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Zhu J, Li X, Meng H, Jia L, Xu L, Cai Y, Chen Y, Jin J, Yu L, Gao M. Molecular modeling strategy for detailing the primary mechanism of action of copanlisib to PI3K: combined ligand-based and target-based approach. J Biomol Struct Dyn 2024; 42:8172-8183. [PMID: 37572326 DOI: 10.1080/07391102.2023.2246569] [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: 03/28/2023] [Accepted: 07/27/2023] [Indexed: 08/14/2023]
Abstract
Since dysregulation of the phosphatidylinositol 3-kinase (PI3K) signaling pathway is associated with the pathogenesis of cancer, inflammation, and autoimmunity, PI3K has emerged as an attractive target for drug development. Although copanlisib is the first pan-PI3K inhibitor to be approved for clinical use, the precise mechanism by which it acts on PI3K has not been fully elucidated. To reveal the binding mechanisms and structure-activity relationship between PI3K and copanlisib, a comprehensive modeling approach that combines 3D-quantitative structure-activity relationship (3D-QSAR), pharmacophore model, and molecular dynamics (MD) simulation was utilized. Initially, the structure-activity relationship of copanlisib and its derivatives were explored by constructing a 3D-QSAR. Then, the key chemical characteristics were identified by building common feature pharmacophore models. Finally, MD simulations were performed to elucidate the important interactions between copanlisib and different PI3K subtypes, and highlight the key residues for tight-binding inhibitors. The present study uncovered the principal mechanism of copanlisib's action on PI3K at the theoretical level, and these findings might provide guidance for the rational design of pan-PI3K inhibitors.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Jingyu Zhu
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, China
| | - Xintong Li
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, China
| | - Huiqin Meng
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, China
| | - Lei Jia
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, China
| | - Lei Xu
- Institute of Bioinformatics and Medical Engineering, School of Electrical and Information Engineering, Jiangsu University of Technology, Changzhou, China
| | - Yanfei Cai
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, China
| | - Yun Chen
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, China
| | - Jian Jin
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, China
| | - Li Yu
- School of Inspection and Testing Certification, Changzhou Vocational Institute of Engineering, Changzhou, China
| | - Mingzhu Gao
- Department of Clinical Research Center for Jiangnan University Medical Center (Wuxi No.2 People's Hospital), Wuxi, China
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Fikry E, Orfali R, Tawfeek N, Perveen S, Ghafar S, El-Domiaty MM, El-Shafae AM. Unveiling the Bioactive Efficacy of Cupressus sempervirens 'Stricta' Essential Oil: Composition, In Vitro Activities, and In Silico Analyses. Pharmaceuticals (Basel) 2024; 17:1019. [PMID: 39204124 PMCID: PMC11357629 DOI: 10.3390/ph17081019] [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: 06/25/2024] [Revised: 07/20/2024] [Accepted: 07/30/2024] [Indexed: 09/03/2024] Open
Abstract
Prior studies have extensively investigated the essential oil derived from the Mediterranean cypress, Cupressus sempervirens. However, the 'Stricta' variety, known for its ornamental value, has received less attention in terms of its oil composition and potential health benefits. The objective of this research was to comprehensively analyze the chemical components and medicinal properties of the essential oil extracted from C. sempervirens 'Stricta' (CSSLEO) grown in Egypt. Utilizing gas chromatography-mass spectrometry (GC-MS), the investigation identified 22 compounds within CSSLEO, with α-pinene and δ-3-carene being predominant, accounting for 96.01% of the oil. In vitro assays evaluated CSSLEO's cytotoxic effects on cancer cell lines, revealing notable anticancer potential. Additionally, the oil displayed antidiabetic properties by impeding crucial enzymes involved in glucose metabolism. Complementary in silico network pharmacology and molecular docking studies provided insights into the possible interactions between CSSLEO's key compounds and essential proteins and pathways in cancer treatment. The results underscored CSSLEO's intricate composition and its promising applications in cancer prevention and diabetes management. The conclusions drawn from this research underscore the need for further investigation to validate CSSLEO's clinical effectiveness and to gain a deeper understanding of its therapeutic mechanisms, with a view to harnessing its potential in oncology and endocrinology.
