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El Harchi A, Hancox JC. hERG agonists pose challenges to web-based machine learning methods for prediction of drug-hERG channel interaction. J Pharmacol Toxicol Methods 2023; 123:107293. [PMID: 37468081 DOI: 10.1016/j.vascn.2023.107293] [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: 02/07/2023] [Revised: 05/23/2023] [Accepted: 07/12/2023] [Indexed: 07/21/2023]
Abstract
Pharmacological blockade of the IKr channel (hERG) by diverse drugs in clinical use is associated with the Long QT Syndrome that can lead to life threatening arrhythmia. Various computational tools including machine learning models (MLM) for the prediction of hERG inhibition have been developed to facilitate the throughput screening of drugs in development and optimise thus the prediction of hERG liabilities. The use of MLM relies on large libraries of training compounds for the quantitative structure-activity relationship (QSAR) modelling of hERG inhibition. The focus on inhibition omits potential effects of hERG channel agonist molecules and their associated QT shortening risk. It is instructive, therefore, to consider how known hERG agonists are handled by MLM. Here, two highly developed online computational tools for the prediction of hERG liability, Pred-hERG and HergSPred were probed for their ability to detect hERG activator drug molecules as hERG interactors. In total, 73 hERG blockers were tested with both computational tools giving overall good predictions for hERG blockers with reported IC50s below Pred-hERG and HergSPred cut-off threshold for hERG inhibition. However, for compounds with reported IC50s above this threshold such as disopyramide or sotalol discrepancies were observed. HergSPred identified all 20 hERG agonists selected as interacting with the hERG channel. Further studies are warranted to improve online MLM prediction of hERG related cardiotoxicity, by explicitly taking into account channel agonism as well as inhibition.
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Affiliation(s)
- Aziza El Harchi
- School of Physiology and Pharmacology and Neuroscience, Biomedical Sciences Building, The University of Bristol, University Walk, Bristol BS8 1TD, UK.
| | - Jules C Hancox
- School of Physiology and Pharmacology and Neuroscience, Biomedical Sciences Building, The University of Bristol, University Walk, Bristol BS8 1TD, UK
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Hunter AL, Cruz RP, Cheyne BM, McManus BM, Granville DJ. Cytochrome p450 enzymes and cardiovascular disease. Can J Physiol Pharmacol 2005; 82:1053-60. [PMID: 15644946 DOI: 10.1139/y04-118] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
The cytochrome p450 (CYP) superfamily is responsible for the oxidation, peroxidation, and (or) reduction of vitamins, steroids, xenobiotics, and the majority of cardiovascular drugs in an oxygen- and NADPH-dependent manner. Although hepatic CYP have been studied extensively, the role of CYP in cardiovascular physiology and disease is poorly understood. Increasing evidence suggests that these enzymes play an important role in the pathogenesis of a number of cardiovascular diseases. The current review summarizes the understanding as to the role that dysregulated CYP expression and (or) activity may play in the onset and progression of cardiovascular disease.
