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Cai R, Liu J, Wang X, An T, Zhang L. Identification of daurisoline metabolites in rats via the UHPLC-Q-exactive orbitrap mass spectrometer. J Pharm Biomed Anal 2024; 252:116482. [PMID: 39321490 DOI: 10.1016/j.jpba.2024.116482] [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: 07/14/2024] [Revised: 08/26/2024] [Accepted: 09/17/2024] [Indexed: 09/27/2024]
Abstract
Daurisoline, a bisbenzylisoquinoline alkaloid extracted from the rhizomes of Menispermum dauricum, exhibits diverse biological activities, encompassing antiplatelet, anti-inflammatory, neuroprotective, and antitumor properties. However, previous investigations have not comprehensively elucidated the metabolic profile and pathways of daurisoline in vivo. Using Ultra-High-Performance Liquid Chromatography with Q-Exactive Orbitrap Mass Spectrometry technology, we comprehensively investigated the metabolites of daurisoline in Sprague-Dawley rats, following intragastric administration. Data collection and analysis were enhanced through Full Scan MS/dd-MS2, in conjunction with parallel reaction monitoring, extracted ion chromatography, and diagnostic fragment ions. Sixty-three metabolites were detected and characterized, including sixty-two novel metabolites and coclaurine. This investigation elucidated the cleavage patterns and tissue distribution characteristics of the metabolism of daurisoline. Furthermore, in vivo reactions, including dehydrogenation, hydroxylation, methylation, sulfation and glucuronidation, were thoroughly examined. Investigating the metabolites of daurisoline in rats has deepened our understanding of its metabolism in vivo, aiding in elucidating its metabolic and pharmacological actions. This provides a valuable foundation for further research into its therapeutic efficacy.
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Affiliation(s)
- Ruijun Cai
- Department of Pharmacy, Shanghai General Hospital Jiuquan Hospital (The People's Hospital of Jiuquan), Jiuquan, GanSu 735000, China
| | - Jing Liu
- Department of Pharmacy, Shanghai General Hospital Jiuquan Hospital (The People's Hospital of Jiuquan), Jiuquan, GanSu 735000, China
| | - Xuefang Wang
- Department of Pharmacy, Shanghai General Hospital Jiuquan Hospital (The People's Hospital of Jiuquan), Jiuquan, GanSu 735000, China
| | - Tao An
- Department of Pharmacy, Shanghai General Hospital Jiuquan Hospital (The People's Hospital of Jiuquan), Jiuquan, GanSu 735000, China
| | - Ling Zhang
- Department of Pharmacy, Shanghai General Hospital Jiuquan Hospital (The People's Hospital of Jiuquan), Jiuquan, GanSu 735000, China.
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Liu Z, Shang Q, Zuo H, Li H, Fang D, Zhang J, Huang HD, Granato D, Chen J, Chen J. Cynomorium songaricum: UHPLC/ESI-LTQ-Orbitrap-MS analysis and mechanistic study on insulin sensitivity of a flavonoid-enriched fraction. PHYTOMEDICINE : INTERNATIONAL JOURNAL OF PHYTOTHERAPY AND PHYTOPHARMACOLOGY 2024; 132:155862. [PMID: 39032280 DOI: 10.1016/j.phymed.2024.155862] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2023] [Revised: 06/09/2024] [Accepted: 07/06/2024] [Indexed: 07/23/2024]
Abstract
