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Yang JS, Tsai SC, Hsu YM, Bau DT, Tsai CW, Chang WS, Kuo SC, Yu CC, Chiu YJ, Tsai FJ. Integrating natural product research laboratory with artificial intelligence: Advancements and breakthroughs in traditional medicine. Biomedicine (Taipei) 2024; 14:1-14. [PMID: 39777110 PMCID: PMC11703400 DOI: 10.37796/2211-8039.1475] [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: 10/14/2024] [Accepted: 10/31/2024] [Indexed: 01/03/2025] Open
Abstract
The Natural Product Research Laboratory (NPRL) of China Medical University Hospital (CMUH) was established in collaboration with CMUH and Professor Kuo-Hsiung Lee from the University of North Carolina at Chapel Hill. The laboratory collection features over 6000 natural products worldwide, including pure compounds and semi-synthetic derivatives. This is the most comprehensive and fully operational natural product database in Taiwan. This review article explores the history and development of the NPRL of CMUH. We then provide an overview of the recent applications and impact of artificial intelligence (AI) in new drug discovery. Finally, we examine advanced powerful AI-tools and related software to explain how these resources can be utilized in research on large-scale drug data libraries. This article presents a drug research and development (R&D) platform that combines AI with the NPRL. We believe that this approach will reduce resource wastage and enhance the research capabilities of Taiwan's academic and industrial sectors in biotechnology and pharmaceuticals.
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Affiliation(s)
- Jai-Sing Yang
- Department of Medical Research, China Medical University Hospital, China Medical University, Taichung,
Taiwan
| | - Shih-Chang Tsai
- Department of Biological Science and Technology, China Medical University, Taichung,
Taiwan
| | - Yuan-Man Hsu
- Department of Biological Science and Technology, China Medical University, Taichung,
Taiwan
- Department of Animal Science and Biotechnology, College of Agriculture and Health, Tunghai University, Taichung,
Taiwan
| | - Da-Tian Bau
- Department of Medical Research, China Medical University Hospital, China Medical University, Taichung,
Taiwan
- Graduate Institute of Biomedical Sciences, China Medical University, Taichung,
Taiwan
- Terry Fox Cancer Research Laboratory, Department of Medical Research, China Medical University Hospital, Taichung,
Taiwan
| | - Chia-Wen Tsai
- Department of Medical Research, China Medical University Hospital, China Medical University, Taichung,
Taiwan
- Graduate Institute of Biomedical Sciences, China Medical University, Taichung,
Taiwan
- Terry Fox Cancer Research Laboratory, Department of Medical Research, China Medical University Hospital, Taichung,
Taiwan
| | - Wen-Shin Chang
- Department of Medical Research, China Medical University Hospital, China Medical University, Taichung,
Taiwan
- Graduate Institute of Biomedical Sciences, China Medical University, Taichung,
Taiwan
- Terry Fox Cancer Research Laboratory, Department of Medical Research, China Medical University Hospital, Taichung,
Taiwan
| | - Sheng-Chu Kuo
- Department of Medical Research, China Medical University Hospital, China Medical University, Taichung,
Taiwan
- Drug Development Center, China Medical University, Taichung,
Taiwan
| | - Chien-Chih Yu
- School of Pharmacy, College of Pharmacy, China Medical University, Taichung,
Taiwan
| | - Yu-Jen Chiu
- Division of Plastic and Reconstructive Surgery, Department of Surgery, Taipei Veterans General Hospital, Taipei,
Taiwan
- Department of Surgery, School of Medicine, National Yang Ming Chiao Tung University, Taipei,
Taiwan
| | - Fuu-Jen Tsai
