each gene. Collectively, this research substantiates the heightened expression of FOXO3, HIST2H2BE, and HDAC1 in both PD brain and blood samples, underscoring their pivotal contribution to the pathogenesis of PD.
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Affiliation(s)
- Hao-Wei Deng
- Department of Neurology, the First Affiliated Hospital of Guangxi Medical University, Nanning 530021, China
| | - Bin-Ru Li
- Department of Neurology, Minzu Hospital of Guangxi Zhuang Autonomous Region, Nanning 530001, China
| | - Shao-Dan Zhou
- Department of Neurology, Minzu Hospital of Guangxi Zhuang Autonomous Region, Nanning 530001, China
| | - Chun Luo
- Department of Neurology, Minzu Hospital of Guangxi Zhuang Autonomous Region, Nanning 530001, China
| | - Bing-Hua Lv
- Department of Neurology, the First Affiliated Hospital of Guangxi Medical University, Nanning 530021, China
| | - Zi-Mei Dong
- Department of Neurology, People's Hospital of Chuxiong, Yi Autonomous Prefecture, Chuxiong, Yunnan, China
| | - Chao Qin
- Department of Neurology, the First Affiliated Hospital of Guangxi Medical University, Nanning 530021, China.
| | - Rui-Ting Hu
- Department of Neurology, Minzu Hospital of Guangxi Zhuang Autonomous Region, Nanning 530001, China.
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16
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Abdik E, Çakır T. Transcriptome-based biomarker prediction for Parkinson's disease using genome-scale metabolic modeling. Sci Rep 2024; 14:585. [PMID: 38182712 PMCID: PMC10770157 DOI: 10.1038/s41598-023-51034-y] [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: 09/15/2023] [Accepted: 12/29/2023] [Indexed: 01/07/2024] Open
Abstract
Parkinson's disease (PD) is the second most common neurodegenerative disease in the world. Identification of PD biomarkers is crucial for early diagnosis and to develop target-based therapeutic agents. Integrative analysis of genome-scale metabolic models (GEMs) and omics data provides a computational approach for the prediction of metabolite biomarkers. Here, we applied the TIMBR (Transcriptionally Inferred Metabolic Biomarker Response) algorithm and two modified versions of TIMBR to investigate potential metabolite biomarkers for PD. To this end, we mapped thirteen post-mortem PD transcriptome datasets from the substantia nigra region onto Human-GEM. We considered a metabolite as a candidate biomarker if its production was predicted to be more efficient by a TIMBR-family algorithm in control or PD case for the majority of the datasets. Different metrics based on well-known PD-related metabolite alterations, PD-associated pathways, and a list of 25 high-confidence PD metabolite biomarkers compiled from the literature were used to compare the prediction performance of the three algorithms tested. The modified algorithm with the highest prediction power based on the metrics was called TAMBOOR, TrAnscriptome-based Metabolite Biomarkers by On-Off Reactions, which was introduced for the first time in this study. TAMBOOR performed better in terms of capturing well-known pathway alterations and metabolite secretion changes in PD. Therefore, our tool has a strong potential to be used for the prediction of novel diagnostic biomarkers for human diseases.
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Affiliation(s)
- Ecehan Abdik
- Department of Bioengineering, Gebze Technical University, Kocaeli, Turkey
| | - Tunahan Çakır
- Department of Bioengineering, Gebze Technical University, Kocaeli, Turkey.
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17
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Lu H, Zhang B, Yin T, Hua Y, Cao C, Ge M, Shen D, Zhou YL, Jia Z. Ferroptosis-Related Immune Genes in Hematological Diagnosis of Parkinson's Diseases. Mol Neurobiol 2023; 60:6395-6409. [PMID: 37452932 DOI: 10.1007/s12035-023-03468-8] [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: 01/01/2023] [Accepted: 06/24/2023] [Indexed: 07/18/2023]
Abstract
Emerging evidence suggested that ferroptosis and immune activation, as well as their interactions, played a crucial role in the occurrence and progression of Parkinson's disease (PD). However, whether this interaction could serve as the basis for a hematological diagnosis of PD remained poorly understood. This study aimed to construct a novel hematological model for PD diagnosis based on the ferroptosis-related immune genes. The brain imaging of PD patients was obtained from the Affiliated Hospital of Nantong University. We used least absolute shrinkage and selection operator (LASSO) to identify the optimal signature ferroptosis-related immune genes based on six gene expression profile datasets of substantia nigra (SN) and peripheral blood of PD patients. Then we used the support vector machine (SVM) classifier to construct the hematological diagnostic model named Ferr.Sig for PD. Gene set enrichment analysis was utilized to execute gene functional annotation. The brain imaging and functional annotation analysis revealed prominent iron deposition and immune activation in the SN region of PD patients. We identified a total of 17 signature ferroptosis-related immune genes using LASSO method and imported them to SVM classifier. The Ferr.Sig model exhibited a high diagnostic accuracy, and its area under the curve (AUC) for distinguishing PD patients from healthy controls in the training and internal validation cohort reached 0.856 and 0.704, respectively. We also used the Ferr.Sig into other external validation cohorts, and a comparable AUC with the internal cohort was obtained, with the AUC of 0.727 in Scherzer's cohort, 0.745 in Roncagli's cohort, and 0.778 in Meiklejohn's cohort. Furthermore, the diagnostic performance of Ferr.Sig was not interfered by the other neurodegenerative diseases. This study revealed the value of ferroptosis-related immune genes in PD diagnosis, which may provide a novel direction and strategy for the development of novel biomarkers with less invasiveness, low cost, and high accuracy for PD screening and diagnosis.
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Affiliation(s)
- Heyue Lu
- Department of Medical Imaging, Affiliated Hospital and Medical School of Nantong University, NO.20, Xisi Road, Nantong, 226001, People's Republic of China
| | - Bo Zhang
- Research Center of Clinical Medicine, Affiliated Hospital of Nantong University, NO.20, Xisi Road, Nantong, 226001, People's Republic of China
| | - Tingting Yin
- Department of Medical Imaging, Affiliated Hospital and Medical School of Nantong University, NO.20, Xisi Road, Nantong, 226001, People's Republic of China
| | - Ye Hua
- Department of Medical Imaging, Affiliated Hospital and Medical School of Nantong University, NO.20, Xisi Road, Nantong, 226001, People's Republic of China
| | - Chenyang Cao
- Department of Medical Imaging, Affiliated Hospital and Medical School of Nantong University, NO.20, Xisi Road, Nantong, 226001, People's Republic of China
| | - Min Ge
- Department of Medical Imaging, Affiliated Hospital and Medical School of Nantong University, NO.20, Xisi Road, Nantong, 226001, People's Republic of China
| | - Dandan Shen
- Department of Medical Imaging, Affiliated Hospital and Medical School of Nantong University, NO.20, Xisi Road, Nantong, 226001, People's Republic of China
| | - You Lang Zhou
- Research Center of Clinical Medicine, Affiliated Hospital of Nantong University, NO.20, Xisi Road, Nantong, 226001, People's Republic of China.
| | - Zhongzheng Jia
- Department of Medical Imaging, Affiliated Hospital and Medical School of Nantong University, NO.20, Xisi Road, Nantong, 226001, People's Republic of China.
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18
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Killick R, Elliott C, Ribe E, Broadstock M, Ballard C, Aarsland D, Williams G. Neurodegenerative Disease Associated Pathways in the Brains of Triple Transgenic Alzheimer's Model Mice Are Reversed Following Two Weeks of Peripheral Administration of Fasudil. Int J Mol Sci 2023; 24:11219. [PMID: 37446396 PMCID: PMC10342807 DOI: 10.3390/ijms241311219] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Revised: 06/30/2023] [Accepted: 07/04/2023] [Indexed: 07/15/2023] Open
Abstract
The pan Rho-associated coiled-coil-containing protein kinase (ROCK) inhibitor fasudil acts as a vasodilator and has been used as a medication for post-cerebral stroke for the past 29 years in Japan and China. More recently, based on the involvement of ROCK inhibition in synaptic function, neuronal survival, and processes associated with neuroinflammation, it has been suggested that the drug may be repurposed for neurodegenerative diseases. Indeed, fasudil has demonstrated preclinical efficacy in many neurodegenerative disease models. To facilitate an understanding of the wider biological processes at play due to ROCK inhibition in the context of neurodegeneration, we performed a global gene expression analysis on the brains of Alzheimer's disease model mice treated with fasudil via peripheral IP injection. We then performed a comparative analysis of the fasudil-driven transcriptional profile with profiles generated from a meta-analysis of multiple neurodegenerative diseases. Our results show that fasudil tends to drive gene expression in a reverse sense to that seen in brains with post-mortem neurodegenerative disease. The results are most striking in terms of pathway enrichment analysis, where pathways perturbed in Alzheimer's and Parkinson's diseases are overwhelmingly driven in the opposite direction by fasudil treatment. Thus, our results bolster the repurposing potential of fasudil by demonstrating an anti-neurodegenerative phenotype in a disease context and highlight the potential of in vivo transcriptional profiling of drug activity.
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Affiliation(s)
- Richard Killick
- Institute of Psychiatry, Psychology and Neuroscience, King’s College London, Denmark Hill, London SE5 8AF, UK; (R.K.); (E.R.); (D.A.)
- College of Medicine and Health, University of Exeter, Exeter EX1 2UL, UK;
| | - Christina Elliott
- Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne NE2 4HH, UK;
| | - Elena Ribe
- Institute of Psychiatry, Psychology and Neuroscience, King’s College London, Denmark Hill, London SE5 8AF, UK; (R.K.); (E.R.); (D.A.)
| | - Martin Broadstock
- Wolfson CARD, King’s College London, London Bridge, London SE1 1UL, UK;
| | - Clive Ballard
- College of Medicine and Health, University of Exeter, Exeter EX1 2UL, UK;
| | - Dag Aarsland
- Institute of Psychiatry, Psychology and Neuroscience, King’s College London, Denmark Hill, London SE5 8AF, UK; (R.K.); (E.R.); (D.A.)
| | - Gareth Williams
- Wolfson CARD, King’s College London, London Bridge, London SE1 1UL, UK;
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19
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Gomes Moreira D, Jan A. A beginner's guide into curated analyses of open access datasets for biomarker discovery in neurodegeneration. Sci Data 2023; 10:432. [PMID: 37414779 PMCID: PMC10325954 DOI: 10.1038/s41597-023-02338-1] [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: 02/21/2023] [Accepted: 06/27/2023] [Indexed: 07/08/2023] Open
Abstract
The discovery of surrogate biomarkers reflecting neuronal dysfunction in neurodegenerative diseases (NDDs) remains an active area of research. To boost these efforts, we demonstrate the utility of publicly available datasets for probing the pathogenic relevance of candidate markers in NDDs. As a starting point, we introduce the readers to several open access resources, which contain gene expression profiles and proteomics datasets from patient studies in common NDDs, including proteomics analyses of cerebrospinal fluid (CSF). Then, we illustrate the method for curated gene expression analyses across select brain regions from four cohorts of Parkinson disease patients (and from one study in common NDDs), probing glutathione biogenesis, calcium signaling and autophagy. These data are complemented by findings of select markers in CSF-based studies in NDDs. Additionally, we enclose several annotated microarray studies, and summarize reports on CSF proteomics across the NDDs, which the readers can utilize for translational purposes. We anticipate that this "beginner's guide" will benefit the research community in NDDs, and would serve as a useful educational tool.
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Affiliation(s)
- Diana Gomes Moreira
- Department of Clinical Medicine, Palle Juul-Jensens Boulevard 165, DK-8200, Aarhus N, Denmark
| | - Asad Jan
- Department of Biomedicine, Aarhus University, Høegh-Guldbergs Gade 10, DK-8000, Aarhus C, Denmark.
