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Shi X, Fu Q, Mao J, Yang J, Chen Y, Lu J, Chen A, Lu N. Integration of single-cell and RNA-seq data to explore the role of focal adhesion-related genes in osteoporosis. J Cell Mol Med 2024; 28:e18271. [PMID: 38534087 DOI: 10.1111/jcmm.18271] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Revised: 02/18/2024] [Accepted: 02/23/2024] [Indexed: 03/28/2024] Open
Abstract
Integrin-based focal adhesion is one of the major mechanosensory in osteocytes. The aim of this study was to mine the hub genes associated with focal adhesion and investigate their roles in osteoporosis based on the data of single-cell RNA sequencing and RNA-sequencing. Two hub genes (FAM129A and RNF24) with the same expression trend and AUC values greater than 0.7 in both GSE56815 and GSE56116 cohorts were uncovered. The nomogram was created to predict the risk of OP based on two hub genes. Subsequently, the competing endogenous RNA network was established based on two hub genes, 14 microRNAs and five long noncoding RNAs. Meanwhile, transcription factors-hub gene network was established based on two hub genes and 14 TFs. Finally, 73 drugs were predicted, of which there were 13 drugs targeting FAM129A and 66 drugs targeting RNF24. In both mouse and human blood samples, FAM129A expression was decreased in granulocytes and RNF24 expression was increased in monocytes. In the mouse experiment, FAM129A and anti-RNF24 were found to partially alleviate the progression of osteoporosis. In conclusion, two hub genes related to focal adhesion were identified by combined scRNA-seq and RNA-seq analyses, which might supply a new insight for the treatment and evaluation of OP.
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Affiliation(s)
- Xiaojian Shi
- Department of Orthopedic Trauma Surgery, Haimen People's Hospital, Nantong, Jiangsu, China
| | - Qiang Fu
- Department of Orthopedic Trauma Surgery, Shanghai Changzheng Hospital, Shanghai, China
| | - Jianyu Mao
- Department of Orthopedic Trauma Surgery, Shanghai Changzheng Hospital, Shanghai, China
| | - Jiajie Yang
- Department of Orthopedic Trauma Surgery, Haimen People's Hospital, Nantong, Jiangsu, China
| | - Ye Chen
- Department of Orthopedic Trauma Surgery, Haimen People's Hospital, Nantong, Jiangsu, China
| | - Jiajia Lu
- Department of Orthopedic Trauma Surgery, Haimen People's Hospital, Nantong, Jiangsu, China
- Department of Orthopedic Trauma Surgery, Shanghai Changzheng Hospital, Shanghai, China
- Department of Orthopedic Trauma Surgery, Shanghai Fourth People's Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Aimin Chen
- Department of Orthopedic Trauma Surgery, Shanghai Changzheng Hospital, Shanghai, China
- Department of Orthopedic Trauma Surgery, Shanghai Fourth People's Hospital, School of Medicine, Tongji University, Shanghai, China
| | - Nan Lu
- Department of Orthopedic Trauma Surgery, Shanghai Fourth People's Hospital, School of Medicine, Tongji University, Shanghai, China
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Li Z, Shen Y, Xin J, Xu X, Ding Q, Chen W, Wang J, Lv Y, Wei X, Wei Y, Zhang W, Zu X, Wang S. Cryptotanshinone alleviates radiation-induced lung fibrosis via modulation of gut microbiota and bile acid metabolism. Phytother Res 2023; 37:4557-4571. [PMID: 37427974 DOI: 10.1002/ptr.7926] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Revised: 05/12/2023] [Accepted: 06/03/2023] [Indexed: 07/11/2023]
Abstract
Cryptotanshinone (CPT), a major biological active ingredient extracted from root of Salvia miltiorrhiza (Danshen), has shown several pharmacological activities. However, the effect of CPT on radiation-induced lung fibrosis (RILF) is unknown. In this study, we explored the protective effects of CPT on RILF from gut-lung axis angle, specifically focusing on the bile acid (BA)-gut microbiota axis. We found that CPT could inhibit the process of epithelial mesenchymal transformation (EMT) and suppress inflammation to reduce the deposition of extracellular matrix in lung fibrosis in mice induced by radiation. In addition, 16S rDNA gene sequencing and BAs-targeted metabolomics analysis demonstrated that CPT could improve the dysbiosis of gut microbiota and BA metabolites in RILF mice. CPT significantly enriched the proportion of the beneficial genera Enterorhabdus and Akkermansia, and depleted that of Erysipelatoclostridium, which were correlated with increased intestinal levels of several farnesoid X receptor (FXR) natural agonists, such as deoxycholic acid and lithocholic acid, activating the FXR pathway. Taken together, these results suggested that CPT can regulate radiation-induced disruption of gut microbiota and BAs metabolism of mice, and reduce the radiation-induced lung inflammation and fibrosis. Thus, CPT may be a promising drug candidate for treating RILF.
