1
|
Xu X, Riviere JE, Raza S, Millagaha Gedara NI, Ampadi Ramachandran R, Tell LA, Wyckoff GJ, Jaberi-Douraki M. In-silico approaches to assessing multiple high-level drug-drug and drug-disease adverse drug effects. Expert Opin Drug Metab Toxicol 2024; 20:579-592. [PMID: 38299552 DOI: 10.1080/17425255.2023.2299337] [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: 08/31/2023] [Accepted: 12/21/2023] [Indexed: 02/02/2024]
Abstract
INTRODUCTION Pharmacovigilance plays a pivotal role in monitoring adverse events (AEs) related to chemical substances in human/animal populations. With increasing spontaneous-reporting systems, researchers turned to in-silico approaches to efficiently analyze drug safety profiles. Here, we review in-silico methods employed for assessing multiple drug-drug/drug-disease AEs covered by comparative analyses and visualization strategies. AREAS COVERED Disproportionality, involving multi-stage statistical methodologies and data processing, identifies safety signals among drug-AE pairs. By stratifying data based on disease indications/demographics, researchers address confounders and assess drug safety. Comparative analyses, including clustering techniques and visualization techniques, assess drug similarities, patterns, and trends, calculate correlations, and identify distinct toxicities. Furthermore, we conducted a thorough Scopus search on 'pharmacovigilance,' yielding 5,836 publications spanning 2003 to 2023. EXPERT OPINION Pharmacovigilance relies on diverse data sources, presenting challenges in the integration of in-silico approaches and requiring compliance with regulations and AI adoption. Systematic use of statistical analyses enables identifications of potential risks with drugs. Frequentist and Bayesian methods are used in disproportionalities, each with its strengths and weaknesses. Integration of pharmacogenomics with pharmacovigilance enables personalized medicine, with AI further enhancing patient engagement. This multidisciplinary approach holds promise, improving drug efficacy and safety, and should be a core mission of One-Health studies.
Collapse
Affiliation(s)
- Xuan Xu
- 1DATA Consortium, www.1DATA.life, Kansas State University Olathe, Olathe, KS, USA
- Food Animal Residue Avoidance and Databank Program (FARAD), Kansas State University Olathe, Olathe, KS, USA
- Department of Mathematics, Kansas State University, Manhattan, KS, USA
| | - Jim E Riviere
- 1DATA Consortium, www.1DATA.life, Kansas State University Olathe, Olathe, KS, USA
- Food Animal Residue Avoidance and Databank Program (FARAD), Kansas State University Olathe, Olathe, KS, USA
| | - Shahzad Raza
- Taussig Cancer Center, Cleveland Clinic, Cleveland, OH, USA
| | - Nuwan Indika Millagaha Gedara
- 1DATA Consortium, www.1DATA.life, Kansas State University Olathe, Olathe, KS, USA
- Department of Mathematics, Kansas State University, Manhattan, KS, USA
| | - Remya Ampadi Ramachandran
- 1DATA Consortium, www.1DATA.life, Kansas State University Olathe, Olathe, KS, USA
- Food Animal Residue Avoidance and Databank Program (FARAD), Kansas State University Olathe, Olathe, KS, USA
- Department of Mathematics, Kansas State University, Manhattan, KS, USA
| | - Lisa A Tell
- FARAD, Department of Medicine and Epidemiology, School of Veterinary Medicine, University of California-Davis, Davis, CA, USA
| | - Gerald J Wyckoff
- 1DATA Consortium, www.1DATA.life, Kansas State University Olathe, Olathe, KS, USA
- School of Pharmacy, Division of Pharmacology and Pharmaceutical Sciences, University of Missouri-Kansas, Kansas, USA
| | - Majid Jaberi-Douraki
- 1DATA Consortium, www.1DATA.life, Kansas State University Olathe, Olathe, KS, USA
- Food Animal Residue Avoidance and Databank Program (FARAD), Kansas State University Olathe, Olathe, KS, USA
- Department of Mathematics, Kansas State University, Manhattan, KS, USA
| |
Collapse
|
2
|
Discovery of new chemotypes of dual 5-HT 2A/D 2 receptor antagonists with a strategy of drug design methodologies. Future Med Chem 2022; 14:963-989. [PMID: 35674007 DOI: 10.4155/fmc-2021-0340] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Aim: Through the application of structure- and ligand-based methods, the authors aimed to create an integrative approach to developing a computational protocol for the rational drug design of potent dual 5-HT2A/D2 receptor antagonists without off-target activities on H1 receptors. Materials & methods: Molecular dynamics and virtual docking methods were used to identify key interactions of the structurally diverse antagonists in the binding sites of the studied targets, and to generate their bioactive conformations for further 3D-quantitative structure-activity relationship modeling. Results & conclusion: Toward the goal of finding multi-potent drugs with a more effective and safer profile, the obtained results led to the design of a new set of dual antagonists and opened a new perspective on the therapy for complex brain diseases.
