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Huang Y, Zu D, Tian C, Xie J, Chen W, Fan H, Yu X, Lu H, Yang J, Lin F, Zheng J. Development of a magnetic beads-based ligand fishing method for screening SARS-CoV-2 NSP5 inhibitors from complex herbal mixtures: Rosmarinus officinalis as a case study. J Chromatogr A 2025; 1753:465956. [PMID: 40300453 DOI: 10.1016/j.chroma.2025.465956] [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: 02/15/2025] [Revised: 04/02/2025] [Accepted: 04/12/2025] [Indexed: 05/01/2025]
Abstract
SARS-CoV-2 NSP5, a conserved protease essential for viral replication, represents a critical therapeutic target. Natural products provide diverse chemical scaffolds for antiviral development but remain underexploited. Traditional screening methods struggle to resolve specific inhibitors in complex herbal matrices due to selectivity and throughput limitations. To address these challenges, we developed an innovative magnetic beads-based ligand fishing strategy coupled with UPLC-Q-Exactive-Orbitrap-MS/MS for rapid discovery of SARS-CoV-2 NSP5 inhibitors from complex herbal matrices. Screening of 44 traditional Chinese medicinal extracts identified Rosmarinus officinalis as a potent inhibitor, exhibiting an IC50 of 19.90 ± 3.16 μg/mL against NSP5. Through ligand fishing and mass spectrometry analysis, 15 bioactive compounds were identified, including 8 diterpenoids (predominantly abietane-type) and 3 phenylpropanoids. Notably, rosmarinic acid demonstrated the strongest inhibition (IC50 = 5.784 ± 0.20 μM), surpassing the positive control ebselen in molecular docking studies. Structural characterization revealed that hydroxyl and carboxyl groups in diterpenoids formed critical hydrogen bonds with catalytic residues (Cys145, Ser144) of NSP5. This methodological advancement not only improved the accuracy of natural product screening but also facilitated the development of targeted antiviral strategies against SARS-CoV-2 and other emerging viral pathogens.
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Affiliation(s)
- Yujing Huang
- School of Biomedical and Pharmaceutical Sciences, Guangdong University of Technology, Guangzhou 510006, PR China; College of Pharmacy, Jinan University, Guangzhou 510632, PR China
| | - Duntao Zu
- School of Biomedical and Pharmaceutical Sciences, Guangdong University of Technology, Guangzhou 510006, PR China
| | - Chenjing Tian
- School of Biomedical and Pharmaceutical Sciences, Guangdong University of Technology, Guangzhou 510006, PR China
| | - Juntao Xie
- School of Biomedical and Pharmaceutical Sciences, Guangdong University of Technology, Guangzhou 510006, PR China
| | - Wenlin Chen
- School of Biomedical and Pharmaceutical Sciences, Guangdong University of Technology, Guangzhou 510006, PR China
| | - Hongxia Fan
- School of Biomedical and Pharmaceutical Sciences, Guangdong University of Technology, Guangzhou 510006, PR China
| | - Xin Yu
- School of Biomedical and Pharmaceutical Sciences, Guangdong University of Technology, Guangzhou 510006, PR China
| | - Huiqing Lu
- Clinical Research Department, Guangdong Second Provincial General Hospital, Guangzhou 510317, PR China
| | - Jianni Yang
- College of Pharmacy, Jinan University, Guangzhou 510632, PR China; Department of Oncology, The First Affiliated Hospital of Jinan University, Guangzhou 510632, PR China.
| | - Fulong Lin
- Science and Technology Innovation Center, Guangzhou University of Chinese Medicine, Guangzhou 510405, PR China.
| | - Junxia Zheng
- School of Biomedical and Pharmaceutical Sciences, Guangdong University of Technology, Guangzhou 510006, PR China.
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Zhu J, Huang Z, Lin Y, Zhu W, Zeng B, Tang D. Intestinal-pulmonary axis: a 'Force For Good' against respiratory viral infections. Front Immunol 2025; 16:1534241. [PMID: 40170840 PMCID: PMC11959011 DOI: 10.3389/fimmu.2025.1534241] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2024] [Accepted: 02/28/2025] [Indexed: 04/03/2025] Open
Abstract
Respiratory viral infections are a major global public health concern, and current antiviral therapies still have limitations. In recent years, research has revealed significant similarities between the immune systems of the gut and lungs, which interact through the complex physiological network known as the "gut-lung axis." As one of the largest immune organs, the gut, along with the lungs, forms an inter-organ immune network, with strong parallels in innate immune mechanisms, such as the activation of pattern recognition receptors (PRRs). Furthermore, the gut microbiota influences antiviral immune responses in the lungs through mechanisms such as systemic transport of gut microbiota-derived metabolites, immune cell migration, and cytokine regulation. Studies have shown that gut dysbiosis can exacerbate the severity of respiratory infections and may impact the efficacy of antiviral therapies. This review discusses the synergistic role of the gut-lung axis in antiviral immunity against respiratory viruses and explores potential strategies for modulating the gut microbiota to mitigate respiratory viral infections. Future research should focus on the immune mechanisms of the gut-lung axis to drive the development of novel clinical treatment strategies.