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Affiliation(s)
- Zhanhong Li
- School of Pharmacy, Guangdong Pharmaceutical University, Guangzhou, China
- School of Pharmacy, Naval Medical University, Shanghai, China
| | - Yunheng Shen
- School of Pharmacy, Naval Medical University, Shanghai, China
| | - Jiayun Xin
- School of Pharmacy, Naval Medical University, Shanghai, China
- School of Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Xike Xu
- School of Pharmacy, Naval Medical University, Shanghai, China
| | - Qianqian Ding
- School of Pharmacy, Naval Medical University, Shanghai, China
- School of Pharmacy, Anhui University of Traditional Chinese Medicine, Hefei, China
| | - Wei Chen
- School of Pharmacy, Naval Medical University, Shanghai, China
| | - Jie Wang
- School of Pharmacy, Naval Medical University, Shanghai, China
- School of Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Yanhui Lv
- School of Pharmacy, Naval Medical University, Shanghai, China
- School of Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Xintong Wei
- School of Pharmacy, Naval Medical University, Shanghai, China
- School of Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Yanping Wei
- School of Pharmacy, Naval Medical University, Shanghai, China
- School of Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Weidong Zhang
- School of Pharmacy, Guangdong Pharmaceutical University, Guangzhou, China
- School of Pharmacy, Naval Medical University, Shanghai, China
- School of Pharmacy, Anhui University of Traditional Chinese Medicine, Hefei, China
| | - Xianpeng Zu
- School of Pharmacy, Naval Medical University, Shanghai, China
| | - Shumei Wang
- School of Pharmacy, Guangdong Pharmaceutical University, Guangzhou, China
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Tian S, Zhang J, Yuan S, Wang Q, Lv C, Wang J, Fang J, Fu L, Yang J, Zu X, Zhao J, Zhang W. Exploring pharmacological active ingredients of traditional Chinese medicine by pharmacotranscriptomic map in ITCM. Brief Bioinform 2023; 24:7017365. [PMID: 36719094 DOI: 10.1093/bib/bbad027] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Revised: 12/18/2022] [Accepted: 01/10/2023] [Indexed: 02/01/2023] Open
Abstract
With the emergence of high-throughput technologies, computational screening based on gene expression profiles has become one of the most effective methods for drug discovery. More importantly, profile-based approaches remarkably enhance novel drug-disease pair discovery without relying on drug- or disease-specific prior knowledge, which has been widely used in modern medicine. However, profile-based systematic screening of active ingredients of traditional Chinese medicine (TCM) has been scarcely performed due to inadequate pharmacotranscriptomic data. Here, we develop the largest-to-date online TCM active ingredients-based pharmacotranscriptomic platform integrated traditional Chinese medicine (ITCM) for the effective screening of active ingredients. First, we performed unified high-throughput experiments and constructed the largest data repository of 496 representative active ingredients, which was five times larger than the previous one built by our team. The transcriptome-based multi-scale analysis was also performed to elucidate their mechanism. Then, we developed six state-of-art signature search methods to screen active ingredients and determine the optimal signature size for all methods. Moreover, we integrated them into a screening strategy, TCM-Query, to identify the potential active ingredients for the special disease. In addition, we also comprehensively collected the TCM-related resource by literature mining. Finally, we applied ITCM to an active ingredient bavachinin, and two diseases, including prostate cancer and COVID-19, to demonstrate the power of drug discovery. ITCM was aimed to comprehensively explore the active ingredients of TCM and boost studies of pharmacological action and drug discovery. ITCM is available at http://itcm.biotcm.net.