BACKGROUND Type 2 diabetes mellitus (T2DM) is a chronic metabolic disorder characterized by elevated blood glucose levels, posing a significant global health concern due to its increasing prevalence. Insulin resistance (IR) plays a major role in the development of T2DM and is often linked to factors such as obesity, physical inactivity, and a sedentary lifestyle. Recently, there has been growing interest in exploring the potential of natural products for improving insulin sensitivity and glucose metabolism. Among these, Cynomorium songaricum Rupr., an edible parasitic plant, has shown promising antidiabetic effects. However, research on its beneficial effects on IR is still nascent. Therefore, this study aims to investigate the application of a Cynomorium songaricum flavonoid-enriched fraction (CSF) in the treatment of IR in T2DM, along with elucidating the chemical and biochemical mechanisms involved. METHOD First, UHPLC/ESI-LTQ-Orbitrap-MS was utilized to perform a chemical profiling of CSF. Subsequently, glycogen synthesis, gluconeogenesis and glucose consumption assays were conducted on HepG2 cells with a high glucose high insulin-induced IR model to illustrate the favorable impacts of CSF on IR. Then, an innovative network pharmacology analysis was executed to predict the potential chemical components and hub genes contributing to CSF's protective effect against IR. To further elucidate molecular interactions, molecular docking studies were performed, focusing on the binding interactions between active constituents of CSF and crucial targets. Additionally, an RNA-sequencing assay was employed to uncover the underlying biochemical signaling pathway responsible for CSF's beneficial effects. To validate these findings, western blot and qPCR assays were employed to verify the pathways related to IR and the potential signaling cascades leading to the amelioration of IR. RESULTS The UHPLC/ESI-LTQ-Orbitrap-MS analysis successfully identified a total of thirty-six flavonoids derived from CSF. Moreover, CSF was shown to significantly improve glycogen synthesis and glucose consumption as well as inhibit gluconeogenesis in HepG2 cells of IR. An innovative network pharmacology analysis unveiled key hub genes-AKT1 and PI3K-integral to metabolic syndrome-related signaling pathways, which contributed to the favorable impact of CSF against IR. Noteworthy active ingredients including quercetin, ellagic acid and naringenin were identified as potential contributors to these effects. The results of western blot and qPCR assays provided compelling evidence that CSF improved insulin sensitivity by modulating the PI3K-Akt signaling pathway. Subsequent RNA-sequencing analysis, in tandem with western blot assays, delved deeper into the potential mechanisms underlying CSF's advantageous effects against IR, potentially associated with the enhancement of endoplasmic reticulum (ER) proteostasis. CONCLUSION CSF exhibited a remarkable ability to enhance insulin sensitivity in the IR model of HepG2 cells. This was evident through enhancements in glycogen synthesis and glucose consumption, along with its inhibitory impact on gluconeogenesis. Furthermore, CSF demonstrated an improvement in the insulin-mediated PI3K-Akt signaling pathway. The potential active constituents were identified as quercetin, ellagic acid and naringenin. The underlying biochemical mechanisms responsible for CSF's beneficial effects against IR were closely linked to its capacity to mitigate ER stress, thereby offering a comprehensive understanding of its protective action.
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Affiliation(s)
- Zhihao Liu
- Shenzhen Key Laboratory of Steroid Drug Discovery and Development, School of Medicine, The Chinese University of Hong Kong, Shenzhen, Guangdong, 518172, PR China; School of Medicine, The Chinese University of Hong Kong, Shenzhen, Guangdong, 518172, PR China; The Chinese University of Hong Kong, Shenzhen Futian Biomedical Innovation R&D Center, Shenzhen, China
| | - Qixiang Shang
