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Almasi F, Abbasloo F, Soltani N, Dehbozorgi M, Moghadam Fard A, Kiani A, Ghasemzadeh N, Mesgari H, Zadeh Hosseingholi E, Payandeh Z, Rahmanpour P. Biology, Pathology, and Targeted Therapy of Exosomal Cargoes in Parkinson's Disease: Advances and Challenges. Mol Neurobiol 2025:10.1007/s12035-025-04788-7. [PMID: 39998798 DOI: 10.1007/s12035-025-04788-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/21/2024] [Accepted: 02/14/2025] [Indexed: 02/27/2025]
Abstract
Parkinson's disease (PD) involves the loss of dopamine neurons and accumulation of alpha-synuclein (α-syn), leading to Lewy bodies. While α-syn-targeting immunotherapies show promise, clinical application is challenging. Emerging strategies include nano-platforms for targeted delivery and imaging, and cell-based therapies with patient-specific dopaminergic neurons, aiming to enhance treatment effectiveness despite challenges. Exosome-based methodologies are emerging as a promising area of research in PD due to their role in the spread of α-syn pathology. Exosomes are small extracellular vesicles that can carry misfolded α-syn and transfer it between cells, contributing to the progression of PD. They can be isolated from biological fluids such as blood and cerebrospinal fluid, making them valuable biomarkers for the disease. Additionally, engineering exosomes to deliver therapeutic agents, including small molecules, RNA, or proteins, offers a novel approach for targeted therapy, capitalizing on their natural ability to cross the blood-brain barrier (BBB). Ongoing studies are evaluating the safety and efficacy of these engineered exosomes in clinical settings. This review explores the role of exosomes in PD, focusing on their potential for diagnosis, treatment, and understanding of pathology. It highlights advancements and future directions in using exosomes as biomarkers and therapeutic tools.
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Affiliation(s)
- Faezeh Almasi
- Zanjan Pharmaceutical Nanotechnology Research Center (ZPNRC), Department of Pharmaceutical Nanotechnology, School of Pharmacy, Zanjan University of Medical Sciences, Zanjan, 45139-56184, Iran.
| | - Faeze Abbasloo
- Shariati Hospital, Tehran University of Medical Sciences, Tehran, Iran
| | - Narges Soltani
- Center for Gene Regulation in Health and Disease, Department of Biological Sciences, Cleveland State University, Cleveland, OH, 44115, USA
| | - Masoud Dehbozorgi
- Faculty of Medicine, Rheinisch-Westfälische Technische Hochschule Aachen (RWTH Aachen), Aachen City, Germany
| | | | - Arash Kiani
- Yasuj University of Medical Sciences, Yasuj, Iran
| | - Nasim Ghasemzadeh
- School of Natural Sciences and Mathematics, University of Dallas, Richardson, TX, USA
| | - Hassan Mesgari
- Oral and Maxillofacial Surgery Department, Faculty of Dentistry, Tehran Branch, Islamic Azad University, Tehran, Iran
| | - Elaheh Zadeh Hosseingholi
- Department of Biology, Faculty of Basic Sciences, Azarbaijan Shahid Madani University, Tabriz, Iran.
| | - Zahra Payandeh
- Department of Rheumatology and Inflammation Research, Institute of Medicine, Sahlgrenska Academy, University of Gothenburg, 41346, Gothenburg, Sweden.
