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Olubamiwa AO, Liao TJ, Zhao J, Dehanne P, Noban C, Angin Y, Barberan O, Chen M. Drug interaction with UDP-Glucuronosyltransferase (UGT) enzymes is a predictor of drug-induced liver injury. Hepatology 2025; 81:1512-1521. [PMID: 39024247 PMCID: PMC11999093 DOI: 10.1097/hep.0000000000001007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/01/2024] [Accepted: 06/24/2024] [Indexed: 07/20/2024]
Abstract
BACKGROUND AND AIMS DILI frequently contributes to the attrition of new drug candidates and is a common cause for the withdrawal of approved drugs from the market. Although some noncytochrome P450 (non-CYP) metabolism enzymes have been implicated in DILI development, their association with DILI outcomes has not been systematically evaluated. APPROACH AND RESULTS In this study, we analyzed a large data set comprising 317 drugs and their interactions in vitro with 42 non-CYP enzymes as substrates, inducers, and/or inhibitors retrieved from historical regulatory documents using multivariate logistic regression. We examined how these in vitro drug-enzyme interactions are correlated with the drugs' potential for DILI concern, as classified in the Liver Toxicity Knowledge Base database. Our study revealed that drugs that inhibit non-CYP enzymes are significantly associated with high DILI concern. Particularly, interaction with UDP-glucuronosyltransferases (UGT) enzymes is an important predictor of DILI outcomes. Further analysis indicated that only pure UGT inhibitors and dual substrate inhibitors, but not pure UGT substrates, are significantly associated with high DILI concern. CONCLUSIONS Drug interactions with UGT enzymes may independently predict DILI, and their combined use with the rule-of-two model further improves overall predictive performance. These findings could expand the currently available tools for assessing the potential for DILI in humans.
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Affiliation(s)
- AyoOluwa O. Olubamiwa
- Division of Bioinformatics and Biostatistics, National Center for Toxicological Research (NCTR), U.S. Food and Drug Administration, Jefferson, Arkansas, USA
| | - Tsung-Jen Liao
- Division of Bioinformatics and Biostatistics, National Center for Toxicological Research (NCTR), U.S. Food and Drug Administration, Jefferson, Arkansas, USA
- Division of Preclinical Innovation, National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland, USA
| | - Jinwen Zhao
- Department of Information Science, University of Arkansas at Little Rock, Arkansas, USA
| | - Patrice Dehanne
- Life Sciences, Elsevier B.V Radarweg, Amsterdam, Netherlands
| | - Catherine Noban
- Life Sciences, Elsevier B.V Radarweg, Amsterdam, Netherlands
| | - Yeliz Angin
- Life Sciences, Elsevier B.V Radarweg, Amsterdam, Netherlands
| | | | - Minjun Chen
- Division of Bioinformatics and Biostatistics, National Center for Toxicological Research (NCTR), U.S. Food and Drug Administration, Jefferson, Arkansas, USA
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Kaito S, Sato K, Sasaki T, Hosaka T, Shizu R, Takeshita JI, Yoshinari K. Association between drug-induced heart failure and CYP1A1, CYP1B1, and CYP3A4 inhibition: Utility of cytochrome P450 inhibition assay for evaluating cardiotoxicity of drug candidates. Toxicol In Vitro 2025; 107:106075. [PMID: 40258480 DOI: 10.1016/j.tiv.2025.106075] [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: 11/18/2024] [Revised: 04/04/2025] [Accepted: 04/15/2025] [Indexed: 04/23/2025]
Abstract
Unpredictable adverse drug reactions (ADRs) present a significant challenge in drug development and require advanced prediction systems for ADRs. Previously, we identified a connection between drug-induced liver injury (DILI) and the inhibition of CYP1A1 or CYP1B1, reporting the usefulness of this inhibition data from these cytochrome P450s (P450s) for predicting DILI. This study aimed to investigate the utility of P450 inhibition data in predicting drug-induced organ toxicities beyond DILI. We selected 364 drugs with ADR information as test drugs from the public database SIDER (Side Effect Resource). Our focus was on 10 groups of ADRs affecting the liver, kidney, heart, blood/hematopoietic system, intestines, muscle, and lungs, as classified by MedDRA. The inhibitory activities of 10 human P450s were evaluated in vitro using recombinant enzymes and luminescent substrates. Our analyses revealed notable associations between heart failure and the inhibition of CYP1A1, CYP1B1, and CYP3A4. Heart failure-positive drugs tended to exhibit strong inhibition of these P450s compared to heart failure-negative drugs. Furthermore, most drugs that inhibited two or three of the three P450 forms were found to be heart failure-positive. These results suggest that the inhibition assay data for CYP1A1, CYP1B1, and CYP3A4 help assess drug-induced cardiotoxicity during drug development.
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Affiliation(s)
- Shunnosuke Kaito
- School of Pharmaceutical Sciences, University of Shizuoka, Shizuoka, Japan
| | - Kiyomi Sato
- School of Pharmaceutical Sciences, University of Shizuoka, Shizuoka, Japan
| | - Takamitsu Sasaki
- School of Pharmaceutical Sciences, University of Shizuoka, Shizuoka, Japan
| | - Takuomi Hosaka
- School of Pharmaceutical Sciences, University of Shizuoka, Shizuoka, Japan
| | - Ryota Shizu
- School of Pharmaceutical Sciences, University of Shizuoka, Shizuoka, Japan
| | - Jun-Ichi Takeshita
- School of Pharmaceutical Sciences, University of Shizuoka, Shizuoka, Japan; Research Institute of Science for Safety and Sustainability, National Institute of Advanced Industrial Science and Technology, Tsukuba, Japan
| | - Kouichi Yoshinari
- School of Pharmaceutical Sciences, University of Shizuoka, Shizuoka, Japan.
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Duo D, Zhu J, Wang M, Wang X, Qu N, Li X. Long-term exposure to high-altitude hypoxic environments reduces blood pressure by inhibiting the renin-angiotensin system in rats. Front Physiol 2025; 16:1565147. [PMID: 40303590 PMCID: PMC12037635 DOI: 10.3389/fphys.2025.1565147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2025] [Accepted: 04/02/2025] [Indexed: 05/02/2025] Open
Abstract
Introduction This study assesses the effects of chronic high-altitude hypoxia on blood pressure regulation in spontaneously hypertensive rats (SHR) and normotensive Wistar-Kyoto (WKY) rats, focusing on cardiovascular remodelling, hemodynamic alterations, and renin-angiotensin system (RAS) modulation. Methods Eight-week-old male SHR and WKY rats were divided into four groups: the SHR high-altitude hypoxia group (SHR-H), WKY high-altitude hypoxia group (WKY-H), SHR control group (SHR-C), and WKY control group (WKY-C). The hypoxia groups were exposed to 4,300 m (PaO2: 12.5 kPa) for 10 weeks. Blood pressure was measured via non-invasive tail-cuff method, cardiac function via echocardiography, and right heart pressures via catheterization. Histopathological analysis included haematoxylin and eosin and Masson/Weigert staining for organ damage and vascular remodelling, whereas RAS components were assessed using immunohistochemistry. Results The results showed that chronic hypoxia significantly reduced systolic blood pressure, diastolic blood pressure, and mean arterial pressure in SHR-H rats, but not in WKY-H rats. SHR-H rats showed a reduced ejection fraction, fractional shortening, systolic left ventricular anterior wall thickness, and diastolic left ventricular anterior wall thickness, increased left ventricular diastolic diameter, and left ventricular systolic diameter, whereas WKY-H showed only ejection fraction and fractional shortening decline. Both groups developed elevated mean pulmonary arterial pressure, right ventricular systolic pressure, and right ventricular end-diastolic pressure. SHR-H rats displayed aortic medial thinning, elastic fibre degradation, increased blood viscosity, and multi-organ damage (myocardial necrosis, pulmonary fibrosis), whereas WKY-H rats showed medial thinning and erythrocyte hyperplasia without fibrosis. Immunohistochemistry revealed suppression of the angiotensin-converting enzyme (ACE)-angiotensin II (Ang II)-angiotensin II type I (AT1) axis in SHR-H, whereas WKY-H exhibited reduced Ang I/II without ACE2 and Mas receptor (MasR) changes. Conclusion Long-term hypoxic exposure at high-altitude reduces blood pressure in SHR rats, which may be attributed to a combination of cardiac functional compensation failure, vascular remodelling, and simultaneous inhibition of the ACE-Ang II-AT1R and ACE2-Ang1-7-MasR axes.
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Affiliation(s)
- Delong Duo
- Research Center for High-Altitude Medicine, Qinghai University Medical College, Xining, China
| | - Junbo Zhu
- Research Center for High-Altitude Medicine, Qinghai University Medical College, Xining, China
| | - Mengyue Wang
- Research Center for High-Altitude Medicine, Qinghai University Medical College, Xining, China
| | | | - Ning Qu
- Qinghai Hospital of Traditional Chinese Medicine, Xining, China
| | - Xiangyang Li
- Research Center for High-Altitude Medicine, Qinghai University Medical College, Xining, China
- State Key Laboratory of Plateau Ecology and Agriculture, Qinghai University, Xining, China
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Suzuki A, MinjunChen. Epidemiology and Risk Determinants of Drug-Induced Liver Injury: Current Knowledge and Future Research Needs. Liver Int 2025; 45:e16146. [PMID: 39494620 DOI: 10.1111/liv.16146] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/17/2024] [Revised: 10/05/2024] [Accepted: 10/13/2024] [Indexed: 11/05/2024]
Abstract
AIMS Drug-induced liver injury (DILI) is a major global health concern resulting from adverse reactions to medications, supplements or herbal medicines. The relevance of DILI has grown with an aging population, the rising prevalence of chronic diseases and the increased use of biologics, including checkpoint inhibitors. This article aims to summarise current knowledge on DILI epidemiology and risk factors. METHODS This review critically appraises available evidence on DILI frequency, outcomes and risk determinants, focusing on drug properties and non-genetic host factors that may influence susceptibility. RESULTS DILI incidence varies across populations, with hospitalised patients experiencing notably higher rates than outpatients or the general population. Increased medication use, particularly among older adults and women, may partly explain age- and sex-based disparities in DILI incidence and reporting. Physiological changes associated with aging likely increase susceptibility to DILI in older adults, though further exposure-based studies are needed for definitive conclusions. Current evidence does not strongly support that women are inherently more susceptible to DILI than men; rather, susceptibility appears to depend on specific drugs. However, once DILI occurs, older age and female sex are associated with greater severity and poorer outcomes. Other less-studied host-related risk factors are also discussed based on available evidence. CONCLUSIONS This article summarises existing data on DILI frequency, outcomes, drug properties affecting hepatotoxicity and non-genetic host risk factors while identifying critical knowledge gaps. Addressing these gaps through future research could enhance understanding and support preventive measures.
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Affiliation(s)
- Ayako Suzuki
- Gastroenterology, Duke University, Durham, North Carolina, USA
- Gastroenterology, Durham VA Medical Center, Durham, North Carolina, USA
| | - MinjunChen
- Division of Bioinformatics and Biostatistics, FDA's National Center for Toxicological Research, Jefferson, Arkansas, USA
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de Sousa Silveira Z, Macêdo NS, Menezes Dantas DD, Rodrigues Dos Santos Barbosa C, Muniz DF, Morais Oliveira-Tintino CDD, Relison Tintino S, Alencar GG, Marinho ES, Rocha MND, Marinho MM, Santos HSD, Coutinho HDM, Cunha FABD, Silva MVD. Evaluation of the antibacterial and inhibitory activity of the NorA and TetK efflux pumps of Staphylococcus aureus by p-coumaric acid. Microb Pathog 2025; 200:107318. [PMID: 39848298 DOI: 10.1016/j.micpath.2025.107318] [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: 09/15/2024] [Revised: 12/25/2024] [Accepted: 01/19/2025] [Indexed: 01/25/2025]
Abstract
The NorA and TetK efflux pumps mediate resistance to fluoroquinolone and tetracycline antibiotics by actively extruding these compounds and reducing their intracellular concentrations. Consequently, intense research has focused on inhibiting these efflux mechanisms using antimicrobial agents derived from natural or synthetic sources. This study used Fourier transform infrared spectroscopy (ATR-FTIR) to analyze the various functional groups present in p-coumaric acid. We also investigated the antibacterial activity of p-coumaric acid on strains of Staphylococcus aureus carrying the NorA and TetK efflux pumps, as well as the compound's ability to increase the fluorescence of ethidium bromide (EtBr) and Sytox Green. In addition, the interactions of this compound with NorA were analyzed using molecular docking, and its pharmacokinetic properties were evaluated using ADMET (Absorption, Distribution, Metabolism, Excretion and Toxicity) modeling. The results revealed that p-coumaric acid exhibited no direct antibacterial activity against the tested Staphylococcus aureus strains. However, significant reductions in the minimum inhibitory concentrations (MICs) of norfloxacin and EtBr, both used as NorA substrates, were observed when combined with p-coumaric acid. It was also observed that p-coumaric acid increased the fluorescence emission of EtBr and Sytox Green in strains 1199 and 1199B, suggesting the inhibition of the efflux mechanism and enhanced membrane permeabilization in S. aureus. The in silico analysis demonstrated that p-coumaric acid exhibits a favorable binding energy with NorA, comparable to that of chlorpromazine. These results position p-coumaric acid as a promising antibiotic adjuvant and efflux inhibitor in strains harboring NorA.
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Affiliation(s)
- Zildene de Sousa Silveira
- Postgraduate Program in Biological Sciences (PPGCB), Federal University of Pernambuco (UFPE), 50670-901, Recife, PE, Brazil.
| | - Nair Silva Macêdo
- Postgraduate Program in Biological Chemistry (PPQB), Regional University of Cariri (URCA), 63105-000, Crato, CE, Brazil.
| | - Débora de Menezes Dantas
- Postgraduate Program in Biological Chemistry (PPQB), Regional University of Cariri (URCA), 63105-000, Crato, CE, Brazil.
| | | | - Débora Feitosa Muniz
- Postgraduate Program in Biological Chemistry (PPQB), Regional University of Cariri (URCA), 63105-000, Crato, CE, Brazil
| | | | - Saulo Relison Tintino
- Laboratory of Microbiology and Molecular Biology (LMBM), Cariri Regional University (URCA), Crato, CE, Brazil.
| | - Gabriel Gonçalves Alencar
- Laboratory of Microbiology and Molecular Biology (LMBM), Cariri Regional University (URCA), Crato, CE, Brazil.
| | - Emmanuel Silva Marinho
- State University of Ceará, Postgraduate Program in Natural Sciences, Natural Resources Bioprospecting and Monitoring Laboratory (LBMRN), Fortaleza, Ceará, Brazil.
| | - Matheus Nunes da Rocha
- State University of Ceará, Postgraduate Program in Natural Sciences, Natural Resources Bioprospecting and Monitoring Laboratory (LBMRN), Fortaleza, Ceará, Brazil.
| | - Marcia Machado Marinho
- State University of Ceará, Postgraduate Program in Natural Sciences, Natural Resources Bioprospecting and Monitoring Laboratory (LBMRN), Fortaleza, Ceará, Brazil.
| | - Hélcio Silva Dos Santos
- Northeast Biotechnology Network (RENORBIO-Nucleadora UECE), State University of Acaraú Valley (UVA), Sobral, CE, Brazil.
| | - Henrique Douglas Melo Coutinho
- Postgraduate Program in Biological Chemistry (PPQB), Regional University of Cariri (URCA), 63105-000, Crato, CE, Brazil.
| | | | - Márcia Vanusa da Silva
- Postgraduate Program in Biological Sciences (PPGCB), Federal University of Pernambuco (UFPE), 50670-901, Recife, PE, Brazil.
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Lopes PHR, Pereira NMDO, da Rocha MN, Marinho MM, Guedes JM, Rodrigues THS, Do Vale JPC, Marinho ES, Santiago GMP, dos Santos HS. Chemical Composition and Larvicidal Activity Against Aedes aegypti of the Leaf Essential Oils from Croton blanchetianus. Molecules 2025; 30:1034. [PMID: 40076259 PMCID: PMC11901792 DOI: 10.3390/molecules30051034] [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: 01/25/2025] [Revised: 02/12/2025] [Accepted: 02/17/2025] [Indexed: 03/14/2025] Open
Abstract
The Aedes aegypti mosquito is the primary vector of dengue, a neglected disease and a serious public health problem in tropical countries. The control of this vector has been carried out using chemical insecticides, which impact human health. Thus, it is essential to develop natural larvicides that are less harmful to the environment. This study investigates the circadian cycle and larvicidal activity of essential oils from Croton blanchetianus against Aedes aegypti. The leaf oils were extracted by hydrodistillation and analyzed by GC-MS and GC-FID. The circadian study revealed variations in the chemical composition of oils extracted at different times of the day. The main constituents were α-pinene, β-phellandrene, eucalyptol, β-caryophyllene, bicyclogermacrene, and spathulenol. The larvicidal activity showed LC50 values at the following different collection times: 55.294 ± 3.209 μg/mL at 08:00 h; 95.485 ± 2.684 μg/mL at 12:00 h; and 64.883 ± 1.780 μg/mL at 17:00 h. Molecular docking simulations indicated that α-pinene, β-phellandrene, eucalyptol, and β-caryophyllene strongly interact with the active site of the sterol carrier protein, suggesting their role in larvicidal activity. These findings reinforce the potential of C. blanchetianus essential oils as an alternative for Aedes aegypti control. The predictive pharmacokinetic tests showed a PAMPA profile associated with high effective cellular permeability and microsomal stability, resulting from the metabolic stability of the derivatives (3) eucalyptol and (6) spathulenol, indicating that these compounds have the highest pharmacokinetic viability and low reactivity with respect to organ toxicity.
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Affiliation(s)
- Pedro Henrique Ribeiro Lopes
- Postgraduate Program in Natural Sciences, Ceará State University, Fortaleza 60714-903, CE, Brazil; (P.H.R.L.); (M.N.d.R.); (M.M.M.); (J.M.G.); (E.S.M.)
| | - Nicaely Maria de Oliveira Pereira
- Department of Organic and Inorganic Chemistry, Federal University of Ceará, Fortaleza 60020-181, CE, Brazil; (N.M.d.O.P.); (G.M.P.S.)
| | - Matheus Nunes da Rocha
- Postgraduate Program in Natural Sciences, Ceará State University, Fortaleza 60714-903, CE, Brazil; (P.H.R.L.); (M.N.d.R.); (M.M.M.); (J.M.G.); (E.S.M.)
| | - Marcia Machado Marinho
- Postgraduate Program in Natural Sciences, Ceará State University, Fortaleza 60714-903, CE, Brazil; (P.H.R.L.); (M.N.d.R.); (M.M.M.); (J.M.G.); (E.S.M.)
| | - Jesyka Macêdo Guedes
- Postgraduate Program in Natural Sciences, Ceará State University, Fortaleza 60714-903, CE, Brazil; (P.H.R.L.); (M.N.d.R.); (M.M.M.); (J.M.G.); (E.S.M.)
| | | | - Jean Parcelli Costa Do Vale
- Center for Exact Sciences and Technology, Vale do Acaraú University, Sobral 62040-370, CE, Brazil; (T.H.S.R.); (J.P.C.D.V.)
| | - Emmanuel Silva Marinho
- Postgraduate Program in Natural Sciences, Ceará State University, Fortaleza 60714-903, CE, Brazil; (P.H.R.L.); (M.N.d.R.); (M.M.M.); (J.M.G.); (E.S.M.)
| | - Gilvandete Maria Pinheiro Santiago
- Department of Organic and Inorganic Chemistry, Federal University of Ceará, Fortaleza 60020-181, CE, Brazil; (N.M.d.O.P.); (G.M.P.S.)