- Million-Person Precision Medicine Initiative, Department of Medical Research, China Medical University Hospital, Taichung,
Taiwan
- School of Chinese Medicine, College of Chinese Medicine, China Medical University, Taichung,
Taiwan
- China Medical University Children's Hospital, Taichung,
Taiwan
- Department of Medical Genetics, China Medical University Hospital, Taichung,
Taiwan
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Gonçalves AC, Coelho AM, da Cruz Castro ML, Pereira RR, da Silva Araújo NP, Ferreira FM, Machado Júnior PA, Pio S, Vital CE, Bezerra FS, Talvani A, de Castro Borges W, de Oliveira EC, Costa DC. Modulation of Paracetamol-Induced Hepatotoxicity by Acute and Chronic Ethanol Consumption in Mice: A Study Pilot. TOXICS 2024; 12:857. [PMID: 39771072 PMCID: PMC11679532 DOI: 10.3390/toxics12120857] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/06/2024] [Revised: 11/22/2024] [Accepted: 11/25/2024] [Indexed: 01/11/2025]
Abstract
Paracetamol (APAP) overdose is the leading cause of drug-induced liver injury, leading to acute liver failure. However, the role of concurrent acute or chronic ethanol ingestion in this context requires further clarification. In this study, we investigated the effects of acute and chronic ethanol ingestion on APAP-induced hepatotoxicity. Male C57BL/6 mice were randomly allocated into four groups: control (C; water 2×/day for 7 days); APAP (single dose of APAP, 500 mg/kg); acute ethanol (AE; a single ethanol dose-10 mL/kg, and one hour later an overdose of APAP-500 mg/kg); chronic ethanol (CE; ethanol-10 mL/kg, 2×/day for 7 days; and on the last day, an overdose of APAP-500 mg/kg). The results showed that AE induced heightened liver damage, increased necrotic area, and elevated levels of ALT, AST, TBARS, and oxidized glutathione compared to the control group. The AE group exhibited diminished glutathione availability and elevated CYP2E1 levels compared to the other groups. CE maintained a hepatic profile similar to that of the control group in terms of necrosis index, ALT and AST levels, GSH/GSSG ratio, and CYP2E1 activity, along with the upregulation of gene expression of the glucuronidation enzyme compared to the APAP group. Proteomic analysis revealed that the AE protein profile closely resembled that of the APAP group, whereas the C and CE groups were clustered together. In conclusion, ethanol consumption differentially modulated APAP overdose-induced liver damage. Acute consumption exacerbated hepatotoxicity, similar to an APAP overdose alone, whereas chronic consumption appeared to mitigate this injury, at least within the parameters assessed in this study.
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Affiliation(s)
- Allan Cristian Gonçalves
- Laboratory of Metabolic Biochemistry, Institute of Exact and Biological Sciences, UFOP, Ouro Preto 35402-136, MG, Brazil; (A.C.G.); (A.M.C.); (M.L.d.C.C.); (R.R.P.); (N.P.d.S.A.); (F.M.F.)
| | - Aline Meireles Coelho
- Laboratory of Metabolic Biochemistry, Institute of Exact and Biological Sciences, UFOP, Ouro Preto 35402-136, MG, Brazil; (A.C.G.); (A.M.C.); (M.L.d.C.C.); (R.R.P.); (N.P.d.S.A.); (F.M.F.)
| | - Maria Laura da Cruz Castro
- Laboratory of Metabolic Biochemistry, Institute of Exact and Biological Sciences, UFOP, Ouro Preto 35402-136, MG, Brazil; (A.C.G.); (A.M.C.); (M.L.d.C.C.); (R.R.P.); (N.P.d.S.A.); (F.M.F.)
| | - Renata Rebeca Pereira
- Laboratory of Metabolic Biochemistry, Institute of Exact and Biological Sciences, UFOP, Ouro Preto 35402-136, MG, Brazil; (A.C.G.); (A.M.C.); (M.L.d.C.C.); (R.R.P.); (N.P.d.S.A.); (F.M.F.)
| | - Natalia Pereira da Silva Araújo
- Laboratory of Metabolic Biochemistry, Institute of Exact and Biological Sciences, UFOP, Ouro Preto 35402-136, MG, Brazil; (A.C.G.); (A.M.C.); (M.L.d.C.C.); (R.R.P.); (N.P.d.S.A.); (F.M.F.)