Collapse
|
3
|
Myslivecek J. Dopamine and Dopamine-Related Ligands Can Bind Not Only to Dopamine Receptors. Life (Basel) 2022; 12:life12050606. [PMID: 35629274 PMCID: PMC9147915 DOI: 10.3390/life12050606] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Revised: 04/11/2022] [Accepted: 04/17/2022] [Indexed: 12/13/2022] Open
Abstract
The dopaminergic system is one of the most important neurotransmitter systems in the central nervous system (CNS). It acts mainly by activation of the D1-like receptor family at the target cell. Additionally, fine-tuning of the signal is achieved via pre-synaptic modulation by the D2-like receptor family. Some dopamine drugs (both agonists and antagonists) bind in addition to DRs also to α2-ARs and 5-HT receptors. Unfortunately, these compounds are often considered subtype(s) specific. Thus, it is important to consider the presence of these receptor subtypes in specific CNS areas as the function virtually elicited by one receptor type could be an effect of other—or the co-effect of multiple receptors. However, there are enough molecules with adequate specificity. In this review, we want to give an overview of the most common off-targets for established dopamine receptor ligands. To give an overall picture, we included a discussion on subtype selectivity. Molecules used as antipsychotic drugs are reviewed too. Therefore, we will summarize reported affinities and give an outline of molecules sufficiently specific for one or more subtypes (i.e., for subfamily), the presence of DR, α2-ARs, and 5-HT receptors in CNS areas, which could help avoid ambiguous results.
Collapse
Affiliation(s)
- Jaromir Myslivecek
- Institute of Physiology, 1st Faculty of Medicine, Charles University, Albertov 5, 128 00 Prague, Czech Republic
| |
Collapse
|
4
|
Cao Y, Sun N, Zhang J, Liu Z, Tang YZ, Wu Z, Kim KM, Cheon SH. Design, synthesis, and evaluation of bitopic arylpiperazine-phthalimides as selective dopamine D 3 receptor agonists. MEDCHEMCOMM 2018; 9:1457-1465. [PMID: 30288220 PMCID: PMC6148523 DOI: 10.1039/c8md00237a] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/06/2018] [Accepted: 06/12/2018] [Indexed: 11/21/2022]
Abstract
The dopamine D3 receptor (D3R) is a proven therapeutic target for the treatment of neurological and neuropsychiatric disorders. In particular, D3R-selective ligands that can eliminate side effects associated with dopamine D2 receptor (D2R) therapeutics have been validated. However, the high homology in signaling pathways and the sequence similarity between D2R and D3R have rendered the development of D3R-selective ligands challenging. Herein, we designed and synthesized a series of piperazine-phthalimide bitopic ligands based on a fragment-based and molecular docking inspired design. Compound 9i was identified as the most selective D3R ligand among these bitopic ligands. Its selectivity was improved compared to reference compounds 1 and 2 by 9- and 2-fold, respectively, and it was 21-fold more potent than compound 2. Molecular docking demonstrated that the orientation of Leu2.64 and Phe7.39 and the packing at the junction of helices may affect the specificity for D3R over D2R. Functional evaluation revealed that D3R-selective ligand 9i displayed a subpicomolar agonist activity at D3R with a 199-fold increase in potency compared to quinpirole. These results may be useful for the fragment-based design of bitopic compounds as selective D3R ligands.