- Department of Pharmacy, Federal University of Ceara, Fortaleza 60430-160, CE, Brazil
| | - Hélcio Silva dos Santos
- Postgraduate Program in Natural Sciences, Ceará State University, Fortaleza 60714-903, CE, Brazil; (P.H.R.L.); (M.N.d.R.); (M.M.M.); (J.M.G.); (E.S.M.)
- Center for Exact Sciences and Technology, Vale do Acaraú University, Sobral 62040-370, CE, Brazil; (T.H.S.R.); (J.P.C.D.V.)
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7
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Ferreira da Silva B, Gomes Pereira AM, Frota Araújo IM, Carvalho Aguiar FK, Mesquita Cajazeiras FF, Onassis Cardoso Viana Gomes A, Marinho MM, Rodrigues Teixeira AM, Marinho ES, Costa RA, Carneiro VA, Santos HSD. Structural characterization, cytotoxicity, antibiofilm activity, and synergistic potential with molecular docking analysis of ibuprofen-derived hydrazide against bacterial pathogens. Microb Pathog 2025; 199:107230. [PMID: 39689746 DOI: 10.1016/j.micpath.2024.107230] [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: 10/02/2024] [Revised: 11/29/2024] [Accepted: 12/12/2024] [Indexed: 12/19/2024]
Abstract
The study investigates the synthesis, characterization, and antibacterial activity of an ibuprofen-derived hydrazide (HIDZ). It was synthesized and characterized using NMR spectroscopy, DFT Calculations, and ADMET studies. Furthermore, HIDZ cytotoxicity on L929 cells was evaluated using the MTT reduction assay. Antibacterial activity was assessed against Gram-positive and Gram-negative strains through the microdilution method. The combinatory potential of HIDZ was performed using the checkerboard test with β-lactam antibiotics, oxacillin (OXA), meropenem (MER), and cefepime (CPM). Antibiofilm activity was evaluated for biofilm inhibition and disruption, particularly in combination with OXA. Molecular docking analysis examined HIDZ interactions with Thymidylate kinase, DNA Gyrase B, and DNA Topoisomerase IV subunit B. The global chemical reactivity descriptors analysis revealed significant variations in the atomic centers' susceptibility, highlighting the environment's importance in determining the reactive behavior of HIDZ. Pharmacokinetic predictions indicated efficient permeability across biological membranes, suggesting favorable bioavailability. MTT experiment showed that HIDZ caused cytotoxicity on higher concentrations over L929 fibroblasts. HIDZ exhibited superior activity against Gram-positive strains compared to ibuprofen, with lower MIC and MBC values. Both compounds were ineffective against Gram-negative strains. However, HIDZ was able to inhibit the biofilm formation of the most tested strains. The combinatory effect shows an additive effect between HIDZ and β-lactams. However, the HIDZ/OXA combination improved biofilm disruption, achieving up to a 92 % reduction in residual biofilm and cell viability compared to the control. Molecular docking simulations showed that HIDZ may interact with bacterial enzymes, improving antibiotic efficiency. The study suggests that HIDZ has promising potential as an antibacterial and antibiofilm agent, particularly against Gram-positive bacteria and in combination with β-lactam antibiotics.
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Affiliation(s)
- Benise Ferreira da Silva
- State University of Ceará, Northeast Network of Biotechnology Program (RENORBIO), Campus Itaperi, Fortaleza, Brazil; University Center INTA - UNINTA, Center for Bioprospecting and Applied Molecular Experimentation (NUBEM), Sobral, Brazil
| | - Antonio Mateus Gomes Pereira
- State University of Ceará, Northeast Network of Biotechnology Program (RENORBIO), Campus Itaperi, Fortaleza, Brazil; University Center INTA - UNINTA, Center for Bioprospecting and Applied Molecular Experimentation (NUBEM), Sobral, Brazil
| | - Ingrid Maria Frota Araújo
- University Center INTA - UNINTA, Center for Bioprospecting and Applied Molecular Experimentation (NUBEM), Sobral, Brazil
| | - Francisco Kauê Carvalho Aguiar
- University Center INTA - UNINTA, Center for Bioprospecting and Applied Molecular Experimentation (NUBEM), Sobral, Brazil
| | | | | | | | - Alexandre Magno Rodrigues Teixeira
- State University of Ceará, Northeast Network of Biotechnology Program (RENORBIO), Campus Itaperi, Fortaleza, Brazil; Postgraduate in Natural Sciences, Sciences and Technology Center, State University of Ceará, Fortaleza, CE, Brazil
| | - Emmanuel Silva Marinho
- Postgraduate in Natural Sciences, Sciences and Technology Center, State University of Ceará, Fortaleza, CE, Brazil
| | - Renata Albuquerque Costa
- University Center INTA - UNINTA, Center for Bioprospecting and Applied Molecular Experimentation (NUBEM), Sobral, Brazil
| | - Victor Alves Carneiro
- University Center INTA - UNINTA, Center for Bioprospecting and Applied Molecular Experimentation (NUBEM), Sobral, Brazil
| | - Hélcio Silva Dos Santos
- State University of Ceará, Northeast Network of Biotechnology Program (RENORBIO), Campus Itaperi, Fortaleza, Brazil; Course of Chemistry, State University of Vale Acaraú, Sobral, Ceará, Brazil; Postgraduate in Natural Sciences, Sciences and Technology Center, State University of Ceará, Fortaleza, CE, Brazil.
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8
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Mao YM, Tang JT, Lu ZH, Shao M, Zhao WF, Zhan J, Huang ZX, Niu QH, Chen L, Chen ZF, Guo CH, Jia ZH, Li H, Liu B, Miao J, Peng ZT, Pu YL, Qu LH, Shen XM, Sun W, Wang HW, Lu XL, Xue JJ, Yang YY, Yang Z, Yang ZH, Zhang QG, Niu T, Zhu WD, Liu XL, Zhong W, Dong YN, Zhi Y, Li XY. Chinese Guideline for the Diagnosis and Management of Drug-Induced Liver Injury in Primary Care (2024). J Dig Dis 2025; 26:2-21. [PMID: 40198161 DOI: 10.1111/1751-2980.13337] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/15/2025] [Revised: 02/27/2025] [Accepted: 03/09/2025] [Indexed: 04/10/2025]
Abstract
Drug-induced liver injury (DILI) is a drug-induced disease that not only complicates the treatment of the primary disease but may also lead to acute liver failure or even death in severe cases. Drugs commonly used in primary care, such as anti-infective agents and nonsteroidal anti-inflammatory drugs, are major causes of DILI. In addition, a large elderly population, comorbidities, and combination therapy with multiple drugs increase the risk of DILI in primary care. Therefore, primary care providers should proactively screen and monitor high-risk patients to identify potential DILI timely. Currently, diagnosis of DILI relies on the exclusion of liver diseases of other etiologies. Collection of detailed medical history of the patients and careful exclusion of other potential liver injury of other etiologies are crucial for accurate diagnosis. This guideline, developed based on evidence-based medicine from the latest research, aimed to provide primary care providers with professional guidance on the timely identification of suspected DILI cases and standardized diagnosis and management in clinical practice.
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Affiliation(s)
- Yi Min Mao
- Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, NHC Key Laboratory of Digestive Diseases, Shanghai Research Center of Fatty Liver Disease, Shanghai, China
| | - Jie Ting Tang
- Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, NHC Key Laboratory of Digestive Diseases, Shanghai Research Center of Fatty Liver Disease, Shanghai, China
| | - Zhong Hua Lu
- Department of Hepatology, Affiliated Wuxi Fifth Hospital of Jiangnan Univeristy, Wuxi, Jiangsu Province, China
| | - Ming Shao
- Department of Infectious Diseases, Yuncheng Huiren Hospital, Yuncheng, Shanxi Province, China
| | - Wei Feng Zhao
- Department of Infectious Diseases, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China
| | - Jun Zhan
- Department of Gastroenterology, Sun Yat-sen Memorial Hospital, Sun Yat-sen University, Guangzhou, Guangdong Province, China
| | - Zu Xiong Huang
- Department of Hepatology, Mengchao Hepatobiliary Hospital of Fujian Medical University, Fuzhou, Fujian Province, China
| | - Qing Hui Niu
- Department of Hepatology, The Affiliated Hospital of Qingdao University, Qingdao, Shandong Province, China
| | - Lin Chen
- Department of Infectious Diseases, Zhuji People's Hospital of Zhejiang Province, Zhuji, Zhejiang Province, China
| | - Zhan Feng Chen
- Department of Infectious Diseases, Shishi General Hospital, Quanzhou, Fujian Province, China
| | - Chun Hui Guo
- Department of Infectious Diseases, Jiangyin People's Hospital, Jiangyin, Jiangsu Province, China
| | - Zi Hui Jia
- Department of Gastroenterology, Gaobeidian Hospital, Baoding, Hebei Province, China
| | - Hai Li
- Department of Gastroenterology, Tianjin Xiqing Hospital, Tianjin, China
| | - Bo Liu
- Department of Gastroenterology, The People's Hospital of Zhangwu, Fuxin, Liaoning Province, China
| | - Jing Miao
- Department of Traditional Chinese Medicine, Tianjin Second People's Hospital, Tianjin, China
| | - Zhong Tian Peng
- Department of Infectious Diseases, The First Affiliated Hospital of University of South China, Hengyang, Hunan Province, China
| | - Yong Lan Pu
- Department of Infectious Diseases, The First People's Hospital of Taicang, Taicang, Jiangsu Province, China
| | - Li Hong Qu
- Department of Infectious Diseases, Shanghai East Hospital, Tongji University, Shanghai, China
| | - Xiao Ming Shen
- Department of Infectious Diseases, Jiaxing No. 2 Hospital, Jiaxing, Zhejiang Province, China
| | - Wei Sun
- Department of Infectious Diseases and Hepatology, People's Hospital of Chongqing Banan District, Chongqing, China
| | - Hong Wu Wang
- Department of Infectious Diseases, Tongji Hospital, Tongji Medical College of Huazhong University of Science and Technology, Wuhan, Hubei Province, China
| | - Xiao Lan Lu
- Department of Gastroenterology, Shanghai Pudong Hospital, Shanghai, China
| | - Jian Jun Xue
- Department of Infectious Diseases, People's Hospital of Hongtong County, Linfen, Shanxi Province, China
| | - Ya Yun Yang
- Department of Infectious Diseases, Mengzi People's Hospital, Mengzi, Yunnan Province, China
| | - Zheng Yang
- Department of Infectious Diseases, Jingzhou Central Hospital, Jingzhou, Hebei Province, China
| | - Zhong Hui Yang
- Department of Pharmacy, The First People's Hospital of Taicang, Taicang, Jiangsu Province, China
| | - Qing Ge Zhang
- Department of Hepatology of Integrated Traditional Chinese and Western Medicine, Xingtai People's Hospital, Xingtai, Hebei Province, China
| | - Tao Niu
- Department of Gastroenterology, People's Hospital of Dongxihu District, Wuhan, Hubei Province, China
| | - Wei Dong Zhu
- Department of Infectious Diseases, Changsu No. 2 People's Hospital, Changshu, Jiangsu Province, China
| | - Xiao Lin Liu
- Department of Infectious Diseases, The First Affiliated Hospital of Soochow University, Suzhou, Jiangsu Province, China
| | - Wei Zhong
- Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, NHC Key Laboratory of Digestive Diseases, Shanghai Research Center of Fatty Liver Disease, Shanghai, China
| | - Yi Nuo Dong
- Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, NHC Key Laboratory of Digestive Diseases, Shanghai Research Center of Fatty Liver Disease, Shanghai, China
| | - Yang Zhi
- Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, NHC Key Laboratory of Digestive Diseases, Shanghai Research Center of Fatty Liver Disease, Shanghai, China
| | - Xiao Yun Li
- Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, NHC Key Laboratory of Digestive Diseases, Shanghai Research Center of Fatty Liver Disease, Shanghai, China
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9
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Ambe K, Nakamori M, Tohno R, Suzuki K, Sasaki T, Tohkin M, Yoshinari K. Machine Learning-Based In Silico Prediction of the Inhibitory Activity of Chemical Substances Against Rat and Human Cytochrome P450s. Chem Res Toxicol 2024; 37:1843-1850. [PMID: 39427263 DOI: 10.1021/acs.chemrestox.4c00168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2024]
Abstract
The prediction of cytochrome P450 inhibition by a computational (quantitative) structure-activity relationship approach using chemical structure information and machine learning would be useful for toxicity research as a simple and rapid in silico tool. However, there are few in silico models focusing on the species differences between rat and human in the P450s inhibition. This study aimed to establish in silico models to classify chemical substances as inhibitors or non-inhibitors of various rat and human P450s, using only molecular descriptors. Using the in-house test results from our in vitro experiments, we used 326 substances for model construction and internal validation data. Apart from the 326 substances, 60 substances were used as external validation data set. We focused on seven rat P450s (CYP1A1, CYP1A2, CYP2B1, CYP2C6, CYP2D1, CYP2E1, and CYP3A2) and 11 human P450s (CYP1A1, CYP1A2, CYP1B1, CYP2A6, CYP2B6, CYP2C8, CYP2C9, CYP2C19, CYP2D6, CYP2E1, and CYP3A4). Most of the models established using XGBoost showed an area under the receiver operating characteristic curve (ROC-AUC) of 0.8 or more in the internal validation. When we set an applicability domain for the models and confirmed their generalization performance through external validation, most of the models showed an ROC-AUC of 0.7 or more. Interestingly, for CYP1A1 and CYP1A2, we discovered that a human P450 inhibitory activity model can predict rat P450 inhibitory activity and vice versa. These models are the first attempts to predict inhibitory activity against a wide variety of P450s in both rats and humans using chemical structure information. Our experimental results and in silico models would be helpful to support information for species similarities and differences in chemical-induced toxicity.
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Affiliation(s)
- Kaori Ambe
- Department of Regulatory Science, Graduate School of Pharmaceutical Sciences, Nagoya City University, Nagoya 4678603, Japan
| | - Mizuki Nakamori
- Department of Regulatory Science, Graduate School of Pharmaceutical Sciences, Nagoya City University, Nagoya 4678603, Japan
| | - Riku Tohno
- Department of Regulatory Science, Graduate School of Pharmaceutical Sciences, Nagoya City University, Nagoya 4678603, Japan
| | - Kotaro Suzuki
- Department of Regulatory Science, Graduate School of Pharmaceutical Sciences, Nagoya City University, Nagoya 4678603, Japan
| | - Takamitsu Sasaki
- Laboratory of Molecular Toxicology, School of Pharmaceutical Sciences, University of Shizuoka, Shizuoka 4228526, Japan
| | - Masahiro Tohkin
- Department of Regulatory Science, Graduate School of Pharmaceutical Sciences, Nagoya City University, Nagoya 4678603, Japan
| | - Kouichi Yoshinari
- Laboratory of Molecular Toxicology, School of Pharmaceutical Sciences, University of Shizuoka, Shizuoka 4228526, Japan
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10
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Marinho MM, da Rocha MN, Magalhães EP, Ribeiro LR, Roberto CHA, de Queiroz Almeida-Neto FW, Monteiro ML, Nunes JVS, de Menezes RRPPB, Marinho ES, de Lima Neto P, Martins AMC, Dos Santos HS. Insights of potential trypanocidal effect of the synthetic derivative (2E)-1-(4-aminophenyl)-3-(2,4-dichlorophenyl)prop-2-en-1-one: in vitro assay, MEV analysis, quantum study, molecular docking, molecular dynamics, MPO analysis, and predictive ADMET. NAUNYN-SCHMIEDEBERG'S ARCHIVES OF PHARMACOLOGY 2024; 397:7797-7818. [PMID: 38722342 DOI: 10.1007/s00210-024-03138-z] [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: 06/19/2023] [Accepted: 04/30/2024] [Indexed: 10/04/2024]
Abstract
This study aims to evaluate the antitrypanosomiasis activity of a synthetic dichloro-substituted aminochalcone via in vitro assays against infected cell cultures, as well as a theoretical characterization of pharmacokinetics and pharmacodynamics against the protein targets of the evolutionary cycle of T. cruzi. The in vitro evaluation of parasite proliferation inhibition was performed via cytotoxicity analysis on mammalian host cells, effect on epimastigote and trypomastigote forms, and cell death analysis, while computer simulations characterized the electronic structure of (2E)-1-(4-aminophenyl)-3-(2,4-dichlorophenyl)prop-2-en-1-one (DCl), the mechanism of action against the proteins of the evolutionary cycle of T. cruzi: Cruzain, Trypanothione reductase, TcGAPDH, and CYP51 by molecular docking and dynamics and predictive pharmacokinetics by MPO-based ADMET. The in vitro tests showed that the DCl LC50 in order of 178.9 ± 23.9 was similar to the BZN, evidencing the effectiveness of chalcone against Trypomastigotes. Molecular docking and dynamics simulations suggest that DCl acts on the active site of the CYP51 receptor, with hydrogen interactions that showed a high degree of occupation, establishing a stable complex with the target. MPO analysis and ADMET prediction tests suggest that the compound presents an alignment between permeability and hepatic clearance, although it presents low metabolic stability. Chalcone showed stable pharmacodynamics against the CYP51 target, but can form reactive metabolites from N-conjugation and C = C epoxidation, as an indication of controlled oral dose, although the estimated LD50 rate > 500 mg/kg is a indicative of low incidence of lethality by ingestion, constituting a promising therapeutic strategy.
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Affiliation(s)
- Márcia Machado Marinho
- Department of Biological Chemistry, Regional University of Cariri, Crato, CE, Brazil
- Center for Exact Sciences and Technology, State University of Vale do Acaraú, Sobral, CE, Brazil
| | - Matheus Nunes da Rocha
- Center for Science and Technology, Postgraduate Program in Natural Sciences, State University of Ceará, Fortaleza, CE, Brazil
| | - Emanuel Paula Magalhães
- Department of Clinical and Toxicological Analysis, Federal University of Ceará, Fortaleza, CE, Brazil
| | - Lyanna Rodrigues Ribeiro
- Department of Clinical and Toxicological Analysis, Federal University of Ceará, Fortaleza, CE, Brazil
| | - Caio Henrique Alexandre Roberto
- Center for Science and Technology, Postgraduate Program in Natural Sciences, State University of Ceará, Fortaleza, CE, Brazil
| | | | - Marília Lopes Monteiro
- Department of Clinical and Toxicological Analysis, Federal University of Ceará, Fortaleza, CE, Brazil
| | - João Victor Serra Nunes
- Department of Clinical and Toxicological Analysis, Federal University of Ceará, Fortaleza, CE, Brazil
| | | | - Emmanuel Silva Marinho
- Center for Science and Technology, Postgraduate Program in Natural Sciences, State University of Ceará, Fortaleza, CE, Brazil
| | - Pedro de Lima Neto
- Department of Analytical Chemistry and Physical Chemistry, Federal University of Ceará, Campus do Pici, Fortaleza, CE, Brazil
| | - Alice Maria Costa Martins
- Department of Clinical and Toxicological Analysis, Federal University of Ceará, Fortaleza, CE, Brazil
| | - Hélcio Silva Dos Santos
- Center for Exact Sciences and Technology, State University of Vale do Acaraú, Sobral, CE, Brazil.