- Shenzhen Key Laboratory of Steroid Drug Discovery and Development, School of Medicine, The Chinese University of Hong Kong, Shenzhen, Guangdong, 518172, PR China; School of Medicine, The Chinese University of Hong Kong, Shenzhen, Guangdong, 518172, PR China
| | - Huali Zuo
- Warshel Institute for Computational Biology, School of Medicine, The Chinese University of Hong Kong, Shenzhen, Guangdong, 518172, PR China
| | - Haimeng Li
- Shenzhen Key Laboratory of Steroid Drug Discovery and Development, School of Medicine, The Chinese University of Hong Kong, Shenzhen, Guangdong, 518172, PR China; School of Medicine, The Chinese University of Hong Kong, Shenzhen, Guangdong, 518172, PR China
| | - Daozheng Fang
- Shenzhen Key Laboratory of Steroid Drug Discovery and Development, School of Medicine, The Chinese University of Hong Kong, Shenzhen, Guangdong, 518172, PR China; School of Medicine, The Chinese University of Hong Kong, Shenzhen, Guangdong, 518172, PR China; The Chinese University of Hong Kong, Shenzhen Futian Biomedical Innovation R&D Center, Shenzhen, China
| | - Jiayu Zhang
- School of Pharmacy, Binzhou Medical University, Yantai, China
| | - Hsien-Da Huang
- Warshel Institute for Computational Biology, School of Medicine, The Chinese University of Hong Kong, Shenzhen, Guangdong, 518172, PR China
| | - Daniel Granato
- Bioactivity and Applications Lab, Department of Biological Sciences, University of Limerick, Limerick V94 T9PX, Ireland
| | - Jianping Chen
- Shenzhen Key Laboratory of Hospital Chinese Medicine Preparation, Shenzhen Traditional Chinese Medicine Hospital, The Fourth Clinical Medical College of Guangzhou University of Chinese Medicine, Shenzhen, China
| | - Jihang Chen
- Shenzhen Key Laboratory of Steroid Drug Discovery and Development, School of Medicine, The Chinese University of Hong Kong, Shenzhen, Guangdong, 518172, PR China; School of Medicine, The Chinese University of Hong Kong, Shenzhen, Guangdong, 518172, PR China; The Chinese University of Hong Kong, Shenzhen Futian Biomedical Innovation R&D Center, Shenzhen, China.
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Liu YK, Liu CJ, Tian RF, Liu XC, Zhang YW, Zhang FC, Zhang JH, Yao YC, Cao GY, Meng ZQ. Metabolic profiles of Fufang Xiling Jiedu capsule in rats by ultra-performance liquid chromatography coupled with quadrupole time-of-flight tandem mass spectrometry. J Sep Sci 2024; 47:e2300788. [PMID: 38286727 DOI: 10.1002/jssc.202300788] [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: 10/26/2023] [Revised: 12/27/2023] [Accepted: 01/06/2024] [Indexed: 01/31/2024]
Abstract
Fufang Xiling Jiedu capsule (FXJC), a traditional Chinese medicine that evolved from "Yinqiao Powder", is widely used for the treatment of cold and influenza. However, due to a lack of in vivo metabolism research, the chemical components responsible for the therapeutic effects still remain unclear. Hence, this study aimed to describe the metabolic profiles of the FXJC in rat plasma, urine, and feces. A combined data mining strategy based on ultra-performance liquid chromatography coupled with quadrupole time-of-flight tandem mass spectrometry was employed and 201 xenobiotics, including 117 prototype components and 84 metabolites were detected. Phenolic acids, flavonoids, triterpenes, and lignans were prominent ingredients absorbed in vivo, and the major metabolic pathways of the detected metabolites were glucuronidation, sulfation, methylation, and oxidation. This is the first systematic study on the metabolism of the FXJC in vivo, providing valuable information for future studies on the efficacy, toxicity, and mechanism of the FXJC.