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Fu Q, Yu Q, Luo H, Liu Z, Ma X, Wang H, Cheng Z. Protective effects of wogonin in the treatment of central nervous system and degenerative diseases. Brain Res Bull 2025; 221:111202. [PMID: 39814324 DOI: 10.1016/j.brainresbull.2025.111202] [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: 10/26/2024] [Revised: 12/29/2024] [Accepted: 01/07/2025] [Indexed: 01/18/2025]
Abstract
Wogonin, an O-methylated flavonoid extracted from Scutellaria baicalensis, has demonstrated profound neuroprotective effects in a range of central nervous system (CNS) diseases. This review elucidates the pharmacological mechanisms underlying the protective effects of wogonin in CNS diseases, including ischemic stroke, hemorrhagic stroke, traumatic brain injury, epilepsy, anxiety, neurodegenerative diseases, and CNS infections. Wogonin modulates key signaling pathways, such as the MAPK, NF-κB, and ROS pathways, contributing to its anti-inflammatory, antioxidant, and antiapoptotic properties. In ischemic stroke models, wogonin reduces infarct size and enhances neurological outcomes by mitigating inflammation and oxidative stress. For patients with hemorrhagic stroke and traumatic brain injury, it accelerates hematoma regression, mitigates secondary brain damage, and promotes neurogenesis, making it an entirely new treatment option for patients with limited access to this type of therapy. Its anticonvulsant and anxiolytic effects are mediated through GABA-A receptor modulation. Moreover, wogonin shows promise in treating neurodegenerative diseases such as Alzheimer's disease and Parkinson's disease by promoting autophagy and reducing neuroinflammation. Additionally, it exhibits antiviral properties, offering potential benefits against CNS infections. Despite extensive preclinical evidence, further clinical studies are warranted to confirm its efficacy and safety in humans. This review highlights the great therapeutic potential of wogonin in terms of CNS protection. However, despite the substantial preclinical evidence, further large-scale clinical studies are necessary. Future researchers need to further explore the long-term efficacy and safety of wogonin in clinical trials and translate it for early application in the clinical treatment of true CNS disorders.
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Affiliation(s)
- Qingan Fu
- Department of Neurology, the Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, No. 1, Minde Road, Nanchang, Jiangxi 330006, China; Department of Cardiovascular Medicine, The Second Affiliated Hospital of Nanchang University, No. 1, Minde Road, Nanchang, Jiangxi 330006, China
| | - Qingyun Yu
- Department of Cardiovascular Medicine, The Second Affiliated Hospital of Nanchang University, No. 1, Minde Road, Nanchang, Jiangxi 330006, China
| | - Hongdan Luo
- Department of Respiratory and Critical Care Medicine, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi, China
| | - Zhekang Liu
- Rheumatology and Immunology Department, The Second Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, China
| | - Xiaowei Ma
- Department of Cardiovascular Medicine, The Second Affiliated Hospital of Nanchang University, No. 1, Minde Road, Nanchang, Jiangxi 330006, China
| | - Huijian Wang
- Department of Cardiovascular Medicine, The Second Affiliated Hospital of Nanchang University, No. 1, Minde Road, Nanchang, Jiangxi 330006, China
| | - Zhijuan Cheng
- Department of Neurology, the Second Affiliated Hospital, Jiangxi Medical College, Nanchang University, No. 1, Minde Road, Nanchang, Jiangxi 330006, China.
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Li M, Tong F, Wu B, Dong X. Radiation-Induced Brain Injury: Mechanistic Insights and the Promise of Gut-Brain Axis Therapies. Brain Sci 2024; 14:1295. [PMID: 39766494 PMCID: PMC11674909 DOI: 10.3390/brainsci14121295] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2024] [Revised: 12/17/2024] [Accepted: 12/19/2024] [Indexed: 01/11/2025] Open
Abstract
Radiation therapy is widely recognized as an efficacious modality for treating neoplasms located within the craniofacial region. Nevertheless, this approach is not devoid of risks, predominantly concerning potential harm to the neural structures. Adverse effects may encompass focal cerebral necrosis, cognitive function compromise, cerebrovascular pathology, spinal cord injury, and detriment to the neural fibers constituting the brachial plexus. With increasing survival rates among oncology patients, evaluating post-treatment quality of life has become crucial in assessing the benefits of radiation therapy. Consequently, it is imperative to investigate therapeutic strategies to mitigate cerebral complications from radiation exposure. Current management of radiation-induced cerebral damage involves corticosteroids and bevacizumab, with preclinical research on antioxidants and thalidomide. Despite these efforts, an optimal treatment remains elusive. Recent studies suggest the gut microbiota's involvement in neurologic pathologies. This review aims to discuss the causes and existing treatments for radiation-induced cerebral injury and explore gut microbiota modulation as a potential therapeutic strategy.