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11
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Barbosa Belarmino A, Sampaio de Sousa D, Henrique Alexandre Roberto C, Moreira de Oliveira V, Nunes da Rocha M, Rogenio da Silva Mendes F, Machado Marinho M, Marques da Fonseca A, Silva Marinho G. Ligand-based analysis of the antifungal potential of phytosterols and triterpenes isolated from Cryptostegia grandiflora against Candida auris FKBP12. Steroids 2024; 209:109453. [PMID: 38901661 DOI: 10.1016/j.steroids.2024.109453] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/16/2024] [Revised: 05/31/2024] [Accepted: 06/08/2024] [Indexed: 06/22/2024]
Abstract
Candida auris, a pathogenic fungus, has posed significant challenges to conventional medical treatments due to its increasing resistance to antifungal agents. Consequently, due to their promising pharmacological properties, there is a compelling interest in exploring novel bioactive compounds, such as phytosterols and triterpenes. This study aimed to conduct virtual screening utilizing computational methods, including ADMET, molecular docking, and molecular dynamics, to assess the activity and feasibility of phytosterols extracted from Cryptostegia grandiflora as potential therapeutic agents. Computational predictions suggest that compounds bearing structural similarities to Fsp3-rich molecules hold promise for inhibiting enzymes and G protein-coupled receptor (GPCR) modulators, with particular emphasis on ursolic acid, which, in its conjugated form, exhibits high oral bioavailability and metabolic stability, rendering it a compelling drug candidate. Molecular docking calculations identified ursolic acid and stigmasterol as promising ligands. While stigmasterol displayed superior affinity during molecular dynamics simulations, it exhibited instability, contrasting with ursolic acid's slightly lower affinity yet sustained stability throughout the dynamic assessments. This suggests that ursolic acid is a robust candidate for inhibiting the FKBP12 isomerase in C. auris. Moreover, further investigations could focus on experimentally validating the molecular docking predictions and evaluating the efficacy of ursolic acid as an FKBP12 isomerase inhibitor in models of C. auris infection.
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Affiliation(s)
| | | | | | | | | | | | - Márcia Machado Marinho
- Science and Technology Centre, Course of Chemistry, State University Vale of Acaraú, CE, Brazil
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12
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Carneiro Romão I, Costa Siqueira SM, Amâncio Ferreira MK, Wlisses da Silva A, Machado Marinho M, Ferreira Ribeiro WH, de Castro Gomes AF, Alencar de Menezes JES, Dos Santos HS. Effect of Cinnamaldehyde Chalcone on Behavior in Adult Zebrafish (Danio rerio): In Silico Approach. Chem Biodivers 2024; 21:e202400935. [PMID: 38818650 DOI: 10.1002/cbdv.202400935] [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: 04/10/2024] [Revised: 05/29/2024] [Accepted: 05/29/2024] [Indexed: 06/01/2024]
Abstract
The study focuses on the anxiolytic potential of chalcone (2E,4E)-1-(2-hydroxyphenyl)-5-phenylpenta-2,4-dien-1-one (CHALCNM) in adult zebrafish. Successfully synthesized in 58 % yield, CHALCNM demonstrated no toxicity after 96 h of exposure. In behavioral tests, CHALCNM (40 mg/kg) reduced locomotor activity and promoted less anxious behavior in zebrafish, confirmed by increased permanence in the light zone of the aquarium. Flumazenil reversed its anxiolytic effect, indicating interaction with GABAA receptors. Furthermore, CHALCNM (4 and 20 mg/kg) preserved zebrafish memory in inhibitory avoidance tests. Virtual screening and ADMET profile studies suggest high oral bioavailability, access to the CNS, favored by low topological polarity (TPSA≤75 Å2) and low incidence of hepatotoxicity, standing out as a promising pharmacological agent against the GABAergic system. In molecular coupling, CHALCNM demonstrated superior affinity to diazepam for the GABAA receptor. These results reinforce the therapeutic potential of CHALCNM in the treatment of anxiety, highlighting its possible future clinical application.
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Affiliation(s)
- Ivana Carneiro Romão
- Laboratório de Bioensaios Químicos-Farmacológicos e Ambiental - LabQFAm, Programa de Pós-Graduação em Ciências Naturais, Universidade Estadual de Ceará, Campus do Itaperi, 60714-242, Fortaleza, Ceará, Brazil
| | - Sônia Maria Costa Siqueira
- Laboratório de Bioensaios Químicos-Farmacológicos e Ambiental - LabQFAm, Programa de Pós-Graduação em Ciências Naturais, Universidade Estadual de Ceará, Campus do Itaperi, 60714-242, Fortaleza, Ceará, Brazil
| | - Maria Kueirislene Amâncio Ferreira
- Laboratório de Bioensaios Químicos-Farmacológicos e Ambiental - LabQFAm, Programa de Pós-Graduação em Ciências Naturais, Universidade Estadual de Ceará, Campus do Itaperi, 60714-242, Fortaleza, Ceará, Brazil
| | - Antonio Wlisses da Silva
- Laboratório de Bioensaios Químicos-Farmacológicos e Ambiental - LabQFAm, Programa de Pós-Graduação em Ciências Naturais, Universidade Estadual de Ceará, Campus do Itaperi, 60714-242, Fortaleza, Ceará, Brazil
| | - Márcia Machado Marinho
- Grupo de Química Teórica e Eletroquímica -, GQTE, Programa de Pós-Graduação em Ciências Naturais, Universidade Estadual de Ceará, Campus do Itaperi, 60714-242, Fortaleza, Ceará, Brazil Programa de Pós-Graduação em Ciências Naturais, Universidade Estadual do Ceará, Fortaleza, Ceará, Brazil
- Curso de Química, Centro de Ciências e Tecnologia, Universidade Estadual do Vale do Acaraú, 62.040-370, Sobral, Ceará, Brazil Curso de Química, Universidade Estadual Vale do Acaraú, Sobral, Ceará, Brazil
| | - Walber Henrique Ferreira Ribeiro
- Curso de Química, Centro de Ciências e Tecnologia, Universidade Estadual do Vale do Acaraú, 62.040-370, Sobral, Ceará, Brazil Curso de Química, Universidade Estadual Vale do Acaraú, Sobral, Ceará, Brazil
| | - Andreia Ferreira de Castro Gomes
- Centre of Molecular and Environmental Biology (CBMA) / Aquatic Research Network (ARNET) Associate Laboratory, Department of Biology, University of Minho, Campus de Gualtar, 4710-057, Braga, Portugal Centro de Biologia Molecular e Ambiental, Universidade do Minho, Escola de Ciências, Departamento de Biologia, Braga, Portugal
| | - Jane Eire Silva Alencar de Menezes
- Laboratório de Bioensaios Químicos-Farmacológicos e Ambiental - LabQFAm, Programa de Pós-Graduação em Ciências Naturais, Universidade Estadual de Ceará, Campus do Itaperi, 60714-242, Fortaleza, Ceará, Brazil
| | - Hélcio Silva Dos Santos
- Laboratório de Bioensaios Químicos-Farmacológicos e Ambiental - LabQFAm, Programa de Pós-Graduação em Ciências Naturais, Universidade Estadual de Ceará, Campus do Itaperi, 60714-242, Fortaleza, Ceará, Brazil
- Curso de Química, Centro de Ciências e Tecnologia, Universidade Estadual do Vale do Acaraú, 62.040-370, Sobral, Ceará, Brazil Curso de Química, Universidade Estadual Vale do Acaraú, Sobral, Ceará, Brazil
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13
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Kaito S, Takeshita JI, Iwata M, Sasaki T, Hosaka T, Shizu R, Yoshinari K. Utility of human cytochrome P450 inhibition data in the assessment of drug-induced liver injury. Xenobiotica 2024; 54:411-419. [PMID: 38315106 DOI: 10.1080/00498254.2024.2312505] [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: 12/13/2023] [Accepted: 01/28/2024] [Indexed: 02/07/2024]
Abstract
Drug-induced liver injury (DILI) is a major cause of drug development discontinuation and drug withdrawal from the market, but there are no golden standard methods for DILI risk evaluation. Since we had found the association between DILI and CYP1A1 or CYP1B1 inhibition, we further evaluated the utility of cytochrome P450 (P450) inhibition assay data for DILI risk evaluation using decision tree analysis.The inhibitory activity of drugs with DILI concern (DILI drugs) and no DILI concern (no-DILI drugs) against 10 human P450s was assessed using recombinant enzymes and luminescent substrates. The drugs were also subjected to cytotoxicity assays and high-content analysis using HepG2 cells. Molecular descriptors were calculated by alvaDesc.Decision tree analysis was performed with the data obtained as variables with or without P450-inhibitory activity to discriminate between DILI drugs and no-DILI drugs. The accuracy was significantly higher when P450-inhibitory activity was included. After the decision tree discrimination, the drugs were further discriminated with the P450-inhibitory activity. The results demonstrated that many false-positive and false-negative drugs were correctly discriminated by using the P450 inhibition data.These results suggest that P450 inhibition assay data are useful for DILI risk evaluation.
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Affiliation(s)
- Shunnosuke Kaito
- School of Pharmaceutical Sciences, University of Shizuoka, Shizuoka, Japan
| | - Jun-Ichi Takeshita
- School of Pharmaceutical Sciences, University of Shizuoka, Shizuoka, Japan
- Research Institute of Science for Safety and Sustainability, National Institute of Advanced Industrial Science and Technology (AIST), Tsukuba, Japan
| | - Misaki Iwata
- School of Pharmaceutical Sciences, University of Shizuoka, Shizuoka, Japan
| | - Takamitsu Sasaki
- School of Pharmaceutical Sciences, University of Shizuoka, Shizuoka, Japan
| | - Takuomi Hosaka
- School of Pharmaceutical Sciences, University of Shizuoka, Shizuoka, Japan
| | - Ryota Shizu
- School of Pharmaceutical Sciences, University of Shizuoka, Shizuoka, Japan
| | - Kouichi Yoshinari
- School of Pharmaceutical Sciences, University of Shizuoka, Shizuoka, Japan
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14
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Pereira AMG, de Oliveira VM, da Rocha MN, Roberto CHA, Cajazeiras FFM, Guedes JM, Marinho MM, Teixeira AMR, Marinho ES, de Lima-Neto P, Dos Santos HS. Structure and Ligand Based Virtual Screening and MPO Topological Analysis of Triazolo Thiadiazepine-fused Coumarin Derivatives as Anti-Parkinson Drug Candidates. Mol Biotechnol 2024:10.1007/s12033-024-01200-y. [PMID: 38834896 DOI: 10.1007/s12033-024-01200-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2024] [Accepted: 05/10/2024] [Indexed: 06/06/2024]
Abstract
Parkinson's disease (PD) is a debilitating condition that can cause locomotor problems in affected patients, such as tremors and body rigidity. PD therapy often includes the use of monoamine oxidase B (MAOB) inhibitors, particularly phenylhalogen compounds and coumarin-based semi-synthetic compounds. The objective of this study was to analyze the structural, pharmacokinetic, and pharmacodynamic profile of a series of Triazolo Thiadiazepine-fused Coumarin Derivatives (TDCDs) against MAOB, in comparison with the inhibitor safinamide. To achieve this goal, we utilized structure-based virtual screening techniques, including target prediction and absorption, distribution, metabolism, and excretion (ADME) prediction based on multi-parameter optimization (MPO) topological analysis, as well as ligand-based virtual screening techniques, such as docking and molecular dynamics. The findings indicate that the TDCDs exhibit structural similarity to other bioactive compounds containing coumarin and MAOB-binding azoles, which are present in the ChEMBL database. The topological analyses suggest that TDCD3 has the best ADME profile, particularly due to the alignment between low lipophilicity and high polarity. The coumarin and triazole portions make a strong contribution to this profile, resulting in a permeability with Papp estimated at 2.15 × 10-5 cm/s, indicating high cell viability. The substance is predicted to be metabolically stable. It is important to note that this is an objective evaluation based on the available data. Molecular docking simulations showed that the ligand has an affinity energy of - 8.075 kcal/mol with MAOB and interacts with biological substrate residues such as Pro102 and Phe103. The results suggest that the compound has a safe profile in relation to the MAOB model, making it a promising active ingredient for the treatment of PD.
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Affiliation(s)
- Antônio Mateus Gomes Pereira
- Doctoral Program in Biotechnology, Northeast Biotechnology Network, State University of Ceará, Fortaleza, CE, Brazil
- Center of Molecular Bioprospecting and Applied Experimentation, University Center INTA - UNINTA, Sobral, CE, Brazil
| | | | - Matheus Nunes da Rocha
- Postgraduate Program in Natural Sciences, State University of Ceará, Fortaleza, CE, Brazil
| | | | | | - Jesyka Macêdo Guedes
- Center of Exact Sciences and Technology, State University Vale Do Acaraú, Sobral, CE, Brazil
| | - Márcia Machado Marinho
- Center of Exact Sciences and Technology, State University Vale Do Acaraú, Sobral, CE, Brazil
| | | | - Emmanuel Silva Marinho
- Postgraduate Program in Natural Sciences, State University of Ceará, Fortaleza, CE, Brazil
| | - Pedro de Lima-Neto
- Department of Analytical Chemistry and Phisicochemistry, Federal University of Ceará, Campus Do Pici, Fortaleza, CE, Brazil
| | - Hélcio Silva Dos Santos
- Center of Exact Sciences and Technology, State University Vale Do Acaraú, Sobral, CE, Brazil.
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15
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Mostafa F, Howle V, Chen M. Machine Learning to Predict Drug-Induced Liver Injury and Its Validation on Failed Drug Candidates in Development. TOXICS 2024; 12:385. [PMID: 38922065 PMCID: PMC11207878 DOI: 10.3390/toxics12060385] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2024] [Revised: 05/15/2024] [Accepted: 05/21/2024] [Indexed: 06/27/2024]
Abstract
Drug-induced liver injury (DILI) poses a significant challenge for the pharmaceutical industry and regulatory bodies. Despite extensive toxicological research aimed at mitigating DILI risk, the effectiveness of these techniques in predicting DILI in humans remains limited. Consequently, researchers have explored novel approaches and procedures to enhance the accuracy of DILI risk prediction for drug candidates under development. In this study, we leveraged a large human dataset to develop machine learning models for assessing DILI risk. The performance of these prediction models was rigorously evaluated using a 10-fold cross-validation approach and an external test set. Notably, the random forest (RF) and multilayer perceptron (MLP) models emerged as the most effective in predicting DILI. During cross-validation, RF achieved an average prediction accuracy of 0.631, while MLP achieved the highest Matthews Correlation Coefficient (MCC) of 0.245. To validate the models externally, we applied them to a set of drug candidates that had failed in clinical development due to hepatotoxicity. Both RF and MLP accurately predicted the toxic drug candidates in this external validation. Our findings suggest that in silico machine learning approaches hold promise for identifying DILI liabilities associated with drug candidates during development.
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Affiliation(s)
- Fahad Mostafa
- Department of Mathematics and Statistics, Texas Tech University, Lubbock, TX 79409, USA; (F.M.); (V.H.)
- Division of Bioinformatics and Biostatistics, the US FDA’s National Center for Toxicological Research, Jefferson, AR 72029, USA
| | - Victoria Howle
- Department of Mathematics and Statistics, Texas Tech University, Lubbock, TX 79409, USA; (F.M.); (V.H.)
| | - Minjun Chen
- Division of Bioinformatics and Biostatistics, the US FDA’s National Center for Toxicological Research, Jefferson, AR 72029, USA
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16
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Moreno-Torres M, López-Pascual E, Rapisarda A, Quintás G, Drees A, Steffensen IL, Luechtefeld T, Serrano-Candelas E, de Lomana MG, Gadaleta D, Dirven H, Vinken M, Jover R. Novel clinical phenotypes, drug categorization, and outcome prediction in drug-induced cholestasis: Analysis of a database of 432 patients developed by literature review and machine learning support. Biomed Pharmacother 2024; 174:116530. [PMID: 38574623 DOI: 10.1016/j.biopha.2024.116530] [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: 01/25/2024] [Revised: 03/28/2024] [Accepted: 03/29/2024] [Indexed: 04/06/2024] Open
Abstract
BACKGROUND Serum transaminases, alkaline phosphatase and bilirubin are common parameters used for DILI diagnosis, classification, and prognosis. However, the relevance of clinical examination, histopathology and drug chemical properties have not been fully investigated. As cholestasis is a frequent and complex DILI manifestation, our goal was to investigate the relevance of clinical features and drug properties to stratify drug-induced cholestasis (DIC) patients, and to develop a prognosis model to identify patients at risk and high-concern drugs. METHODS DIC-related articles were searched by keywords and Boolean operators in seven databases. Relevant articles were uploaded onto Sysrev, a machine-learning based platform for article review and data extraction. Demographic, clinical, biochemical, and liver histopathological data were collected. Drug properties were obtained from databases or QSAR modelling. Statistical analyses and logistic regressions were performed. RESULTS Data from 432 DIC patients associated with 52 drugs were collected. Fibrosis strongly associated with fatality, whereas canalicular paucity and ALP associated with chronicity. Drugs causing cholestasis clustered in three major groups. The pure cholestatic pattern divided into two subphenotypes with differences in prognosis, canalicular paucity, fibrosis, ALP and bilirubin. A predictive model of DIC outcome based on non-invasive parameters and drug properties was developed. Results demonstrate that physicochemical (pKa-a) and pharmacokinetic (bioavailability, CYP2C9) attributes impinged on the DIC phenotype and allowed the identification of high-concern drugs. CONCLUSIONS We identified novel associations among DIC manifestations and disclosed novel DIC subphenotypes with specific clinical and chemical traits. The developed predictive DIC outcome model could facilitate DIC prognosis in clinical practice and drug categorization.