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Miyazaki I, Asanuma M. Multifunctional Metallothioneins as a Target for Neuroprotection in Parkinson's Disease. Antioxidants (Basel) 2023; 12:antiox12040894. [PMID: 37107269 PMCID: PMC10135286 DOI: 10.3390/antiox12040894] [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: 03/14/2023] [Revised: 03/27/2023] [Accepted: 04/04/2023] [Indexed: 04/29/2023] Open
Abstract
Parkinson's disease (PD) is characterized by motor symptoms based on a loss of nigrostriatal dopaminergic neurons and by non-motor symptoms which precede motor symptoms. Neurodegeneration accompanied by an accumulation of α-synuclein is thought to propagate from the enteric nervous system to the central nervous system. The pathogenesis in sporadic PD remains unknown. However, many reports indicate various etiological factors, such as oxidative stress, inflammation, α-synuclein toxicity and mitochondrial impairment, drive neurodegeneration. Exposure to heavy metals contributes to these etiopathogenesis and increases the risk of developing PD. Metallothioneins (MTs) are cysteine-rich metal-binding proteins; MTs chelate metals and inhibit metal-induced oxidative stress, inflammation and mitochondrial dysfunction. In addition, MTs possess antioxidative properties by scavenging free radicals and exert anti-inflammatory effects by suppression of microglial activation. Furthermore, MTs recently received attention as a potential target for attenuating metal-induced α-synuclein aggregation. In this article, we summarize MTs expression in the central and enteric nervous system, and review protective functions of MTs against etiopathogenesis in PD. We also discuss neuroprotective strategies for the prevention of central dopaminergic and enteric neurodegeneration by targeting MTs. This review highlights multifunctional MTs as a target for the development of disease-modifying drugs for PD.
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Affiliation(s)
- Ikuko Miyazaki
- Department of Medical Neurobiology, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama 700-8558, Japan
| | - Masato Asanuma
- Department of Medical Neurobiology, Okayama University Graduate School of Medicine, Dentistry and Pharmaceutical Sciences, Okayama 700-8558, Japan
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21
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Verma A, Kommaddi RP, Gnanabharathi B, Hirsch EC, Ravindranath V. Genes critical for development and differentiation of dopaminergic neurons are downregulated in Parkinson's disease. J Neural Transm (Vienna) 2023; 130:495-512. [PMID: 36820885 DOI: 10.1007/s00702-023-02604-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2022] [Accepted: 02/13/2023] [Indexed: 02/24/2023]
Abstract
We performed transcriptome analysis using RNA sequencing on substantia nigra pars compacta (SNpc) from mice after acute and chronic 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP) treatment and from Parkinson's disease (PD) patients. Acute and chronic exposure to MPTP resulted in decreased expression of genes involved in sodium channel regulation. However, upregulation of pro-inflammatory pathways was seen after single dose but not after chronic MPTP treatment. Dopamine biosynthesis and synaptic vesicle recycling pathways were downregulated in PD patients and after chronic MPTP treatment in mice. Genes essential for midbrain development and determination of dopaminergic phenotype such as, LMX1B, FOXA1, RSPO2, KLHL1, EBF3, PITX3, RGS4, ALDH1A1, RET, FOXA2, EN1, DLK1, GFRA1, LMX1A, NR4A2, GAP43, SNCA, PBX1, and GRB10 were downregulated in human PD and overexpression of GFP tagged LMX1B rescued MPP+ induced death in SH-SY5Y neurons. Downregulation of gene ensemble involved in development and differentiation of dopaminergic neurons indicate their potential involvement in pathogenesis and progression of human PD.
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Affiliation(s)
- Aditi Verma
- Centre for Neuroscience, Indian Institute of Science, C.V. Raman Avenue, Bangalore, 560012, India
| | - Reddy Peera Kommaddi
- Centre for Brain Research, Indian Institute of Science, Bangalore, 560012, India
| | | | - Etienne C Hirsch
- Sorbonne Université, Institut du Cerveau - ICM, Inserm U 1127, CNRS UMR 7225, 75013, Paris, France
| | - Vijayalakshmi Ravindranath
- Centre for Neuroscience, Indian Institute of Science, C.V. Raman Avenue, Bangalore, 560012, India. .,Centre for Brain Research, Indian Institute of Science, Bangalore, 560012, India.
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22
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Xin X, Wang Y, Zhang L, Zhang D, Sha L, Zhu Z, Huang X, Mao W, Zhang J. Development and therapeutic potential of adaptor-associated kinase 1 inhibitors in human multifaceted diseases. Eur J Med Chem 2023; 248:115102. [PMID: 36640459 DOI: 10.1016/j.ejmech.2023.115102] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2022] [Revised: 01/06/2023] [Accepted: 01/06/2023] [Indexed: 01/09/2023]
Abstract
Adaptor-Associated Kinase 1 (AAK1), a Ser/Thr protein kinase, responsible for regulating clathrin-mediated endocytosis, is ubiquitous in the central nervous system (CNS). AAK1 plays an important role in neuropathic pain and a variety of other human diseases, including viral invasion, Alzheimer's disease, Parkinson's syndrome, etc. Therefore, targeting AAK1 is a promising therapeutic strategy. However, although small molecule AAK1 inhibitors have been vigorously developed, only BMS-986176/LX-9211 has entered clinical trials. Simultaneously, new small molecule inhibitors, including BMS-911172 and LP-935509, exhibited excellent druggability. This review elaborates on the structure, biological function, and disease relevance of AAK1. We emphatically analyze the structure-activity relationships (SARs) of small molecule AAK1 inhibitors based on different binding modalities and discuss prospective strategies to provide insights into novel AAK1 therapeutic agents for clinical practice.
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Affiliation(s)
- Xin Xin
- Joint Research Institution of Altitude Health, State Key Laboratory of Biotherapy and Cancer Center, Department of Respiratory and Critical Care Medicine, Institute of Respiratory Health, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
| | - Yue Wang
- Leling Traditional Chinese Medicine Hospital, Leling, 253600, Shandong, China
| | - Lele Zhang
- Joint Research Institution of Altitude Health, State Key Laboratory of Biotherapy and Cancer Center, Department of Respiratory and Critical Care Medicine, Institute of Respiratory Health, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
| | - Dan Zhang
- Joint Research Institution of Altitude Health, State Key Laboratory of Biotherapy and Cancer Center, Department of Respiratory and Critical Care Medicine, Institute of Respiratory Health, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
| | - Leihao Sha
- Joint Research Institution of Altitude Health, State Key Laboratory of Biotherapy and Cancer Center, Department of Respiratory and Critical Care Medicine, Institute of Respiratory Health, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
| | - Ziyu Zhu
- Joint Research Institution of Altitude Health, State Key Laboratory of Biotherapy and Cancer Center, Department of Respiratory and Critical Care Medicine, Institute of Respiratory Health, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
| | - Xiaoyi Huang
- Joint Research Institution of Altitude Health, State Key Laboratory of Biotherapy and Cancer Center, Department of Respiratory and Critical Care Medicine, Institute of Respiratory Health, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China
| | - Wuyu Mao
- Joint Research Institution of Altitude Health, State Key Laboratory of Biotherapy and Cancer Center, Department of Respiratory and Critical Care Medicine, Institute of Respiratory Health, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China.
| | - Jifa Zhang
- Joint Research Institution of Altitude Health, State Key Laboratory of Biotherapy and Cancer Center, Department of Respiratory and Critical Care Medicine, Institute of Respiratory Health, National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, 610041, Sichuan, China.
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23
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Kolacheva A, Pavlova E, Bannikova A, Bogdanov V, Troshev D, Ugrumov M. The Gene Expression of Proteins Involved in Intercellular Signaling and Neurodegeneration in the Substantia Nigra in a Mouse Subchronic Model of Parkinson's Disease. Int J Mol Sci 2023; 24:ijms24033027. [PMID: 36769355 PMCID: PMC9917821 DOI: 10.3390/ijms24033027] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2022] [Revised: 01/27/2023] [Accepted: 02/02/2023] [Indexed: 02/09/2023] Open
Abstract
Given the limited access to clinical material for studying the pathogenesis of Parkinson's disease (PD), these studies should be carried out on experimental models. We have recently developed a subchronic model of the progressive development of PD with a gradual transition from the preclinical (asymptomatic) stage to the clinical (symptomatic) one. The aim of this study was to evaluate changes in the expression of a wide range of genes in the substantia nigra (SN), the central link in the regulation of motor function, in mice in our subchronic model of PD. We have found changes in the expression of a number of genes encoding enzymes involved in the synthesis and degradation of dopamine as well as proteins involved in the vesicular cycle, axonal transport, protein degradation in the proteasome system, neuroinflammation, and cell death in the SN of our mouse model of the clinical stage of PD. Similar changes in gene expression were previously demonstrated in patients (postmortem), indicating good reproducibility of PD in our model. Further analysis of the gene expression in the SN of mice has shown that the expression of some genes also changes in the model of the preclinical stage, when dopaminergic neurons have not yet died. Thus, this study opens up broad prospects for further evaluation of the molecular mechanisms of PD pathogenesis and the development of a test system for drug screening.
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24
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Role of a small GTPase Cdc42 in aging and age-related diseases. Biogerontology 2023; 24:27-46. [PMID: 36598630 DOI: 10.1007/s10522-022-10008-9] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2022] [Accepted: 12/13/2022] [Indexed: 01/05/2023]
Abstract
A small GTPase, Cdc42 is evolutionarily one of the most ancient members of the Rho family, which is ubiquitously expressed and involved in a wide range of fundamental cellular functions. The crucial role of Cdc42 includes regulation of the actin cytoskeleton, cell polarity, morphology and migration, endocytosis and exocytosis, cell cycle, and proliferation in many different cell types. Many studies have provided compelling yet contradicting evidence that Cdc42 dysregulation plays an important role in cellular and tissue aging. Furthermore, Cdc42 is a critical factor in the development and progression of aging-related pathologies, such as neurodegenerative and cardiovascular disorders, diabetes type 2, and aging-related disorders of the joints and bones, and the inhibition of the Cdc42 demonstrates potentially significant therapeutic and anti-aging effects in animal models of aging and disease. However, regulation of Cdc42 expression and activity is very complex and depends on many factors, such as the origin and complexity of the tissues, hormonal status, etc. Therefore, this review is focused on current advances in understanding the underlying cellular and molecular mechanisms associated with Cdc42 activity and regulation of senescence in different cell types since they may provide a foundation for novel therapeutic strategies and targeted drugs to reverse the aging process and treat aging-associated disorders.
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25
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Wang J, Chen P, Hu B, Cai F, Xu Q, Pan S, Wu Y, Song W. Distinct effects of SDC3 and FGFRL1 on selective neurodegeneration in AD and PD. FASEB J 2023; 37:e22773. [PMID: 36629784 DOI: 10.1096/fj.202201359r] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2022] [Revised: 12/05/2022] [Accepted: 01/03/2023] [Indexed: 01/12/2023]
Abstract
Alzheimer's disease (AD) and Parkinson's disease (PD) are age-dependent neurodegenerative disorders. There is a profound neuronal loss in the basal forebrain cholinergic system in AD and severe dopaminergic deficiency within the nigrostriatal pathway in PD. Swedish APP (APPSWE ) and SNCAA53T mutations promote Aβ generation and α-synuclein aggregation, respectively, and have been linked to the pathogenesis of AD and PD. However, the mechanisms underlying selective cholinergic and dopaminergic neurodegeneration in AD and PD are still unknown. We demonstrated that APPSWE mutation enhanced Aβ generation and increased cell susceptibility to Aβ oligomer in cholinergic SN56 cells, whereas SNCAA53T mutations promoted aggregates formation and potentiated mutant α-synuclein oligomer-induced cytotoxicity in MN9D cells. Furthermore, syndecan-3 (SDC3) and fibroblast growth factor receptor-like 1 (FGFRL1) genes were differentially expressed in SN56 and MN9D cells carrying APPSWE or SNCAA53T mutation. SDC3 and FGFRL1 proteins were preferentially expressed in the cholinergic nucleus and dopaminergic neurons of APPSWE and SNCAA53T mouse models, respectively. Finally, the knockdown of SDC3 and FGFRL1 attenuated oxidative stress-induced cell death in SN56-APPSWE and MN9D-SNCAA53T cells. The results demonstrate that SDC3 and FGFRL1 mediated the specific effects of APPSWE and SNCAA53T on cholinergic and dopaminergic neurodegeneration in AD and PD, respectively. Our study suggests that SDC3 and FGFRL1 could be potential targets to alleviate the selective neurodegeneration in AD and PD.