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Affiliation(s)
- Jianing Zhu
- Clinical Medical College, Yangzhou University, Yangzhou, China
| | - Zihang Huang
- Clinical Medical College, Yangzhou University, Yangzhou, China
| | - Ying Lin
- Clinical Medical College, Yangzhou University, Yangzhou, China
| | - Wenxu Zhu
- Clinical Medical College, Yangzhou University, Yangzhou, China
| | - Binbin Zeng
- Clinical Medical College, Yangzhou University, Yangzhou, China
| | - Dong Tang
- Department of General Surgery, Institute of General Surgery Northern Jiangsu People’s Hospital Affiliated to Yangzhou University, Yangzhou, China
- Northern Jiangsu People’s Hospital, Yangzhou, China
- The Yangzhou Clinical Medical College of Xuzhou Medical University, Yangzhou, China
- The Yangzhou School of Clinical Medicine of Dalian Medical University, Yangzhou, China
- The Yangzhou School of Clinical Medicine of Nanjing Medical University, Yangzhou, China
- Northern Jiangsu People’s Hospital, Clinical Teaching Hospital of Medical School, Nanjing University, Yangzhou, China
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Wang C, Zhang H, Wang X, Wang X, Li X, Li C, Wang Y, Zhang M. Comprehensive Review on Fruit of Terminalia chebula: Traditional Uses, Phytochemistry, Pharmacology, Toxicity, and Pharmacokinetics. Molecules 2024; 29:5547. [PMID: 39683707 DOI: 10.3390/molecules29235547] [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: 10/24/2024] [Revised: 11/18/2024] [Accepted: 11/22/2024] [Indexed: 12/18/2024] Open
Abstract
Terminalia chebula Retz., known for its dried fruit, namely Chebulae Fructus, is a medicinal plant with a long-standing global reputation, which was initially recognized for its therapeutic properties during the Jin Dynasty. This review consolidates current knowledge on the traditional uses, phytochemistry, pharmacological properties, toxicity, and pharmacokinetics of Chebulae Fructus, highlighting its clinical significance and the promising therapeutic potential of its compounds. To date, studies have identified approximately 149 compounds within the plant, including tannins, phenolic acids, lignans, triterpenes, flavonoids, and volatiles. These compounds confer a broad spectrum of biological activities in vitro and in vivo, such as antioxidant, anti-inflammatory, antiviral, anticancer, antibacterial, hepatoprotective, nephroprotective, neuroprotective, and anti-diabetic, some of which are already integrated into clinical practice. However, despite substantial advancements, considerable gaps remain in understanding the complete mechanisms of action, pharmacokinetics, and safety profiles of its extracts and compounds. This paper advocates for enhanced focus on these areas to fully elucidate the therapeutic capacities and facilitate the clinical application of Chebulae Fructus. This comprehensive analysis not only reinforces the ethnopharmacological significance of Chebulae Fructus but also lays a foundation for future pharmacological explorations.