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Affiliation(s)
- Marta Moreno-Torres
- Joint Research Unit in Experimental Hepatology, Dep. Biochemistry and Molecular Biology, University of Valencia, Health Research Institute Hospital La Fe & CIBER of Hepatic and Digestive Diseases, Spain.
| | - Ernesto López-Pascual
- Joint Research Unit in Experimental Hepatology, Dep. Biochemistry and Molecular Biology, University of Valencia, Health Research Institute Hospital La Fe & CIBER of Hepatic and Digestive Diseases, Spain
| | - Anna Rapisarda
- Joint Research Unit in Experimental Hepatology, Dep. Biochemistry and Molecular Biology, University of Valencia, Health Research Institute Hospital La Fe & CIBER of Hepatic and Digestive Diseases, Spain
| | - Guillermo Quintás
- Health and Biomedicine, LEITAT Technological Center, Barcelona, Spain
| | - Annika Drees
- Entity of In Vitro Toxicology and Dermato-Cosmetology, Department of Pharmaceutical and Pharmacological Sciences, Vrije Universiteit Brussel, Belgium
| | - Inger-Lise Steffensen
- Department of Chemical Toxicology, Norwegian Institute of Public Health, Oslo, Norway
| | | | | | - Marina Garcia de Lomana
- Bayer AG, Machine Learning Research, Research & Development, Pharmaceuticals, Berlin 13353, Germany
| | - Domenico Gadaleta
- Laboratory of Environmental Toxicology and Chemistry, Department of Environmental Health Sciences, Istituto di Ricerche Farmacologiche Mario Negri IRCSS, Milano 20156, Italy
| | - Hubert Dirven
- Department of Chemical Toxicology, Norwegian Institute of Public Health, Oslo, Norway
| | - Mathieu Vinken
- Entity of In Vitro Toxicology and Dermato-Cosmetology, Department of Pharmaceutical and Pharmacological Sciences, Vrije Universiteit Brussel, Belgium
| | - Ramiro Jover
- Joint Research Unit in Experimental Hepatology, Dep. Biochemistry and Molecular Biology, University of Valencia, Health Research Institute Hospital La Fe & CIBER of Hepatic and Digestive Diseases, Spain.
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17
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Adachi M, Kumagai T, Hosho K, Nagata K, Fujiyoshi M, Shimada M. Exploring Acute Liver Damage: Slimming Health Foods and CYP3A4 Induction. Yonago Acta Med 2024; 67:124-134. [PMID: 38803590 PMCID: PMC11128086 DOI: 10.33160/yam.2024.05.004] [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: 12/05/2023] [Accepted: 04/05/2024] [Indexed: 05/29/2024]
Abstract
Background Patients taking multiple drugs and various health foods often develop acute hepatitis. We hypothesized that the interaction between health foods and drug metabolism was the cause of severe liver injury in these patients. Therefore, we studied changes in the activity of the drug-metabolizing enzyme, cytochrome P450 (CYP), using slimming health food extracts and elucidated the molecular mechanism of liver injury onset through hepatotoxicity evaluation. Methods For cytotoxicity testing, health food extract samples were added to HepG2 cells derived from hepatic parenchymal cells and culture medium, and cell viability was calculated 48 h after culture. To evaluate CYP3A4 induction, 3-1-10 cells constructed with a reporter linked to CYP3A4 gene were used, and reporter activity was measured 48 h after culture. Results In the chronological order of the slimming health food intake history of the patient, niacinamide and Gymnema sylvestre extracts strongly inhibited HepG2 cell viability. In contrast, dietary supplements A and Coleus forskohlii extract strongly induced CYP3A4 reporter activity. To confirm CYP3A4 induction in humans, humanized CYP3A/pregnane X receptor (PXR) mice were treated with forskolin. CYP3A4 mRNA expression levels were elevated 3.9 times compared to that of the control group (P < 0.05). Conclusion Coleus forskohlii extract showed the strongest transcriptional activation of CYP3A4 gene. In a mouse model of human-type drug metabolism, forskolin induced CYP3A4 transcription. Thus, we concluded that CYP3A4 induction by Coleus forskohlii is one of the causes of crucial hepatocellular injury, which is a type of liver injury caused by the active metabolite of acetaminophen produced by CYP3A4.
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Affiliation(s)
- Makiko Adachi
- Department of Pharmacy, Tottori University Hospital, Yonago 683-8504, Japan
| | - Takeshi Kumagai
- Laboratory of Environmental and Health Sciences, Faculty of Pharmaceutical Sciences, Tohoku Medical and Pharmaceutical University, Sendai 981-8558, Japan
| | - Keiko Hosho
- Division of Medicine and Clinical Science, Faculty of Medicine, Tottori University, Yonago 683-8503, Japan
| | - Kiyoshi Nagata
- Laboratory of Environmental and Health Sciences, Faculty of Pharmaceutical Sciences, Tohoku Medical and Pharmaceutical University, Sendai 981-8558, Japan
| | | | - Miki Shimada
- Department of Pharmacy, Tottori University Hospital, Yonago 683-8504, Japan
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18
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Mao Y, Ma S, Liu C, Liu X, Su M, Li D, Li Y, Chen G, Chen J, Chen J, Zhao J, Guo X, Tang J, Zhuge Y, Xie Q, Xie W, Lai R, Cai D, Cai Q, Zhi Y, Li X. Chinese guideline for the diagnosis and treatment of drug-induced liver injury: an update. Hepatol Int 2024; 18:384-419. [PMID: 38402364 DOI: 10.1007/s12072-023-10633-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/07/2023] [Accepted: 12/18/2023] [Indexed: 02/26/2024]
Abstract
Drug-induced liver injury (DILI) is an important adverse drug reaction that can lead to acute liver failure or even death in severe cases. Currently, the diagnosis of DILI still follows the strategy of exclusion. Therefore, a detailed history taking and a thorough and careful exclusion of other potential causes of liver injury is the key to correct diagnosis. This guideline was developed based on evidence-based medicine provided by the latest research advances and aims to provide professional guidance to clinicians on how to identify suspected DILI timely and standardize the diagnosis and management in clinical practice. Based on the clinical settings in China, the guideline also specifically focused on DILI in chronic liver disease, drug-induced viral hepatitis reactivation, common causing agents of DILI (herbal and dietary supplements, anti-tuberculosis drugs, and antineoplastic drugs), and signal of DILI in clinical trials and its assessment.
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Affiliation(s)
- Yimin Mao
- Division of Gastroenterology and Hepatology, Renji Hospital, Shanghai Jiao Tong University School of Medicine, NHC Key Laboratory of Digestive Diseases, Shanghai Research Center of Fatty Liver Disease, Shanghai, 200001, China.
| | - Shiwu Ma
- Department of Infectious Diseases, The 920th Hospital of Chinese PLA Joint Logistics Support Force, Kunming, 650032, Yunnan, China
| | - Chenghai Liu
- Institute of Liver Diseases, Shuguang Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, 201203, China
| | - Xiaoyan Liu
- Department of Pharmacy, Huangpu Branch of the 9th People's Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, 200011, China
| | - Minghua Su
- Department of Infectious Diseases, The First Affiliated Hospital of Guangxi Medical University, Nanning, 530021, Guangxi, China
| | - Dongliang Li
- Department of Hepatobiliary Medicine, The 900th Hospital of Chinese PLA Joint Logistics Support Force, Fuzhou, 350025, Fujian, China
| | - Yiling Li
- Department of Gastroenterology, First Affiliated Hospital of China Medical University, Shenyang, 110001, Liaoning, China
| | - Gongying Chen
- Department of Liver Diseases, The Affiliated Hospital of Hangzhou Normal University, Hangzhou, 310015, Zhejiang, China
| | - Jun Chen
- Department of Infectious Diseases, Shenzhen Third People's Hospital, Shenzhen, 518112, Guangdong, China
| | - Jinjun Chen
- Hepatology Center, Nanfang Hospital, Southern Medical University, Guangzhou, 510515, Guangdong, China
| | - Jingmin Zhao
- Department of Pathology and Hepatology, Fifth Medical Center of Chinese PLA General Hospital, Beijing, 100039, China
| | - Xiaoyan Guo
- Department of Gastroenterology, Second Affiliated Hospital, Xi'an Jiaotong University, Xi'an, 710004, Shaanxi, China
| | - Jieting Tang
- Division of Gastroenterology and Hepatology, Renji Hospital, Shanghai Jiao Tong University School of Medicine, NHC Key Laboratory of Digestive Diseases, Shanghai Research Center of Fatty Liver Disease, Shanghai, 200001, China
| | - Yuzheng Zhuge
- Department of Gastroenterology, Affiliated Drum Tower Hospital of Nanjing University Medical School, Nanjing, 210008, Jiangsu, China
| | - Qing Xie
- Department of Infectious Diseases, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, 200025, China
| | - Wen Xie
- Center of Liver Disease, Beijing Ditan Hospital, Capital Medical University, Beijing, 100088, China
| | - Rongtao Lai
- Department of Infectious Diseases, Ruijin Hospital, Shanghai Jiaotong University School of Medicine, Shanghai, 200025, China
| | - Dachuan Cai
- Department of Infectious Diseases, The Second Affiliated Hospital, Chongqing Medical University, Chongqing, 400010, China
| | - Qingxian Cai
- Department of Infectious Diseases, Shenzhen Third People's Hospital, Shenzhen, 518112, Guangdong, China
| | - Yang Zhi
- Division of Gastroenterology and Hepatology, Renji Hospital, Shanghai Jiao Tong University School of Medicine, NHC Key Laboratory of Digestive Diseases, Shanghai Research Center of Fatty Liver Disease, Shanghai, 200001, China
| | - Xiaoyun Li
- Division of Gastroenterology and Hepatology, Renji Hospital, Shanghai Jiao Tong University School of Medicine, NHC Key Laboratory of Digestive Diseases, Shanghai Research Center of Fatty Liver Disease, Shanghai, 200001, China
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19
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Santos Oliveira L, Kueirislene Amâncio Ferreira M, Wagner de Queiroz Almeida-Neto F, Wlisses da Silva A, Ivo Lima Pinto Filho J, Nunes da Rocha M, Machado Marinho E, Henrique Ferreira Ribeiro W, Machado Marinho M, Silva Marinho E, Eire Silva Alencar de Menezes J, Dos Santos HS. Synthesis, molecular docking, ADMET, and evaluation of the anxiolytic effect in adult zebrafish of synthetic chalcone (E)-3-(4-(dimethylamino)phenyl)-1-(2-hydroxyphenyl)prop-2-en-1-one: An in vivo and in silico approach. Fundam Clin Pharmacol 2024; 38:290-306. [PMID: 37845792 DOI: 10.1111/fcp.12960] [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: 04/14/2023] [Revised: 08/17/2023] [Accepted: 09/29/2023] [Indexed: 10/18/2023]
Abstract
BACKGROUND Anxiety disorders represent the complex interaction between biological, psychological, temperamental, and environmental factors; drugs available to treat anxiety such as benzodiazepines (BZDs) are associated with several unwanted side effects. Although there are useful treatments, there is still a need for more effective anxiolytics with better safety profiles than BZDs. Chalcones or 1,3-diphenyl-2-proper-1-ones can be an alternative since this class of compounds has shown therapeutic potential mainly due to interactions with GABAA receptors and serotonergic system. OBJECTIVES This study evaluated the anxiolytic potential of chalcone (E)-3-(4-(dimethylamino)phenyl)-1-(2-hydroxyphenyl)prop-2-en-1-one (C2OHPDA) in adult zebrafish (Danio rerio) (ZFa). METHODS Each animal (n = 6/group) was treated intraperitoneally (i.p.; 20 μL) with the chalcone (4, 20, and 40 mg/kg) and with the vehicle (DMSO 3%; 20 μL), being submitted to the tests of locomotor activity and 96-h acute toxicity. The light/dark test was also performed, and the serotonergic mechanism (5-HT) was evaluated through the antagonists of the 5-HTR1 , 5-HTR2A/2C , and 5-HTR3A/3B receptors. It was investigated the prediction of the chalcone's position and preferential orientation concerning its receptor, as well as the pharmacokinetic parameters (ADMET) involved in the process after administration. RESULTS As a result, C2OHPDA was not toxic and reduced the locomotor activity of ZFa. Furthermore, chalcone demonstrated an anxiolytic effect on the central nervous system (CNS), mediated by the serotonergic system, with action on 5-HT2A and 5-HTR3A/3B receptors. The interaction of C2OHPDA with 5-HT2A R and 5-HT3A receptors was confirmed by molecular docking study, the affinity energy observed was -8.7 and -9.1 kcal/mol, respectively. CONCLUSION Thus, this study adds new evidence and highlights that chalcone can potentially be used to develop compounds with anxiolytic properties.
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Affiliation(s)
- Larissa Santos Oliveira
- Science and Technology, Graduate Program in Natural Sciences, State University of Ceará, Fortaleza, Ceará, Brazil
| | | | | | - Antonio Wlisses da Silva
- Northeast Biotechnology Network, Graduate Program of Biotechnology, State University of Ceará, Fortaleza, Ceará, Brazil
| | | | - Matheus Nunes da Rocha
- Science and Technology, Graduate Program in Natural Sciences, State University of Ceará, Fortaleza, Ceará, Brazil
| | - Emanuelle Machado Marinho
- Department of Organic and Inorganic Chemistry, Federal University of Ceará, Fortaleza, Ceará, Brazil
| | | | | | - Emmanuel Silva Marinho
- Science and Technology, Graduate Program in Natural Sciences, State University of Ceará, Fortaleza, Ceará, Brazil
| | | | - Hélcio Silva Dos Santos
- Science and Technology, Graduate Program in Natural Sciences, State University of Ceará, Fortaleza, Ceará, Brazil
- Northeast Biotechnology Network, Graduate Program of Biotechnology, State University of Ceará, Fortaleza, Ceará, Brazil
- Chemistry Course, State University of Vale do Acaraú, Sobral, Ceará, Brazil
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20
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de Araújo ACJ, Freitas PR, Araújo IM, Siqueira GM, de Oliveira Borges JA, Alves DS, Miranda GM, Dos Santos Nascimento IJ, de Araújo-Júnior JX, da Silva-Júnior EF, de Aquino TM, Junior FJBM, Marinho ES, Dos Santos HS, Tintino SR, Coutinho HDM. Potentiating-antibiotic activity and absorption, distribution, metabolism, excretion and toxicity properties (ADMET) analysis of synthetic thiadiazines against multi-drug resistant (MDR) strains. Fundam Clin Pharmacol 2024; 38:84-98. [PMID: 37649138 DOI: 10.1111/fcp.12950] [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: 06/24/2023] [Revised: 08/03/2023] [Accepted: 08/10/2023] [Indexed: 09/01/2023]
Abstract
BACKGROUND Thiadiazines are heterocyclic compounds that contain two nitrogen atoms and one sulfur atom in their structure. These synthetic molecules have several relevant pharmacological activities, such as antifungal, antibacterial, and antiparasitic. OBJECTIVES The present study aimed to evaluate the possible in vitro and in silico interactions of compounds derived from thiadiazines. METHODS The compounds were initially synthesized, purified, and confirmed through HPLC methodology. Multi-drug resistant bacterial strains of Staphylococcus aureus 10 and Pseudomonas aeruginosa 24 were used to evaluate the direct and modifying antibiotic activity of thiadiazine derivatives. ADMET assays (absorption, distribution, metabolism, excretion, and toxicity) were conducted, which evaluated the influence of the compounds against thousands of macromolecules considered as bioactive targets. RESULTS There were modifications in the chemical synthesis in carbon 4 or 3 in one of the aromatic rings of the structure where different ions were added, ensuring a variability of products. It was possible to observe results that indicate the possibility of these compounds acting through the cyclooxygenase 2 mechanism, which, in addition to being involved in inflammatory responses, also acts by helping sodium reabsorption. The amine group present in thiadiazine analogs confers hydrophilic characteristics to the substances, but this primary characteristic has been altered due to alterations and insertions of other ligands. The characteristics of the analogs generally allow easy intestinal absorption, reduce possible hepatic toxic effects, and enable possible neurological and anti-inflammatory action. The antibacterial activity tests showed a slight direct action, mainly of the IJ23 analog. Some compounds were able to modify the action of the antibiotics gentamicin and norfloxacin against multi-drug resistant strains, indicating a possible synergistic action. CONCLUSIONS Among all the results obtained in the study, the relevance of thiadiazine analogs as possible coadjuvant drugs in the antibacterial, anti-inflammatory, and neurological action with low toxicity is clear. Need for further studies to verify these effects in living organisms is not ruled out.