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Affiliation(s)
- Juelu Wang
- Townsend Family Laboratories, Department of Psychiatry, Graduate Program in Neuroscience, The University of British Columbia, Vancouver, British Columbia, Canada
| | - Peiye Chen
- Institute of Aging, Key Laboratory of Alzheimer's Disease of Zhejiang Province, Zhejiang Provincial Clinical Research Center for Mental Disorders, School of Mental Health and the Affiliated Wenzhou Kangning Hospital, Wenzhou Medical University, Wenzhou, China.,Oujiang Laboratory (Zhejiang Lab for Regenerative Medicine, Vision and Brain Health), Wenzhou, China
| | - Bolang Hu
- Institute of Aging, Key Laboratory of Alzheimer's Disease of Zhejiang Province, Zhejiang Provincial Clinical Research Center for Mental Disorders, School of Mental Health and the Affiliated Wenzhou Kangning Hospital, Wenzhou Medical University, Wenzhou, China.,Oujiang Laboratory (Zhejiang Lab for Regenerative Medicine, Vision and Brain Health), Wenzhou, China
| | - Fang Cai
- Townsend Family Laboratories, Department of Psychiatry, Graduate Program in Neuroscience, The University of British Columbia, Vancouver, British Columbia, Canada
| | - Qin Xu
- Townsend Family Laboratories, Department of Psychiatry, Graduate Program in Neuroscience, The University of British Columbia, Vancouver, British Columbia, Canada
| | - Sipei Pan
- Institute of Aging, Key Laboratory of Alzheimer's Disease of Zhejiang Province, Zhejiang Provincial Clinical Research Center for Mental Disorders, School of Mental Health and the Affiliated Wenzhou Kangning Hospital, Wenzhou Medical University, Wenzhou, China.,Oujiang Laboratory (Zhejiang Lab for Regenerative Medicine, Vision and Brain Health), Wenzhou, China
| | - Yili Wu
- Institute of Aging, Key Laboratory of Alzheimer's Disease of Zhejiang Province, Zhejiang Provincial Clinical Research Center for Mental Disorders, School of Mental Health and the Affiliated Wenzhou Kangning Hospital, Wenzhou Medical University, Wenzhou, China.,Oujiang Laboratory (Zhejiang Lab for Regenerative Medicine, Vision and Brain Health), Wenzhou, China
| | - Weihong Song
- Institute of Aging, Key Laboratory of Alzheimer's Disease of Zhejiang Province, Zhejiang Provincial Clinical Research Center for Mental Disorders, School of Mental Health and the Affiliated Wenzhou Kangning Hospital, Wenzhou Medical University, Wenzhou, China.,Oujiang Laboratory (Zhejiang Lab for Regenerative Medicine, Vision and Brain Health), Wenzhou, China
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26
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Chen Y, Dai J, Tang L, Mikhailova T, Liang Q, Li M, Zhou J, Kopp RF, Weickert C, Chen C, Liu C. Neuroimmune transcriptome changes in patient brains of psychiatric and neurological disorders. Mol Psychiatry 2023; 28:710-721. [PMID: 36424395 PMCID: PMC9911365 DOI: 10.1038/s41380-022-01854-7] [Citation(s) in RCA: 31] [Impact Index Per Article: 15.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/01/2022] [Revised: 10/07/2022] [Accepted: 10/21/2022] [Indexed: 11/25/2022]
Abstract
Neuroinflammation has been implicated in multiple brain disorders but the extent and the magnitude of change in immune-related genes (IRGs) across distinct brain disorders has not been directly compared. In this study, 1275 IRGs were curated and their expression changes investigated in 2467 postmortem brains of controls and patients with six major brain disorders, including schizophrenia (SCZ), bipolar disorder (BD), autism spectrum disorder (ASD), major depressive disorder (MDD), Alzheimer's disease (AD), and Parkinson's disease (PD). There were 865 IRGs present across all microarray and RNA-seq datasets. More than 60% of the IRGs had significantly altered expression in at least one of the six disorders. The differentially expressed immune-related genes (dIRGs) shared across disorders were mainly related to innate immunity. Moreover, sex, tissue, and putative cell type were systematically evaluated for immune alterations in different neuropsychiatric disorders. Co-expression networks revealed that transcripts of the neuroimmune systems interacted with neuronal-systems, both of which contribute to the pathology of brain disorders. However, only a few genes with expression changes were also identified as containing risk variants in genome-wide association studies. The transcriptome alterations at gene and network levels may clarify the immune-related pathophysiology and help to better define neuropsychiatric and neurological disorders.
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Affiliation(s)
- Yu Chen
- Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, and Department of Psychiatry, The Second Xiangya Hospital, Central South University, Changsha, China
- Broad Institute of MIT and Harvard, Cambridge, MA, USA
| | - Jiacheng Dai
- Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, and Department of Psychiatry, The Second Xiangya Hospital, Central South University, Changsha, China
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, and School of Life Sciences, Fudan University, Shanghai, China
| | - Longfei Tang
- Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, and Department of Psychiatry, The Second Xiangya Hospital, Central South University, Changsha, China
| | - Tatiana Mikhailova
- Department of Psychiatry, SUNY Upstate Medical University, Syracuse, NY, USA
| | - Qiuman Liang
- Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, and Department of Psychiatry, The Second Xiangya Hospital, Central South University, Changsha, China
| | - Miao Li
- Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, and Department of Psychiatry, The Second Xiangya Hospital, Central South University, Changsha, China
| | - Jiaqi Zhou
- Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, and Department of Psychiatry, The Second Xiangya Hospital, Central South University, Changsha, China
| | - Richard F Kopp
- Department of Psychiatry, SUNY Upstate Medical University, Syracuse, NY, USA
| | - Cynthia Weickert
- Department of Neuroscience and Physiology, SUNY Upstate Medical University, Syracuse, NY, USA
- School of Psychiatry, UNSW, Sydney, NSW, Australia
| | - Chao Chen
- Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, and Department of Psychiatry, The Second Xiangya Hospital, Central South University, Changsha, China.
- Hunan Key Laboratory of Animal Models for Human Diseases, Central South University, Changsha, China.
| | - Chunyu Liu
- Center for Medical Genetics & Hunan Key Laboratory of Medical Genetics, School of Life Sciences, and Department of Psychiatry, The Second Xiangya Hospital, Central South University, Changsha, China.
- Department of Psychiatry, SUNY Upstate Medical University, Syracuse, NY, USA.
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27
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Li X, Deng Q, Kuang Y, Mao H, Yao M, Lin C, Luo X, Xu P. Identifying NFKB1, STAT3, and CDKN1A as Baicalein's Potential Hub Targets in Parkinson's Disease-related α-synuclein-mediated Pathways by Integrated Bioinformatics Strategies. Curr Pharm Des 2023; 29:2426-2437. [PMID: 37859325 DOI: 10.2174/0113816128259065231011114116] [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: 05/10/2023] [Accepted: 08/18/2023] [Indexed: 10/21/2023]
Abstract
BACKGROUND The overexpression, accumulation, and cell-to-cell transmission of α-synuclein leads to the deterioration of Parkinson's disease (PD). Previous studies suggest that Baicalein (BAI) can bind to α-synuclein and inhibit α-synuclein aggregation and secretion. However, it is still unclear whether BAI can intervene with the pathogenic molecules in α-synuclein-mediated PD pathways beyond directly targeting α-synuclein per se. METHODS This study aimed to systematically investigate BAI's potential targets in PD-related A53T mutant α-synuclein-mediated pathways by integrating data mining, network pharmacological analysis, and molecular docking simulation techniques. RESULTS The results suggest that BAI may target genes that are dysregulated in synaptic transmission, vesicle trafficking, gene transcription, protein binding, extracellular matrix formation, and kinase activity in α-synucleinmediated pathways. NFKB1, STAT3, and CDKN1A are BAI's potential hub targets in these pathways. CONCLUSION Our findings highlight BAI's potentiality to modulate α-synuclein-mediated pathways beyond directly targeting α-synuclein per se.
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Affiliation(s)
- Xingjian Li
- Department of Neurology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Qiyin Deng
- Department of Rheumatology and Immunology, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Yaoyun Kuang
- Department of Neurology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Hengxu Mao
- Department of Neurology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Meiling Yao
- Department of Neurology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
| | - Changsong Lin
- Department of Rheumatology and Immunology, The First Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Xiaodong Luo
- Department of Neurology, The Second Affiliated Hospital of Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Pingyi Xu
- Department of Neurology, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, China
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Hagihara H, Murano T, Miyakawa T. The gene expression patterns as surrogate indices of pH in the brain. Front Psychiatry 2023; 14:1151480. [PMID: 37200901 PMCID: PMC10185791 DOI: 10.3389/fpsyt.2023.1151480] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/26/2023] [Accepted: 04/11/2023] [Indexed: 05/20/2023] Open
Abstract
Hydrogen ion (H+) is one of the most potent intrinsic neuromodulators in the brain in terms of concentration. Changes in H+ concentration, expressed as pH, are thought to be associated with various biological processes, such as gene expression, in the brain. Accumulating evidence suggests that decreased brain pH is a common feature of several neuropsychiatric disorders, including schizophrenia, bipolar disorder, autism spectrum disorder, and Alzheimer's disease. However, it remains unclear whether gene expression patterns can be used as surrogates for pH changes in the brain. In this study, we performed meta-analyses using publicly available gene expression datasets to profile the expression patterns of pH-associated genes, whose expression levels were correlated with brain pH, in human patients and mouse models of major central nervous system (CNS) diseases, as well as in mouse cell-type datasets. Comprehensive analysis of 281 human datasets from 11 CNS disorders revealed that gene expression associated with decreased pH was over-represented in disorders including schizophrenia, bipolar disorder, autism spectrum disorders, Alzheimer's disease, Huntington's disease, Parkinson's disease, and brain tumors. Expression patterns of pH-associated genes in mouse models of neurodegenerative disease showed a common time course trend toward lower pH over time. Furthermore, cell type analysis identified astrocytes as the cell type with the most acidity-related gene expression, consistent with previous experimental measurements showing a lower intracellular pH in astrocytes than in neurons. These results suggest that the expression pattern of pH-associated genes may be a surrogate for the state- and trait-related changes in pH in brain cells. Altered expression of pH-associated genes may serve as a novel molecular mechanism for a more complete understanding of the transdiagnostic pathophysiology of neuropsychiatric and neurodegenerative disorders.
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29
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Siswanto FM, Handayani MDN, Firmasyah RD, Oguro A, Imaoka S. Nrf2 Regulates the Expression of CYP2D6 by Inhibiting the Activity of Krüppel-Like Factor 9 (KLF9). Curr Drug Metab 2023; 24:667-681. [PMID: 37916628 DOI: 10.2174/0113892002271342231013095255] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 09/13/2023] [Accepted: 09/20/2023] [Indexed: 11/03/2023]
Abstract
AIMS The aim of the present study is to gain insight into the biology of Parkinson's disease (PD) and cancer to drive translational advances enabling more effective prevention and/or potential treatments. BACKGROUND The expression of Cytochrome P450 2D6 (CYP2D6) is correlated with various diseases such as PD and cancer; therefore, exploring its regulatory mechanism at transcriptional levels is of interest. NF-E2-related factor 2 (Nrf2) has been known to be responsible for regulating phase II and phase III drug-metabolizing genes. OBJECTIVES The objectives of this study are to investigate the transcriptional regulation of CYP2D6 by Nrf2 and to analyze its role in PD and cancer. METHODS Nrf2 was transiently expressed in human hepatoma Hep3B cells, and the expression of CYP2D6 was examined by RT-qPCR. The promoter activity of CYP2D6 and the DNA binding of Nrf2 were examined by luciferase and ChIP assay, respectively. We then investigated the expression and correlation of Nrf2 and CYP2D6 in the Gene Expression Omnibus (GEO) and The Cancer Genome Atlas (TCGA) datasets. RESULTS In the present study, we demonstrated that Nrf2 down-regulated CYP2D6 mRNA expression in hepatoma Hep3B cells. Mechanistically, Nrf2 binds to the antioxidant responsive element (ARE) in the proximity of krüppel- like factor 9 (KLF9)-binding site within the -550/+51 of CYP2D6 promoter. The inhibition and activation of Nrf2 enhanced and suppressed KLF9 effects on CYP2D6 expression, respectively. The expression levels of Nrf2 and CYP2D6 were upregulated and downregulated in the PD patient GEO datasets compared to the healthy control tissues, and Nrf2 was negatively correlated with CYP2D6. In liver cancer patients, decreased CYP2D6 levels were apparent and associated with a lower probability of survival. CONCLUSION Our work revealed the inhibitory role of Nrf2 in regulating CYP2D6 expression. Moreover, Nrf2- dependent regulation of CYP2D6 can be used as a prognostic factor and therapeutic strategy in PD and liver cancer.