Collapse
Affiliation(s)
- Yongkai Cao
- Integrated Chinese and Western Medicine Postdoctoral Research Station , Jinan University , Guangzhou 510632 , China
- College of Pharmacy and Research Institute of Drug Development , Chonnam National University , Gwangju 500-757 , Republic of Korea . ; ; ; Fax: +82 625302911 ; Tel: +82 625302936 ; Tel: +82 625302929
- The Fist Affiliated Hospital of Shenzhen University , Shenzhen 518035 , China
| | - Ningning Sun
- College of Pharmacy and Research Institute of Drug Development , Chonnam National University , Gwangju 500-757 , Republic of Korea . ; ; ; Fax: +82 625302911 ; Tel: +82 625302936 ; Tel: +82 625302929
| | - Jiumei Zhang
- The Fist Affiliated Hospital of Shenzhen University , Shenzhen 518035 , China
| | - Zhiguo Liu
- Chemical Biology Research at School of Pharmaceutical sciences , Wenzhou Medical University , Wenzhou 325035 , China . ; ; Tel: +86 75525622938
| | - Yi-Zhe Tang
- The Fist Affiliated Hospital of Shenzhen University , Shenzhen 518035 , China
| | - Zhengzhi Wu
- The Fist Affiliated Hospital of Shenzhen University , Shenzhen 518035 , China
| | - Kyeong-Man Kim
- College of Pharmacy and Research Institute of Drug Development , Chonnam National University , Gwangju 500-757 , Republic of Korea . ; ; ; Fax: +82 625302911 ; Tel: +82 625302936 ; Tel: +82 625302929
| | - Seung Hoon Cheon
- College of Pharmacy and Research Institute of Drug Development , Chonnam National University , Gwangju 500-757 , Republic of Korea . ; ; ; Fax: +82 625302911 ; Tel: +82 625302936 ; Tel: +82 625302929
| |
Collapse
|
5
|
Ul-Haq Z, Ashraf S, Al-Majid AM, Barakat A. 3D-QSAR Studies on Barbituric Acid Derivatives as Urease Inhibitors and the Effect of Charges on the Quality of a Model. Int J Mol Sci 2016; 17:ijms17050657. [PMID: 27144563 PMCID: PMC4881483 DOI: 10.3390/ijms17050657] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2016] [Revised: 04/05/2016] [Accepted: 04/26/2016] [Indexed: 01/02/2023] Open
Abstract
Urease enzyme (EC 3.5.1.5) has been determined as a virulence factor in pathogenic microorganisms that are accountable for the development of different diseases in humans and animals. In continuance of our earlier study on the helicobacter pylori urease inhibition by barbituric acid derivatives, 3D-QSAR (three dimensional quantitative structural activity relationship) advance studies were performed by Comparative Molecular Field Analysis (CoMFA) and Comparative Molecular Similarity Indices Analysis (CoMSIA) methods. Different partial charges were calculated to examine their consequences on the predictive ability of the developed models. The finest developed model for CoMFA and CoMSIA were achieved by using MMFF94 charges. The developed CoMFA model gives significant results with cross-validation (q²) value of 0.597 and correlation coefficients (r²) of 0.897. Moreover, five different fields i.e., steric, electrostatic, and hydrophobic, H-bond acceptor and H-bond donors were used to produce a CoMSIA model, with q² and r² of 0.602 and 0.98, respectively. The generated models were further validated by using an external test set. Both models display good predictive power with r²pred ≥ 0.8. The analysis of obtained CoMFA and CoMSIA contour maps provided detailed insight for the promising modification of the barbituric acid derivatives with an enhanced biological activity.
Collapse
Affiliation(s)
- Zaheer Ul-Haq
- Dr. Panjwani Center for Molecular Medicine and Drug Research, International Center for Chemical & Biological Sciences, University of Karachi, Karachi 75210, Pakistan.
| | - Sajda Ashraf
- Dr. Panjwani Center for Molecular Medicine and Drug Research, International Center for Chemical & Biological Sciences, University of Karachi, Karachi 75210, Pakistan.
| | - Abdullah Mohammed Al-Majid
- Department of Chemistry, College of Science, King Saud University, P.O. Box 2455, Riyadh 11451, Saudi Arabia.
| | - Assem Barakat
- Department of Chemistry, College of Science, King Saud University, P.O. Box 2455, Riyadh 11451, Saudi Arabia.