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Affiliation(s)
| | - Priscilla Ramos Freitas
- Laboratory of Microbiology and Molecular Biology, LMBM, Universidade Regional do Cariri, Crato, Brazil
| | - Isaac Moura Araújo
- Laboratory of Microbiology and Molecular Biology, LMBM, Universidade Regional do Cariri, Crato, Brazil
| | - Gustavo Miguel Siqueira
- Laboratory of Microbiology and Molecular Biology, LMBM, Universidade Regional do Cariri, Crato, Brazil
| | | | - Daniel Sampaio Alves
- Laboratory of Microbiology and Molecular Biology, LMBM, Universidade Regional do Cariri, Crato, Brazil
| | | | - Igor José Dos Santos Nascimento
- Laboratory of Medicinal Chemistry, Institute of Pharmaceutical Sciences, Federal University of Alagoas, Maceió, Alagoas, Brazil
| | - João Xavier de Araújo-Júnior
- Laboratory of Medicinal Chemistry, Institute of Pharmaceutical Sciences, Federal University of Alagoas, Maceió, Alagoas, Brazil
| | - Edeildo Ferreira da Silva-Júnior
- Biological and Molecular Chemistry Research Group, Institute of Chemistry and Biotechnology, Federal University of Alagoas, Maceió, Alagoas, Brazil
| | - Thiago Mendonça de Aquino
- Laboratory of Synthesis and Research in Medicinal Chemistry, Research Group on Therapeutic Strategies - GPET, Institute of Chemistry and Biotechnology, Federal University of Alagoas, Maceió, Alagoas, Brazil
| | | | - Emmanuel Silva Marinho
- Laboratory of Chemistry of Natural and Synthetic Product, State University of Ceará, UECE, Fortaleza, Ceará, Brazil
| | - Helcio Silva Dos Santos
- Laboratory of Chemistry of Natural and Synthetic Product, State University of Ceará, UECE, Fortaleza, Ceará, Brazil
| | - Saulo Relison Tintino
- Laboratory of Microbiology and Molecular Biology, LMBM, Universidade Regional do Cariri, Crato, Brazil
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21
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de Menezes JFS, Sá Pires Silva AM, Aparecida Faria de Almeida E, da Silva AF, Morais Bomfim De Lima J, da Silva AW, Ferreira MKA, de Menezes JESA, Dos Santos HS, Marinho ES, Marinho GS, Marques da Fonseca A. Synthesis and anxiolytic effect of europium metallic complex containing lapachol [Eu(DBM) 3. LAP] in adult zebrafish through serotonergic neurotransmission: in vivo and in silico approach. J Biomol Struct Dyn 2024; 42:1280-1292. [PMID: 37029769 DOI: 10.1080/07391102.2023.2199087] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2022] [Accepted: 03/29/2023] [Indexed: 04/09/2023]
Abstract
Anxiety-related mental health problems are estimated at 3.6% globally, benzodiazepines (BZDs) are the class of drugs indicated for the treatment of anxiety, including lorazepam and diazepam. However, concerns have been raised about the short- and long-term risks associated with BZDs. Therefore, despite anxiolytic and antidepressant drugs, there is a need to develop more effective pharmacotherapies with fewer side effects than existing drugs. The present work reported the synthesis, anxiolytic activity, mechanism of action in Adult Zebrafish (Danio rerio) and in silico study of a europium metallic complex with Lapachol, [Eu(DBM)3. LAP]. Each animal (n = 6/group) was treated intraperitoneally (i.p.; 20 µL) with the synthesized complex (4, 20 and 40 mg/Kg) and with the vehicle (DMSO 3%; 20 µL), being submitted to the tests of locomotor activity and 96h acute toxicity. The light/dark test was also performed, and the serotonergic mechanism (5-HT) was evaluated through the antagonists of the 5-HTR1, 5-HTR2A/2C and 5-HTR3A/3B receptors. The complex was characterized using spectrometric techniques, and the anxiolytic effect of complex may be involved the neuromodulation of receptors 5-HT3A/3B, since the pre-treatment with pizotifen and cyproheptadine did not block the anxiolytic effect of [Eu(DBM)3. LAP], unlike fluoxetine had its anxiolytic effect reversed. In addition, molecular docking showed interaction between the [Eu(DBM)3. LAP] and 5HT3A receptor with binding energy -7.8 kcal/mol and the ADMET study showed that complex has low toxic risk. It is expected that the beginning of this study will allow the application of the new anxiolytic drugs, given the pharmacological potential of the lapachol complex.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Jorge Fernando Silva de Menezes
- Center for Teacher Training, Federal University of Recôncavo da Bahia, Amargosa, Bahia, Brazil
- INCT - Energia e Meio Ambiente, UFBA, Rua Barão de Jeremoabo, Salvador, Bahia, Brazil
| | | | | | - Ananias Freire da Silva
- Postgraduate Program in Energy and Environment - PGEA, Institute of Engineering and Sustainable Development, University of International Integration of Afro-Brazilian Lusofonia, Acarape, Ceará, Brazil
| | | | | | | | | | - Hélcio Silva Dos Santos
- State University of Ceará, Graduate Program in Natural Sciences, Fortaleza, Ceará, Brazil
- State University of Vale do Acaraú, Chemistry Course, Sobral, Ceará, Brazil
| | - Emmanuel Silva Marinho
- State University of Ceará, Graduate Program in Natural Sciences, Fortaleza, Ceará, Brazil
- Degree Course in Computer Science, Ceará State University, Fortaleza, Ceará, Brazil
| | | | - Aluísio Marques da Fonseca
- Postgraduate Program in Energy and Environment - PGEA, Institute of Engineering and Sustainable Development, University of International Integration of Afro-Brazilian Lusofonia, Acarape, Ceará, Brazil
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22
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Rodrigues Dos Santos Barbosa C, Macêdo NS, de Sousa Silveira Z, Rocha JE, Freitas TS, Muniz DF, Araújo IM, Datiane de Morais Oliveira-Tintino C, Marinho ES, Nunes da Rocha M, Marinho MM, Bezerra AH, Ribeiro de Sousa G, Barbosa-Filho JM, de Souza-Ferrari J, Melo Coutinho HD, Silva Dos Santos H, Bezerra da Cunha FA. Evaluation of the antibacterial and inhibitory activity of the MepA efflux pump of Staphylococcus aureus by riparins I, II, III, and IV. Arch Biochem Biophys 2023; 748:109782. [PMID: 37839789 DOI: 10.1016/j.abb.2023.109782] [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: 03/29/2023] [Revised: 09/26/2023] [Accepted: 10/03/2023] [Indexed: 10/17/2023]
Abstract
The efflux pump mechanism contributes to the antibiotic resistance of widely distributed strains of Staphylococcus aureus. Therefore, in the present work, the ability of the riparins N-(4-methoxyphenethyl)benzamide (I), 2-hydroxy-N-[2-(4-methoxyphenyl)ethyl]benzamide (II), 2, 6-dihydroxy-N-[ 2-(4-methoxyphenyl)ethyl]benzamide (III), and 3,4,5-trimethoxy-N-[2-(4-methoxyphenethyl)benzamide (IV) as potential inhibitors of the MepA efflux pump in S. aureus K2068 (fluoroquinolone-resistant). In addition, we performed checkerboard assays to obtain more information about the activity of riparins as potential inhibitors of MepA efflux and also analyzed the ability of riparins to act on the permeability of the bacterial membrane of S. aureus by the fluorescence method with SYTOX Green. A molecular coupling assay was performed to characterize the interaction between riparins and MepA, and ADMET (absorption, distribution, metabolism, and excretion) properties were analyzed. We observed that I-IV riparins did not show direct antibacterial activity against S. aureus. However, combination assays with substrates of MepA, ciprofloxacin, and ethidium bromide (EtBr) revealed a potentiation of the efficacy of these substrates by reducing the minimum inhibitory concentration (MIC). Furthermore, increased EtBr fluorescence emission was observed for all riparins. The checkerboard assay showed synergism between riparins I, II, and III, ciprofloxacin, and EtBr. Furthermore, riparins III and IV exhibited permeability in the S. aureus membrane at a concentration of 200 μg/mL. Molecular docking showed that riparins I, II, and III bound in a different region from the binding site of chlorpromazine (standard pump inhibitor), indicating a possible synergistic effect with the reference inhibitor. In contrast, riparin IV binds in the same region as the chlorpromazine binding site. From the in silico ADMET prediction based on MPO, it could be concluded that the molecules of riparin I-IV present their physicochemical properties within the ideal pharmacological spectrum allowing their preparation as an oral drug. Furthermore, the prediction of cytotoxicity in liver cell lines showed a low cytotoxic effect for riparins I-IV.
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Affiliation(s)
| | - Nair Silva Macêdo
- Biological Chemistry, Department of Biological Chemistry, Cariri Regional University (URCA), Crato, CE, Brazil.
| | - Zildene de Sousa Silveira
- Biological Chemistry, Department of Biological Chemistry, Cariri Regional University (URCA), Crato, CE, Brazil.
| | - Janaína Esmeraldo Rocha
- Biological Chemistry, Department of Biological Chemistry, Cariri Regional University (URCA), Crato, CE, Brazil.
| | - Thiago Sampaio Freitas
- Biological Chemistry, Department of Biological Chemistry, Cariri Regional University (URCA), Crato, CE, Brazil.
| | - Débora Feitosa Muniz
- Biological Chemistry, Department of Biological Chemistry, Cariri Regional University (URCA), Crato, CE, Brazil.
| | - Isaac Moura Araújo
- Biological Chemistry, Department of Biological Chemistry, Cariri Regional University (URCA), Crato, CE, Brazil.
| | | | - Emmanuel Silva Marinho
- State University of Ceará, Graduate Program in Natural Sciences, Laboratory of Natural Products Chemistry, Fortaleza, Ceará, Brazil.
| | - Matheus Nunes da Rocha
- State University of Ceará, Graduate Program in Natural Sciences, Laboratory of Natural Products Chemistry, Fortaleza, Ceará, Brazil.
| | - Marcia Machado Marinho
- Center of Exact Sciences and Technology, State University of Ceará, Fortaleza, CE, Brazil.
| | | | - Gabriela Ribeiro de Sousa
- Natural and Synthetic Bioactive Products, Federal University of Paraiba (UFPB), João Pessoa, PB, Brazil.
| | - José Maria Barbosa-Filho
- Natural and Synthetic Bioactive Products, Federal University of Paraiba (UFPB), João Pessoa, PB, Brazil.
| | | | | | - Hélcio Silva Dos Santos
- Rede Nordeste de Biotecnologia (RENORBIO-Nucleadora UECE), Universidade Estadual Vale do Acaraú (UVA), Sobral, CE, Brazil.
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23
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Rocha Aguiar G, Leda Gomes de Lemos T, Braz-Filho R, Marques da Fonseca A, Silva Marinho E, Vasconcelos Ribeiro PR, Marques Canuto K, Queiroz Monte FJ. Synthesis and in silico study of chenodeoxycholic acid and its analogues as an alternative inhibitor of spike glycoprotein of SARS-CoV-2. J Biomol Struct Dyn 2023; 41:8334-8348. [PMID: 36218138 DOI: 10.1080/07391102.2022.2133010] [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: 06/07/2022] [Accepted: 09/30/2022] [Indexed: 10/17/2022]
Abstract
COVID-19, caused by SARS-CoV-2, is a viral infection that has generated one of the most significant health problems in the world. Spike glycoprotein is a crucial enzyme in viral replication and transcription mediation. There are reports in the literature on using bile acid in the fight against this virus through in vitro tests. This work presents the synthesis of nine chenodeoxycholic acid derivatives (1-9), which were prepared by oxidation, acetylation, formylation, and esterification reactions, and the analogs 6-9 have not yet been reported in the literature and the possibility of conducting an in silico study of bile acid derivatives as a therapeutic alternative to combat the virus using glycoprotein as a macromolecular target. As a result, five compounds (1, 6-9) possessed favorable competitive interactions with the lowest energies compared to the native ligand (BLA), and the highlighted compound 9 got the best scores. At the same time, analog 1 presented the best ADME filter result. Molecular dynamics also simulated these compounds to verify their stability within the active protein site to seek new therapeutic propositions to fight against the pandemic. Physical and spectroscopic data have fully characterized all the compounds.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Gisele Rocha Aguiar
- Departamento de Química Orgânica, Universidade Federal do Ceará, Fortaleza-CE, Brazil
| | | | - Raimundo Braz-Filho
- Laboratório de Ciências Químicas, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Rio de Janeiro-RJ, Brazil
| | - Aluísio Marques da Fonseca
- Instituto de Ciências Exatas e Naturais, Universidade da Integração Internacional da Lusofonia Afro-Brasileira, Redenção-CE, Brazil
| | - Emmanuel Silva Marinho
- Faculdade de Filosofia Dom Aureliano Matos, Universidade Estadual do Ceará, Limoeiro do Norte-CE, Brazil
| | | | - Kirley Marques Canuto
- Laboratório multiusuário de Química de Produtos Naturais, Embrapa Agroindústria Tropical, Fortaleza-CE, Brazil
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24
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Ortiz GX, Ulbrich AHDPDS, Lenhart G, dos Santos HDP, Schwambach KH, Becker MW, Blatt CR. Drug-induced liver injury and COVID-19: Use of artificial intelligence and the updated Roussel Uclaf Causality Assessment Method in clinical practice. Artif Intell Gastroenterol 2023; 4:36-47. [DOI: 10.35712/aig.v4.i2.36] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/04/2023] [Revised: 08/18/2023] [Accepted: 09/05/2023] [Indexed: 09/07/2023] Open
Abstract
BACKGROUND Liver injury is a relevant condition in coronavirus disease 2019 (COVID-19) inpatients. Pathophysiology varies from direct infection by virus, systemic inflammation or drug-induced adverse reaction (DILI). DILI detection and monitoring is clinically relevant, as it may contribute to poor prognosis, prolonged hospitalization and increase indirect healthcare costs. Artificial Intelligence (AI) applied in data mining of electronic medical records combining abnormal liver tests, keyword searching tools, and risk factors analysis is a relevant opportunity for early DILI detection by automated algorithms.
AIM To describe DILI cases in COVID-19 inpatients detected from data mining in electronic medical records (EMR) using AI and the updated Roussel Uclaf Causality Assessment Method (RUCAM).
METHODS The study was conducted in March 2021 in a hospital in southern Brazil. The NoHarm© system uses AI to support decision making in clinical pharmacy. Hospital admissions were 100523 during this period, of which 478 met the inclusion criteria. From these, 290 inpatients were excluded due to alternative causes of liver injury and/or due to not having COVID-19. We manually reviewed the EMR of 188 patients for DILI investigation. Absence of clinical information excluded most eligible patients. The DILI assessment causality was possible via the updated RUCAM in 17 patients.
RESULTS Mean patient age was 53 years (SD ± 18.37; range 22-83), most were male (70%), and admitted to the non-intensive care unit sector (65%). Liver injury pattern was mainly mixed, mean time to normalization of liver markers was 10 d, and mean length of hospitalization was 20.5 d (SD ± 16; range 7-70). Almost all patients recovered from DILI and one patient died of multiple organ failure. There were 31 suspected drugs with the following RUCAM score: Possible (n = 24), probable (n = 5), and unlikely (n = 2). DILI agents in our study were ivermectin, bicalutamide, linezolid, azithromycin, ceftriaxone, amoxicillin-clavulanate, tocilizumab, piperacillin-tazobactam, and albendazole. Lack of essential clinical information excluded most patients. Although rare, DILI is a relevant clinical condition in COVID-19 patients and may contribute to poor prognostics.
CONCLUSION The incidence of DILI in COVID-19 inpatients is rare and the absence of relevant clinical information on EMR may underestimate DILI rates. Prospects involve creation and validation of alerts for risk factors in all DILI patients based on RUCAM assessment causality, alterations of liver biomarkers and AI and machine learning.
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Affiliation(s)
- Gabriela Xavier Ortiz
- Graduate Program in Medicine – Hepatology, Federal University of Health Sciences of Porto Alegre, Porto Alegre 90050-170, Brazil
| | | | - Gabriele Lenhart
- Multiprofessional Residency Integrated in Health, Federal University of Health Sciences of Porto Alegre, Porto Alegre 90050-170, Brazil
| | | | - Karin Hepp Schwambach
- Graduate Program in Medicine – Hepatology, Federal University of Health Sciences of Porto Alegre, Porto Alegre 90050-170, Brazil
| | - Matheus William Becker
- Graduate Program in Medicine – Hepatology, Federal University of Health Sciences of Porto Alegre, Porto Alegre 90050-170, Brazil
| | - Carine Raquel Blatt
- Department of Pharmacoscience, Graduate Program in Medicine – Hepatology, Federal University of Health Sciences of Porto Alegre, Porto Alegre 90050-170, Brazil
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Cavalcante CHL, Almeida-Neto FWDQ, da Rocha MN, Bandeira PN, de Menezes RRPPB, Paula Magalhães E, Sampaio TL, Marinho ES, Marinho MM, Maria Costa Martins A, Dos Santos HS. Antichagasic evaluation, molecular docking and ADMET properties of the chalcone (2 E)-3-(2-fluorophenyl)-1-(2-hydroxy- 3,4,6-trimethoxyphenyl)prop-2-en-1-one against Trypanosoma cruzi. J Biomol Struct Dyn 2023; 41:7463-7479. [PMID: 36120936 DOI: 10.1080/07391102.2022.2123394] [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: 06/23/2022] [Accepted: 09/02/2022] [Indexed: 10/14/2022]
Abstract
Characterized as a neglected disease, Chagas disease is an infection that, in the current scenario, affects about 8 million people per year, with a higher incidence in underdeveloped countries, Chagas is responsible for physiological disabilities that result in impacts that are slightly reflected in world socioeconomic stability. Although treatments are based on drugs such as Benznidazole, the pathology lacks a continuous treatment method with low toxicological incidence. The present study estimates the anti-chagasic activity of the synthetic chalcone CPN2F based on the alignment between in vitro tests and structural classification in silico studies, molecular docking and ADMET studies. The in vitro tests showed a reduction in the protozoan metabolism in host cells (LLC-MK2). At the same time, the molecular docking models evaluate this growth inhibition through the synergistic effect associated with Benznida- zole against validated therapeutic target key stages (Cruzaine TcGAPDH and Trypanothione reductase) of the Trypanosoma cruzi development cycle. The in silico prediction results reveal an alignment between pharmacokinetic attributes, such as renal absorption and release, which allow the preparation of CPN2F as an antichagasic drug with a low incidence of organic toxicity.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Carlos Henrique Leitão Cavalcante
- Postgraduate Program in Biotechnology - PPGB-Renorbio, State University of Ceara, Fortaleza, CE, Brazil
- Federal Institute of Education and Technology of Ceara, Maracanau, CE, Brazil
| | | | - Matheus Nunes da Rocha
- Center for Science and Technology, Postgraduate Program in Natural Sciences, State University of Ceará, Fortaleza, CE, Brazil
| | - Paulo Nogueira Bandeira
- Center for Exact Sciences and Technology, State University of Vale do Acaraú, Sobral, CE, Brazil
| | | | - Emanuel Paula Magalhães
- Department of Clinical and Toxicological Analysis, Federal University of Ceará, Fortaleza, CE, Brazil
| | - Tiago Lima Sampaio
- Department of Clinical and Toxicological Analysis, Federal University of Ceará, Fortaleza, CE, Brazil
| | | | - Márcia Machado Marinho
- Center for Exact Sciences and Technology, State University of Vale do Acaraú, Sobral, CE, Brazil
| | - Alice Maria Costa Martins
- Department of Clinical and Toxicological Analysis, Federal University of Ceará, Fortaleza, CE, Brazil
| | - Hélcio Silva Dos Santos
- Postgraduate Program in Biotechnology - PPGB-Renorbio, State University of Ceara, Fortaleza, CE, Brazil
- Center for Science and Technology, Postgraduate Program in Natural Sciences, State University of Ceará, Fortaleza, CE, Brazil
- Center for Exact Sciences and Technology, State University of Vale do Acaraú, Sobral, CE, Brazil
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Teschke R. Molecular Idiosyncratic Toxicology of Drugs in the Human Liver Compared with Animals: Basic Considerations. Int J Mol Sci 2023; 24:ijms24076663. [PMID: 37047633 PMCID: PMC10095090 DOI: 10.3390/ijms24076663] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2023] [Revised: 03/16/2023] [Accepted: 03/27/2023] [Indexed: 04/05/2023] Open
Abstract
Drug induced liver injury (DILI) occurs in patients exposed to drugs at recommended doses that leads to idiosyncratic DILI and provides an excellent human model with well described clinical features, liver injury pattern, and diagnostic criteria, based on patients assessed for causality using RUCAM (Roussel Uclaf Causality Assessment Method) as original method of 1993 or its update of 2016. Overall, 81,856 RUCAM based DILI cases have been published until mid of 2020, allowing now for an analysis of mechanistic issues of the disease. From selected DILI cases with verified diagnosis by using RUCAM, direct evidence was provided for the involvement of the innate and adapted immune system as well as genetic HLA (Human Leucocyte Antigen) genotypes. Direct evidence for a role of hepatic immune systems was substantiated by (1) the detection of anti-CYP (Cytochrome P450) isoforms in the plasma of affected patients, in line with the observation that 65% of the drugs most implicated in DILI are metabolized by a range of CYP isoforms, (2) the DIAIH (drug induced autoimmune hepatitis), a subgroup of idiosyncratic DILI, which is characterized by high RUCAM causality gradings and the detection of plasma antibodies such as positive serum anti-nuclear antibodies (ANA) and anti-smooth muscle antibodies (ASMA), rarely also anti-mitochondrial antibodies (AMA), (3) the effective treatment with glucocorticoids in part of an unselected RUCAM based DILI group, and (4) its rare association with the immune-triggered Stevens-Johnson syndrome (SJS) and toxic epidermal necrolysis (TEN) caused by a small group of drugs. Direct evidence of a genetic basis of idiosyncratic DILI was shown by the association of several HLA genotypes for DILI caused by selected drugs. Finally, animal models of idiosyncratic DILI mimicking human immune and genetic features are not available and further search likely will be unsuccessful. In essence and based on cases of DILI with verified diagnosis using RUCAM for causality evaluation, there is now substantial direct evidence that immune mechanisms and genetics can account for idiosyncratic DILI by many but not all implicated drugs, which may help understand the mechanistic background of the disease and contribute to new approaches of therapy and prevention.