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Affiliation(s)
- Changjian Wang
- State Key Laboratory of Chinese Medicine Modernization, Tianjin Key Laboratory of TCM Chemistry and Analysis, Tianjin University of Traditional Chinese Medicine, Tianjin 301617, China
| | - Hongfei Zhang
- State Key Laboratory of Chinese Medicine Modernization, Tianjin Key Laboratory of TCM Chemistry and Analysis, Tianjin University of Traditional Chinese Medicine, Tianjin 301617, China
| | - Xiangdong Wang
- State Key Laboratory of Chinese Medicine Modernization, Tianjin Key Laboratory of TCM Chemistry and Analysis, Tianjin University of Traditional Chinese Medicine, Tianjin 301617, China
| | - Xinyue Wang
- State Key Laboratory of Chinese Medicine Modernization, Tianjin Key Laboratory of TCM Chemistry and Analysis, Tianjin University of Traditional Chinese Medicine, Tianjin 301617, China
| | - Xinru Li
- State Key Laboratory of Chinese Medicine Modernization, Tianjin Key Laboratory of TCM Chemistry and Analysis, Tianjin University of Traditional Chinese Medicine, Tianjin 301617, China
| | - Cuiying Li
- State Key Laboratory of Chinese Medicine Modernization, Tianjin Key Laboratory of TCM Chemistry and Analysis, Tianjin University of Traditional Chinese Medicine, Tianjin 301617, China
| | - Yuefei Wang
- State Key Laboratory of Chinese Medicine Modernization, Tianjin Key Laboratory of TCM Chemistry and Analysis, Tianjin University of Traditional Chinese Medicine, Tianjin 301617, China
- Haihe Laboratory of Modern Chinese Medicine, Tianjin 301617, China
| | - Min Zhang
- State Key Laboratory of Chinese Medicine Modernization, Tianjin Key Laboratory of TCM Chemistry and Analysis, Tianjin University of Traditional Chinese Medicine, Tianjin 301617, China
- Haihe Laboratory of Modern Chinese Medicine, Tianjin 301617, China
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Zhang Y, Tian Y, Yan A. A SAR and QSAR study on 3CLpro inhibitors of SARS-CoV-2 using machine learning methods. SAR AND QSAR IN ENVIRONMENTAL RESEARCH 2024; 35:531-563. [PMID: 39077983 DOI: 10.1080/1062936x.2024.2375513] [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: 05/13/2024] [Accepted: 06/27/2024] [Indexed: 07/31/2024]
Abstract
The 3C-like Proteinase (3CLpro) of novel coronaviruses is intricately linked to viral replication, making it a crucial target for antiviral agents. In this study, we employed two fingerprint descriptors (ECFP_4 and MACCS) to comprehensively characterize 889 compounds in our dataset. We constructed 24 classification models using machine learning algorithms, including Support Vector Machine (SVM), Random Forest (RF), extreme Gradient Boosting (XGBoost), and Deep Neural Networks (DNN). Among these models, the DNN- and ECFP_4-based Model 1D_2 achieved the most promising results, with a remarkable Matthews correlation coefficient (MCC) value of 0.796 in the 5-fold cross-validation and 0.722 on the test set. The application domains of the models were analysed using dSTD-PRO calculations. The collected 889 compounds were clustered by K-means algorithm, and the relationships between structural fragments and inhibitory activities of the highly active compounds were analysed for the 10 obtained subsets. In addition, based on 464 3CLpro inhibitors, 27 QSAR models were constructed using three machine learning algorithms with a minimum root mean square error (RMSE) of 0.509 on the test set. The applicability domains of the models and the structure-activity relationships responded from the descriptors were also analysed.
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Affiliation(s)
- Y Zhang
- State Key Laboratory of Chemical Resource Engineering, Department of Pharmaceutical Engineering, Beijing University of Chemical Technology, Beijing, P. R. China
| | - Y Tian
- State Key Laboratory of Chemical Resource Engineering, Department of Pharmaceutical Engineering, Beijing University of Chemical Technology, Beijing, P. R. China
| | - A Yan
- State Key Laboratory of Chemical Resource Engineering, Department of Pharmaceutical Engineering, Beijing University of Chemical Technology, Beijing, P. R. China
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Tang W, Ye B, Zhou L, Zou L. Risk prediction for severe COVID-19 progressing to critical illness and death in the ICU and efficacy analysis of using traditional Chinese medicine. Medicine (Baltimore) 2024; 103:e37498. [PMID: 38518027 PMCID: PMC10957017 DOI: 10.1097/md.0000000000037498] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Accepted: 02/14/2024] [Indexed: 03/24/2024] Open
Abstract
To reveal the key factors influencing the progression of severe COVID-19 to critical illness and death in the intensive care unit (ICU) and to accurately predict the risk, as well as to validate the efficacy of treatment using traditional Chinese medicine (TCM), thus providing valuable recommendations for the clinical management of patients. A total of 189 patients with COVID-19 in 25 ICUs in Chongqing, China, were enrolled, and 16 eventually died. Statistical models shown that factors influencing the progression of COVID-19 to critical illness include the severity of illness at diagnosis, the mode of respiratory support, and the use of TCM. Risk factors for death include a history of metabolic disease, the use of antiviral drugs and TCM, and invasive endotracheal intubation. The area under curve of the noncollinearity model predicted the risk of progression to critical illness and the risk of death reached 0.847 and 0.876, respectively. The use of TCM is an independent protective factor for the prevention of the progression of severe COVID-19, while uncorrectable hypoxemia and invasive respiratory support are independent risk factors, and antiviral drugs can help reduce mortality. The multifactorial prediction model can assess the risk of critical illness and death in ICU COVID-19 patients, and inform clinicians in choosing the treatment options and medications.