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Affiliation(s)
- Yu-Kang Liu
- Shandong Hongjitang Pharmaceutical Group Co., Ltd., Jinan, P. R. China
- Shandong Province Technical Innovation Center of Traditional Chinese Medicine Treatment of Respiratory Diseases, Jinan, P. R. China
| | - Ce-Jia Liu
- Shandong Hongjitang Pharmaceutical Group Co., Ltd., Jinan, P. R. China
- Shandong Province Technical Innovation Center of Traditional Chinese Medicine Treatment of Respiratory Diseases, Jinan, P. R. China
| | - Ru-Fang Tian
- Shandong Hongjitang Pharmaceutical Group Co., Ltd., Jinan, P. R. China
- Shandong Province Technical Innovation Center of Traditional Chinese Medicine Treatment of Respiratory Diseases, Jinan, P. R. China
| | - Xin-Cun Liu
- Shandong Hongjitang Pharmaceutical Group Co., Ltd., Jinan, P. R. China
- Shandong Province Technical Innovation Center of Traditional Chinese Medicine Treatment of Respiratory Diseases, Jinan, P. R. China
| | - Yu-Wei Zhang
- Shandong Hongjitang Pharmaceutical Group Co., Ltd., Jinan, P. R. China
- Shandong Province Technical Innovation Center of Traditional Chinese Medicine Treatment of Respiratory Diseases, Jinan, P. R. China
| | - Feng-Chao Zhang
- Shandong Hongjitang Pharmaceutical Group Co., Ltd., Jinan, P. R. China
- Shandong Province Technical Innovation Center of Traditional Chinese Medicine Treatment of Respiratory Diseases, Jinan, P. R. China
| | - Jing-Hua Zhang
- Shandong Hongjitang Pharmaceutical Group Co., Ltd., Jinan, P. R. China
- Shandong Province Technical Innovation Center of Traditional Chinese Medicine Treatment of Respiratory Diseases, Jinan, P. R. China
| | - Yuan-Cheng Yao
- Shandong Hongjitang Pharmaceutical Group Co., Ltd., Jinan, P. R. China
- Shandong Province Technical Innovation Center of Traditional Chinese Medicine Treatment of Respiratory Diseases, Jinan, P. R. China
| | - Gui-Yun Cao
- Shandong Hongjitang Pharmaceutical Group Co., Ltd., Jinan, P. R. China
- Shandong Province Technical Innovation Center of Traditional Chinese Medicine Treatment of Respiratory Diseases, Jinan, P. R. China
| | - Zhao-Qing Meng
- Shandong Hongjitang Pharmaceutical Group Co., Ltd., Jinan, P. R. China
- Shandong Province Technical Innovation Center of Traditional Chinese Medicine Treatment of Respiratory Diseases, Jinan, P. R. China
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Rodrigues TCML, Dias AL, dos Santos AMF, Messias Monteiro AF, Oliveira MCN, Oliveira Pires HF, de Sousa NF, Salvadori MGDSS, Scotti MT, Scotti L. Multi-target Phenylpropanoids Against Epilepsy. Curr Neuropharmacol 2024; 22:2168-2190. [PMID: 38847378 PMCID: PMC11337686 DOI: 10.2174/1570159x22666240524160126] [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: 07/31/2023] [Revised: 10/27/2023] [Accepted: 10/29/2023] [Indexed: 06/13/2024] Open
Abstract
Epilepsy is a neurological disease with no defined cause, characterized by recurrent epileptic seizures. These occur due to the dysregulation of excitatory and inhibitory neurotransmitters in the central nervous system (CNS). Psychopharmaceuticals have undesirable side effects; many patients require more than one pharmacotherapy to control crises. With this in mind, this work emphasizes the discovery of new substances from natural products that can combat epileptic seizures. Using in silico techniques, this review aims to evaluate the antiepileptic and multi-target activity of phenylpropanoid derivatives. Initially, ligand-based virtual screening models (LBVS) were performed with 468 phenylpropanoid compounds to predict biological activities. The LBVS were developed for the targets alpha- amino-3-hydroxy-5-methyl-4-isoxazolepropionic acid (AMPA), voltage-gated calcium channel Ttype (CaV), gamma-aminobutyric acid A (GABAA), gamma-aminobutyric acid transporter type 1 (GAT-1), voltage-gated potassium channel of the Q family (KCNQ), voltage-gated sodium channel (NaV), and N-methyl D-aspartate (NMDA). The compounds that had good results in the LBVS were analyzed for the absorption, distribution, metabolism, excretion, and toxicity (ADMET) parameters, and later, the best molecules were evaluated in the molecular docking consensus. The TR430 compound showed the best results in pharmacokinetic parameters; its oral absorption was 99.03%, it did not violate any Lipinski rule, it showed good bioavailability, and no cytotoxicity was observed either from the molecule or from the metabolites in the evaluated parameters. TR430 was able to bind with GABAA (activation) and AMPA (inhibition) targets and demonstrated good binding energy and significant interactions with both targets. The studied compound showed to be a promising molecule with a possible multi-target activity in both fundamental pharmacological targets for the treatment of epilepsy.