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Affiliation(s)
- Ferbian Milas Siswanto
- Department of Chemistry and Biochemistry, School of Medicine and Health Sciences, Atma Jaya Catholic University of Indonesia, Jakarta, Indonesia
- Department of Biomedical Chemistry, School of Biological and Environmental Sciences, Kwansei Gakuin University, Sanda, Japan
| | - Maria Dara Novi Handayani
- Department of Chemistry and Biochemistry, School of Medicine and Health Sciences, Atma Jaya Catholic University of Indonesia, Jakarta, Indonesia
| | - Rita Dewi Firmasyah
- Department of Chemistry and Biochemistry, School of Medicine and Health Sciences, Atma Jaya Catholic University of Indonesia, Jakarta, Indonesia
| | - Ami Oguro
- Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima, Japan
| | - Susumu Imaoka
- Department of Biomedical Chemistry, School of Biological and Environmental Sciences, Kwansei Gakuin University, Sanda, Japan
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30
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Characterizing Relevant MicroRNA Editing Sites in Parkinson's Disease. Cells 2022; 12:cells12010075. [PMID: 36611869 PMCID: PMC9818192 DOI: 10.3390/cells12010075] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2022] [Revised: 12/07/2022] [Accepted: 12/10/2022] [Indexed: 12/28/2022] Open
Abstract
MicroRNAs (miRNAs) are extensively edited in human brains. However, the functional relevance of the miRNA editome is largely unknown in Parkinson's disease (PD). By analyzing small RNA sequencing profiles of brain tissues of 43 PD patients and 88 normal controls, we found that the editing levels of five A-to-I and two C-to-U editing sites are significantly correlated with the ages of normal controls, which is disrupted in PD patients. We totally identified 362 miRNA editing sites with significantly different editing levels in prefrontal cortices of PD patients (PD-PC) compared to results of normal controls. We experimentally validated that A-to-I edited miR-497-5p, with significantly higher expression levels in PD-PC compared to normal controls, directly represses OPA1 and VAPB. Furthermore, overexpression of A-to-I edited miR-497-5p downregulates OPA1 and VAPB in two cell lines, and inhibits proliferation of glioma cells. These results suggest that the hyperediting of miR-497-5p in PD contributes to enhanced progressive neurodegeneration of PD patients. Our results provide new insights into the mechanistic understanding, novel diagnostics, and therapeutic clues of PD.
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Minchev D, Kazakova M, Sarafian V. Neuroinflammation and Autophagy in Parkinson's Disease-Novel Perspectives. Int J Mol Sci 2022; 23:ijms232314997. [PMID: 36499325 PMCID: PMC9735607 DOI: 10.3390/ijms232314997] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Revised: 11/22/2022] [Accepted: 11/28/2022] [Indexed: 12/02/2022] Open
Abstract
Parkinson's disease (PD) is the second most prevalent neurodegenerative disorder. It is characterized by the accumulation of α-Synuclein aggregates and the degeneration of dopaminergic neurons in substantia nigra in the midbrain. Although the exact mechanisms of neuronal degeneration in PD remain largely elusive, various pathogenic factors, such as α-Synuclein cytotoxicity, mitochondrial dysfunction, oxidative stress, and pro-inflammatory factors, may significantly impair normal neuronal function and promote apoptosis. In this context, neuroinflammation and autophagy have emerged as crucial processes in PD that contribute to neuronal loss and disease development. They are regulated in a complex interconnected manner involving most of the known PD-associated genes. This review summarizes evidence of the implication of neuroinflammation and autophagy in PD and delineates the role of inflammatory factors and autophagy-related proteins in this complex condition. It also illustrates the particular significance of plasma and serum immune markers in PD and their potential to provide a personalized approach to diagnosis and treatment.
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Affiliation(s)
- Danail Minchev
- Department of Medical Biology, Medical University-Plovdiv, 4000 Plovdiv, Bulgaria
- Research Institute at Medical University-Plovdiv, 4000 Plovdiv, Bulgaria
- Correspondence:
| | - Maria Kazakova
- Department of Medical Biology, Medical University-Plovdiv, 4000 Plovdiv, Bulgaria
- Research Institute at Medical University-Plovdiv, 4000 Plovdiv, Bulgaria
| | - Victoria Sarafian
- Department of Medical Biology, Medical University-Plovdiv, 4000 Plovdiv, Bulgaria
- Research Institute at Medical University-Plovdiv, 4000 Plovdiv, Bulgaria
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López-Cerdán A, Andreu Z, Hidalgo MR, Grillo-Risco R, Català-Senent JF, Soler-Sáez I, Neva-Alejo A, Gordillo F, de la Iglesia-Vayá M, García-García F. Unveiling sex-based differences in Parkinson's disease: a comprehensive meta-analysis of transcriptomic studies. Biol Sex Differ 2022; 13:68. [PMID: 36414996 PMCID: PMC9682715 DOI: 10.1186/s13293-022-00477-5] [Citation(s) in RCA: 18] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/12/2022] [Accepted: 11/01/2022] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND In recent decades, increasing longevity (among other factors) has fostered a rise in Parkinson's disease incidence. Although not exhaustively studied in this devastating disease, the impact of sex represents a critical variable in Parkinson's disease as epidemiological and clinical features differ between males and females. METHODS To study sex bias in Parkinson's disease, we conducted a systematic review to select sex-labeled transcriptomic data from three relevant brain tissues: the frontal cortex, the striatum, and the substantia nigra. We performed differential expression analysis on each study chosen. Then we summarized the individual differential expression results with three tissue-specific meta-analyses and a global all-tissues meta-analysis. Finally, results from the meta-analysis were functionally characterized using different functional profiling approaches. RESULTS The tissue-specific meta-analyses linked Parkinson's disease to the enhanced expression of MED31 in the female frontal cortex and the dysregulation of 237 genes in the substantia nigra. The global meta-analysis detected 15 genes with sex-differential patterns in Parkinson's disease, which participate in mitochondrial function, oxidative stress, neuronal degeneration, and cell death. Furthermore, functional analyses identified pathways, protein-protein interaction networks, and transcription factors that differed by sex. While male patients exhibited changes in oxidative stress based on metal ions, inflammation, and angiogenesis, female patients exhibited dysfunctions in mitochondrial and lysosomal activity, antigen processing and presentation functions, and glutamic and purine metabolism. All results generated during this study are readily available by accessing an open web resource ( http://bioinfo.cipf.es/metafun-pd/ ) for consultation and reuse in further studies. CONCLUSIONS Our in silico approach has highlighted sex-based differential mechanisms in typical Parkinson Disease hallmarks (inflammation, mitochondrial dysfunction, and oxidative stress). Additionally, we have identified specific genes and transcription factors for male and female Parkinson Disease patients that represent potential candidates as biomarkers to diagnosis.
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Affiliation(s)
- Adolfo López-Cerdán
- Bioinformatics and Biostatistics Unit, Principe Felipe Research Center (CIPF), 46012, Valencia, Spain
- Biomedical Imaging Unit FISABIO-CIPF, Fundación Para El Fomento de La Investigación Sanitaria Y Biomédica de La Comunidad Valenciana, 46012, Valencia, Spain
| | - Zoraida Andreu
- Foundation Valencian Institute of Oncology (FIVO), 46009, Valencia, Spain
| | - Marta R Hidalgo
- Bioinformatics and Biostatistics Unit, Principe Felipe Research Center (CIPF), 46012, Valencia, Spain
| | - Rubén Grillo-Risco
- Bioinformatics and Biostatistics Unit, Principe Felipe Research Center (CIPF), 46012, Valencia, Spain
| | | | - Irene Soler-Sáez
- Bioinformatics and Biostatistics Unit, Principe Felipe Research Center (CIPF), 46012, Valencia, Spain
| | - Almudena Neva-Alejo
- Bioinformatics and Biostatistics Unit, Principe Felipe Research Center (CIPF), 46012, Valencia, Spain
| | - Fernando Gordillo
- Bioinformatics and Biostatistics Unit, Principe Felipe Research Center (CIPF), 46012, Valencia, Spain
| | - María de la Iglesia-Vayá
- Biomedical Imaging Unit FISABIO-CIPF, Fundación Para El Fomento de La Investigación Sanitaria Y Biomédica de La Comunidad Valenciana, 46012, Valencia, Spain
| | - Francisco García-García
- Bioinformatics and Biostatistics Unit, Principe Felipe Research Center (CIPF), 46012, Valencia, Spain.
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Kishk A, Pacheco MP, Heurtaux T, Sinkkonen L, Pang J, Fritah S, Niclou SP, Sauter T. Review of Current Human Genome-Scale Metabolic Models for Brain Cancer and Neurodegenerative Diseases. Cells 2022; 11:2486. [PMID: 36010563 PMCID: PMC9406599 DOI: 10.3390/cells11162486] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Revised: 07/28/2022] [Accepted: 08/08/2022] [Indexed: 11/16/2022] Open
Abstract
Brain disorders represent 32% of the global disease burden, with 169 million Europeans affected. Constraint-based metabolic modelling and other approaches have been applied to predict new treatments for these and other diseases. Many recent studies focused on enhancing, among others, drug predictions by generating generic metabolic models of brain cells and on the contextualisation of the genome-scale metabolic models with expression data. Experimental flux rates were primarily used to constrain or validate the model inputs. Bi-cellular models were reconstructed to study the interaction between different cell types. This review highlights the evolution of genome-scale models for neurodegenerative diseases and glioma. We discuss the advantages and drawbacks of each approach and propose improvements, such as building bi-cellular models, tailoring the biomass formulations for glioma and refinement of the cerebrospinal fluid composition.
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Affiliation(s)
- Ali Kishk
- Department of Life Sciences and Medicine, University of Luxembourg, L-4367 Belvaux, Luxembourg
| | - Maria Pires Pacheco
- Department of Life Sciences and Medicine, University of Luxembourg, L-4367 Belvaux, Luxembourg
| | - Tony Heurtaux
- Department of Life Sciences and Medicine, University of Luxembourg, L-4367 Belvaux, Luxembourg
- Luxembourg Center of Neuropathology, L-3555 Dudelange, Luxembourg
| | - Lasse Sinkkonen
- Department of Life Sciences and Medicine, University of Luxembourg, L-4367 Belvaux, Luxembourg
| | - Jun Pang
- Department of Computer Science, University of Luxembourg, L-4364 Esch-sur-Alzette, Luxembourg
| | - Sabrina Fritah
- NORLUX Neuro-Oncology Laboratory, Luxembourg Institute of Health, Department of Cancer Research, L-1526 Luxembourg, Luxembourg
| | - Simone P. Niclou
- NORLUX Neuro-Oncology Laboratory, Luxembourg Institute of Health, Department of Cancer Research, L-1526 Luxembourg, Luxembourg
| | - Thomas Sauter
- Department of Life Sciences and Medicine, University of Luxembourg, L-4367 Belvaux, Luxembourg
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Ruffini N, Klingenberg S, Heese R, Schweiger S, Gerber S. The Big Picture of Neurodegeneration: A Meta Study to Extract the Essential Evidence on Neurodegenerative Diseases in a Network-Based Approach. Front Aging Neurosci 2022; 14:866886. [PMID: 35832065 PMCID: PMC9271745 DOI: 10.3389/fnagi.2022.866886] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Accepted: 05/13/2022] [Indexed: 12/12/2022] Open
Abstract
The common features of all neurodegenerative diseases, including Alzheimer's disease, Parkinson's disease, Amyotrophic Lateral Sclerosis (ALS), and Huntington's disease, are the accumulation of aggregated and misfolded proteins and the progressive loss of neurons, leading to cognitive decline and locomotive dysfunction. Still, they differ in their ultimate manifestation, the affected brain region, and the kind of proteinopathy. In the last decades, a vast number of processes have been described as associated with neurodegenerative diseases, making it increasingly harder to keep an overview of the big picture forming from all those data. In this meta-study, we analyzed genomic, transcriptomic, proteomic, and epigenomic data of the aforementioned diseases using the data of 234 studies in a network-based approach to study significant general coherences but also specific processes in individual diseases or omics levels. In the analysis part, we focus on only some of the emerging findings, but trust that the meta-study provided here will be a valuable resource for various other researchers focusing on specific processes or genes contributing to the development of neurodegeneration.