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Affiliation(s)
- Arwen L Hunter
- James Hogg iCAPTURE Centre for Cardiovascular and Pulmonary Research, St. Paul's Hospital, University of British Columbia, 1081 Burrard Street, Vancouver, British Columbia V6Z 1Y6, Canada
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Sala M, Vicentini A, Brambilla P, Montomoli C, Jogia JRS, Caverzasi E, Bonzano A, Piccinelli M, Barale F, De Ferrari GM. QT interval prolongation related to psychoactive drug treatment: a comparison of monotherapy versus polytherapy. Ann Gen Psychiatry 2005; 4:1. [PMID: 15845138 PMCID: PMC1088007 DOI: 10.1186/1744-859x-4-1] [Citation(s) in RCA: 85] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/06/2004] [Accepted: 01/25/2005] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND: Several antipsychotic agents are known to prolong the QT interval in a dose dependent manner. Corrected QT interval (QTc) exceeding a threshold value of 450 ms may be associated with an increased risk of life threatening arrhythmias. Antipsychotic agents are often given in combination with other psychotropic drugs, such as antidepressants, that may also contribute to QT prolongation. This observational study compares the effects observed on QT interval between antipsychotic monotherapy and psychoactive polytherapy, which included an additional antidepressant or lithium treatment. METHOD: We examined two groups of hospitalized women with Schizophrenia, Bipolar Disorder and Schizoaffective Disorder in a naturalistic setting. Group 1 was composed of nineteen hospitalized women treated with antipsychotic monotherapy (either haloperidol, olanzapine, risperidone or clozapine) and Group 2 was composed of nineteen hospitalized women treated with an antipsychotic (either haloperidol, olanzapine, risperidone or quetiapine) with an additional antidepressant (citalopram, escitalopram, sertraline, paroxetine, fluvoxamine, mirtazapine, venlafaxine or clomipramine) or lithium. An Electrocardiogram (ECG) was carried out before the beginning of the treatment for both groups and at a second time after four days of therapy at full dosage, when blood was also drawn for determination of serum levels of the antipsychotic.Statistical analysis included repeated measures ANOVA, Fisher Exact Test and Indipendent T Test. RESULTS: Mean QTc intervals significantly increased in Group 2 (24 +/- 21 ms) however this was not the case in Group 1 (-1 +/- 30 ms) (Repeated measures ANOVA p < 0,01). Furthermore we found a significant difference in the number of patients who exceeded the threshold of borderline QTc interval value (450 ms) between the two groups, with seven patients in Group 2 (38%) compared to one patient in Group 1 (7%) (Fisher Exact Text, p < 0,05). CONCLUSIONS: No significant prolongation of the QT interval was found following monotherapy with an antipsychotic agent, while combination of these drugs with antidepressants caused a significant QT prolongation. Careful monitoring of the QT interval is suggested in patients taking a combined treatment of antipsychotic and antidepressant agents.
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Affiliation(s)
- Michela Sala
- Department of Health Sciences-Section of Psychiatry, IRCCS Policlinico S. Matteo, University of Pavia, School of Medicine, Pavia, Italy
| | - Alessandro Vicentini
- Department of Cardiology, IRCCS Policlinico S. Matteo, University of Pavia, School of Medicine, Pavia, Italy
| | - Paolo Brambilla
- Department of Pathology and Experimental and Clinical Medicine, Section of Psychiatry, University of Udine School of Medicine, Udine, Italy
| | | | - Jigar RS Jogia
- Section of Neurobiology of Psychosis, Institute of Psychiatry, London, UK
| | - Eduardo Caverzasi
- Department of Health Sciences-Section of Psychiatry, IRCCS Policlinico S. Matteo, University of Pavia, School of Medicine, Pavia, Italy
| | - Alberto Bonzano
- Department of Health Sciences-Section of Psychiatry, IRCCS Policlinico S. Matteo, University of Pavia, School of Medicine, Pavia, Italy
| | - Marco Piccinelli
- Psychiatry Unit, Azienda Ospedaliera Universitaria Ospedale di Circolo e Fondazione Macchi di Varese, Presidio Ospedaliero del Verbano – Italy
| | - Francesco Barale
- Department of Health Sciences-Section of Psychiatry, IRCCS Policlinico S. Matteo, University of Pavia, School of Medicine, Pavia, Italy
| | - Gaetano M De Ferrari
- Department of Cardiology, IRCCS Policlinico S. Matteo, University of Pavia, School of Medicine, Pavia, Italy
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Walker G, Wilcock A, Carey AM, Manderson C, Weller R, Crosby V. Prolongation of the QT interval in palliative care patients. J Pain Symptom Manage 2003; 26:855-9. [PMID: 12967735 DOI: 10.1016/s0885-3924(03)00313-0] [Citation(s) in RCA: 17] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
Prolonged QT interval on the electrocardiogram (ECG) is associated with an increased risk of cardiac arrhythmia and sudden death. Many drugs used in palliative medicine increase the QT interval and several have had their licenses withdrawn or severely restricted. The relative importance of prolonged QT interval will increase for palliative medicine physicians when dealing with patients with longer prognoses and especially cardiac disease. Given these safety concerns, the aim of this study was to determine the prevalence of a prolonged QT interval in palliative care patients who were not in the terminal stage and were referred to a specialist service. Of 300 patients, 47 (16%) had prolonged QTc but only two had QT >500ms. The presence of coexistent cardiac disease or high levels of serum alkaline phosphatase appear to be the clinical features most robustly associated with a prolonged QTc. Although prolonged QTc is relatively common in patients referred to a specialist palliative care service, severely prolonged QT is rare.