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Affiliation(s)
| | - Arthur Lins Dias
- Psychopharmacology Laboratory, Institute of Drugs and Medicines Research, Federal University of Paraíba, 58051-085, João Pessoa, Paraíba, Brazil
| | - Aline Matilde Ferreira dos Santos
- Psychopharmacology Laboratory, Institute of Drugs and Medicines Research, Federal University of Paraíba, 58051-085, João Pessoa, Paraíba, Brazil
| | - Alex France Messias Monteiro
- Cheminformatics Laboratory, Institute of Drugs and Medicines Research, Federal University of Paraíba, 58051-900, João Pessoa, Paraíba, Brazil
| | - Mayara Cecile Nascimento Oliveira
- Psychopharmacology Laboratory, Institute of Drugs and Medicines Research, Federal University of Paraíba, 58051-085, João Pessoa, Paraíba, Brazil
| | - Hugo Fernandes Oliveira Pires
- Psychopharmacology Laboratory, Institute of Drugs and Medicines Research, Federal University of Paraíba, 58051-085, João Pessoa, Paraíba, Brazil
| | - Natália Ferreira de Sousa
- Cheminformatics Laboratory, Institute of Drugs and Medicines Research, Federal University of Paraíba, 58051-900, João Pessoa, Paraíba, Brazil
| | | | - Marcus Tullius Scotti
- Cheminformatics Laboratory, Institute of Drugs and Medicines Research, Federal University of Paraíba, 58051-900, João Pessoa, Paraíba, Brazil
| | - Luciana Scotti
- Cheminformatics Laboratory, Institute of Drugs and Medicines Research, Federal University of Paraíba, 58051-900, João Pessoa, Paraíba, Brazil
- Teaching and Research Management, University Hospital Lauro Wanderley, Federal University of Paraíba, 58050-585, João Pessoa, PB, Brazil
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Liu Z, Shang Q, Li H, Fang D, Li Z, Huang Y, Zhang M, Ko KM, Chen J. Exploring the possible mechanism(s) underlying the nephroprotective effect of Zhenwu Decoction in diabetic kidney disease: An integrated analysis. PHYTOMEDICINE : INTERNATIONAL JOURNAL OF PHYTOTHERAPY AND PHYTOPHARMACOLOGY 2023; 119:154988. [PMID: 37523837 DOI: 10.1016/j.phymed.2023.154988] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/03/2023] [Revised: 06/12/2023] [Accepted: 07/18/2023] [Indexed: 08/02/2023]
Abstract
BACKGROUND Diabetic kidney disease (DKD) is one of the major chronic microvascular complications of diabetes and the main cause of end-stage renal failure. Zhenwu Decoction (ZWD), an ancient classic herbal formula in Chinese medicine, has been clinically used for the treatment of kidney disease in China for many years. However, there is currently limited research investigating the application of ZWD in the treatment of DKD and the underlying chemical and biochemical mechanisms involved. Therefore, in the present study, we aimed to identify active components in ZWD and unravel the possible mechanism(s) of action for ZWD in treating DKD. METHODS The protective effect of ZWD against DKD was evaluated utilizing an in vitro model of diabetic renal proximal tubulopathy. The major chemical components from ZWD were identified by LC-MS/MS. Drug targets were predicted by submitting the SMILES (Simplified Molecular Input Line Entry System) of the compounds to SEA (Similarity Ensemble Approach) search server and SwissTargetPrediction. The differentially expressed genes (DEGs) of the disease were collected and integrated from GeneCards. The constructions of "Compounds-potential targets interaction" (CTI) network and Protein-Protein Interaction (PPI) network, as well as topology analysis were conducted by Cytoscape. Gene Ontology (GO) enrichment and Metacore pathway enrichment analysis were also performed. Lastly, molecular docking and experimental studies were adopted to validate the core target and identify an active component(s) of ZWD. RESULTS We demonstrated that the ZWD extract could significantly rescue the palmitic acid (PA) and high glucose-induced apoptotic cell death in