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Affiliation(s)
- Eman Fikry
- Department of Pharmacognosy, Faculty of Pharmacy, Zagazig University, Zagazig 44519, Egypt; (E.F.); (M.M.E.-D.); (A.M.E.-S.)
| | - Raha Orfali
- Department of Pharmacognosy, Collage of Pharmacy, King Saud University, P.O. Box 2457, Riyadh 11451, Saudi Arabia
| | - Nora Tawfeek
- Department of Pharmacognosy, Faculty of Pharmacy, Zagazig University, Zagazig 44519, Egypt; (E.F.); (M.M.E.-D.); (A.M.E.-S.)
| | - Shagufta Perveen
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Safina Ghafar
- Department of Pharmacognosy, Collage of Pharmacy, King Saud University, P.O. Box 2457, Riyadh 11451, Saudi Arabia
| | - Maher M. El-Domiaty
- Department of Pharmacognosy, Faculty of Pharmacy, Zagazig University, Zagazig 44519, Egypt; (E.F.); (M.M.E.-D.); (A.M.E.-S.)
| | - Azza M. El-Shafae
- Department of Pharmacognosy, Faculty of Pharmacy, Zagazig University, Zagazig 44519, Egypt; (E.F.); (M.M.E.-D.); (A.M.E.-S.)
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Yang G, Li M, Zhang Y, Li X, Xin T, Hao J. Mechanisms of Rehmannioside A Against Systemic Lupus Erythematosus Based on Network Pharmacology, Molecular Docking and Molecular Dynamics Simulation. Cell Biochem Biophys 2024:10.1007/s12013-024-01435-1. [PMID: 39033091 DOI: 10.1007/s12013-024-01435-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/11/2024] [Indexed: 07/23/2024]
Abstract
The effect of rehmannioside A (ReA) on systemic lupus erythematosus (SLE) is not clear and needs further study. In this study, SLE-related targets were obtained from the DisGeNet and GeneCards databases, while ReA-related targets were obtained from the SwissTarget and SuperPred databases. A protein-protein interaction network of intersected targets was constructed using the STRING platform. After selecting the intersected targets, GO and KEGG enrichment analyses were performed via the R package "clusterProfiler". The relationships between ReA and various core targets were assessed via molecular docking, and molecular dynamics simulation was conducted for optimal core protein-compound complexes obtained by molecular docking. The top five targets in the ranking of degree value were HSP90AA1, HIF1A, PIK3CA, MTOR, and TLR4. Significant biological processes mainly included response to oxidative stress and response to reactive oxygen species. The potential pathways of ReA in the treatment of SLE mainly focused on the PI3K-Akt signaling pathway, neutrophil extracellular trap formation, and Apoptosis. Molecular docking showed that ReA had the highest binding affinity for mTOR, suggesting that mTOR is a key target of ReA against SLE. Molecular dynamics simulations revealed good binding abilities between ReA and mTOR. In conclusion, ReA exerts its effects on SLE through multiple targets and pathways, with mTOR being a key target of ReA against SLE.
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Affiliation(s)
- Guofei Yang
- Department of Dermatology, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, The Third Affiliated Hospital of Guangzhou Medica1 University, Guangzhou, China
| | - Mingfang Li
- Department of Dermatology, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, The Third Affiliated Hospital of Guangzhou Medica1 University, Guangzhou, China
| | - Ying Zhang
- Department of Dermatology, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, The Third Affiliated Hospital of Guangzhou Medica1 University, Guangzhou, China
| | - Xiaohui Li
- Department of Dermatology, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, The Third Affiliated Hospital of Guangzhou Medica1 University, Guangzhou, China
| | - Tiantian Xin
- Department of Dermatology, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, The Third Affiliated Hospital of Guangzhou Medica1 University, Guangzhou, China
| | - Jin Hao
- Department of Dermatology, Guangdong Provincial Key Laboratory of Major Obstetric Diseases, Guangdong Provincial Clinical Research Center for Obstetrics and Gynecology, The Third Affiliated Hospital of Guangzhou Medica1 University, Guangzhou, China.
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Zhu J, Meng H, Li X, Jia L, Xu L, Cai Y, Chen Y, Jin J, Yu L. Optimization of virtual screening against phosphoinositide 3-kinase delta: Integration of common feature pharmacophore and multicomplex-based molecular docking. Comput Biol Chem 2024; 109:108011. [PMID: 38198965 DOI: 10.1016/j.compbiolchem.2023.108011] [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: 11/23/2023] [Revised: 12/29/2023] [Accepted: 12/29/2023] [Indexed: 01/12/2024]
Abstract
Extensive research has accumulated which suggests that phosphatidylinositol 3-kinase delta (PI3Kδ) is closely related to the occurrence and development of various human diseases, making PI3Kδ a highly promising drug target. However, PI3Kδ exhibits high homology with other members of the PI3K family, which poses significant challenges to the development of PI3Kδ inhibitors. Therefore, in the present study, a hybrid virtual screening (VS) approach based on a ligand-based pharmacophore model and multicomplex-based molecular docking was developed to find novel PI3Kδ inhibitors. 13 crystal structures of the human PI3Kδ-inhibitor complex were collected to establish models. The inhibitors were extracted from the crystal structures to generate the common feature pharmacophore. The crystallographic protein structures were used to construct a naïve Bayesian classification model that integrates molecular docking based on multiple PI3Kδ conformations. Subsequently, three VS protocols involving sequential or parallel molecular docking and pharmacophore approaches were employed. External predictions demonstrated that the protocol combining molecular docking and pharmacophore resulted in a significant improvement in the enrichment of active PI3Kδ inhibitors. Finally, the optimal VS method was utilized for virtual screening against a large chemical database, and some potential hit compounds were identified. We hope that the developed VS strategy will provide valuable guidance for the discovery of novel PI3Kδ inhibitors.