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Affiliation(s)
- Georgina Walker
- Hayward House Macmillan Specialist Palliative Care Unit, Nottingham City Hospital NHS Trust, Nottingham, United Kingdom
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Abstract
A variety of drugs targeted towards the central nervous system are associated with cardiac side effects, some of which are linked with reports of arrhythmia and sudden death. Some psychotropic drugs, particularly tricyclic antidepressants (TCAs) and antipsychotic agents, are correlated with iatrogenic prolongation of the QT interval of the electrocardiogram (ECG). In turn, this is associated with the arrhythmia (TdP). This review discusses the association between psychotropic agents, arrhythmia and sudden death and, focusing on TCAs and antipsychotics, considers their range of cellular actions on the heart; potentially pro-arrhythmic interactions between psychotropic and other medications are also considered. At the cellular level TCAs, such as imipramine and amitriptyline, and antipsychotics, such as thioridazine, are associated with inhibition of potassium channels encoded by In many cases this cellular action correlates with ECG changes and a risk of TdP. However, not all psychotropic agents that inhibit HERG at the cellular level are associated equally with QT prolongation in patients, and the potential for QT prolongation is not always equally correlated with TdP. Differences in risk between classes of psychotropic drugs, and between individual drugs within a class, may result from additional cellular effects of particular agents, which may influence the consequent effects of inhibition of repolarizing potassium current.
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Affiliation(s)
- Harry J Witchel
- Department of Physiology and Cardiovascular Research Laboratories, School of Medical Sciences, University of Bristol, Bristol, United Kingdom.
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De Ponti F, Poluzzi E, Cavalli A, Recanatini M, Montanaro N. Safety of non-antiarrhythmic drugs that prolong the QT interval or induce torsade de pointes: an overview. Drug Saf 2002; 25:263-86. [PMID: 11994029 DOI: 10.2165/00002018-200225040-00004] [Citation(s) in RCA: 258] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
The long and growing list of non-antiarrhythmic drugs associated with prolongation of the QT interval of the electrocardiogram has generated concern not only for regulatory interventions leading to drug withdrawal, but also for the unjustified view that QT prolongation is usually an intrinsic effect of a whole therapeutic class [e.g. histamine H(1) receptor antagonists (antihistamines)], whereas, in many cases, it is displayed only by some compounds within a given class of non-antiarrhythmic drugs because of an effect on cardiac repolarisation. We provide an overview of the different classes of non-antiarrhythmic drugs reported to prolong the QT interval (e.g. antihistamines, antipsychotics, antidepressants and macrolides) and discusses the clinical relevance of the QT prolonging effect. Drug-induced torsade de pointes are sometimes considered idiosyncratic, totally unpredictable adverse drug reactions, whereas a number of risk factors for their occurrence is now recognised. Widespread knowledge of these risk factors and implementation of a comprehensive list of QT prolonging drugs becomes an important issue. Risk factors include congenital long QT syndrome, clinically significant bradycardia or heart disease, electrolyte imbalance (especially hypokalaemia, hypomagnesaemia, hypocalcaemia), impaired hepatic/renal function, concomitant treatment with other drugs with known potential for pharmacokinetic/pharmacodynamic interactions (e.g. azole antifungals, macrolide antibacterials and class I or III antiarrhythmic agents). This review provides insight into the strategies that should be followed during a drug development program when a drug is suspected to affect the QT interval. The factors limiting the predictive value of preclinical and clinical studies are also outlined. The sensitivity of preclinical tests (i.e. their ability to label as positive those drugs with a real risk of inducing QT pronglation in humans) is sufficiently good, but their specificity (i.e. their ability to label as negative those drugs carrying no risk) is not well established. Verapamil is a notable example of a false positive: it blocks human ether-a-go-go-related (HERG) K(+) channels, but is reported to have little potential to trigger torsade de pointes. Although inhibition of HERG K(+) channels has been proposed as a primary test for screening purposes, it is important to remember that several ion currents are involved in the generation of the cardiac potential and that metabolites must be specifically tested in this in vitro test. At the present state of knowledge, no preclinical model has an absolute predictive value or can be considered as a gold standard. Therefore, the use of several models facilitates decision making and is recommended by most experts in the field.