HK-2 cells, and the cytoprotection was accompanied by decreases in the extent of reactive oxygen species (ROS) production, mitochondrial membrane depolarization and ATP depletion. Fifty-seven compounds in the aqueous extract of ZWD were identified by LC-MS. The results of PPI analysis showed that top hub genes involved epidermal growth factor receptor (EGFR), Signal Transducer and Activator of Transcription 3 (STAT3), Serine/Threonine Kinase 1 (AKT1), Vascular Endothelial Growth Factor A (VEGFA) and Fibroblast Growth Factor 2 (FGF2). Pathway enrichment analysis revealed the involvement of S1P1 receptor signaling and EGFR pathways. The results of molecular docking analysis showed that albiflorin has a high binding affinity to EGFR. Albiflorin could also exert protective effects in an HK-2 cell model of DKD, which may be related to the inhibition of the high glucose/high lipid-induced EGFR and Akt phosphorylation. CONCLUSION ZWD has been shown to be effective in ameliorating cell death in an experimental model of DKD. The beneficial effect of ZWD against DKD was associated with the interactions between the active ingredients and the hub genes, such as EGFR, STAT3, AKT1, and VEGF-A. Albiflorin may be one of the active components responsible for the nephroprotective effect in ZWD.
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Affiliation(s)
- Zhihao Liu
- Shenzhen Key Laboratory of Steroid Drug Discovery and Development, School of Medicine, Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen, China; School of Medicine, Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen, China; The Chinese University of Hong Kong, Shenzhen Futian Biomedical Innovation R&D Center, Shenzhen, China
| | - Qixiang Shang
- Shenzhen Key Laboratory of Steroid Drug Discovery and Development, School of Medicine, Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen, China; School of Medicine, Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen, China
| | - Haimeng Li
- Shenzhen Key Laboratory of Steroid Drug Discovery and Development, School of Medicine, Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen, China; School of Medicine, Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen, China
| | - Daozheng Fang
- Shenzhen Key Laboratory of Steroid Drug Discovery and Development, School of Medicine, Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen, China; School of Medicine, Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen, China; The Chinese University of Hong Kong, Shenzhen Futian Biomedical Innovation R&D Center, Shenzhen, China
| | - Zhuohuan Li
- Shenzhen Key Laboratory of Steroid Drug Discovery and Development, School of Medicine, Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen, China; School of Medicine, Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen, China; The Chinese University of Hong Kong, Shenzhen Futian Biomedical Innovation R&D Center, Shenzhen, China
| | - Yuqi Huang
- Shenzhen Key Laboratory of Steroid Drug Discovery and Development, School of Medicine, Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen, China; School of Medicine, Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen, China
| | - Mimi Zhang
- School of Medicine, Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen, China; The Chinese University of Hong Kong, Shenzhen Futian Biomedical Innovation R&D Center, Shenzhen, China
| | - Kam Ming Ko
- Division of Life Science, The Hong Kong University of Science & Technology, Hong Kong, China
| | - Jihang Chen
- Shenzhen Key Laboratory of Steroid Drug Discovery and Development, School of Medicine, Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen, China; School of Medicine, Life and Health Sciences, The Chinese University of Hong Kong, Shenzhen, China; The Chinese University of Hong Kong, Shenzhen Futian Biomedical Innovation R&D Center, Shenzhen, China.