| | - Flávia Monteiro Ferreira
- Laboratory of Metabolic Biochemistry, Institute of Exact and Biological Sciences, UFOP, Ouro Preto 35402-136, MG, Brazil; (A.C.G.); (A.M.C.); (M.L.d.C.C.); (R.R.P.); (N.P.d.S.A.); (F.M.F.)
| | - Pedro Alves Machado Júnior
- Laboratory of Experimental Pathophysiology, Institute of Exact and Biological Sciences, UFOP, Ouro Preto 35402-136, MG, Brazil (F.S.B.)
| | - Sirlaine Pio
- Laboratory of Immunobiology of Inflammation, Institute of Exact and Biological Sciences, UFOP, Ouro Preto 35400-000, MG, Brazil; (S.P.); (A.T.)
| | - Camilo Elber Vital
- Laboratory of Enzymology and Proteomics, Institute of Exact and Biological Sciences, UFOP, Ouro Preto 35402-136, MG, Brazil
| | - Frank Silva Bezerra
- Laboratory of Experimental Pathophysiology, Institute of Exact and Biological Sciences, UFOP, Ouro Preto 35402-136, MG, Brazil (F.S.B.)
| | - André Talvani
- Laboratory of Immunobiology of Inflammation, Institute of Exact and Biological Sciences, UFOP, Ouro Preto 35400-000, MG, Brazil; (S.P.); (A.T.)
| | - William de Castro Borges
- Laboratory of Enzymology and Proteomics, Institute of Exact and Biological Sciences, UFOP, Ouro Preto 35402-136, MG, Brazil
| | - Emerson Cruz de Oliveira
- Laboratory of Exercise of Physiology, School of Physical Education, UFOP, Ouro Preto 35400-000, MG, Brazil;
| | - Daniela Caldeira Costa
- Laboratory of Metabolic Biochemistry, Institute of Exact and Biological Sciences, UFOP, Ouro Preto 35402-136, MG, Brazil; (A.C.G.); (A.M.C.); (M.L.d.C.C.); (R.R.P.); (N.P.d.S.A.); (F.M.F.)
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Transcriptional profiling of drug-induced liver injury biomarkers: association of hepatic Srebf1/Pparα signaling and crosstalk of thrombin, alcohol dehydrogenase, MDR and DNA damage regulators. Mol Cell Biochem 2022:10.1007/s11010-022-04648-1. [PMID: 36583794 DOI: 10.1007/s11010-022-04648-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2022] [Accepted: 12/17/2022] [Indexed: 12/31/2022]
Abstract
Cell stress transcribing genes provide a diverse platform of molecular mediators that vary in response to toxicity. Common drug-induced liver injury (DILI) biomarkers are usually expressed in mild toxicity and limited to confirming it rather than categorizing its intensity. Thus, new parametric biomarkers are needed to be explored. Classifying the toxicological response based on the dose-level and severity of stimuli will aid in the evaluation and approach against drug exposure. The present research explored the involvement of gene expression of potential biomarkers as a severity-specific hallmark in different acetaminophen (APAP)-induced hepatotoxicity levels in C57BL/6 mice. The differentially expressed genes were annotated and analyzed using bioinformatics tools to predict canonical pathways altered by DILI. The results revealed alteration in genes encoding for antioxidant enhancement; Slc7a11, bile efflux; MDR4, fatty acid metabolism and transcriptional factors namely Srebf1 and Pparα. Potential APAP toxicity biomarkers included Adh1 and thrombin, and other DNA damage and stress chaperones which were changed at least fourfold between control and the three tested severity models. The current investigation demonstrates a dose-mediated association of several hallmark genes in APAP-induced liver damage and addressed the involvement of uncommonly studied molecular responses. Such biomarkers can be further developed into predictive models, translated for risk assessment against drug exposure and guide in building theragnostic targets.