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Affiliation(s)
- Mengting Li
- Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
- Hubei Key Laboratory of Precision Radiation Oncology, Wuhan 430022, China
- Institute of Radiation Oncology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
| | - Fan Tong
- Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
- Hubei Key Laboratory of Precision Radiation Oncology, Wuhan 430022, China
- Institute of Radiation Oncology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
| | - Bian Wu
- Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
- Hubei Key Laboratory of Precision Radiation Oncology, Wuhan 430022, China
- Institute of Radiation Oncology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
| | - Xiaorong Dong
- Cancer Center, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
- Hubei Key Laboratory of Precision Radiation Oncology, Wuhan 430022, China
- Institute of Radiation Oncology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology, Wuhan 430022, China
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Ahanger IA, Dar TA. Small molecule modulators of alpha-synuclein aggregation and toxicity: Pioneering an emerging arsenal against Parkinson's disease. Ageing Res Rev 2024; 101:102538. [PMID: 39389237 DOI: 10.1016/j.arr.2024.102538] [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: 06/21/2024] [Revised: 10/01/2024] [Accepted: 10/03/2024] [Indexed: 10/12/2024]
Abstract
Parkinson's disease (PD) is primarily characterized by loss of dopaminergic neurons in the substantia nigra pars compacta region of the brain and accumulation of aggregated forms of alpha-synuclein (α-Syn), an intrinsically disordered protein, in the form of Lewy Bodies and Lewy Neurites. Substantial evidences point to the aggregated/fibrillar forms of α-Syn as a central event in PD pathogenesis, underscoring the modulation of α-Syn aggregation as a promising strategy for PD treatment. Consequently, numerous anti-aggregation agents, spanning from small molecules to polymers, have been scrutinized for their potential to mitigate α-Syn aggregation and its associated toxicity. Among these, small molecule modulators like osmoprotectants, polyphenols, cellular metabolites, metals, and peptides have emerged as promising candidates with significant potential in PD management. This article offers a comprehensive overview of the effects of these small molecule modulators on the aggregation propensity and associated toxicity of α-Syn and its PD-associated mutants. It serves as a valuable resource for identifying and developing potent, non-invasive, non-toxic, and highly specific small molecule-based therapeutic arsenal for combating PD. Additionally, it raises pertinent questions aimed at guiding future research endeavours in the field of α-Syn aggregation remodelling.
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Affiliation(s)
- Ishfaq Ahmad Ahanger
- Department of Clinical Biochemistry, University of Kashmir, Srinagar, Jammu and Kashmir 190006, India.
| | - Tanveer Ali Dar
- Department of Clinical Biochemistry, University of Kashmir, Srinagar, Jammu and Kashmir 190006, India.
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Li R, Miao Z, Liu Y, Chen X, Wang H, Su J, Chen J. The Brain-Gut-Bone Axis in Neurodegenerative Diseases: Insights, Challenges, and Future Prospects. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2024; 11:e2307971. [PMID: 39120490 PMCID: PMC11481201 DOI: 10.1002/advs.202307971] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/22/2023] [Revised: 06/04/2024] [Indexed: 08/10/2024]
Abstract
Neurodegenerative diseases are global health challenges characterized by the progressive degeneration of nerve cells, leading to cognitive and motor impairments. The brain-gut-bone axis, a complex network that modulates multiple physiological systems, has gained increasing attention owing to its profound effects on the occurrence and development of neurodegenerative diseases. No comprehensive review has been conducted to clarify the triangular relationship involving the brain-gut-bone axis and its potential for innovative therapies for neurodegenerative disorders. In light of this, a new perspective is aimed to propose on the interplay between the brain, gut, and bone systems, highlighting the potential of their dynamic communication in neurodegenerative diseases, as they modulate multiple physiological systems, including the nervous, immune, endocrine, and metabolic systems. Therapeutic strategies for maintaining the balance of the axis, including brain health regulation, intestinal microbiota regulation, and improving skeletal health, are also explored. The intricate physiological interactions within the brain-gut-bone axis pose a challenge in the development of effective treatments that can comprehensively target this system. Furthermore, the safety of these treatments requires further evaluation. This review offers a novel insights and strategies for the prevention and treatment of neurodegenerative diseases, which have important implications for clinical practice and patient well-being.