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Affiliation(s)
- Rolf Teschke
- Department of Internal Medicine II, Division of Gastroenterology and Hepatology, Klinikum Hanau, D-63450 Hanau, Germany
- Academic Teaching Hospital of the Medical Faculty, Goethe University Frankfurt/Main, D-60590 Frankfurt am Main, Germany
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Hosack T, Damry D, Biswas S. Drug-induced liver injury: a comprehensive review. Therap Adv Gastroenterol 2023; 16:17562848231163410. [PMID: 36968618 PMCID: PMC10031606 DOI: 10.1177/17562848231163410] [Citation(s) in RCA: 45] [Impact Index Per Article: 22.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/06/2022] [Accepted: 02/24/2023] [Indexed: 03/24/2023] Open
Abstract
Drug-induced liver injury (DILI) remains a challenge in clinical practice and is
still a diagnosis of exclusion. Although it has a low incidence amongst the
general population, DILI accounts for most cases of acute liver failure with a
fatality rate of up to 50%. While multiple mechanisms of DILI have been
postulated, there is no clear causal relationship between drugs, risk factors
and mechanisms of DILI. Current best practice relies on a combination of high
clinical suspicion, thorough clinical history of risk factors and timeline, and
extensive hepatological investigations as supported by the international Roussel
Uclaf Causality Assessment Method criteria, the latter considered a key
diagnostic algorithm for DILI. This review focuses on DILI classification, risk
factors, clinical evaluation, future biomarkers and management, with the aim of
facilitating physicians to correctly identify DILI early in presentation.
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Affiliation(s)
| | - Djamil Damry
- Department of Gastroenterology &
Hepatology, Stoke Mandeville Hospital, Buckinghamshire Health NHS Trust,
Aylesbury, Buckinghamshire, UK
| | - Sujata Biswas
- Department of Gastroenterology &
Hepatology, Stoke Mandeville Hospital, Buckinghamshire Health NHS Trust,
Aylesbury, Buckinghamshire, UK
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Marques da Fonseca A, Freire da Silva A, Barbosa da Silva FL, Caluaco BJ, Gaieta EM, Nunes da Rocha M, Colares RP, Sobczak JF, Marinho GS, Dos Santos HS, Marinho ES. Isolation, characterization and in silico study of propenamide alkaloids from Hymenoepmecis bicolor poison against active μ-opioid receptor. J Biomol Struct Dyn 2023; 41:14621-14637. [PMID: 36815273 DOI: 10.1080/07391102.2023.2183043] [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: 09/19/2022] [Accepted: 02/16/2023] [Indexed: 02/24/2023]
Abstract
Some insects produce venoms to defend against predators and directly interact with opioid receptors. In the present study, it was identified two alkaloids in the wasp venom species Hymenoepimecis bicolor. It was demonstrated that these could act as potential inhibitors of opioid receptors through their robust affinity to the receptors. The interaction profile was given to opioid receptors (μOR), with 60% of targets similar to alkaloid 1, with 0.25 probability, and 46.7% of targets similar to alkaloid 2, with a probability 0.17 of affinity as a target, which is considered signaling macromolecules and can mediate the most potent analgesic and addictive properties of opiate alkaloids. Notably, both alkaloids showed -7.6 kcal/mol affinity to the morphine agonies through six residues, Gly124, Asp147, Trp293, Ile296, Ile322, and Tyr326. These observations suggest further research on opioid receptors using in vitro studies of possible therapeutic applications.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Aluísio Marques da Fonseca
- Institute of Exact Sciences and Nature, University of International Integration of Afro-Brazilian Lusophony, Redenção, CE, Brazil
| | - Ananias Freire da Silva
- Institute of Engineering and Sustainable Development, University of International Integration of Afro-Brazilian Lusofonia, Redenção, CE, Brazil
| | - Francisco Lennon Barbosa da Silva
- Institute of Engineering and Sustainable Development, University of International Integration of Afro-Brazilian Lusofonia, Redenção, CE, Brazil
| | - Bernardino Joaquim Caluaco
- Institute of Exact Sciences and Nature, University of International Integration of Afro-Brazilian Lusophony, Redenção, CE, Brazil
| | - Eduardo Menezes Gaieta
- Institute of Exact Sciences and Nature, University of International Integration of Afro-Brazilian Lusophony, Redenção, CE, Brazil
| | - Matheus Nunes da Rocha
- Faculty of Philosophy Dom Aureliano Matos, State University of Ceará, Limoeiro do Norte, CE, Brazil
| | - Regilany Paulo Colares
- Institute of Exact Sciences and Nature, University of International Integration of Afro-Brazilian Lusophony, Redenção, CE, Brazil
| | - Jober Fernando Sobczak
- Institute of Exact Sciences and Nature, University of International Integration of Afro-Brazilian Lusophony, Redenção, CE, Brazil
| | - Gabrielle Silva Marinho
- Faculty of Philosophy Dom Aureliano Matos, State University of Ceará, Limoeiro do Norte, CE, Brazil
| | | | - Emmanuel Silva Marinho
- Faculty of Philosophy Dom Aureliano Matos, State University of Ceará, Limoeiro do Norte, CE, Brazil
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da Fonseca AM, Soares NB, Colares RP, Macedo de Oliveira M, Santos Oliveira L, Marinho GS, Raya Paula de Lima M, da Rocha MN, Dos Santos HS, Marinho ES. Naphthoquinones biflorin and bis-biflorin ( Capraria biflora) as possible inhibitors of the fungus Candida auris polymerase: molecular docking, molecular dynamics, MM/GBSA calculations and in silico drug-likeness study. J Biomol Struct Dyn 2023; 41:11564-11577. [PMID: 36597918 DOI: 10.1080/07391102.2022.2163702] [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: 04/12/2022] [Accepted: 12/24/2022] [Indexed: 01/05/2023]
Abstract
A new worldwide concern has emerged with the recent emergence of infections caused by Candida auris. This reflects its comparative ease of transmission, substantial mortality, and the increasing level of resistance seen in the three major classes of antifungal drugs. Efforts to create a better design for structure-based drugs that described numerous modifications and the search for secondary metabolic structures derived from plant species are likely to reduce the virulence of several fungal pathogens. In this context, the present work aimed to evaluate in silico two naphthoquinones isolated from the roots of Capraria biflora, biflorin, and its dimmer, bis-biflorin, as potential inhibitors of Candida auris polymerase. Based on the simulation performed with the two naphthoquinones, biflorin and bis-biflorin, it can be stated that bis-biflorin showed the best interactions with Candida auris polymerase. Still, biflorin also demonstrated favorable coupling energy. Predictive pharmacokinetic assays suggest that biflorin has high oral bioavailability and more excellent metabolic stability compared to the bis-biflorin analogue. constituting a promising pharmacological tool.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Aluísio Marques da Fonseca
- Mestrado Acadêmico em Sociobiodiversidades e Tecnologias Sustentáveis - MASTS, Instituto de Engenharias e Desenvolvimento Sustentável, Universidade da Integração Internacional da Lusofonia Afro-Brasileira, Acarape, CE, Brazil
| | - Neidelenio Baltazar Soares
- Instituto de Ciências Exatas e da Natureza, Universidade da Integração Internacional da Lusofonia Afro-Brasileira, Acarape, CE, Brazil
| | - Regilany Paulo Colares
- Instituto de Ciências Exatas e da Natureza, Universidade da Integração Internacional da Lusofonia Afro-Brasileira, Acarape, CE, Brazil
| | | | | | - Gabrielle Silva Marinho
- Grupo de Química Teórica e Eletroquímica - GQTE, Universidade Estadual de Ceará, Limoiro do Norte, CE, Brazil
| | - Mira Raya Paula de Lima
- Instituto Federal de Educação Ciência e Tecnologia do Ceará - Campus Juazeiro do Norte, Juazeiro do Norte, CE, Brazil
| | - Matheus Nunes da Rocha
- Grupo de Química Teórica e Eletroquímica - GQTE, Universidade Estadual de Ceará, Limoiro do Norte, CE, Brazil
| | | | - Emmanuel Silva Marinho
- Grupo de Química Teórica e Eletroquímica - GQTE, Universidade Estadual de Ceará, Limoiro do Norte, CE, Brazil
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30
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Frota LS, da Rocha MN, Bezerra LL, da Fonseca AM, Marinho ES, de Morais SM. HIF1 inhibition of the biflavonoids against pancreas cancer: drug-likeness, bioavailability, ADMET, PASS, molecular docking, molecular dynamics, and MM/GBSA calculations. J Biomol Struct Dyn 2022:1-12. [PMID: 36002285 DOI: 10.1080/07391102.2022.2112619] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/15/2022]
Abstract
Pancreatic cancer is an aggressive disease with a high death rate and is difficult to treat. This disease, in the most cases, is asymptomatic until it progresses to an advanced stage. Therefore, the search for bioactive molecules is urgent to combat pancreatic cancer. Then, this work analyzed the interaction potential of agathisflavone and amentoflavone molecules against the HIF1 target using the ADMET, molecular docking, and molecular dynamics simulations. More recent drug-likeness filters that combine physicochemical and physiological parameters have shown that high polar surface area (TPSA > 75 Å2) drives biflavonoids out of the toxic drug space of Pfizer dataset. Regarding the pharmacokinetic descriptors, it was possible to notice that Amentoflavone showed a better order of passive cell permeability (Papp = 8 × 10-6 cm/s) and better metabolic stability, biotransformed by aromatic hydroxylation reactions by the CYP3A4 isoenzyme on the human liver, that favor its hepatic clearance. The molecular docking and molecular dynamics simulations indicated the high interaction potential and stability between the ligands analyzed (highlighted the amentoflavone molecule), respectively. The MM/GBSA calculations showed that the amentoflavone ligand registered the highest ΔG binding value of -32.6957 kcal/mol with the HIF1 target. Then, this molecule may be used as a potential inhibitor of pancreatic cancer. In this perspective, the present work represents an initial step in the virtual bioprospecting a pharmacological tool for treating of pancreatic cancer.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Lucas Soares Frota
- Graduate Program in Biotechnology, Northeast Biotechnology Network, Faculty of Veterinary Medicine, State University of Ceará, Campus do Itaperi, Fortaleza , Ceara, Brazil
| | - Matheus Nunes da Rocha
- Group of Theoretical Chemistry and Electrochemistry, Faculty of Philosophy Dom Aureliano Matos, State University of Ceara, Limoeiro do Norte, Ceará, Brazil
| | - Lucas Lima Bezerra
- Group of Theoretical Chemistry and Electrochemistry, Faculty of Philosophy Dom Aureliano Matos, State University of Ceara, Limoeiro do Norte, Ceará, Brazil
| | - Aluísio Marques da Fonseca
- Academic Master in Sociobiodiversity and Sustainable Technologies, Institute of Engineering and Sustainable Development, University of International Integration of Afro-Brazilian Lusophony, Auroras Campus, Redenção, CE, Brazil
| | - Emmanuel Silva Marinho
- Group of Theoretical Chemistry and Electrochemistry, Faculty of Philosophy Dom Aureliano Matos, State University of Ceara, Limoeiro do Norte, Ceará, Brazil
| | - Selene Maia de Morais
- Chemistry Course, Science and Technology Center, State University of Ceará, Itaperi Campus, 60714-903, Fortaleza, Ceará, Brazil
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31
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Zhai Z, Huang Y, Zhang Y, Zhao L, Li W. Clinical Research Progress of Small Molecule Compounds Targeting Nrf2 for Treating Inflammation-Related Diseases. Antioxidants (Basel) 2022; 11:1564. [PMID: 36009283 PMCID: PMC9405369 DOI: 10.3390/antiox11081564] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Revised: 08/03/2022] [Accepted: 08/08/2022] [Indexed: 11/16/2022] Open
Abstract
Studies have found that inflammation is a symptom of various diseases, such as coronavirus disease 2019 (COVID-19) and rheumatoid arthritis (RA); it is also the source of other diseases, such as Alzheimer's disease (AD), Parkinson's disease (PD), lupus erythematosus (LE), and liver damage. Nrf2 (nuclear factor erythroid 2-related factor 2) is an important multifunctional transcription factor in cells and plays a central regulatory role in cellular defense mechanisms. In recent years, several studies have found a strong association between the activation of Nrf2 and the fight against inflammation-related diseases. A number of small molecule compounds targeting Nrf2 have entered clinical research. This article reviews the research status of small molecule compounds that are in clinical trials for the treatment of COVID-19, rheumatoid arthritis, Alzheimer's disease, Parkinson's disease, lupus erythematosus, and liver injury.
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Affiliation(s)
- Zhenzhen Zhai
- School of Pharmaceutical Sciences, Zhengzhou University, Zhengzhou 450001, China
| | - Yanxin Huang
- School of Pharmaceutical Sciences, Zhengzhou University, Zhengzhou 450001, China
| | - Yawei Zhang
- School of Pharmaceutical Sciences, Zhengzhou University, Zhengzhou 450001, China
| | - Lili Zhao
- School of Pharmaceutical Sciences, Zhengzhou University, Zhengzhou 450001, China
| | - Wen Li
- School of Pharmaceutical Sciences, Zhengzhou University, Zhengzhou 450001, China
- Collaborative Innovation Center of New Drug Research and Safety Evaluation, Henan Province & Key Laboratory of Advanced Drug Preparation Technologies, Ministry of Education & Key Laboratory of Henan Province for Drug Quality and Evaluation, Zhengzhou 450001, China
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32
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Li X, Tang J, Mao Y. Incidence and risk factors of drug-induced liver injury. Liver Int 2022; 42:1999-2014. [PMID: 35353431 DOI: 10.1111/liv.15262] [Citation(s) in RCA: 58] [Impact Index Per Article: 19.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/13/2021] [Revised: 03/08/2022] [Accepted: 03/26/2022] [Indexed: 12/17/2022]
Abstract
The epidemiology and aetiology of drug-induced liver injury (DILI) vary across different countries and populations. Overall, DILI is rare in the general population but has become more prevalent in hospitalized patients, especially among patients with unexplained liver conditions. In addition, drugs implicated in DILI differ between Western and Eastern countries. Antibiotics are the leading drugs implicated in DILI in the West, whereas traditional Chinese medicine is the primary cause implicated in DILI in the East. The incidence of herbal and dietary supplements-induced hepatotoxicity is increasing globally. Several genetic and nongenetic risk factors associated with DILI have been described in the literature; however, there are no confirmed risk factors for all-cause DILI. Some factors may contribute to the risk of DILI in a drug-specific manner.
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Affiliation(s)
- Xiaoyun Li
- Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Jieting Tang
- Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Institute of Digestive Disease, Shanghai, China
| | - Yimin Mao
- Division of Gastroenterology and Hepatology, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Institute of Digestive Disease, Shanghai, China
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33
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Daly AK. Pharmacogenetics of the cytochromes P450: Selected pharmacological and toxicological aspects. ADVANCES IN PHARMACOLOGY (SAN DIEGO, CALIF.) 2022; 95:49-72. [PMID: 35953163 DOI: 10.1016/bs.apha.2022.05.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
With the availability of detailed genomic data on all 57 human cytochrome P450 genes, it is clear that there is substantial variability in gene product activity with functionally significant polymorphisms reported across almost all isoforms. This article is concerned mainly with 13 P450 isoforms of particular relevance to xenobiotic metabolism. After brief review of the extent of polymorphism in each, the relevance of selected P450 isoforms to both adverse drug reaction and disease susceptibility is considered in detail. Bleeding due to warfarin and other coumarin anticoagulants is considered as an example of a type A reaction with idiosyncratic adverse drug reactions affecting the liver and skin as type B. It is clear that CYP2C9 variants contribute significantly to warfarin dose requirement and also risk of bleeding, with a minor contribution from CYP4F2. In the case of idiosyncratic adverse drug reactions, CYP2B6 variants appear relevant to both liver and skin reactions to several drugs with CYP2C9 variants also relevant to phenytoin-related skin rash. The relevance of P450 genotype to disease susceptibility is also considered but detailed genetic studies now suggest that CYP2A6 is the only P450 relevant to risk of lung cancer with alleles associated with low or absent activity clearly protective against disease. Other cytochrome P450 genotypes are generally not predictors for risk of cancer or other complex disease development.
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Affiliation(s)
- Ann K Daly
- Translational and Clinical Research Institute, Newcastle University, Newcastle Upon Tyne, United Kingdom.
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34
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Roth RA, Kana O, Filipovic D, Ganey PE. Pharmacokinetic and toxicodynamic concepts in idiosyncratic, drug-induced liver injury. Expert Opin Drug Metab Toxicol 2022; 18:469-481. [PMID: 36003040 PMCID: PMC9484408 DOI: 10.1080/17425255.2022.2113379] [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: 03/04/2022] [Accepted: 08/11/2022] [Indexed: 11/04/2022]
Abstract
INTRODUCTION Idiosyncratic drug-induced liver injury (IDILI) causes morbidity and mortality in patients and leads to curtailed use of efficacious pharmaceuticals. Unlike intrinsically toxic reactions, which depend on dose, IDILI occurs in a minority of patients at therapeutic doses. Much remains unknown about causal links among drug exposure, a mode of action, and liver injury. Consequently, numerous hypotheses about IDILI pathogenesis have arisen. AREAS COVERED Pharmacokinetic and toxicodynamic characteristics underlying current hypotheses of IDILI etiology are discussed and illustrated graphically. EXPERT OPINION Hypotheses to explain IDILI etiology all involve alterations in pharmacokinetics, which lead to plasma drug concentrations that rise above a threshold for toxicity, or in toxicodynamics, which result in a lowering of the toxicity threshold. Altered pharmacokinetics arise, for example, from changes in drug metabolism or from transporter polymorphisms. A lowered toxicity threshold can arise from drug-induced mitochondrial injury, accumulation of toxic endogenous factors or harmful immune responses. Newly developed, interactive freeware (DemoTox-PK; https://bit.ly/DemoTox-PK) allows the user to visualize how such alterations might lead to a toxic reaction. The illustrations presented provide a framework for conceptualizing idiosyncratic reactions and could serve as a stimulus for future discussion, education, and research into modes of action of IDILI.