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Affiliation(s)
- Nicolas Ruffini
- Institute of Human Genetics, University Medical Center, Johannes Gutenberg University, Mainz, Germany
- Leibniz Institute for Resilience Research, Leibniz Association, Mainz, Germany
| | - Susanne Klingenberg
- Institute of Human Genetics, University Medical Center, Johannes Gutenberg University, Mainz, Germany
| | - Raoul Heese
- Fraunhofer Institute for Industrial Mathematics (ITWM), Kaiserslautern, Germany
| | - Susann Schweiger
- Institute of Human Genetics, University Medical Center, Johannes Gutenberg University, Mainz, Germany
| | - Susanne Gerber
- Institute of Human Genetics, University Medical Center, Johannes Gutenberg University, Mainz, Germany
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35
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Ying L, Zhao J, Ye Y, Liu Y, Xiao B, Xue T, Zhu H, Wu Y, He J, Qin S, Jiang Y, Guo F, Zhang L, Liu N, Zhang L. Regulation of Cdc42 signaling by the dopamine D2 receptor in a mouse model of Parkinson's disease. Aging Cell 2022; 21:e13588. [PMID: 35415964 PMCID: PMC9124300 DOI: 10.1111/acel.13588] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Revised: 01/29/2022] [Accepted: 02/26/2022] [Indexed: 12/02/2022] Open
Abstract
Substantial spine loss in striatal medium spiny neurons (MSNs) and abnormal behaviors are common features of Parkinson's disease (PD). The caudate putamen (CPu) mainly contains MSNs expressing dopamine D1 receptor (dMSNs) and dopamine D2 receptor (iMSNs) exerting critical effects on motor and cognition behavior. However, the molecular mechanisms contributing to spine loss and abnormal behaviors in dMSNs and iMSNs under parkinsonian state remain unknown. In the present study, we revealed that Cell division control protein 42 (Cdc42) signaling was significantly decreased in the caudate putamen (CPu) in parkinsonian mice. In addition, overexpression of constitutively active Cdc42 in the CPu reversed spine abnormalities and improved the behavior deficits in parkinsonian mice. Utilizing conditional dopamine D1 receptor (D1R) or D2 receptor (D2R) knockout mice, we found that such a decrease under parkinsonian state was further reduced by conditional knockout of the D2R but not D1R. Moreover, the thin spine loss in iMSNs and deficits in motor coordination and cognition induced by conditional knockout of D2R were reversed by overexpression of constitutively active Cdc42 in the CPu. Additionally, conditional knockout of Cdc42 from D2R‐positive neurons in the CPu was sufficient to induce spine and behavior deficits similar to those observed in parkinsonian mice. Overall, our results indicate that impaired Cdc42 signaling regulated by D2R plays an important role in spine loss and behavioral deficits in PD.
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Affiliation(s)
- Li Ying
- Key Laboratory of Functional Proteomics of Guangdong Province Key Laboratory of Mental Health of the Ministry of Education School of Basic Medical Sciences Pediatric Center of Zhujiang Hospital Center for Orthopaedic Surgery of the Third Affiliated Hospital Southern Medical University Guangzhou China
| | - Jinlan Zhao
- Key Laboratory of Functional Proteomics of Guangdong Province Key Laboratory of Mental Health of the Ministry of Education School of Basic Medical Sciences Pediatric Center of Zhujiang Hospital Center for Orthopaedic Surgery of the Third Affiliated Hospital Southern Medical University Guangzhou China
| | - Yingshan Ye
- Key Laboratory of Functional Proteomics of Guangdong Province Key Laboratory of Mental Health of the Ministry of Education School of Basic Medical Sciences Pediatric Center of Zhujiang Hospital Center for Orthopaedic Surgery of the Third Affiliated Hospital Southern Medical University Guangzhou China
| | - Yutong Liu
- Key Laboratory of Functional Proteomics of Guangdong Province Key Laboratory of Mental Health of the Ministry of Education School of Basic Medical Sciences Pediatric Center of Zhujiang Hospital Center for Orthopaedic Surgery of the Third Affiliated Hospital Southern Medical University Guangzhou China
| | - Bin Xiao
- Key Laboratory of Functional Proteomics of Guangdong Province Key Laboratory of Mental Health of the Ministry of Education School of Basic Medical Sciences Pediatric Center of Zhujiang Hospital Center for Orthopaedic Surgery of the Third Affiliated Hospital Southern Medical University Guangzhou China
| | - Tao Xue
- Key Laboratory of Functional Proteomics of Guangdong Province Key Laboratory of Mental Health of the Ministry of Education School of Basic Medical Sciences Pediatric Center of Zhujiang Hospital Center for Orthopaedic Surgery of the Third Affiliated Hospital Southern Medical University Guangzhou China
| | - Hangfei Zhu
- Key Laboratory of Functional Proteomics of Guangdong Province Key Laboratory of Mental Health of the Ministry of Education School of Basic Medical Sciences Pediatric Center of Zhujiang Hospital Center for Orthopaedic Surgery of the Third Affiliated Hospital Southern Medical University Guangzhou China
| | - Yue Wu
- Key Laboratory of Functional Proteomics of Guangdong Province Key Laboratory of Mental Health of the Ministry of Education School of Basic Medical Sciences Pediatric Center of Zhujiang Hospital Center for Orthopaedic Surgery of the Third Affiliated Hospital Southern Medical University Guangzhou China
| | - Jing He
- Key Laboratory of Functional Proteomics of Guangdong Province Key Laboratory of Mental Health of the Ministry of Education School of Basic Medical Sciences Pediatric Center of Zhujiang Hospital Center for Orthopaedic Surgery of the Third Affiliated Hospital Southern Medical University Guangzhou China
| | - Sifei Qin
- Key Laboratory of Functional Proteomics of Guangdong Province Key Laboratory of Mental Health of the Ministry of Education School of Basic Medical Sciences Pediatric Center of Zhujiang Hospital Center for Orthopaedic Surgery of the Third Affiliated Hospital Southern Medical University Guangzhou China
| | - Yong Jiang
- Key Laboratory of Functional Proteomics of Guangdong Province Key Laboratory of Mental Health of the Ministry of Education School of Basic Medical Sciences Pediatric Center of Zhujiang Hospital Center for Orthopaedic Surgery of the Third Affiliated Hospital Southern Medical University Guangzhou China
| | - Fukun Guo
- Division of Experimental Hematology and Cancer Biology Children's Hospital Research Foundation Cincinnati Ohio USA
| | - Lin Zhang
- Department of Histology and Embryology NMPA Key Laboratory for Safety Evaluation of Cosmetics Key Laboratory of Construction and Detection in Tissue Engineering of Guangdong Province School of Basic Medical Sciences Center for Orthopaedic Surgery of the Third Affiliated Hospital Southern Medical University Guangzhou China
| | - Nuyun Liu
- Laboratory Animal Center Elderly Health Services Research Center Southern Medical University Guangzhou China
| | - Lu Zhang
- Key Laboratory of Functional Proteomics of Guangdong Province Key Laboratory of Mental Health of the Ministry of Education School of Basic Medical Sciences Pediatric Center of Zhujiang Hospital Center for Orthopaedic Surgery of the Third Affiliated Hospital Southern Medical University Guangzhou China
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36
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Ferraro F, Fevga C, Bonifati V, Mandemakers W, Mahfouz A, Reinders M. Correcting Differential Gene Expression Analysis for Cyto-Architectural Alterations in Substantia Nigra of Parkinson's Disease Patients Reveals Known and Potential Novel Disease-Associated Genes and Pathways. Cells 2022; 11:cells11020198. [PMID: 35053314 PMCID: PMC8774027 DOI: 10.3390/cells11020198] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2021] [Revised: 12/31/2021] [Accepted: 01/04/2022] [Indexed: 11/16/2022] Open
Abstract
Several studies have analyzed gene expression profiles in the substantia nigra to better understand the pathological mechanisms causing Parkinson’s disease (PD). However, the concordance between the identified gene signatures in these individual studies was generally low. This might have been caused by a change in cell type composition as loss of dopaminergic neurons in the substantia nigra pars compacta is a hallmark of PD. Through an extensive meta-analysis of nine previously published microarray studies, we demonstrated that a big proportion of the detected differentially expressed genes was indeed caused by cyto-architectural alterations due to the heterogeneity in the neurodegenerative stage and/or technical artefacts. After correcting for cell composition, we identified a common signature that deregulated the previously unreported ammonium transport, as well as known biological processes such as bioenergetic pathways, response to proteotoxic stress, and immune response. By integrating with protein interaction data, we shortlisted a set of key genes, such as LRRK2, PINK1, PRKN, and FBXO7, known to be related to PD, others with compelling evidence for their role in neurodegeneration, such as GSK3β, WWOX, and VPC, and novel potential players in the PD pathogenesis. Together, these data show the importance of accounting for cyto-architecture in these analyses and highlight the contribution of multiple cell types and novel processes to PD pathology, providing potential new targets for drug development.
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Affiliation(s)
- Federico Ferraro
- Erasmus MC, Department of Clinical Genetics, University Medical Center Rotterdam, 3015 GD Rotterdam, The Netherlands; (F.F.); (C.F.); (V.B.); (W.M.)
| | - Christina Fevga
- Erasmus MC, Department of Clinical Genetics, University Medical Center Rotterdam, 3015 GD Rotterdam, The Netherlands; (F.F.); (C.F.); (V.B.); (W.M.)
| | - Vincenzo Bonifati
- Erasmus MC, Department of Clinical Genetics, University Medical Center Rotterdam, 3015 GD Rotterdam, The Netherlands; (F.F.); (C.F.); (V.B.); (W.M.)
| | - Wim Mandemakers
- Erasmus MC, Department of Clinical Genetics, University Medical Center Rotterdam, 3015 GD Rotterdam, The Netherlands; (F.F.); (C.F.); (V.B.); (W.M.)
| | - Ahmed Mahfouz
- Delft Bioinformatics Labaratory, Delft University of Technology, 2628 XE Delft, The Netherlands;
- Leiden Computational Biology Center, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
- Department of Human Genetics, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
| | - Marcel Reinders
- Delft Bioinformatics Labaratory, Delft University of Technology, 2628 XE Delft, The Netherlands;
- Leiden Computational Biology Center, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
- Department of Human Genetics, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
- Section Molecular Epidemiology, Department of Biomedical Data Sciences, Leiden University Medical Center, 2333 ZA Leiden, The Netherlands
- Correspondence:
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Liguori C, Stefani A, Fernandes M, Cerroni R, Mercuri NB, Pierantozzi M. Biomarkers of Cerebral Glucose Metabolism and Neurodegeneration in Parkinson's Disease: A Cerebrospinal Fluid-Based Study. JOURNAL OF PARKINSON'S DISEASE 2021; 12:537-544. [PMID: 34864690 DOI: 10.3233/jpd-212936] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
BACKGROUND Several biomarkers have been evaluated in Parkinson's disease (PD); cerebrospinal fluid (CSF) levels of lactate may reflect cerebral metabolism function and CSF amyloid-β42 (Aβ42), total tau (t-tau) and phosphorylated tau (p-tau) concentrations may detect an underlying neurodegenerative process. OBJECTIVE CSF levels of lactate, Aβ42, t-tau, and p-tau were measured in patients with mild to moderate PD. CSF levels of dopamine (DA) and its metabolite 3,4-Dihydroxyphenylacetic acid (DOPAC) were also assessed, exploring their relations with the other CSF biomarkers. METHODS 101 drug-naive PD patients and 60 controls were included. Participants underwent clinical assessments and CSF biomarker analysis. Patients were divided into subgroups according to their Hoehn & Yahr stage (PD-1, PD-2, PD-3). RESULTS PD patients showed higher lactate levels (M = 1.91; p = 0.03) and lower Aβ42 (M = 595; p < 0.001) and DA levels (M = 0.32; p = 0.04) than controls (Mlactate = 1.72; MAβ42 = 837; MDA = 0.50), while no significant differences were found in t-tau, p-tau and DOPAC concentrations. Considering the subgroup analysis, PD-3 group had higher lactate (M = 2.12) and t-tau levels (M = 333) than both PD-1 (Mlactate = 1.75, p = 0.006; Mt - tau = 176, p = 0.008) and PD-2 groups (Mlactate = 1.91, p = 0.01; Mt - tau = 176, p = 0.03), as well as the controls (Mlactate = 1.72, p = 0.04; Mt - tau = 205, p = 0.04). PD-2 group showed higher lactate levels than PD-1 group (p = 0.04) and controls (p = 0.03). Finally, CSF lactate levels negatively correlated with DA (r = -0.42) and positively with t-tau CSF levels (r = 0.33). CONCLUSION This CSF-based study shows that lactate levels in PD correlated with both clinical disease progression and neurodegeneration biomarkers, such as tau proteins and DA. Further studies should explore the clinical potential of measuring CSF biomarkers for better understanding the role of brain energy metabolism in PD, for research and therapeutic options.