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Affiliation(s)
- Rong Li
- Department of NeurosurgeryShanghai Changhai HospitalNaval Medical UniversityShanghai200433China
| | - Zong Miao
- Department of NeurosurgeryShanghai Changhai HospitalNaval Medical UniversityShanghai200433China
| | - Yu'e Liu
- Tongji University Cancer CenterShanghai Tenth People's Hospital of Tongji UniversitySchool of MedicineTongji UniversityShanghai200092China
| | - Xiao Chen
- Department of OrthopedicsXinhua HospitalShanghai Jiao Tong University School of MedicineShanghai200092China
- Institute of Translational MedicineShanghai UniversityShanghai200444China
- Organoid Research CenterShanghai UniversityShanghai200444China
| | - Hongxiang Wang
- Department of NeurosurgeryShanghai Changhai HospitalNaval Medical UniversityShanghai200433China
| | - Jiacan Su
- Department of OrthopedicsXinhua HospitalShanghai Jiao Tong University School of MedicineShanghai200092China
- Institute of Translational MedicineShanghai UniversityShanghai200444China
- Organoid Research CenterShanghai UniversityShanghai200444China
| | - Juxiang Chen
- Department of NeurosurgeryShanghai Changhai HospitalNaval Medical UniversityShanghai200433China
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Yang X, Zhangyi Z, Yu A, Zhou Q, Xia A, Qiu J, Cai M, Chu X, Li L, Feng Z, Luo Z, Sun G, Zhang J, Geng M, Chen S, Xie Z. GV-971 attenuates the progression of neuromyelitis optica in murine models and reverses alterations in gut microbiota and associated peripheral abnormalities. CNS Neurosci Ther 2024; 30:e14847. [PMID: 38973196 PMCID: PMC11228355 DOI: 10.1111/cns.14847] [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: 01/06/2024] [Revised: 06/12/2024] [Accepted: 06/25/2024] [Indexed: 07/09/2024] Open
Abstract
AIMS Growing evidence suggests that an imbalanced gut microbiota composition plays a crucial role in the development of neuromyelitis optica spectrum disorders (NMOSD), an inflammatory demyelinating disease primarily affecting the optic nerves and central nervous system (CNS). In light of this, we explored the potential therapeutic benefits of GV-971 in NMOSD. GV-971 is a drug used for treating mild-to-moderate Alzheimer's disease, which targets the gut-brain axis and reduces neuroinflammation. METHODS To evaluate GV-971's effects, we employed the experimental autoimmune encephalomyelitis (EAE) mouse model to establish NMOSD animal models. This was achieved by injecting NMO-IgG into aged mice (11 months old) or using NMO-IgG along with complement injection and microbubble-enhanced low-frequency ultrasound (MELFUS) techniques in young mice (7 weeks old). We assessed the impact of GV-971 on incidence rate, clinical scores, body weight, and survival, with methylprednisolone serving as a positive control. In NMOSD models of young mice, we analyzed spinal cord samples through H&E staining, immunohistochemistry, and Luxol Fast Blue staining. Fecal samples collected at different time points underwent 16S rRNA gene sequencing, while plasma samples were analyzed using cytokine array and untargeted metabolomics analysis. RESULTS Our findings indicated that GV-971 significantly reduced the incidence of NMOSD, alleviated symptoms, and prolonged survival in NMOSD mouse models. The NMOSD model exhibited substantial neuroinflammation and injury, accompanied by imbalances in gut microbiota, peripheral inflammation, and metabolic disorders, suggesting a potentially vicious cycle that accelerates disease pathogenesis. Notably, GV-971 effectively reduces neuroinflammation and injury, and restores gut microbiota composition, as well as ameliorates peripheral inflammation and metabolic disorders. CONCLUSIONS GV-971 attenuates the progression of NMOSD in murine models and reduces neuroinflammation and injury, likely through its effects on remodeling gut microbiota and peripheral inflammation and metabolic disorders.