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Walles M, Thum T, Levsen K, Borlak J. Verapamil: new insight into the molecular mechanism of drug oxidation in the human heart. J Chromatogr A 2002; 970:117-30. [PMID: 12350087 DOI: 10.1016/s0021-9673(02)00641-6] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
Verapamil is a commonly prescribed cardiovascular drug, but surprisingly its metabolism in the target tissue of pharmacotherapy is basically unknown. We therefore investigated its biotransformation in human heart tissue and correlate the production of metabolites with the gene expression of major drug metabolising enzymes. Using electrospray LC-MS-MS and LC-MS3 experiments, a total of nine metabolites were observed in incubation experiments with verapamil and microsomes isolated from the human heart tissue, and this included a carbinolamine-, N-formyl-, ahemiacetale-, and formate-intermediate of N-demethyl- and O-demethylverapamil. We also observed a hydroxylation product at the benzylic position of atom C-7 (M9). Metabolites M5-M9 are novel and were not observed in previous studies with liver or other human tissues. A fine example of the considerable metabolic competence of human heart is the formation of M1-M4, e.g. dealkylverapamil, norverapamil and isomers of O-demethylverapamil, which were believed to be exclusively produced by the liver.
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Affiliation(s)
- Markus Walles
- Fraunhofer Institute of Toxicology and Aerosol Research, Center of Drug Research and Medical Biotechnology, Hannover, Germany
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Abstract
OBJECTIVE To review the production of cardiac arrhythmia by thioridazine, and consider the role of government regulation in light of antipsychotic prescribing trends in New Zealand. METHODS We conducted a focused literature review on psychotropic-induced cardiotoxicity, including mechanisms and incidence. In addition, we considered trends in antipsychotic prescription in New Zealand and decisions made by regulatory bodies in Australia, North America and the United Kingdom regarding restrictions on the prescription of thioridazine. RESULTS In general, the cardiotoxicity of antipsychotics, including thioridazine, relates to the ability of these drugs to antagonize voltage-sensitive potassium channels, and thereby prolong the QT interval. This action can lead to malignant arrhythmias in a very small proportion (< < 1%) of patients; the risk may be increased by other drugs or factors which prolong QT or inhibit the metabolism of thioridazine. A review of prescription doses and volumes in New Zealand indicates that thioridazine is prescribed mainly in low doses by non-specialists, and its use has been waning significantly over the past 2 years. These trends predate recent publicity regarding cardiotoxicity. CONCLUSION Recommendations regarding thioridazine use are presented. Although new patients should not receive this drug, existing patients benefiting from modest doses should not be denied access unless clear-cut risk factors for cardiotoxicity are evident.
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Affiliation(s)
- David B Menkes
- Psychological Medicine, University of Wales Academic Unit, Wrescam LL13 7YP, UK.
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Francis PD. Effects of psychotropic medications on the pediatric electrocardiogram and recommendations for monitoring. Curr Opin Pediatr 2002; 14:224-30. [PMID: 11981295 DOI: 10.1097/00008480-200204000-00014] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
Reports of sudden unexpected death in pediatric patients taking selected psychotropic drugs have raised the possibility of ventricular dysrhythmias as the cause of these deaths. The use of psychotropic drugs in the pediatric population has increased significantly in recent years with increasing reports of electrocardiogram abnormalities, particularly prolongation of the corrected QT interval. Many factors affect the susceptibility of the heart to conduction abnormalities and sudden ventricular dysrhythmias in pediatric patients taking psychotropic drugs. These complex relations include genetic predisposition, structural cardiac disease, drug-drug interactions, drug dosage, and drug metabolism and clearance. Many specific psychotropic drugs have been reported to prolong the QTc interval and increase the risk of ventricular dysrhythmias and sudden death. This article discusses the various factors that may influence the electrocardiogram in pediatric patients taking psychotropic drugs and recommendations for monitoring these patients.
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Affiliation(s)
- Paul D Francis
- Department of Pediatrics, Janet Weis Children's Hospital, Geisinger Medical Center, Danville, Pennsylvania 17822, USA.
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