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The Role of Glutathione in Protecting against the Severe Inflammatory Response Triggered by COVID-19. Antioxidants (Basel) 2020; 9:antiox9070624. [PMID: 32708578 PMCID: PMC7402141 DOI: 10.3390/antiox9070624] [Citation(s) in RCA: 139] [Impact Index Per Article: 27.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2020] [Revised: 07/12/2020] [Accepted: 07/14/2020] [Indexed: 02/06/2023] Open
Abstract
The novel COVID-19 pandemic is affecting the world’s population differently: mostly in the presence of conditions such as aging, diabetes and hypertension the virus triggers a lethal cytokine storm and patients die from acute respiratory distress syndrome, whereas in many cases the disease has a mild or even asymptomatic progression. A common denominator in all conditions associated with COVID-19 appears to be the impaired redox homeostasis responsible for reactive oxygen species (ROS) accumulation; therefore, levels of glutathione (GSH), the key anti-oxidant guardian in all tissues, could be critical in extinguishing the exacerbated inflammation that triggers organ failure in COVID-19. The present review provides a biochemical investigation of the mechanisms leading to deadly inflammation in severe COVID-19, counterbalanced by GSH. The pathways competing for GSH are described to illustrate the events concurring to cause a depletion of endogenous GSH stocks. Drawing on evidence from literature that demonstrates the reduced levels of GSH in the main conditions clinically associated with severe disease, we highlight the relevance of restoring GSH levels in the attempt to protect the most vulnerable subjects from severe symptoms of COVID-19. Finally, we discuss the current data about the feasibility of increasing GSH levels, which could be used to prevent and subdue the disease.
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Liu X, Chen C, Zhang X. Drug-drug interaction of acetaminophen and roxithromycin with the cocktail of cytochrome P450 and hepatotoxicity in rats. Int J Med Sci 2020; 17:414-421. [PMID: 32132876 PMCID: PMC7053348 DOI: 10.7150/ijms.38527] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2019] [Accepted: 12/08/2019] [Indexed: 12/16/2022] Open
Abstract
Acetaminophen (APAP) and roxithromycin (ROX) are often used in combination in clinical practice. To evaluate their drug-drug interactions (DDIs) and the hepatotoxicity of co-administration, rats were randomly separated into four groups: Control, APAP (50 mg/kg), ROX (5.5 mg/kg) and APAP-ROX (50 mg/kg and 5.5 mg/kg, respectively). The pharmacokinetic parameters between APAP and ROX were assayed by HPLC, and a cocktail method was used to evaluate the activities of cytochrome (CYP) 450. The liver microsome CYP2E1 protein was detected using Western blot. The levels of plasma parameters, mRNA levels of inflammatory factors (TNF-α, INF-γ, VCAM-1, CXCL-1 and STAT-3) and antioxidant factors (Nrf-2, GSTA, GCLC-1, HO-1 and NQO1) were determined using real-time PCR, along with the observation on histopathological changes in the liver tissue. APAP and ROX co-treatment significantly increased CYP2E1 activity, decreased CYP2D6 activity and prolonged APAP and ROX clearance. Co-treatment increased mRNA expressions of TNF-α, NQO1 and MDA while decreasing GPX and SOD levels. Histopathological evidence showed the changes of liver tissues in terms of structure, size and tight arrangement. This study confirmed that a combination of APAP and ROX inhibited APAP metabolism and that the peak concentration of ROX was delayed. The resulting high level of CYP2E1 may induce oxidative stress and cause liver damage.
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Affiliation(s)
- Xiang Liu
- Chinese-German Joint Laboratory for Natural Product Research, College of Biological Science and Engineering, Shaanxi University of Technology, Hanzhong 723001, P.R. China
| | - Chen Chen
- Chinese-German Joint Laboratory for Natural Product Research, College of Biological Science and Engineering, Shaanxi University of Technology, Hanzhong 723001, P.R. China
| | - Xiaoying Zhang
- Chinese-German Joint Laboratory for Natural Product Research, College of Biological Science and Engineering, Shaanxi University of Technology, Hanzhong 723001, P.R. China.,Centre of Molecular and Environmental Biology University of Minho, Department of Biology, Campus de Gualtar, Braga, 4710-057, Portugal
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