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Fan LY, Yang J, Liu RY, Kong Y, Guo GY, Xu YM. Integrating single-nucleus sequence profiling to reveal the transcriptional dynamics of Alzheimer's disease, Parkinson's disease, and multiple sclerosis. J Transl Med 2023; 21:649. [PMID: 37735671 PMCID: PMC10515258 DOI: 10.1186/s12967-023-04516-6] [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: 05/15/2023] [Accepted: 09/08/2023] [Indexed: 09/23/2023] Open
Abstract
BACKGROUND Alzheimer's disease (AD), Parkinson's disease (PD), and multiple sclerosis (MS) are three nervous system diseases that partially overlap clinically and genetically. However, bulk RNA-sequencing did not accurately detect the core pathogenic molecules in them. The availability of high-quality single cell RNA-sequencing data of post-mortem brain collections permits the generation of a large-scale gene expression in different cells in human brain, focusing on the molecular features and relationships between diseases and genes. We integrated single-nucleus RNA-sequencing (snRNA-seq) datasets of human brains with AD, PD, and MS to identify transcriptomic commonalities and distinctions among them. METHODS The snRNA-seq datasets were downloaded from Gene Expression Omnibus (GEO) database. The Seurat package was used for snRNA-seq data processing. The uniform manifold approximation and projection (UMAP) were utilized for cluster identification. The FindMarker function in Seurat was used to identify the differently expressed genes. Functional enrichment analysis was carried out using the Gene Set Enrichment Analysis (GSEA) and Gene ontology (GO). The protein-protein interaction (PPI) analysis of differentially expressed genes (DEGs) was analyzed using STRING database ( http://string-db.org ). SCENIC analysis was performed using utilizing pySCENIC (v0.10.0) based on the hg19-tss-centered-10 kb-10species databases. The analysis of potential therapeutic drugs was analyzed on Connectivity Map ( https://clue.io ). RESULTS The gene regulatory network analysis identified several hub genes regulated in AD, PD, and MS, in which HSPB1 and HSPA1A were key molecules. These upregulated HSP family genes interact with ribosome genes in AD and MS, and with immunomodulatory genes in PD. We further identified several transcriptional regulators (SPI1, CEBPA, TFE3, GRHPR, and TP53) of the hub genes, which has important implications for uncovering the molecular crosstalk among AD, PD, and MS. Arctigenin was identified as a potential therapeutic drug for AD, PD, and MS. CONCLUSIONS Together, the integrated snRNA-seq data and findings have significant implications for unraveling the shared and unique molecular crosstalk among AD, PD, and MS. HSPB1 and HSPA1A as promising targets involved in the pathological mechanisms of neurodegenerative diseases. Additionally, the identification of arctigenin as a potential therapeutic drug for AD, PD, and MS further highlights its potential in treating these neurological disorders. These discoveries lay the groundwork for future research and interventions to enhance our understanding and treatment of AD, PD, and MS.
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Affiliation(s)
- Li-Yuan Fan
- Department of Neurology, First Affiliated Hospital of Zhengzhou University, Zhengzhou University, Zhengzhou, China
- Academy of Medical Sciences of Zhengzhou University, Zhengzhou, China
| | - Jing Yang
- Department of Neurology, First Affiliated Hospital of Zhengzhou University, Zhengzhou University, Zhengzhou, China
| | - Ruo-Yu Liu
- Department of Neurology, First Affiliated Hospital of Zhengzhou University, Zhengzhou University, Zhengzhou, China
| | - Ying Kong
- Department of Neurology, First Affiliated Hospital of Zhengzhou University, Zhengzhou University, Zhengzhou, China
| | - Guang-Yu Guo
- Department of Neurology, First Affiliated Hospital of Zhengzhou University, Zhengzhou University, Zhengzhou, China.
| | - Yu-Ming Xu
- Department of Neurology, First Affiliated Hospital of Zhengzhou University, Zhengzhou University, Zhengzhou, China.
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