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Affiliation(s)
- Xinying Yang
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China
- Shanghai Green Valley Pharmaceutical Co., Ltd, Shanghai, China
| | - Zhongheng Zhangyi
- Department of Neurology, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Aisong Yu
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China
| | - Qinming Zhou
- Department of Neurology, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
| | - Aihua Xia
- Shanghai Green Valley Pharmaceutical Co., Ltd, Shanghai, China
| | - Ji Qiu
- Shanghai Green Valley Pharmaceutical Co., Ltd, Shanghai, China
| | - Meixiang Cai
- Shanghai Green Valley Pharmaceutical Co., Ltd, Shanghai, China
| | - Xingkun Chu
- Shanghai Green Valley Pharmaceutical Co., Ltd, Shanghai, China
| | - Liang Li
- Shanghai Green Valley Pharmaceutical Co., Ltd, Shanghai, China
| | - Zhengnan Feng
- Shanghai Green Valley Pharmaceutical Co., Ltd, Shanghai, China
| | - Zhiyu Luo
- Shanghai Green Valley Pharmaceutical Co., Ltd, Shanghai, China
| | - Guangqiang Sun
- Shanghai Green Valley Pharmaceutical Co., Ltd, Shanghai, China
- Shandong Laboratory of Yantai Drug Discovery, Bohai Rim Advanced Research Institute for Drug Discovery, Yantai, Shandong, China
| | - Jing Zhang
- Shanghai Green Valley Pharmaceutical Co., Ltd, Shanghai, China
| | - Meiyu Geng
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China
- Shandong Laboratory of Yantai Drug Discovery, Bohai Rim Advanced Research Institute for Drug Discovery, Yantai, Shandong, China
| | - Sheng Chen
- Department of Neurology, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, China
- Co-innovation Center of Neuroregeneration, Nantong University, Nantong, China
| | - Zuoquan Xie
- State Key Laboratory of Drug Research, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, Shanghai, China
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Yu Z, Yang Y, Chan RB, Shi M, Stewart T, Huang Y, Liu Z, Lan G, Sheng L, Tian C, Yang D, Zhang J. GV-971 attenuates α-Synuclein aggregation and related pathology. CNS Neurosci Ther 2024; 30:e14393. [PMID: 37563872 PMCID: PMC10848097 DOI: 10.1111/cns.14393] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2022] [Revised: 06/10/2023] [Accepted: 06/24/2023] [Indexed: 08/12/2023] Open
Abstract
RATIONALE Synucleinopathies, including Parkinson's disease (PD), multiple system atrophy (MSA), and dementia with Lewy bodies (DLB), share a distinct pathological feature, that is, a widespread accumulation of α-synuclein (α-syn) in the brain. There is a significant clinical unmet need for disease-modifying treatments for synucleinopathies. Recently, a seaweed-derived mixture of oligosaccharides sodium oligomannate, GV-971, was approved for Phase 2 clinical trials for PD. This study aimed to further evaluate the therapeutic effects of GV-971 on synucleinopathies using cellular and animal models and explore its associated molecular mechanisms. METHODS α-Syn aggregation was assessed, in vitro and ex vivo, by ThT assay. A dopaminergic neuron cell line, Prnp-SNCAA53T mice, and brain slices from PD and DLB patients were used to determine the efficacy of GV-971 in ameliorating α-syn pathology. Measurements of motor functions, including pole, cylinder, and rotarod tests, were conducted on Prnp-SNCAA53T mice 4 weeks after intragastric administration of GV-971 (200 mg day-1 kg-1 ). RESULTS GV-971 effectively prevented α-syn aggregation and even disassembled pre-aggregated α-syn fibrils, in vitro and ex vivo. In addition, GV-971 was able to rescue α-syn-induced neuronal damage and reduced release of extracellular vesicles (EVs), likely via modulating Alix expression. In the Prnp-SNCAA53T mouse model, when treated at the age of 5 months, GV-971 significantly decreased α-syn deposition in the cortex, midbrain, and cerebellum regions, along with ameliorating the motor dysfunctions. CONCLUSIONS Our results indicate that GV-971, when administered at a relatively early stage of the disease process, significantly reduced α-syn accumulation and aggregation in Prnp-SNCAA53T mice. Furthermore, GV-971 corrected α-syn-induced inhibition of EVs release in neurons, contributing to neuronal protection. Future studies are needed to further assess GV-971 as a promising disease-modifying therapy for PD and other synucleinopathies.