- Department of Chemistry, Faculty of Science, Alexandria University, P.O. Box 426-Ibrahimia, Alexandria 21321, Egypt.
| |
Collapse
|
6
|
Rodrigues T, Hauser N, Reker D, Reutlinger M, Wunderlin T, Hamon J, Koch G, Schneider G. Multidimensional de novo design reveals 5-HT2B receptor-selective ligands. Angew Chem Int Ed Engl 2014; 54:1551-5. [PMID: 25475886 DOI: 10.1002/anie.201410201] [Citation(s) in RCA: 37] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2014] [Revised: 10/30/2014] [Indexed: 11/10/2022]
Abstract
We report a multi-objective de novo design study driven by synthetic tractability and aimed at the prioritization of computer-generated 5-HT2B receptor ligands with accurately predicted target-binding affinities. Relying on quantitative bioactivity models we designed and synthesized structurally novel, selective, nanomolar, and ligand-efficient 5-HT2B modulators with sustained cell-based effects. Our results suggest that seamless amalgamation of computational activity prediction and molecular design with microfluidics-assisted synthesis enables the swift generation of small molecules with the desired polypharmacology.
Collapse
Affiliation(s)
- Tiago Rodrigues
- Department of Chemistry and Applied Biosciences, Swiss Federal Institute of Technology (ETH), Vladimir-Prelog-Weg 4, 8093 Zurich (Switzerland)
| | | | | | | | | | | | | | | |
Collapse
|
7
|
Rodrigues T, Hauser N, Reker D, Reutlinger M, Wunderlin T, Hamon J, Koch G, Schneider G. Multidimensional De Novo Design Reveals 5-HT2BReceptor-Selective Ligands. Angew Chem Int Ed Engl 2014. [DOI: 10.1002/ange.201410201] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
|
8
|
Effects of amisulpride on human resting cerebral perfusion. Psychopharmacology (Berl) 2013; 229:95-103. [PMID: 23584671 DOI: 10.1007/s00213-013-3091-z] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/03/2013] [Accepted: 03/22/2013] [Indexed: 12/12/2022]
Abstract
RATIONALE Quantitative neuroimaging studies show that different neuroleptics have similar effects on resting metabolism/perfusion in the basal ganglia, but vary in their effect on the cortex, especially in the prefrontal and temporal lobes. These differences may represent signatures of the action of medication on distinctive receptor combinations. OBJECTIVES This study seeks to determine the effect on cerebral perfusion at rest of low-dose amisulpride, a neuroleptic with a receptor profile relatively selective to dopaminergic D2-receptors and both antidepressant and antipsychotic efficacy. METHODS Continuous arterial spin labelling in a placebo-controlled, double blind, crossover study at steady state of N = 20 healthy male adults. RESULTS Relative to placebo, amisulpride was associated with extensive and significant cortical decrements in resting perfusion levels, particularly in the prefrontal lobes (p = 0.01, corrected). Decrements spared the basal ganglia, where perfusion was slightly increased. CONCLUSIONS In contrast to earlier reports on other neuroleptics, amisulpride was associated with intense cortical perfusion decrements at rest. These results are consistent with an existing model in which dopaminergic blockade is associated not only with metabolism/perfusion increases in the basal ganglia, but also with decreases in the cerebral cortex that in most neuroleptics are compensated by action on other receptor systems. The selective receptor profile of amisulpride may explain the extensive cortical decrements.