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Affiliation(s)
- Wenyi Tang
- Department of Clinical Data Research, Chongqing Emergency Medical Center, Chongqing Key Laboratory of Emergency Medicine, Chongqing University Central Hospital, Chongqing University, Chongqing, China
| | - Bo Ye
- Department of Clinical Data Research, Chongqing Emergency Medical Center, Chongqing Key Laboratory of Emergency Medicine, Chongqing University Central Hospital, Chongqing University, Chongqing, China
| | - Lina Zhou
- Department of Clinical Data Research, Chongqing Emergency Medical Center, Chongqing Key Laboratory of Emergency Medicine, Chongqing University Central Hospital, Chongqing University, Chongqing, China
- School of Medicine, Chongqing University, Chongqing, China
| | - Lingyun Zou
- Department of Clinical Data Research, Chongqing Emergency Medical Center, Chongqing Key Laboratory of Emergency Medicine, Chongqing University Central Hospital, Chongqing University, Chongqing, China
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Wang Z, Song XQ, Xu W, Lei S, Zhang H, Yang L. Stand Up to Stand Out: Natural Dietary Polyphenols Curcumin, Resveratrol, and Gossypol as Potential Therapeutic Candidates against Severe Acute Respiratory Syndrome Coronavirus 2 Infection. Nutrients 2023; 15:3885. [PMID: 37764669 PMCID: PMC10535599 DOI: 10.3390/nu15183885] [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: 08/25/2023] [Revised: 08/31/2023] [Accepted: 09/05/2023] [Indexed: 09/29/2023] Open
Abstract
The COVID-19 pandemic has stimulated collaborative drug discovery efforts in academia and the industry with the aim of developing therapies and vaccines that target SARS-CoV-2. Several novel therapies have been approved and deployed in the last three years. However, their clinical application has revealed limitations due to the rapid emergence of viral variants. Therefore, the development of next-generation SARS-CoV-2 therapeutic agents with a high potency and safety profile remains a high priority for global health. Increasing awareness of the "back to nature" approach for improving human health has prompted renewed interest in natural products, especially dietary polyphenols, as an additional therapeutic strategy to treat SARS-CoV-2 patients, owing to its good safety profile, exceptional nutritional value, health-promoting benefits (including potential antiviral properties), affordability, and availability. Herein, we describe the biological properties and pleiotropic molecular mechanisms of dietary polyphenols curcumin, resveratrol, and gossypol as inhibitors against SARS-CoV-2 and its variants as observed in in vitro and in vivo studies. Based on the advantages and disadvantages of dietary polyphenols and to obtain maximal benefits, several strategies such as nanotechnology (e.g., curcumin-incorporated nanofibrous membranes with antibacterial-antiviral ability), lead optimization (e.g., a methylated analog of curcumin), combination therapies (e.g., a specific combination of plant extracts and micronutrients), and broad-spectrum activities (e.g., gossypol broadly inhibits coronaviruses) have also been emphasized as positive factors in the facilitation of anti-SARS-CoV-2 drug development to support effective long-term pandemic management and control.
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Affiliation(s)
- Zhonglei Wang
- Key Laboratory of Green Natural Products and Pharmaceutical Intermediates in Colleges and Universities of Shandong Province, School of Chemistry and Chemical Engineering, Qufu Normal University, Qufu 273165, China; (W.X.); (S.L.); (H.Z.)
- School of Pharmaceutical Sciences, Key Laboratory of Bioorganic Phosphorus, Chemistry & Chemical Biology (Ministry of Education), Tsinghua University, Beijing 100084, China
| | - Xian-qing Song
- General Surgery Department, Baoan Central Hospital, Affiliated Baoan Central Hospital of Guangdong Medical University, Shenzhen 518000, China
| | - Wenjing Xu
- Key Laboratory of Green Natural Products and Pharmaceutical Intermediates in Colleges and Universities of Shandong Province, School of Chemistry and Chemical Engineering, Qufu Normal University, Qufu 273165, China; (W.X.); (S.L.); (H.Z.)
| | - Shizeng Lei
- Key Laboratory of Green Natural Products and Pharmaceutical Intermediates in Colleges and Universities of Shandong Province, School of Chemistry and Chemical Engineering, Qufu Normal University, Qufu 273165, China; (W.X.); (S.L.); (H.Z.)
| | - Hao Zhang
- Key Laboratory of Green Natural Products and Pharmaceutical Intermediates in Colleges and Universities of Shandong Province, School of Chemistry and Chemical Engineering, Qufu Normal University, Qufu 273165, China; (W.X.); (S.L.); (H.Z.)
| | - Liyan Yang
- School of Physics and Physical Engineering, Qufu Normal University, Qufu 273165, China
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