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Affiliation(s)
- Jingyu Zhu
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China.
| | - Huiqin Meng
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Xintong Li
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Lei Jia
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Lei Xu
- Institute of Bioinformatics and Medical Engineering, School of Electrical and Information Engineering, Jiangsu University of Technology, Changzhou 213001, China
| | - Yanfei Cai
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Yun Chen
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Jian Jin
- School of Life Sciences and Health Engineering, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Li Yu
- School of Inspection and Testing Certification, Changzhou Vocational Institute of Engineering, Changzhou, Jiangsu 213164, China.
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5
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Mazzucato R, Roberti M, Capelli AM, Rancati F, Biagetti M, Fiorelli C, Bruno P, Ronchi P, Bertolini S, Corsi M, Pala D. Application of an "inhalation by design" approach to the identification and in-vitro evaluation of novel purine based PI3Kδ inhibitors. Eur J Med Chem 2023; 254:115331. [PMID: 37094451 DOI: 10.1016/j.ejmech.2023.115331] [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: 11/02/2022] [Revised: 03/29/2023] [Accepted: 03/29/2023] [Indexed: 04/26/2023]
Abstract
PI3Kδ is a lipid kinase which plays a key role in airway inflammatory conditions. Accordingly, the inhibition of PI3Kδ can be considered a valuable strategy for the treatment of chronic respiratory diseases such as Asthma and Chronic obstructive pulmonary disease (COPD). In this work, we describe our efforts to identify new PI3Kδ inhibitors following an "inhalation by design" strategy. Starting from the identification of a purine scaffold, we carried out a preliminary SAR expansion which led to the identification of a new hit characterized by a high enzymatic potency and moderate PI3Kδ selectivity. A subsequent optimization led to novel purine based derivatives with favorable in vitro ADME profiles, which might represent promising starting points for future development of new inhaled drug candidates.
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Affiliation(s)
- Roberta Mazzucato
- Chemistry Research and Drug Design Department, Chiesi Farmaceutici S.p.A, Nuovo Centro Ricerche, Largo Belloli 11/a, 43122, Parma, Italy.
| | - Marinella Roberti
- Department of Pharmacy and Biotechnology, University of Bologna, 40126, Bologna, Italy
| | - Anna Maria Capelli
- Corporate Drug Development, Chiesi Farmaceutici S.p.A, Nuovo Centro Ricerche, Largo Belloli 11/a, 43122, Parma, Italy
| | - Fabio Rancati
- Chemistry Research and Drug Design Department, Chiesi Farmaceutici S.p.A, Nuovo Centro Ricerche, Largo Belloli 11/a, 43122, Parma, Italy
| | - Matteo Biagetti
- Pipeline Innovation Department, Chiesi Farmaceutici S.p.A, Nuovo Centro Ricerche, Largo Belloli 11/a, 43122, Parma, Italy
| | - Claudio Fiorelli
- Chemistry Research and Drug Design Department, Chiesi Farmaceutici S.p.A, Nuovo Centro Ricerche, Largo Belloli 11/a, 43122, Parma, Italy
| | - Paolo Bruno
- Chemistry Research and Drug Design Department, Chiesi Farmaceutici S.p.A, Nuovo Centro Ricerche, Largo Belloli 11/a, 43122, Parma, Italy
| | - Paolo Ronchi
- Chemistry Research and Drug Design Department, Chiesi Farmaceutici S.p.A, Nuovo Centro Ricerche, Largo Belloli 11/a, 43122, Parma, Italy
| | - Serena Bertolini
- Experimental Pharmacology and Translational Science, Chiesi Farmaceutici S.p.A, Nuovo Centro Ricerche, Largo Belloli 11/a, 43122, Parma, Italy
| | - Mauro Corsi
- In Vitro Biology Department, Aptuit, an Evotec Company, Via A. Fleming 4, 37135, Verona, Italy
| | - Daniele Pala
- Chemistry Research and Drug Design Department, Chiesi Farmaceutici S.p.A, Nuovo Centro Ricerche, Largo Belloli 11/a, 43122, Parma, Italy.