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Affiliation(s)
- Claudio Liguori
- Neurology Unit, Department of Systems Medicine, University of Rome "Tor Vergata", Italy.,Sleep Medicine Centre, Department of Systems Medicine, University of Rome "Tor Vergata", Italy.,UOSD Parkinson's Disease Centre, Department of Systems Medicine, University of Rome "Tor Vergata", Italy
| | - Alessandro Stefani
- Neurology Unit, Department of Systems Medicine, University of Rome "Tor Vergata", Italy.,UOSD Parkinson's Disease Centre, Department of Systems Medicine, University of Rome "Tor Vergata", Italy
| | - Mariana Fernandes
- Sleep Medicine Centre, Department of Systems Medicine, University of Rome "Tor Vergata", Italy
| | - Rocco Cerroni
- Neurology Unit, Department of Systems Medicine, University of Rome "Tor Vergata", Italy.,UOSD Parkinson's Disease Centre, Department of Systems Medicine, University of Rome "Tor Vergata", Italy
| | - Nicola Biagio Mercuri
- Neurology Unit, Department of Systems Medicine, University of Rome "Tor Vergata", Italy.,IRCCS Santa Lucia Foundation, Rome, Italy
| | - Mariangela Pierantozzi
- Neurology Unit, Department of Systems Medicine, University of Rome "Tor Vergata", Italy.,UOSD Parkinson's Disease Centre, Department of Systems Medicine, University of Rome "Tor Vergata", Italy
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Axtman AD. Characterizing the role of the dark kinome in neurodegenerative disease - A mini review. Biochim Biophys Acta Gen Subj 2021; 1865:130014. [PMID: 34547390 DOI: 10.1016/j.bbagen.2021.130014] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Revised: 08/26/2021] [Accepted: 09/14/2021] [Indexed: 11/22/2022]
Abstract
BACKGROUND Drugs that modulate previously unexplored targets could potentially slow or halt the progression of neurodegenerative diseases. Several candidate proteins lie within the dark kinome, those human kinases that have not been well characterized. Much of the kinome (~80%) remains poorly studied, and these targets likely harbor untapped biological potential. SCOPE OF REVIEW This review highlights the significance of kinases as mediators of aberrant pathways in neurodegeneration and provides examples of published high-quality small molecules that modulate some of these kinases. MAJOR CONCLUSIONS There is a need for continued efforts to develop high-quality chemical tools to illuminate the function of understudied kinases in the brain. Potent and selective small molecules enable accurate pairing of an observed phenotype with a protein target. GENERAL SIGNIFICANCE The examples discussed herein support the premise that validation of therapeutic hypotheses surrounding kinase targets can be accomplished via small molecules and they can serve as the basis for disease-focused drug development campaigns.
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Affiliation(s)
- Alison D Axtman
- UNC Eshelman School of Pharmacy, Division of Chemical Biology and Medicinal Chemistry, Structural Genomics Consortium, Chapel Hill, NC, USA.
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39
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Lam S, Hartmann N, Benfeitas R, Zhang C, Arif M, Turkez H, Uhlén M, Englert C, Knight R, Mardinoglu A. Systems Analysis Reveals Ageing-Related Perturbations in Retinoids and Sex Hormones in Alzheimer's and Parkinson's Diseases. Biomedicines 2021; 9:1310. [PMID: 34680427 PMCID: PMC8533098 DOI: 10.3390/biomedicines9101310] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Revised: 09/22/2021] [Accepted: 09/22/2021] [Indexed: 01/13/2023] Open
Abstract
Neurodegenerative diseases, including Alzheimer's (AD) and Parkinson's diseases (PD), are complex heterogeneous diseases with highly variable patient responses to treatment. Due to the growing evidence for ageing-related clinical and pathological commonalities between AD and PD, these diseases have recently been studied in tandem. In this study, we analysed transcriptomic data from AD and PD patients, and stratified these patients into three subclasses with distinct gene expression and metabolic profiles. Through integrating transcriptomic data with a genome-scale metabolic model and validating our findings by network exploration and co-analysis using a zebrafish ageing model, we identified retinoids as a key ageing-related feature in all subclasses of AD and PD. We also demonstrated that the dysregulation of androgen metabolism by three different independent mechanisms is a source of heterogeneity in AD and PD. Taken together, our work highlights the need for stratification of AD/PD patients and development of personalised and precision medicine approaches based on the detailed characterisation of these subclasses.
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Affiliation(s)
- Simon Lam
- Faculty of Dentistry, Oral and Craniofacial Sciences, King’s College London, London SE1 9RT, UK;
| | - Nils Hartmann
- Leibniz Institute on Aging-Fritz Lipmann Institute, 07745 Jena, Germany; (N.H.); (C.E.)
| | - Rui Benfeitas
- National Bioinformatics Infrastructure Sweden (NBIS), Science for Life Laboratory, Department of Biochemistry and Biophysics, Stockholm University, SE-17121 Stockholm, Sweden;
| | - Cheng Zhang
- Science for Life Laboratory, KTH—Royal Institute of Technology, SE-17121 Stockholm, Sweden; (C.Z.); (M.A.); (M.U.)
| | - Muhammad Arif
- Science for Life Laboratory, KTH—Royal Institute of Technology, SE-17121 Stockholm, Sweden; (C.Z.); (M.A.); (M.U.)
| | - Hasan Turkez
- Department of Medical Biology, Faculty of Medicine, Atatürk University, 25240 Erzurum, Turkey;
| | - Mathias Uhlén
- Science for Life Laboratory, KTH—Royal Institute of Technology, SE-17121 Stockholm, Sweden; (C.Z.); (M.A.); (M.U.)
| | - Christoph Englert
- Leibniz Institute on Aging-Fritz Lipmann Institute, 07745 Jena, Germany; (N.H.); (C.E.)
- Institute of Biochemistry and Biophysics, Freidrich-Schiller-University Jena, 07745 Jena, Germany
| | - Robert Knight
- Faculty of Dentistry, Oral and Craniofacial Sciences, King’s College London, London SE1 9RT, UK;
| | - Adil Mardinoglu
- Faculty of Dentistry, Oral and Craniofacial Sciences, King’s College London, London SE1 9RT, UK;
- Science for Life Laboratory, KTH—Royal Institute of Technology, SE-17121 Stockholm, Sweden; (C.Z.); (M.A.); (M.U.)
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Alonso-Garrido M, Frangiamone M, Font G, Cimbalo A, Manyes L. In vitro blood brain barrier exposure to mycotoxins and carotenoids pumpkin extract alters mitochondrial gene expression and oxidative stress. Food Chem Toxicol 2021; 153:112261. [PMID: 34015425 DOI: 10.1016/j.fct.2021.112261] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Revised: 04/29/2021] [Accepted: 05/08/2021] [Indexed: 12/22/2022]
Abstract
Food and feed are daily exposed to mycotoxin contamination which effects may be counteracted by antioxidants like carotenoids. Some mycotoxins as well as carotenoids penetrate the blood brain barrier (BBB) inducing alterations related to redox balance in the mitochondria. Therefore, the in vitro BBB model ECV304 was subcultured for 7 days and exposed to beauvericine, enniatins, ochratoxin A, zearalenone (100 nM each), individually and combined, and pumpkin extract (500 nM). Reactive oxygen species were measured by fluorescence using the dichlorofluorescein diacetate probe at 0 h, 2 h and 4 h. Intracellular ROS generation reported was condition dependent. RNA extraction was performed and gene expression was analyzed by qPCR after 2 h exposure. The selected genes were related to the Electron Transport Chain (ETC) and mitochondrial activity. Gene expression reported upregulation for exposures including mycotoxins plus pumpkin extract versus individual mycotoxins. Beauvericin and Beauvericin-Enniatins exposure significantly downregulated Complex I and pumpkin addition reverted the effect upregulating Complex I. Complex IV was the most downregulated structure of the ETC. Thioredoxin Interacting Protein was the most upregulated gene. These data confirm that mitochondrial processes in the BBB could be compromised by mycotoxin exposure and damage could be modulated by dietary antioxidants like carotenoids.
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Affiliation(s)
- M Alonso-Garrido
- Laboratory of Food Chemistry and Toxicology, Faculty of Pharmacy, University of Valencia, Avenue Vicent Andrés Estellés s/n, 46100, Burjassot, Spain
| | - M Frangiamone
- Laboratory of Food Chemistry and Toxicology, Faculty of Pharmacy, University of Valencia, Avenue Vicent Andrés Estellés s/n, 46100, Burjassot, Spain
| | - G Font
- Laboratory of Food Chemistry and Toxicology, Faculty of Pharmacy, University of Valencia, Avenue Vicent Andrés Estellés s/n, 46100, Burjassot, Spain
| | - A Cimbalo
- Laboratory of Food Chemistry and Toxicology, Faculty of Pharmacy, University of Valencia, Avenue Vicent Andrés Estellés s/n, 46100, Burjassot, Spain.
| | - L Manyes
- Laboratory of Food Chemistry and Toxicology, Faculty of Pharmacy, University of Valencia, Avenue Vicent Andrés Estellés s/n, 46100, Burjassot, Spain
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Weighted Gene Coexpression Network Analysis Uncovers Critical Genes and Pathways for Multiple Brain Regions in Parkinson's Disease. BIOMED RESEARCH INTERNATIONAL 2021; 2021:6616434. [PMID: 33791366 PMCID: PMC7984900 DOI: 10.1155/2021/6616434] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Revised: 01/21/2021] [Accepted: 02/08/2021] [Indexed: 12/13/2022]
Abstract
Objective In this study, we aimed to identify critical genes and pathways for multiple brain regions in Parkinson's disease (PD) by weighted gene coexpression network analysis (WGCNA). Methods From the GEO database, differentially expressed genes (DEGs) were separately identified between the substantia nigra, putamen, prefrontal cortex area, and cingulate gyrus of PD and normal samples with the screening criteria of p value < 0.05 and ∣log2fold change (FC) | >0.585. Then, a coexpression network was presented by the WGCNA package. Gene modules related to PD were constructed. Then, PD-related DEGs were used for construction of PPI networks. Hub genes were determined by the cytoHubba plug-in. Functional enrichment analysis was then performed. Results DEGs were identified for the substantia nigra (17 upregulated and 52 downregulated genes), putamen (317 upregulated and 317 downregulated genes), prefrontal cortex area (39 upregulated and 72 downregulated genes), and cingulate gyrus (116 upregulated and 292 downregulated genes) of PD compared to normal samples. Gene modules were separately built for the four brain regions of PD. PPI networks revealed hub genes for the substantia nigra (SLC6A3, SLC18A2, and TH), putamen (BMP4 and SNAP25), prefrontal cortex area (SNAP25), and cingulate gyrus (CTGF, CDH1, and COL5A1) of PD. These DEGs in multiple brain regions were involved in distinct biological functions and pathways. GSEA showed that these DEGs were all significantly enriched in electron transport chain, proteasome degradation, and synaptic vesicle pathway. Conclusion Our findings revealed critical genes and pathways for multiple brain regions in PD, which deepened the understanding of PD-related molecular mechanisms.