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Affiliation(s)
- Zhenwei Yu
- Beijing Neurosurgical InstituteCapital Medical UniversityBeijingChina
| | - Ying Yang
- Department of Pathology, The First Affiliated HospitalZhejiang University School of MedicineHangzhouChina
- National Health and Disease Human Brain Tissue Resource CenterZhejiang UniversityHangzhouChina
| | | | - Min Shi
- Department of PathologyUniversity of Washington School of MedicineSeattleWashingtonUSA
| | - Tessandra Stewart
- Department of PathologyUniversity of Washington School of MedicineSeattleWashingtonUSA
| | - Yang Huang
- Department of PathologyPeking University Health Science Center and Third HospitalBeijingChina
| | - Zongran Liu
- Department of PathologyPeking University Health Science Center and Third HospitalBeijingChina
| | - Guoyu Lan
- Department of PathologyPeking University Health Science Center and Third HospitalBeijingChina
| | - Lifu Sheng
- Department of PathologyUniversity of Washington School of MedicineSeattleWashingtonUSA
| | - Chen Tian
- Department of Pathology, The First Affiliated HospitalZhejiang University School of MedicineHangzhouChina
| | - Dishun Yang
- Department of PathologyUniversity of Washington School of MedicineSeattleWashingtonUSA
| | - Jing Zhang
- Department of Pathology, The First Affiliated HospitalZhejiang University School of MedicineHangzhouChina
- National Health and Disease Human Brain Tissue Resource CenterZhejiang UniversityHangzhouChina
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Geng C, Wang Z, Tang Y. Machine learning in Alzheimer's disease drug discovery and target identification. Ageing Res Rev 2024; 93:102172. [PMID: 38104638 DOI: 10.1016/j.arr.2023.102172] [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: 10/13/2023] [Revised: 11/28/2023] [Accepted: 12/13/2023] [Indexed: 12/19/2023]
Abstract
Alzheimer's disease (AD) stands as a formidable neurodegenerative ailment that poses a substantial threat to the elderly population, with no known curative or disease-slowing drugs in existence. Among the vital and time-consuming stages in the drug discovery process, disease modeling and target identification hold particular significance. Disease modeling allows for a deeper comprehension of disease progression mechanisms and potential therapeutic avenues. On the other hand, target identification serves as the foundational step in drug development, exerting a profound influence on all subsequent phases and ultimately determining the success rate of drug development endeavors. Machine learning (ML) techniques have ushered in transformative breakthroughs in the realm of target discovery. Leveraging the strengths of large dataset analysis, multifaceted data processing, and the exploration of intricate biological mechanisms, ML has become instrumental in the quest for effective AD treatments. In this comprehensive review, we offer an account of how ML methodologies are being deployed in the pursuit of drug discovery for AD. Furthermore, we provide an overview of the utilization of ML in uncovering potential intervention strategies and prospective therapeutic targets for AD. Finally, we discuss the principal challenges and limitations currently faced by these approaches. We also explore the avenues for future research that hold promise in addressing these challenges.
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Affiliation(s)
- Chaofan Geng
- Department of Neurology & Innovation Center for Neurological Disorders, Xuanwu Hospital, Capital Medical University, National Center for Neurological Disorders, Beijing, China
| | - ZhiBin Wang
- Department of Neurology & Innovation Center for Neurological Disorders, Xuanwu Hospital, Capital Medical University, National Center for Neurological Disorders, Beijing, China
| | - Yi Tang
- Department of Neurology & Innovation Center for Neurological Disorders, Xuanwu Hospital, Capital Medical University, National Center for Neurological Disorders, Beijing, China; Neurodegenerative Laboratory of Ministry of Education of the People's Republic of China, Beijing, China.
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