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Affiliation(s)
- Robert A. Roth
- Department of Pharmacology and Toxicology and Institute for Integrative Toxicology, Michigan State University, East Lansing, MI 49924
- ProbiTox LLC, Chapel Hill, NC 27514
| | - Omar Kana
- Department of Pharmacology and Toxicology and Institute for Integrative Toxicology, Michigan State University, East Lansing, MI 49924
- Institute for Quantitative Health Science & Engineering, Michigan State University, East Lansing, MI 48824
| | - David Filipovic
- Department of Biomedical Engineering, Michigan State University, East Lansing, MI 48824
- Institute for Quantitative Health Science & Engineering, Michigan State University, East Lansing, MI 48824
- Department of Computational Mathematics, Science and Engineering, Michigan State University, East Lansing, MI 48824
| | - Patricia E. Ganey
- Department of Pharmacology and Toxicology and Institute for Integrative Toxicology, Michigan State University, East Lansing, MI 49924
- ProbiTox LLC, Chapel Hill, NC 27514
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Nunes da Rocha M, Marinho MM, Magno Rodrigues Teixeira A, Marinho ES, dos Santos HS. Predictive ADMET study of rhodanine-3-acetic acid chalcone derivatives. J INDIAN CHEM SOC 2022. [DOI: 10.1016/j.jics.2022.100535] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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Jones RS, Leung C, Chang JH, Brown S, Liu N, Yan Z, Kenny JR, Broccatelli F. Application of empirical scalars to enable early prediction of human hepatic clearance using IVIVE in drug discovery: an evaluation of 173 drugs. Drug Metab Dispos 2022; 50:DMD-AR-2021-000784. [PMID: 35636770 DOI: 10.1124/dmd.121.000784] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Revised: 04/20/2022] [Accepted: 05/12/2022] [Indexed: 11/22/2022] Open
Abstract
The utilization of in vitro data to predict drug pharmacokinetics (PK) in vivo has been a consistent practice in early drug discovery for decades. However, its success is hampered by mispredictions attributed to uncharacterized biological phenomena/experimental artifacts. Predicted drug clearance (CL) from experimental data (i.e. hepatocyte intrinsic clearance: CLint, fraction unbound in plasma: fu,p) is often systematically underpredicted using the well-stirred model (WSM). The objective of this study was to evaluate using empirical scalars in the WSM to correct for CL mispredictions. Drugs (N=28) were used to generate numerical scalars on CLint (α), and fu,p (β) to minimize the error (AAFE) for CL predictions. These scalars were validated using an additional dataset (N=28 drugs) and applied to a non-redundant AstraZeneca (AZ) dataset available in the literature (N=117 drugs) for a total of 173 compounds. CL predictions using the WSM were improved for most compounds using an α value of 3.66 (~64%<2-fold) compared to no scaling (~46%<2-fold). Similarly, using a β value of 0.55 or combination of α and β scalars (values of 1.74 and 0.66, respectively) resulted in a similar improvement in predictions (~64%<2-fold and ~65%<2-fold, respectively). For highly bound compounds (fu,p{less than or equal to}0.01), AAFE was substantially reduced across all scaling methods. Using the β scalar alone or a combination of α and β appeared optimal; and produce larger magnitude corrections for highly-bound compounds. Some drugs are still disproportionally mispredicted, however the improvements in prediction error and simplicity of applying these scalars suggests its utility for early-stage CL predictions. Significance Statement In early drug discovery, prediction of human clearance using in vitro experimental data plays an essential role in triaging compounds prior to in vivo studies. These predictions have been systematically underestimated. Here we introduce empirical scalars calibrated on the extent of plasma protein binding that appear to improve clearance prediction across multiple datasets. This approach can be used in early phases of drug discovery prior to the availability of pre-clinical data for early quantitative predictions of human clearance.
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Affiliation(s)
| | | | - Jae H Chang
- Preclinical Development Sciences, ORIC Pharmaceuticals, United States
| | | | | | | | - Jane R Kenny
- Drug Metabolism & Pharmacokinetics, Genentech Inc, United States
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Hemília de Souza Nunes P, Sampaio de Freitas T, Esmeraldo Rocha J, Luiz Silva Pereira R, Machado Marinho M, de Oliveira MR, Santos Oliveira L, Machado Marinho E, Silva Marinho E, Sousa Aquino S, Emidio Sampaio Nogueira C, Douglas Melo Coutinho H, Nogueira Bandeira P, Magno Rodrigues Teixeira A, dos Santos HS. Potentiation of antibiotic activity, and efflux pumps inhibition by (2
E
)‐1‐(4‐aminophenyl)‐3‐(4‐fluorophenyl)prop‐2‐en‐1‐one. Fundam Clin Pharmacol 2022; 36:1066-1082. [DOI: 10.1111/fcp.12785] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2022] [Revised: 03/25/2022] [Accepted: 04/25/2022] [Indexed: 11/29/2022]
Affiliation(s)
- Paula Hemília de Souza Nunes
- Graduate Program in Biotechnology, Northeast Network of Biotechnology State University of Ceará, Campus Itaperi Fortaleza CE Brazil
| | - Thiago Sampaio de Freitas
- Graduate Program in Biological Chemistry, Department of Biological Chemistry Regional University of Cariri Crato CE Brazil
| | - Janaína Esmeraldo Rocha
- Graduate Program in Biological Chemistry, Department of Biological Chemistry Regional University of Cariri Crato CE Brazil
| | - Raimundo Luiz Silva Pereira
- Graduate Program in Biological Chemistry, Department of Biological Chemistry Regional University of Cariri Crato CE Brazil
| | - Marcia Machado Marinho
- Faculty of Education, Sciences and Letters of Iguatu State University of Ceará, Campus FECLI Iguatu CE Brazil
| | | | - Larissa Santos Oliveira
- Science and Technology Centre, Course of Chemistry State University Vale do Acaraú Sobral CE Brazil
| | - Emanuelle Machado Marinho
- Group of Theoretical Chemistry and Electrochemistry State University of Ceará, Campus FAFIDAM Limoeiro do Norte CE Brazil
| | - Emmanuel Silva Marinho
- Department of Organic and Inorganic Chemistry Federal University of Ceará Fortaleza CE Brazil
| | - Silvia Sousa Aquino
- Graduate Program in Biotechnology, Northeast Network of Biotechnology State University of Ceará, Campus Itaperi Fortaleza CE Brazil
| | - Carlos Emidio Sampaio Nogueira
- Graduate Program in Biological Chemistry, Department of Biological Chemistry Regional University of Cariri Crato CE Brazil
- Department of Physics Regional University of Cariri Juazeiro do Norte CE Brazil
| | - Henrique Douglas Melo Coutinho
- Graduate Program in Biological Chemistry, Department of Biological Chemistry Regional University of Cariri Crato CE Brazil
| | - Paulo Nogueira Bandeira
- Science and Technology Centre, Course of Chemistry State University Vale do Acaraú Sobral CE Brazil
| | - Alexandre Magno Rodrigues Teixeira
- Graduate Program in Biotechnology, Northeast Network of Biotechnology State University of Ceará, Campus Itaperi Fortaleza CE Brazil
- Graduate Program in Biological Chemistry, Department of Biological Chemistry Regional University of Cariri Crato CE Brazil
- Department of Physics Regional University of Cariri Juazeiro do Norte CE Brazil
| | - Hélcio Silva dos Santos
- Graduate Program in Biotechnology, Northeast Network of Biotechnology State University of Ceará, Campus Itaperi Fortaleza CE Brazil
- Graduate Program in Biological Chemistry, Department of Biological Chemistry Regional University of Cariri Crato CE Brazil
- Science and Technology Centre, Course of Chemistry State University Vale do Acaraú Sobral CE Brazil
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Dong H, You J, Zhao Y, Zheng D, Zhong Y, Li G, Weng Z, Luo H, Jiang S. Study on the Characteristics of Small-Molecule Kinase Inhibitors-Related Drug-Induced Liver Injury. Front Pharmacol 2022; 13:838397. [PMID: 35529445 PMCID: PMC9068902 DOI: 10.3389/fphar.2022.838397] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Accepted: 03/11/2022] [Indexed: 11/30/2022] Open
Abstract
Background and Aim: More than half of the small-molecule kinase inhibitors (KIs) induced liver injury clinically. Meanwhile, studies have shown a close relationship between mitochondrial damage and drug-induced liver injury (DILI). We aimed to study KIs and the binding between drugs and mitochondrial proteins to find factors related to DILI occurrence. Methods: A total of 1,223 oral FDA-approved drugs were collected and analyzed, including 44 KIs. Fisher’s exact test was used to analyze DILI potential and risk of different factors. A total of 187 human mitochondrial proteins were further collected, and high-throughput molecular docking was performed between human mitochondrial proteins and drugs in the data set. The molecular dynamics simulation was used to optimize and evaluate the dynamic binding behavior of the selected mitochondrial protein/KI complexes. Results: The possibility of KIs to produce DILI is much higher than that of other types (OR = 46.89, p = 9.28E-13). A few DILI risk factors were identified, including molecular weight (MW) between 400 and 600, the defined daily dose (DDD) ≥ 100 mg/day, the octanol–water partition coefficient (LogP) ≥ 3, and the degree of liver metabolism (LM) more than 50%. Drugs that met this combination of rules were found to have a higher DILI risk than controls (OR = 8.28, p = 4.82E-05) and were more likely to cause severe DILI (OR = 8.26, p = 5.06E-04). The docking results showed that KIs had a significant higher affinity with human mitochondrial proteins (p = 4.19E-11) than other drug types. Furthermore, the five proteins with the lowest docking score were selected for molecular dynamics simulation, and the smallest fluctuation of the backbone RMSD curve was found in the protein 5FS8/KI complexes, which indicated the best stability of the protein 5FS8 bound to KIs. Conclusions: KIs were found to have the highest odds ratio of causing DILI. MW was significantly related to the production of DILI, and the average docking scores of KI drugs were found to be significantly different from other classes. Further analysis identified the top binding mitochondrial proteins for KIs, and specific binding sites were analyzed. The optimization of molecular docking results by molecular dynamics simulation may contribute to further studying the mechanism of DILI.
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Affiliation(s)
- Huiqun Dong
- College of Biological Science and Engineering, Fuzhou University, Fuzhou, China
| | - Jia You
- Department of Hepatology, Hepatology Research Institute, The First Affiliated Hospital, Fujian Medical University, Fuzhou, China
| | - Yu Zhao
- College of Mathematics and Computer Science, Fuzhou University, Fuzhou, China
| | - Danhua Zheng
- College of Biological Science and Engineering, Fuzhou University, Fuzhou, China
| | - Yi Zhong
- College of Biological Science and Engineering, Fuzhou University, Fuzhou, China
- College of Mathematics and Computer Science, Fuzhou University, Fuzhou, China
| | - Gaozheng Li
- College of Mathematics and Computer Science, Fuzhou University, Fuzhou, China
| | - Zuquan Weng
- College of Biological Science and Engineering, Fuzhou University, Fuzhou, China
- College of Mathematics and Computer Science, Fuzhou University, Fuzhou, China
- *Correspondence: Zuquan Weng, ; Heng Luo, ; Shan Jiang,
| | - Heng Luo
- College of Biological Science and Engineering, Fuzhou University, Fuzhou, China
- College of Mathematics and Computer Science, Fuzhou University, Fuzhou, China
- MetaNovas Biotech Inc., Foster City, CA, United States
- *Correspondence: Zuquan Weng, ; Heng Luo, ; Shan Jiang,
| | - Shan Jiang
- Department of Vascular Thyroid Surgery, Affiliated Union Hospital, Fujian Medical University, Fuzhou, China
- *Correspondence: Zuquan Weng, ; Heng Luo, ; Shan Jiang,
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Zhou J, Zheng Q, Chen Z. The Nrf2 Pathway in Liver Diseases. Front Cell Dev Biol 2022; 10:826204. [PMID: 35223849 PMCID: PMC8866876 DOI: 10.3389/fcell.2022.826204] [Citation(s) in RCA: 70] [Impact Index Per Article: 23.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/2021] [Accepted: 01/17/2022] [Indexed: 12/11/2022] Open
Abstract
Oxidative stress is the leading cause of most liver diseases, such as drug-induced liver injury, viral hepatitis, and alcoholic hepatitis caused by drugs, viruses, and ethanol. The Kelch-like ECH-associated protein 1-NFE2-related factor 2 (Keap1-Nrf2) system is a critical defense mechanism of cells and organisms in response to oxidative stress. Accelerating studies have clarified that the Keap1-Nrf2 axis are involved in the prevention and attenuation of liver injury. Nrf2 up-regulation could alleviate drug-induced liver injury in mice. Moreover, many natural Nrf2 activators can regulate lipid metabolism and oxidative stress of liver cells to alleviate fatty liver disease in mice. In virus hepatitis, the increased Nrf2 can inhibit hepatitis C viral replication by up-regulating hemeoxygenase-1. In autoimmune liver diseases, the increased Nrf2 is essential for mice to resist liver injury. In liver cirrhosis, the enhanced Nrf2 reduces the activation of hepatic stellate cells by reducing reactive oxygen species levels to prevent liver fibrosis. Nrf2 plays a dual function in liver cancer progression. At present, a Nrf2 agonist has received clinical approval. Therefore, activating the Nrf2 pathway to induce the expression of cytoprotective genes is a potential option for treating liver diseases. In this review, we comprehensively summarized the relationships between oxidative stress and liver injury, and the critical role of the Nrf2 pathway in multiple liver diseases.
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Teschke R, Danan G. The LiverTox Paradox-Gaps between Promised Data and Reality Check. Diagnostics (Basel) 2021; 11:diagnostics11101754. [PMID: 34679453 PMCID: PMC8534640 DOI: 10.3390/diagnostics11101754] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Revised: 09/08/2021] [Accepted: 09/16/2021] [Indexed: 12/16/2022] Open
Abstract
The LiverTox database compiles cases of idiosyncratic drug-induced liver injury (iDILI) with the promised aims to help identify hepatotoxicants and provide evidence-based information on iDILI. Weaknesses of this approach include case selection merely based on published case number and not on a strong causality assessment method such as the Roussel Uclaf Causality Assessment Method (RUCAM). The aim of this analysis was to find out whether the promised aims have been achieved by comparison of current iDILI case data with those promised in 2012 in LiverTox. First, the LiverTox criteria of likelihood categories applied to iDILI cases were analyzed regarding robustness. Second, the quality was analyzed in LiverTox cases caused by 46 selected drugs implicated in iDILI. LiverTox included iDILI cases of insufficient quality because most promised details were not fulfilled: (1) Standard liver injury definition; (2) incomplete narratives or inaccurate for alternative causes; and (3) not a single case was assessed for causality with RUCAM, as promised. Instead, causality was arbitrarily judged on the iDILI case number presented in published reports with the same drug. All of these issues characterize the paradox of LiverTox, requiring changes in the method to improve data quality and database reliability. In conclusion, establishing LiverTox is recognized as a valuable effort, but the paradox due to weaknesses between promised data quality and actual data must be settled by substantial improvements, including, for instance, clear definition and identification of iDILI cases after evaluation with RUCAM to establish a robust causality grading.
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Affiliation(s)
- Rolf Teschke
- Department of Internal Medicine II, Division of Gastroenterology and Hepatology, Klinikum Hanau, D-63450 Hanau, Germany
- Academic Teaching Hospital of the Medical Faculty, Goethe University Frankfurt/Main, D-60590 Frankfurt/Main, Germany
- Correspondence:
| | - Gaby Danan
- Pharmacovigilance Consultancy, F-75020 Paris, France;
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Bessone F, Hernandez N, Tagle M, Arrese M, Parana R, Méndez-Sánchez N, Ridruejo E, Mendizabal M, Dagher L, Contreras F, Fassio E, Pessoa M, Brahm J, Silva M. Drug-induced liver injury: A management position paper from the Latin American Association for Study of the liver. Ann Hepatol 2021; 24:100321. [PMID: 33609753 DOI: 10.1016/j.aohep.2021.100321] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/27/2020] [Revised: 01/18/2021] [Accepted: 01/18/2021] [Indexed: 02/06/2023]
Abstract
Idiosyncratic drug-induced liver injury (DILI) caused by xenobiotics (drugs, herbals and dietary supplements) is an uncommon cause of liver disease presenting with a wide range of phenotypes and disease severity, acute hepatitis mimicking viral hepatitis to autoimmune hepatitis, steatosis, fibrosis or rare chronic vascular syndromes. Disease severity ranges from asymptomatic liver test abnormalities to acute liver failure. DILI has been traditionally classified in predictable or intrinsic (dose-related) or unpredictable (not dose-related) mechanisms. Few prospective studies are assessing the real prevalence and incidence of hepatotoxicity in the general population. DILI registries represent useful networks used for the study of liver toxicity, aimed at improving the understanding of causes, phenotypes, natural history, and standardized definitions of hepatotoxicity. Although most of the registries do not carry out population-based studies, they may provide important data related to the prevalence of DILI, and also may be useful to compare features from different countries. With the support of the Spanish Registry of Hepatotoxicity, our Latin American Registry (LATINDILI) was created in 2011, and more than 350 DILI patients have been recruited to date. This position paper describes the more frequent drugs and herbs-induced DILI in Latin America, mainly focusing on several features of responsible medicaments. Also, we highlighted the most critical points on the management of hepatotoxicity in general and those based on findings from our Latin American experience in particular.
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Affiliation(s)
- Fernando Bessone
- Hospital Provincial del Centenario, Facultad de Medicina, Universidad Nacional de Rosario, Rosario, Argentina.
| | | | - Martin Tagle
- Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Marco Arrese
- Pontificia Universidad Católica de chile, Santiago de Chile, Chile
| | | | - Nahum Méndez-Sánchez
- Liver Research Unit, Medica Sur Clinic & Foundation, Faculty of Medicine, National Autonomous University of Mexico, Mexico City, Mexico; Liver Research Unit, Medica Sur Clinic & Foundation, Mexico City, Mexico
| | - Ezequiel Ridruejo
- Centro de Educación Médica e Investigaciones Clínicas Norberto Quirno "CEMIC", Buenos Aires, Argentina
| | | | - Lucy Dagher
- Policlínica Metropolitana y CMDLT, Caracas, Venezuela
| | | | - Eduardo Fassio
- Hospital Nacional Prof. Alejandro Posadas, Provincia de Buenos Aires, Argentina
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Shimizu Y, Sasaki T, Yonekawa E, Yamazaki H, Ogura R, Watanabe M, Hosaka T, Shizu R, Takeshita JI, Yoshinari K. Association of CYP1A1 and CYP1B1 inhibition in in vitro assays with drug-induced liver injury. J Toxicol Sci 2021; 46:167-176. [PMID: 33814510 DOI: 10.2131/jts.46.167] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
Abstract
Drug-induced liver injury (DILI) is one of the major causes for the discontinuation of drug development and withdrawal of drugs from the market. Since it is known that reactive metabolite formation and being substrates or inhibitors of cytochrome P450s (P450s) are associated with DILI, we systematically investigated the association between human P450 inhibition and DILI. The inhibitory activity of 266 DILI-positive drugs (DILI drugs) and 92 DILI-negative drugs (no-DILI drugs), which were selected from Liver Toxicity Knowledge Base (US Food and Drug Administration), against 8 human P450 forms was assessed using recombinant enzymes and luminescent substrates, and the threshold values showing the highest balanced accuracy for DILI discrimination were determined for each P450 enzyme using receiver operating characteristic analyses. The results showed that among the P450s tested, CYP1A1 and CYP1B1 were inhibited by DILI drugs more than no-DILI drugs with a statistical significance. We found that 91% of drugs that showed inhibitory activity greater than the threshold values against CYP1A1 or CYP1B1 were DILI drugs. The results of internal 5-fold cross-validation confirmed the usefulness of CYP1A1 and CYP1B1 inhibition data for the threshold-based discrimination of DILI drugs. Although the contribution of these P450s to drug metabolism in the liver is considered minimal, our present findings suggest that the assessment of CYP1A1 and CYP1B1 inhibition is useful for screening DILI risk of drug candidates at the early stage of drug development.