Collapse
|
9
|
Sekhar KVGC, Vyas DRK, Nagesh HN, Rao VS. Pharmacophore Hypothesis for Atypical Antipsychotics. B KOREAN CHEM SOC 2012. [DOI: 10.5012/bkcs.2012.33.9.2930] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
|
10
|
Selent J, Bauer-Mehren A, López L, Loza MI, Sanz F, Pastor M. A novel multilevel statistical method for the study of the relationships between multireceptorial binding affinity profiles and in vivo endpoints. Mol Pharmacol 2009; 77:149-58. [PMID: 19903829 DOI: 10.1124/mol.109.060103] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
The present work introduces a novel method for drug research based on the sequential building of linked multivariate statistical models, each one introducing a different level of drug description. The use of multivariate methods allows us to overcome the traditional one-target assumption and to link in vivo endpoints with drug binding profiles, involving multiple receptors. The method starts with a set of drugs, for which in vivo or clinical observations and binding affinities for potentially relevant receptors are known, and allows obtaining predictions of the in vivo endpoints highlighting the most influential receptors. Moreover, provided that the structure of the receptor binding sites is known (experimentally or by homology modeling), the proposed method also highlights receptor regions and ligand-receptor interactions that are more likely to be linked to the in vivo endpoints, which is information of high interest for the design of novel compounds. The method is illustrated by a practical application dealing with the study of the metabolic side effects of antipsychotic drugs. Herein, the method detects related receptors confirmed by experimental results. Moreover, the use of structural models of the receptor binding sites allows identifying regions and ligand-receptor interactions that are involved in the discrimination between antipsychotic drugs that show metabolic side effects and those that do not. The structural results suggest that the topology of a hydrophobic sandwich involving residues in transmembrane helices (TM) 3, 5, and 6, as well as the assembling of polar residues in TM5, are important discriminators between target/antitarget receptors. Ultimately, this will provide useful information for the design of safer compounds inducing fewer side effects.
Collapse
Affiliation(s)
- Jana Selent
- IMIM-Hospital del Mar, Universitat Pompeu Fabra, E-08003 Barcelona, Spain
| | | | | | | | | | | |
Collapse
|
11
|
Gutiérrez-de-Terán H, Correia C, Rodríguez D, Carvalho M, Brea J, Cadavid M, Loza M, Proença M, Areias F. Identification of Novel Scaffolds from an Original Chemical Library as Potential Antipsychotics. ACTA ACUST UNITED AC 2009. [DOI: 10.1002/qsar.200860198] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
|
12
|
Synthesis and preliminary pharmacological evaluation of N-2-(4-(4-(2-substitutedthiazol-4-yl) piperazin-1-yl)-2-oxoethyl)acetamides as novel atypical antipsychotic agents. Bioorg Med Chem Lett 2008; 18:6054-7. [DOI: 10.1016/j.bmcl.2008.10.035] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2008] [Revised: 08/09/2008] [Accepted: 10/08/2008] [Indexed: 11/19/2022]
|
13
|
Selent J, López L, Sanz F, Pastor M. Multi-receptor binding profile of clozapine and olanzapine: a structural study based on the new beta2 adrenergic receptor template. ChemMedChem 2008; 3:1194-8. [PMID: 18465762 DOI: 10.1002/cmdc.200800074] [Citation(s) in RCA: 45] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
Affiliation(s)
- Jana Selent
- Research Unit on Biomedical Informatics (GRIB), IMIM/Universitat Pompeu Fabra, Avinguda Dr. Aiguader 88, 08003 Barcelona, Spain
| | | | | | | |
Collapse
|
14
|
Marino MJ, Knutsen LJS, Williams M. Emerging Opportunities for Antipsychotic Drug Discovery in the Postgenomic Era. J Med Chem 2008; 51:1077-107. [PMID: 18198826 DOI: 10.1021/jm701094q] [Citation(s) in RCA: 45] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Affiliation(s)
- Michael J. Marino
- Worldwide Discovery Research, Cephalon, Inc., 145 Brandywine Parkway, West Chester, Pennsylvania 19380
| | - Lars J. S. Knutsen
- Worldwide Discovery Research, Cephalon, Inc., 145 Brandywine Parkway, West Chester, Pennsylvania 19380
| | - Michael Williams
- Worldwide Discovery Research, Cephalon, Inc., 145 Brandywine Parkway, West Chester, Pennsylvania 19380
| |
Collapse
|