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Affiliation(s)
- Saisai Tian
- School of Pharmacy, Second Military Medical University, Shanghai, 200433, China
| | - Jinbo Zhang
- School of Pharmacy, Second Military Medical University, Shanghai, 200433, China
- Department of Pharmacy, Tianjin Rehabilitation Center of Joint Logistics Support Force, Tianjin, 300110, China
| | - Shunling Yuan
- School of Pharmacy, Second Military Medical University, Shanghai, 200433, China
| | - Qun Wang
- The Research Center for Traditional Chinese Medicine, Shanghai Institute of Infectious Diseases and Biosafety, Institute of Interdisciplinary Integrative Medicine Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Chao Lv
- The Research Center for Traditional Chinese Medicine, Shanghai Institute of Infectious Diseases and Biosafety, Institute of Interdisciplinary Integrative Medicine Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Jinxing Wang
- School of Pharmacy, Second Military Medical University, Shanghai, 200433, China
| | - Jiansong Fang
- Science and Technology Innovation Center, Guangzhou University of Chinese Medicine, Guangzhou, China
| | - Lu Fu
- School of Pharmacy, Second Military Medical University, Shanghai, 200433, China
| | - Jian Yang
- School of Pharmacy, Second Military Medical University, Shanghai, 200433, China
| | - Xianpeng Zu
- School of Pharmacy, Second Military Medical University, Shanghai, 200433, China
| | - Jing Zhao
- The Research Center for Traditional Chinese Medicine, Shanghai Institute of Infectious Diseases and Biosafety, Institute of Interdisciplinary Integrative Medicine Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Weidong Zhang
- School of Pharmacy, Second Military Medical University, Shanghai, 200433, China
- The Research Center for Traditional Chinese Medicine, Shanghai Institute of Infectious Diseases and Biosafety, Institute of Interdisciplinary Integrative Medicine Research, Shanghai University of Traditional Chinese Medicine, Shanghai, China
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Xiao SJ, Xu XK, Chen W, Xin JY, Yuan WL, Zu XP, Shen YH. Traditional Chinese medicine Euodiae Fructus: botany, traditional use, phytochemistry, pharmacology, toxicity and quality control. Nat Prod Bioprospect 2023; 13:6. [PMID: 36790599 PMCID: PMC9931992 DOI: 10.1007/s13659-023-00369-0] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Accepted: 01/18/2023] [Indexed: 06/18/2023]
Abstract
Euodiae Fructus, referred to as "Wuzhuyu" in Chinese, has been used as local and traditional herbal medicines in many regions, especially in China, Japan and Korea, for the treatment of gastrointestinal disorders, headache, emesis, aphtha, dermatophytosis, dysentery, etc. Substantial investigations into their chemical and pharmacological properties have been performed. Recently, interest in this plant has been focused on the different structural types of alkaloids like evodiamine, rutaecarpine, dehydroevodiamine and 1-methyl-2-undecyl-4(1H)-quinolone, which exhibit a wide range of pharmacological activities in preclinical models, such as anticancer, antibacterial, anti-inflammatory, anti-cardiovascular disease, etc. This review summarizes the up-to-date and comprehensive information concerning the botany, traditional uses, phytochemistry, pharmacology of Euodiae Fructus together with the toxicology and quality control, and discusses the possible direction and scope for future research on this plant.
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Affiliation(s)
- Si-Jia Xiao
- Department of Natural Medicinal Chemistry, School of Pharmacy, Naval Medical University, No. 325 Guohe Road, Yangpu District, Shanghai, 200433, China
| | - Xi-Ke Xu
- Department of Natural Medicinal Chemistry, School of Pharmacy, Naval Medical University, No. 325 Guohe Road, Yangpu District, Shanghai, 200433, China
| | - Wei Chen
- Department of Natural Medicinal Chemistry, School of Pharmacy, Naval Medical University, No. 325 Guohe Road, Yangpu District, Shanghai, 200433, China
| | - Jia-Yun Xin
- School of Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan, 250355, China
| | - Wen-Lin Yuan
- Department of Natural Medicinal Chemistry, School of Pharmacy, Naval Medical University, No. 325 Guohe Road, Yangpu District, Shanghai, 200433, China
| | - Xian-Peng Zu
- Department of Natural Medicinal Chemistry, School of Pharmacy, Naval Medical University, No. 325 Guohe Road, Yangpu District, Shanghai, 200433, China.
| | - Yun-Heng Shen
- Department of Natural Medicinal Chemistry, School of Pharmacy, Naval Medical University, No. 325 Guohe Road, Yangpu District, Shanghai, 200433, China.
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