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Luo X, Guo X, Luo X, Tan Y, Zhang P, Yang K, Xie T, Shi J, Zhang Y, Xu J, Zuo L, Li CSR. Significant, replicable, and functional associations between KTN1 variants and alcohol and drug codependence. Addict Biol 2021; 26:e12888. [PMID: 32115811 PMCID: PMC7641293 DOI: 10.1111/adb.12888] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2019] [Revised: 02/04/2020] [Accepted: 02/13/2020] [Indexed: 01/01/2023]
Abstract
The gray matter volume (GMV) of the putamen has been reported to be regulated by kinectin 1 gene (KTN1). As a hub of the dopaminergic circuit, the putamen is widely implicated in the etiological processes of substance use disorders (SUD). Here, we aimed to identify robust and reliable associations between KTN1 SNPs and SUD across multiple samples. We examined the associations between SUD and KTN1 SNPs in four independent population-based or family-based samples (n = 10,209). The potential regulatory effects of the risk alleles on the putamen GMVs, the effects of alcohol, nicotine, marijuana and cocaine on KTN1 mRNA expression, and the relationship between KTN1 mRNA expression and SUD were explored. We found that a total of 23 SNPs were associated with SUD across at least two independent samples (1.4 × 10-4 ≤ p ≤ 0.049), including one SNP (rs12895072) across three samples (8.8 × 10-3 ≤ p ≤ 0.049). Four other SNPs were significantly or suggestively associated with SUD only in European-Australians (4.8 × 10-4 ≤ p ≤ 0.058). All of the SUD-risk alleles of these 27 SNPs increased (β > 0) the putamen GMVs and represented major alleles (f > 0.5) in Europeans. Twenty-two SNPs were potentially biologically functional. Alcohol, nicotine and cocaine significantly affected the KTN1 mRNA expression, and the KTN1 mRNA was differentially expressed between nicotine or cocaine dependent and control subjects. We concluded that there was a replicable and robust relationship among the KTN1 variants, KTN1 mRNA expression, putamen GMVs, molecular effects of substances, and SUD, suggesting that some risk KTN1 alleles might increase kinectin 1 expression in the putamen, altering putamen structures and functions, and leading to SUD.
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Affiliation(s)
- Xingguang Luo
- Biological Psychiatry Research Center, Beijing Huilongguan Hospital, Beijing 100096, China
| | - Xiaoyun Guo
- Department of Psychiatry, Shanghai Mental Health Center, Shanghai 200030, China
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Xingqun Luo
- Department of Clinical Medicine, College of Integrated Traditional Chinese and Western Medicine, Fujian University of Traditional Chinese Medicine, Fuzhou, Fujian 350004, China
| | - Yunlong Tan
- Biological Psychiatry Research Center, Beijing Huilongguan Hospital, Beijing 100096, China
| | - Ping Zhang
- Biological Psychiatry Research Center, Beijing Huilongguan Hospital, Beijing 100096, China
| | - Kebing Yang
- Biological Psychiatry Research Center, Beijing Huilongguan Hospital, Beijing 100096, China
| | - Ting Xie
- Biological Psychiatry Research Center, Beijing Huilongguan Hospital, Beijing 100096, China
| | - Jing Shi
- Biological Psychiatry Research Center, Beijing Huilongguan Hospital, Beijing 100096, China
| | - Yong Zhang
- Department of Psychiatry, Tianjin Mental Health Center, Tianjin 300222, China
| | - Jianying Xu
- Department of Obstetrics and Gynecology, Zhuhai Municipal Maternal and Children’s Health Hospital, Zhuhai, Guangdong 519000, China
| | - Lingjun Zuo
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06510, USA
| | - Chiang-Shan R. Li
- Department of Psychiatry, Yale University School of Medicine, New Haven, CT 06510, USA
- Department of Neuroscience, Yale University School of Medicine, New Haven, CT 06510, USA
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Gene expression barcode values reveal a potential link between Parkinson's disease and gastric cancer. Aging (Albany NY) 2021; 13:6171-6181. [PMID: 33596182 PMCID: PMC7950232 DOI: 10.18632/aging.202623] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Accepted: 01/22/2021] [Indexed: 12/11/2022]
Abstract
Gastric cancer is a disease that develops from the lining of the stomach, whereas Parkinson’s disease is a long-term degenerative disorder of the central nervous system that mainly affects the motor system. Although these two diseases seem to be distinct from each other, increasing evidence suggests that they might be linked. To explore the linkage between these two diseases, differentially expressed genes between the diseased people and their normal controls were identified using the barcode algorithm. This algorithm transforms actual gene expression values into barcode values comprised of 1’s (expressed genes) and 0’s (silenced genes). Once the overlapped differentially expressed genes were identified, their biological relevance was investigated. Thus, using the gene expression profiles and bioinformatics methods, we demonstrate that Parkinson’s disease and gastric cancer are indeed linked. This research may serve as a pilot study, and it will stimulate more research to investigate the relationship between gastric cancer and Parkinson’s disease from the perspective of gene profiles and their functions.
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Karaaslan Z, Kahraman ÖT, Şanlı E, Ergen HA, Ulusoy C, Bilgiç B, Yılmaz V, Tüzün E, Hanağası HA, Küçükali Cİ. Inflammation and regulatory T cell genes are differentially expressed in peripheral blood mononuclear cells of Parkinson's disease patients. Sci Rep 2021; 11:2316. [PMID: 33504893 PMCID: PMC7841172 DOI: 10.1038/s41598-021-81961-7] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Accepted: 01/07/2021] [Indexed: 12/15/2022] Open
Abstract
Our aim was to identify the differentially expressed genes (DEGs) in peripheral blood mononuclear cells (PBMC) of Parkinson’s disease (PD) patients and healthy controls by microarray technology and analysis of related molecular pathways by functional annotation. Thirty PD patients and 30 controls were enrolled. Agilent Human 8X60 K Oligo Microarray was used for gene level expression identification. Gene ontology and pathway enrichment analyses were used for functional annotation of DEGs. Protein–protein interaction analyses were performed with STRING. Expression levels of randomly selected DEGs were quantified by real time quantitative polymerase chain reaction (RT-PCR) for validation. Flow cytometry was done to determine frequency of regulatory T cells (Tregs) in PBMC. A total of 361 DEGs (143 upregulated and 218 downregulated) were identified after GeneSpring analysis. DEGs were involved in 28 biological processes, 12 cellular components and 26 molecular functions. Pathway analyses demonstrated that upregulated genes mainly enriched in p53 (CASP3, TSC2, ATR, MDM4, CCNG1) and PI3K/Akt (IL2RA, IL4R, TSC2, VEGFA, PKN2, PIK3CA, ITGA4, BCL2L11) signaling pathways. TP53 and PIK3CA were identified as most significant hub proteins. Expression profiles obtained by RT-PCR were consistent with microarray findings. PD patients showed increased proportions of CD49d+ Tregs, which correlated with disability scores. Survival pathway genes were upregulated putatively to compensate neuronal degeneration. Bioinformatics analysis showed an association between survival and inflammation genes. Increased CD49d+ Treg ratios might signify the effort of the immune system to suppress ongoing neuroinflammation.
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Affiliation(s)
- Zerrin Karaaslan
- Department of Neuroscience, Aziz Sancar Institute of Experimental Medicine, Istanbul University, Istanbul, Turkey
| | - Özlem Timirci Kahraman
- Department of Molecular Medicine, Aziz Sancar Institute of Experimental Medicine, Istanbul University, Istanbul, Turkey
| | - Elif Şanlı
- Department of Neuroscience, Aziz Sancar Institute of Experimental Medicine, Istanbul University, Istanbul, Turkey
| | - Hayriye Arzu Ergen
- Department of Molecular Medicine, Aziz Sancar Institute of Experimental Medicine, Istanbul University, Istanbul, Turkey
| | - Canan Ulusoy
- Department of Neuroscience, Aziz Sancar Institute of Experimental Medicine, Istanbul University, Istanbul, Turkey
| | - Başar Bilgiç
- Department of Neurology, Istanbul Faculty of Medicine, Istanbul University, Istanbul, Turkey
| | - Vuslat Yılmaz
- Department of Neuroscience, Aziz Sancar Institute of Experimental Medicine, Istanbul University, Istanbul, Turkey
| | - Erdem Tüzün
- Department of Neuroscience, Aziz Sancar Institute of Experimental Medicine, Istanbul University, Istanbul, Turkey
| | - Haşmet Ayhan Hanağası
- Department of Neurology, Istanbul Faculty of Medicine, Istanbul University, Istanbul, Turkey
| | - Cem İsmail Küçükali
- Department of Neuroscience, Aziz Sancar Institute of Experimental Medicine, Istanbul University, Istanbul, Turkey.
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Galet B, Ingallinesi M, Pegon J, Do Thi A, Ravassard P, Faucon Biguet N, Meloni R. G-protein coupled receptor 88 knockdown in the associative striatum reduces psychiatric symptoms in a translational male rat model of Parkinson disease. J Psychiatry Neurosci 2021; 46:E44-E55. [PMID: 32667145 PMCID: PMC7955842 DOI: 10.1503/jpn.190171] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
BACKGROUND In addition to motor disability, another characteristic feature of Parkinson disease is the early appearance of psychiatric symptoms, including apathy, depression, anxiety and cognitive deficits; treatments for these symptoms are limited by the development of adverse effects such as impulse-control disorders. In this context, we investigated the orphan G protein-coupled receptor 88 (GPR88) as a novel therapeutic target. METHODS We used lentiviral-mediated expression of specifically designed microRNA to knock down Gpr88 in a translational male rat model of early Parkinson disease obtained by dopamine loss in the dorsolateral striatum as a result of 6-hydroxydopamine lesions. We evaluated the impact of Gpr88 knockdown on the Parkinson disease model using behavioural, immunohistochemical and in situ hybridization studies. RESULTS Knockdown of Gpr88 in associative territories of the dorsal striatum efficiently reduced alterations in mood, motivation and cognition through modulation of the regulator of the G-protein signalling 4 and of the truncated splice variant of the FosB transcription factor. Knockdown of Gpr88 also reduced allostatic changes in striatal activity markers that may be related to patterns observed in patients and that provide support for an "overload" hypothesis for the etiology of the psychiatric symptoms of Parkinson disease. LIMITATIONS Behavioural tests assessing specific cognitive and motivational parameters are needed to further characterize the effects of the lesion and of Gpr88 knockdown in early-stage and advanced Parkinson disease models, presenting more extensive dopamine loss. Additional studies focusing on the direct and indirect striatal output pathways are also required, because little is known about the signalling pathways regulated by GPR88 in different striatal cell types. CONCLUSION GPR88 may constitute a highly relevant target for the treatment of the psychiatric symptoms of Parkinson disease.