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Affiliation(s)
- Yuki Shimizu
- Laboratory of Molecular Toxicology, School of Pharmaceutical Sciences, University of Shizuoka
| | - Takamitsu Sasaki
- Laboratory of Molecular Toxicology, School of Pharmaceutical Sciences, University of Shizuoka
| | - Eri Yonekawa
- Laboratory of Molecular Toxicology, School of Pharmaceutical Sciences, University of Shizuoka
| | - Hirokazu Yamazaki
- Laboratory of Molecular Toxicology, School of Pharmaceutical Sciences, University of Shizuoka
| | - Rui Ogura
- Laboratory of Molecular Toxicology, School of Pharmaceutical Sciences, University of Shizuoka
| | - Michiko Watanabe
- Laboratory of Molecular Toxicology, School of Pharmaceutical Sciences, University of Shizuoka
| | - Takuomi Hosaka
- Laboratory of Molecular Toxicology, School of Pharmaceutical Sciences, University of Shizuoka
| | - Ryota Shizu
- Laboratory of Molecular Toxicology, School of Pharmaceutical Sciences, University of Shizuoka
| | - Jun-Ichi Takeshita
- Laboratory of Molecular Toxicology, School of Pharmaceutical Sciences, University of Shizuoka.,Research Institute of Science for Safety and Sustainability, National Institute of Advanced Industrial Science and Technology (AIST)
| | - Kouichi Yoshinari
- Laboratory of Molecular Toxicology, School of Pharmaceutical Sciences, University of Shizuoka
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Teschke R, Uetrecht J. Mechanism of idiosyncratic drug induced liver injury (DILI): unresolved basic issues. ANNALS OF TRANSLATIONAL MEDICINE 2021; 9:730. [PMID: 33987428 PMCID: PMC8106057 DOI: 10.21037/atm-2020-ubih-05] [Citation(s) in RCA: 25] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Clinical features of idiosyncratic drug induced liver injury (DILI) are well described in cases that have been assessed for causality using the Roussel Uclaf Causality Assessment Method (RUCAM), but our understanding of the mechanistic steps leading to injury is fragmentary. The difficulties describing mechanistic events can be traced back to the lack of an animal model of experimental idiosyncratic DILI that can mimic the genetic requirements of human idiosyncratic DILI. However, immune tolerance plays a dominant role in the immune response of the liver, and impairment of immune tolerance with immune checkpoint inhibitors increases DILI in both humans and animals. This may provide one method to study the individual steps involved. In general. the human DILI liver is a secret keeper providing little insight into what occurs in the diseased organ. Sufficient evidence exists that most idiosyncratic cases are mediated by the adaptive immune system, which depends on stimulation of the innate immune system, but the triggering factors are unknown. It is attractive to hypothesize that the gut microbiome plays a role; however, it is very difficult to study. Similarly, exosomes are likely to play an important role in communication between hepatic cells and the immune system, but there is a lack of data on blood exosomes in affected patients. Reactive metabolites are likely to play an important role. This is supported by the current analysis, which revealed an association between metabolism by cytochrome P450 and drugs most commonly involved in causing idiosyncratic DILI with causality verified by RUCAM. Circumstantial evidence suggests that reactive oxygen species (ROS) generated by cytochrome P450 could be responsible for the initial steps of injury, but details are unknown. In conclusion, most of the mechanistic steps leading to idiosyncratic DILI remain unclear.
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Affiliation(s)
- Rolf Teschke
- Department of Internal Medicine II, Division of Gastroenterology and Hepatology, Klinikum Hanau, Hanau, Academic Teaching Hospital of the Medical Faculty of the Goethe University Frankfurt/ Main, Frankfurt/Main, Germany
| | - Jack Uetrecht
- Department of Pharmaceutical Sciences, University of Toronto, ON, Canada
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44
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Teschke R, Danan G. Idiosyncratic Drug Induced Liver Injury, Cytochrome P450, Metabolic Risk Factors and Lipophilicity: Highlights and Controversies. Int J Mol Sci 2021; 22:3441. [PMID: 33810530 PMCID: PMC8037096 DOI: 10.3390/ijms22073441] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2021] [Revised: 03/19/2021] [Accepted: 03/22/2021] [Indexed: 12/16/2022] Open
Abstract
Progress in understanding the mechanisms of the idiosyncratic drug induced liver injury (iDILI) was highlighted in a scientometric investigation on the knowledge mapping of iDILI throughout the world, but uncertainty remained on metabolic risk factors of iDILI, the focus of the present review article. For the first time, a quantitative analysis of 3312 cases of iDILI assessed for causality with RUCAM (Roussel Uclaf Causality Assessment Method) showed that most drugs (61.1%) were metabolized by cytochrome P450 (CYP) isoforms: 49.6% by CYP 3A4/5, 24.6% by CYP 2C9, 13.2% by CYP 2E1, 7.3% by CYP 2C19, 3.5% by CYP 1A2 and 1.8% by CYP 2D6. Other studies showed high OR (odds ratio) for drugs metabolized by unspecified CYPs but the iDILI cases were not assessed for causality with RUCAM, a major shortcoming. In addition to critical comments on methodological flaws, several risk factors of iDILI were identified such as high but yet recommended daily drug doses, actual daily drug doses taken by the patients, hepatic drug metabolism and drug lipophilicity. These risk factors are subject to controversies by many experts seen critically also by others who outlined that none of these medication characteristics is able to predict iDILI with high confidence, leading to the statement of an outstanding caveat. It was also argued that all previous studies lacked comprehensive data because the number of examined drugs was relatively small as compared to the number of approved new molecular entities or currently used oral prescription drugs. In conclusion, trends are evident that some metabolic parameters are likely risk factors of iDILI but strong evidence can only be achieved when methodological issues will be successfully met.
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Affiliation(s)
- Rolf Teschke
- Department of Internal Medicine II, Division of Gastroenterology and Hepatology, Klinikum Hanau, D-63450 Hanau, Academic Teaching Hospital of the Medical Faculty, Goethe University Frankfurt/Main, 60323 Frankfurt/Main, Germany
| | - Gaby Danan
- Pharmacovigilance Consultancy, F-75020 Paris, France;
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Villanueva-Paz M, Morán L, López-Alcántara N, Freixo C, Andrade RJ, Lucena MI, Cubero FJ. Oxidative Stress in Drug-Induced Liver Injury (DILI): From Mechanisms to Biomarkers for Use in Clinical Practice. Antioxidants (Basel) 2021; 10:390. [PMID: 33807700 PMCID: PMC8000729 DOI: 10.3390/antiox10030390] [Citation(s) in RCA: 55] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Accepted: 03/02/2021] [Indexed: 12/11/2022] Open
Abstract
Idiosyncratic drug-induced liver injury (DILI) is a type of hepatic injury caused by an uncommon drug adverse reaction that can develop to conditions spanning from asymptomatic liver laboratory abnormalities to acute liver failure (ALF) and death. The cellular and molecular mechanisms involved in DILI are poorly understood. Hepatocyte damage can be caused by the metabolic activation of chemically active intermediate metabolites that covalently bind to macromolecules (e.g., proteins, DNA), forming protein adducts-neoantigens-that lead to the generation of oxidative stress, mitochondrial dysfunction, and endoplasmic reticulum (ER) stress, which can eventually lead to cell death. In parallel, damage-associated molecular patterns (DAMPs) stimulate the immune response, whereby inflammasomes play a pivotal role, and neoantigen presentation on specific human leukocyte antigen (HLA) molecules trigger the adaptive immune response. A wide array of antioxidant mechanisms exists to counterbalance the effect of oxidants, including glutathione (GSH), superoxide dismutase (SOD), catalase, and glutathione peroxidase (GPX), which are pivotal in detoxification. These get compromised during DILI, triggering an imbalance between oxidants and antioxidants defense systems, generating oxidative stress. As a result of exacerbated oxidative stress, several danger signals, including mitochondrial damage, cell death, and inflammatory markers, and microRNAs (miRNAs) related to extracellular vesicles (EVs) have already been reported as mechanistic biomarkers. Here, the status quo and the future directions in DILI are thoroughly discussed, with a special focus on the role of oxidative stress and the development of new biomarkers.
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Affiliation(s)
- Marina Villanueva-Paz
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, CIBERehd, 29071 Málaga, Spain; (M.V.-P.); (M.I.L.)
| | - Laura Morán
- Department of Immunology, Ophthalmology and ENT, Complutense University School of Medicine, 28040 Madrid, Spain; (L.M.); (N.L.-A.)
- Health Research Institute Gregorio Marañón (IiSGM), 28009 Madrid, Spain
| | - Nuria López-Alcántara
- Department of Immunology, Ophthalmology and ENT, Complutense University School of Medicine, 28040 Madrid, Spain; (L.M.); (N.L.-A.)
| | - Cristiana Freixo
- CINTESIS, Center for Health Technology and Services Research, do Porto University School of Medicine, 4200-319 Porto, Portugal;
| | - Raúl J. Andrade
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, CIBERehd, 29071 Málaga, Spain; (M.V.-P.); (M.I.L.)
| | - M Isabel Lucena
- Unidad de Gestión Clínica de Gastroenterología, Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, CIBERehd, 29071 Málaga, Spain; (M.V.-P.); (M.I.L.)
| | - Francisco Javier Cubero
- Department of Immunology, Ophthalmology and ENT, Complutense University School of Medicine, 28040 Madrid, Spain; (L.M.); (N.L.-A.)
- 12 de Octubre Health Research Institute (imas12), 28041 Madrid, Spain
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Todorović Vukotić N, Đorđević J, Pejić S, Đorđević N, Pajović SB. Antidepressants- and antipsychotics-induced hepatotoxicity. Arch Toxicol 2021; 95:767-789. [PMID: 33398419 PMCID: PMC7781826 DOI: 10.1007/s00204-020-02963-4] [Citation(s) in RCA: 56] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2020] [Accepted: 11/26/2020] [Indexed: 02/06/2023]
Abstract
Drug-induced liver injury (DILI) is a serious health burden. It has diverse clinical presentations that can escalate to acute liver failure. The worldwide increase in the use of psychotropic drugs, their long-term use on a daily basis, common comorbidities of psychiatric and metabolic disorders, and polypharmacy in psychiatric patients increase the incidence of psychotropics-induced DILI. During the last 2 decades, hepatotoxicity of various antidepressants (ADs) and antipsychotics (APs) received much attention. Comprehensive review and discussion of accumulated literature data concerning this issue are performed in this study, as hepatotoxic effects of most commonly prescribed ADs and APs are classified, described, and discussed. The review focuses on ADs and APs characterized by the risk of causing liver damage and highlights the ones found to cause life-threatening or severe DILI cases. In parallel, an overview of hepatic oxidative stress, inflammation, and steatosis underlying DILI is provided, followed by extensive review and discussion of the pathophysiology of AD- and AP-induced DILI revealed in case reports, and animal and in vitro studies. The consequences of some ADs and APs ability to affect drug-metabolizing enzymes and therefore provoke drug–drug interactions are also addressed. Continuous collecting of data on drugs, mechanisms, and risk factors for DILI, as well as critical data reviewing, is crucial for easier DILI diagnosis and more efficient risk assessment of AD- and AP-induced DILI. Higher awareness of ADs and APs hepatotoxicity is the prerequisite for their safe use and optimal dosing.
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Affiliation(s)
- Nevena Todorović Vukotić
- Department of Molecular Biology and Endocrinology, "Vinča" Institute of Nuclear Sciences, National Institute of the Republic of Serbia, University of Belgrade, 12-14 Mike Petrovića Alasa, P.O. Box 522-090, 11000, Belgrade, Serbia.
| | - Jelena Đorđević
- Institute of Physiology and Biochemistry "Ivan Đaja", Faculty of Biology, University of Belgrade, 16 Studentski Trg, 11000, Belgrade, Serbia
| | - Snežana Pejić
- Department of Molecular Biology and Endocrinology, "Vinča" Institute of Nuclear Sciences, National Institute of the Republic of Serbia, University of Belgrade, 12-14 Mike Petrovića Alasa, P.O. Box 522-090, 11000, Belgrade, Serbia
| | - Neda Đorđević
- Department of Molecular Biology and Endocrinology, "Vinča" Institute of Nuclear Sciences, National Institute of the Republic of Serbia, University of Belgrade, 12-14 Mike Petrovića Alasa, P.O. Box 522-090, 11000, Belgrade, Serbia
| | - Snežana B Pajović
- Department of Molecular Biology and Endocrinology, "Vinča" Institute of Nuclear Sciences, National Institute of the Republic of Serbia, University of Belgrade, 12-14 Mike Petrovića Alasa, P.O. Box 522-090, 11000, Belgrade, Serbia.,Faculty of Medicine, University of Niš, 81 Blvd. Dr. Zorana Đinđića, 18000, Niš, Serbia
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47
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Béquignon OJ, Pawar G, van de Water B, Cronin MT, van Westen GJ. Computational Approaches for Drug-Induced Liver Injury (DILI) Prediction: State of the Art and Challenges. SYSTEMS MEDICINE 2021. [DOI: 10.1016/b978-0-12-801238-3.11535-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
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Rached A, Moriceau MA, Serfaty X, Lefebvre S, Lattard V. Biomarkers Potency to Monitor Non-target Fauna Poisoning by Anticoagulant Rodenticides. Front Vet Sci 2020; 7:616276. [PMID: 33426034 PMCID: PMC7785832 DOI: 10.3389/fvets.2020.616276] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2020] [Accepted: 11/30/2020] [Indexed: 12/11/2022] Open
Abstract
The widespread use of pesticides to control agricultural pests is a hot topic on the public scene of environmental health. Selective pest control for minimum environmental impact is a major goal of the environmental toxicology field, notably to avoid unintended poisoning in different organisms. Anticoagulant rodenticides cause abnormal blood coagulation process; they have been widely used to control rodents, allowing inadvertent primary and secondary exposure in domestic animals and non-target predatory wildlife species through direct ingestion of rodenticide-containing bait or by consumption of poisoned prey. To report toxic effect, the most common approach is the measurement of liver or plasma residues of anticoagulant rodenticides in dead or intoxicated animals showing clinical symptoms. However, one major challenge is that literature currently lacks a hepatic or plasma concentration threshold value for the differentiation of exposure from toxicity. Regarding the variation in pharmacology properties of anticoagulant rodenticides inter- and intra-species, the dose-response relationship must be defined for each species to prejudge the relative risk of poisoning. Beyond that, biomarkers are a key solution widely used for ecological risk assessment of contaminants. Since anticoagulant rodenticides (AR) have toxic effects at the biochemical level, biomarkers can serve as indicators of toxic exposure. In this sense, toxicological knowledge of anticoagulant rodenticides within organisms is an important tool for defining sensitive, specific, and suitable biomarkers. In this review, we provide an overview of the toxicodynamic and toxicokinetic parameters of anticoagulant rodenticides in different animal species. We examine different types of biomarkers used to characterize and differentiate the exposure and toxic effects of anticoagulant rodenticide, showing the strengths and weaknesses of the assays. Finally, we describe possible new biomarkers and highlight their capabilities.
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Affiliation(s)
| | | | | | | | - Virginie Lattard
- USC 1233 RS2GP, VetAgro Sup, INRA, University of Lyon, Marcy l'Etoile, France
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Macho LP, Center SA, Randolph JF, Dumars LA, Rush SE, Cameron MK, Lucy JM, Hall-Fonte DL, McDonough SP, Peters-Kennedy J, Marinoff J, Harrison J, Sabatino B, Deitz K. Clinical, clinicopathologic, and hepatic histopathologic features associated with probable ketoconazole-induced liver injury in dogs: 15 cases (2015-2018). J Am Vet Med Assoc 2020; 256:1245-1256. [PMID: 32412870 DOI: 10.2460/javma.256.11.1245] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
OBJECTIVE To characterize clinical, clinicopathologic, and hepatic histopathologic features and outcome for dogs with probable ketoconazole-induced liver injury. ANIMALS 15 dogs with suspected ketoconazole-induced liver injury that underwent liver biopsy. PROCEDURES Medical record data were summarized regarding signalment, clinical signs, clinicopathologic and hepatic histopathologic findings, concurrent medications, ketoconazole dose, treatment duration, and outcome. RESULTS Median age and body weight were 8.2 years (range, 5 to 15 years) and 13.0 kg (28.6 lb; range, 8.2 to 38.0 kg [18.0 to 83.6 lb]), respectively. The most common breed was Cocker Spaniel (n = 5). All dogs received ketoconazole to treat cutaneous Malassezia infections. Median daily ketoconazole dose was 7.8 mg/kg (3.5 mg/lb; range, 4.4 to 26.0 mg/kg [2.0 to 11.8 mg/lb]), PO. Treatment duration ranged from 0.3 to 100 cumulative weeks (intermittent cyclic administration in some dogs); 6 dogs were treated for ≤ 10 days. Common clinical signs included lethargy, anorexia, and vomiting. All dogs developed high serum liver enzyme activities. Hepatic histopathologic findings included variable lobular injury, mixed inflammatory infiltrates, and conspicuous aggregates of ceroid-lipofuscin-engorged macrophages that marked regions of parenchymal damage. Five dogs developed chronic hepatitis, including 3 with pyogranulomatous inflammation. Of the 10 dogs reported to have died at last follow-up, survival time after illness onset ranged from 0.5 to 165 weeks, with 7 dogs dying of liver-related causes. CONCLUSIONS AND CLINICAL RELEVANCE Findings for dogs with hepatotoxicosis circumstantially associated with ketoconazole treatment suggested proactive monitoring of serum liver enzyme activities is advisable before and sequentially after initiation of such treatment.
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50
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Stephens C, Lucena MI, Andrade RJ. Genetic risk factors in the development of idiosyncratic drug-induced liver injury. Expert Opin Drug Metab Toxicol 2020; 17:153-169. [DOI: 10.1080/17425255.2021.1854726] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Affiliation(s)
- Camilla Stephens
- Unidad de Gestión Clínica de Aparato Digestivo y Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, CIBERehd, Málaga, Spain
| | - M Isabel Lucena
- Unidad de Gestión Clínica de Aparato Digestivo y Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, CIBERehd, Málaga, Spain
| | - Raúl J Andrade
- Unidad de Gestión Clínica de Aparato Digestivo y Servicio de Farmacología Clínica, Instituto de Investigación Biomédica de Málaga-IBIMA, Hospital Universitario Virgen de la Victoria, Universidad de Málaga, CIBERehd, Málaga, Spain
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