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Affiliation(s)
- Benjamin Galet
- Biotechnology and Biotherapy team, ICM Brain and Spine Institute, Sorbonne University/INSERM U 1127/CNRS UMR 7225, CHU Pitié-Salpêtrière, Paris, France (Galet, Ingallinesi, Pegon, Do Thi, Ravassard, Faucon Biguet, Meloni)
| | - Manuela Ingallinesi
- Biotechnology and Biotherapy team, ICM Brain and Spine Institute, Sorbonne University/INSERM U 1127/CNRS UMR 7225, CHU Pitié-Salpêtrière, Paris, France (Galet, Ingallinesi, Pegon, Do Thi, Ravassard, Faucon Biguet, Meloni)
| | - Jonathan Pegon
- Biotechnology and Biotherapy team, ICM Brain and Spine Institute, Sorbonne University/INSERM U 1127/CNRS UMR 7225, CHU Pitié-Salpêtrière, Paris, France (Galet, Ingallinesi, Pegon, Do Thi, Ravassard, Faucon Biguet, Meloni)
| | - Anh Do Thi
- Biotechnology and Biotherapy team, ICM Brain and Spine Institute, Sorbonne University/INSERM U 1127/CNRS UMR 7225, CHU Pitié-Salpêtrière, Paris, France (Galet, Ingallinesi, Pegon, Do Thi, Ravassard, Faucon Biguet, Meloni)
| | - Philippe Ravassard
- Biotechnology and Biotherapy team, ICM Brain and Spine Institute, Sorbonne University/INSERM U 1127/CNRS UMR 7225, CHU Pitié-Salpêtrière, Paris, France (Galet, Ingallinesi, Pegon, Do Thi, Ravassard, Faucon Biguet, Meloni)
| | - Nicole Faucon Biguet
- Biotechnology and Biotherapy team, ICM Brain and Spine Institute, Sorbonne University/INSERM U 1127/CNRS UMR 7225, CHU Pitié-Salpêtrière, Paris, France (Galet, Ingallinesi, Pegon, Do Thi, Ravassard, Faucon Biguet, Meloni)
| | - Rolando Meloni
- Biotechnology and Biotherapy team, ICM Brain and Spine Institute, Sorbonne University/INSERM U 1127/CNRS UMR 7225, CHU Pitié-Salpêtrière, Paris, France (Galet, Ingallinesi, Pegon, Do Thi, Ravassard, Faucon Biguet, Meloni)
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Phung DM, Lee J, Hong S, Kim YE, Yoon J, Kim YJ. Meta-Analysis of Differentially Expressed Genes in the Substantia Nigra in Parkinson's Disease Supports Phenotype-Specific Transcriptome Changes. Front Neurosci 2020; 14:596105. [PMID: 33390883 PMCID: PMC7775392 DOI: 10.3389/fnins.2020.596105] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Accepted: 11/16/2020] [Indexed: 01/26/2023] Open
Abstract
Background Studies regarding differentially expressed genes (DEGs) in Parkinson’s disease (PD) have focused on common upstream regulators or dysregulated pathways or ontologies; however, the relationships between DEGs and disease-related or cell type-enriched genes have not been systematically studied. Meta-analysis of DEGs (meta-DEGs) are expected to overcome the limitations, such as replication failure and small sample size of previous studies. Purpose Meta-DEGs were performed to investigate dysregulated genes enriched with neurodegenerative disorder causative or risk genes in a phenotype-specific manner. Methods Six microarray datasets from PD patients and controls, for which substantia nigra sample transcriptome data were available, were downloaded from the NINDS data repository. Meta-DEGs were performed using two methods, combining p-values and combing effect size, and common DEGs were used for secondary analyses. Gene sets of cell type-enriched or disease-related genes for PD, Alzheimer’s disease (AD), and hereditary progressive ataxia were constructed by curation of public databases and/or published literatures. Results Our meta-analyses revealed 449 downregulated and 137 upregulated genes. Overrepresentation analyses with cell type-enriched genes were significant in neuron-enriched genes but not in astrocyte- or microglia-enriched genes. Meta-DEGs were significantly enriched in causative genes for hereditary disorders accompanying parkinsonism but not in genes associated with AD or hereditary progressive ataxia. Enrichment of PD-related genes was highly significant in downregulated DEGs but insignificant in upregulated genes. Conclusion Downregulated meta-DEGs were associated with PD-related genes, but not with other neurodegenerative disorder genes. These results highlight disease phenotype-specific changes in dysregulated genes in PD.
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Affiliation(s)
- Duong My Phung
- Department of Biomedical Gerontology, Ilsong Institute of Life and Science, Hallym University, Anyang, South Korea
| | - Jinwoo Lee
- Department of Computer Engineering, Hallym University, Chuncheon, South Korea
| | - SangKyoon Hong
- Hallym Institute of Translational Genomics and Bioinformatics, Anyang, South Korea
| | - Young Eun Kim
- Laboratory of Parkinson's Disease and Neurogenetics, Department of Neurology, Hallym University, Anyang, South Korea
| | - Jeehee Yoon
- Department of Computer Engineering, Hallym University, Chuncheon, South Korea
| | - Yun Joong Kim
- Department of Neurology, Yonsei University College of Medicine, Yongin, South Korea.,Department of Neurology, Yongin Severance Hospital, Yonsei University Health System, Yongin, South Korea
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Volkert MR, Crowley DJ. Preventing Neurodegeneration by Controlling Oxidative Stress: The Role of OXR1. Front Neurosci 2020; 14:611904. [PMID: 33384581 PMCID: PMC7770112 DOI: 10.3389/fnins.2020.611904] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2020] [Accepted: 11/23/2020] [Indexed: 12/31/2022] Open
Abstract
Parkinson’s disease, diabetic retinopathy, hyperoxia induced retinopathy, and neuronal damage resulting from ischemia are among the notable neurodegenerative diseases in which oxidative stress occurs shortly before the onset of neurodegeneration. A shared feature of these diseases is the depletion of OXR1 (oxidation resistance 1) gene products shortly before the onset of neurodegeneration. In animal models of these diseases, restoration of OXR1 has been shown to reduce or eliminate the deleterious effects of oxidative stress induced cell death, delay the onset of symptoms, and reduce overall severity. Moreover, increasing OXR1 expression in cells further increases oxidative stress resistance and delays onset of disease while showing no detectable side effects. Thus, restoring or increasing OXR1 function shows promise as a therapeutic for multiple neurodegenerative diseases. This review examines the role of OXR1 in oxidative stress resistance and its impact on neurodegenerative diseases. We describe the potential of OXR1 as a therapeutic in light of our current understanding of its function at the cellular and molecular level and propose a possible cascade of molecular events linked to OXR1’s regulatory functions.
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Affiliation(s)
- Michael R Volkert
- Department of Microbiology and Physiological Systems, University of Massachusetts Medical School, Worcester, MA, United States
| | - David J Crowley
- Department of Biological and Physical Sciences, Assumption University, Worcester, MA, United States
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Bordone MC, Barbosa-Morais NL. Unraveling Targetable Systemic and Cell-Type-Specific Molecular Phenotypes of Alzheimer's and Parkinson's Brains With Digital Cytometry. Front Neurosci 2020; 14:607215. [PMID: 33362460 PMCID: PMC7756021 DOI: 10.3389/fnins.2020.607215] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2020] [Accepted: 11/17/2020] [Indexed: 12/12/2022] Open
Abstract
Alzheimer's disease (AD) and Parkinson's disease (PD) are the two most common neurodegenerative disorders worldwide, with age being their major risk factor. The increasing worldwide life expectancy, together with the scarcity of available treatment choices, makes it thus pressing to find the molecular basis of AD and PD so that the causing mechanisms can be targeted. To study these mechanisms, gene expression profiles have been compared between diseased and control brain tissues. However, this approach is limited by mRNA expression profiles derived for brain tissues highly reflecting their degeneration in cellular composition but not necessarily disease-related molecular states. We therefore propose to account for cell type composition when comparing transcriptomes of healthy and diseased brain samples, so that the loss of neurons can be decoupled from pathology-associated molecular effects. This approach allowed us to identify genes and pathways putatively altered systemically and in a cell-type-dependent manner in AD and PD brains. Moreover, using chemical perturbagen data, we computationally identified candidate small molecules for specifically targeting the profiled AD/PD-associated molecular alterations. Our approach therefore not only brings new insights into the disease-specific and common molecular etiologies of AD and PD but also, in these realms, foster the discovery of more specific targets for functional and therapeutic exploration.
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Affiliation(s)
- Marie C Bordone
- Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
| | - Nuno L Barbosa-Morais
- Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina, Universidade de Lisboa, Lisbon, Portugal
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Ruffini N, Klingenberg S, Schweiger S, Gerber S. Common Factors in Neurodegeneration: A Meta-Study Revealing Shared Patterns on a Multi-Omics Scale. Cells 2020; 9:E2642. [PMID: 33302607 PMCID: PMC7764447 DOI: 10.3390/cells9122642] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Revised: 11/24/2020] [Accepted: 12/04/2020] [Indexed: 02/06/2023] Open
Abstract
Neurodegenerative diseases such as Alzheimer's disease (AD), Parkinson's disease (PD), Huntington's disease (HD), and amyotrophic lateral sclerosis (ALS) are heterogeneous, progressive diseases with frequently overlapping symptoms characterized by a loss of neurons. Studies have suggested relations between neurodegenerative diseases for many years (e.g., regarding the aggregation of toxic proteins or triggering endogenous cell death pathways). We gathered publicly available genomic, transcriptomic, and proteomic data from 177 studies and more than one million patients to detect shared genetic patterns between the neurodegenerative diseases on three analyzed omics-layers. The results show a remarkably high number of shared differentially expressed genes between the transcriptomic and proteomic levels for all conditions, while showing a significant relation between genomic and proteomic data between AD and PD and AD and ALS. We identified a set of 139 genes being differentially expressed in several transcriptomic experiments of all four diseases. These 139 genes showed overrepresented gene ontology (GO) Terms involved in the development of neurodegeneration, such as response to heat and hypoxia, positive regulation of cytokines and angiogenesis, and RNA catabolic process. Furthermore, the four analyzed neurodegenerative diseases (NDDs) were clustered by their mean direction of regulation throughout all transcriptomic studies for this set of 139 genes, with the closest relation regarding this common gene set seen between AD and HD. GO-Term and pathway analysis of the proteomic overlap led to biological processes (BPs), related to protein folding and humoral immune response. Taken together, we could confirm the existence of many relations between Alzheimer's disease, Parkinson's disease, Huntington's disease, and amyotrophic lateral sclerosis on transcriptomic and proteomic levels by analyzing the pathways and GO-Terms arising in these intersections. The significance of the connection and the striking relation of the results to processes leading to neurodegeneration between the transcriptomic and proteomic data for all four analyzed neurodegenerative diseases showed that exploring many studies simultaneously, including multiple omics-layers of different neurodegenerative diseases simultaneously, holds new relevant insights that do not emerge from analyzing these data separately. Furthermore, the results shed light on processes like the humoral immune response that have previously been described only for certain diseases. Our data therefore suggest human patients with neurodegenerative diseases should be addressed as complex biological systems by integrating multiple underlying data sources.
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Affiliation(s)
- Nicolas Ruffini
- Institute for Human Genetics, University Medical Center, Johannes Gutenberg University, 55131 Mainz, Germany; (N.R.); (S.K.); (S.S.)
- Leibniz Institute for Resilience Research, Leibniz Association, Wallstraße 7, 55122 Mainz, Germany
| | - Susanne Klingenberg
- Institute for Human Genetics, University Medical Center, Johannes Gutenberg University, 55131 Mainz, Germany; (N.R.); (S.K.); (S.S.)
| | - Susann Schweiger
- Institute for Human Genetics, University Medical Center, Johannes Gutenberg University, 55131 Mainz, Germany; (N.R.); (S.K.); (S.S.)
| | - Susanne Gerber
- Institute for Human Genetics, University Medical Center, Johannes Gutenberg University, 55131 Mainz, Germany; (N.R.); (S.K.); (S.S.)
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Monaco A, Pantaleo E, Amoroso N, Bellantuono L, Lombardi A, Tateo A, Tangaro S, Bellotti R. Identifying potential gene biomarkers for Parkinson's disease through an information entropy based approach. Phys Biol 2020; 18:016003. [PMID: 33049726 DOI: 10.1088/1478-3975/abc09a] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/18/2022]
Abstract
Parkinson's disease (PD) is a chronic, progressive neurodegenerative disease and represents the most common disease of this type, after Alzheimer's dementia. It is characterized by motor and nonmotor features and by a long prodromal stage that lasts many years. Genetic research has shown that PD is a complex and multisystem disorder. To capture the molecular complexity of this disease we used a complex network approach. We maximized the information entropy of the gene co-expression matrix betweenness to obtain a gene adjacency matrix; then we used a fast greedy algorithm to detect communities. Finally we applied principal component analysis on the detected gene communities, with the ultimate purpose of discriminating between PD patients and healthy controls by means of a random forests classifier. We used a publicly available substantia nigra microarray dataset, GSE20163, from NCBI GEO database, containing gene expression profiles for 10 PD patients and 18 normal controls. With this methodology we identified two gene communities that discriminated between the two groups with mean accuracy of 0.88 ± 0.03 and 0.84 ± 0.03, respectively, and validated our results on an independent microarray experiment. The two gene communities presented a considerable reduction in size, over 100 times, compared to the initial network and were stable within a range of tested parameters. Further research focusing on the restricted number of genes belonging to the selected communities may reveal essential mechanisms responsible for PD at a network level and could contribute to the discovery of new biomarkers for PD.
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Affiliation(s)
- A Monaco
- Istituto Nazionale di Fisica Nucleare (INFN), Sezione di Bari, Bari, Italy
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