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Lobo V, Rocha A, Castro TG, Carvalho MA. Synthesis of Novel 2,9-Disubstituted-6-morpholino Purine Derivatives Assisted by Virtual Screening and Modelling of Class I PI3K Isoforms. Polymers (Basel) 2023; 15:polym15071703. [PMID: 37050317 PMCID: PMC10096987 DOI: 10.3390/polym15071703] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Revised: 03/21/2023] [Accepted: 03/27/2023] [Indexed: 04/03/2023] Open
Abstract
The phosphatidylinositol-3 kinase (PI3K) pathway is one of the most frequently activated pathogenic signalling cascades in a wide variety of cancers. In the last 15 years, there has been an increase in the search for selective inhibitors of the four class I isoforms of PI3K, as they demonstrate better specificity and reduced toxicity in comparison to existing inhibitors. A ligand-based and target-based rational drug design strategy was employed to build a virtual library of 105 new compounds. Through this strategy, the four isoforms were compared regarding their activity pocket availability, amino acid sequences, and prone interactions. Additionally, a known active scaffold was used as a molecular base to design new derivatives. The virtual screening of the resultant library toward the four isoforms points to the obtention of 19 selective inhibitors for the PI3Kα and PI3Kγ targets. Three selective ligands, one for α-isoform and two for γ-isoform, present a ∆ (∆Gbinding) equal or greater than 1.5 Kcal/mol and were identified as the most promising candidates. A principal component analysis was used to establish correlations between the affinity data and some of the physicochemical and structural properties of the ligands. The binding modes and interactions established by the selective ligands in the active centre of the α and γ isoforms of PI3K were also investigated. After modelling studies, a synthetic approach to generate selective ligands was developed and applied in synthesising a set of derivatives that were obtained in good to excellent yield.
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Kumar G, Das C, Acharya A, Bhal S, Joshi M, Kundu CN, Choudhury AR, Guchhait SK. Organocatalyzed umpolung addition for synthesis of heterocyclic-fused arylidene-imidazolones as anticancer agents. Bioorg Med Chem 2022; 67:116835. [PMID: 35617791 DOI: 10.1016/j.bmc.2022.116835] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2022] [Revised: 05/16/2022] [Accepted: 05/16/2022] [Indexed: 11/18/2022]
Abstract
A strategy of "Nature-to-new" with iterative scaffold-hopping was considered for investigation of privileged ring/functional motif-elaborated analogs of natural aurones. An organocatalyzed umpolung chemistry based method was established for molecular-diversity feasible synthesis of title class of chemotypes i.e. (Z)-2-Arylideneimidazo[1,2-a]pyridinones and (Z)-2-Arylidenebenzo[d]imidazo[2,1-b]thiazol-3-ones. Various biophysical experiments indicated their important biological properties. The analogs showed characteristic anticancer activities with efficiency more than an anticancer drug. The compounds induced apoptosis with arrest in the S phase of the cell cycle regulation. The compounds' significant effect in up/down-regulation of various apoptotic proteins, an apoptosis cascade, and the inhibition of topoisomerases-mediated DNA relaxation process was identified. The analysis of the structure-activity relationship, interference with biological events and the drug-likeness physicochemical properties of the compounds in the acceptable window indicated distinctive medicinal molecule-to-properties of the investigated chemotypes.
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Affiliation(s)
- Gulshan Kumar
- Department of Medicinal Chemistry, National Institute of Pharmaceutical Education and Research (NIPER), Sector 67, SAS Nagar, Mohali, Punjab 160062, India
| | - Chinmay Das
- School of Biotechnology, KIIT University, Campus-11, Patia, Bhubaneswar, Orissa 751024, India
| | - Ayan Acharya
- Department of Medicinal Chemistry, National Institute of Pharmaceutical Education and Research (NIPER), Sector 67, SAS Nagar, Mohali, Punjab 160062, India
| | - Subhasmita Bhal
- School of Biotechnology, KIIT University, Campus-11, Patia, Bhubaneswar, Orissa 751024, India
| | - Mayank Joshi
- Department of Chemical Sciences, Indian Institute of Science Education and Research, Mohali, Sector 81, S. A. S. Nagar, Manauli PO, Mohali, Punjab 140306, India
| | - Chanakya Nath Kundu
- School of Biotechnology, KIIT University, Campus-11, Patia, Bhubaneswar, Orissa 751024, India
| | - Angshuman Roy Choudhury
- Department of Chemical Sciences, Indian Institute of Science Education and Research, Mohali, Sector 81, S. A. S. Nagar, Manauli PO, Mohali, Punjab 140306, India
| | - Sankar K Guchhait
- Department of Medicinal Chemistry, National Institute of Pharmaceutical Education and Research (NIPER), Sector 67, SAS Nagar, Mohali, Punjab 160062, India.
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Zhu J, Li K, Xu L, Cai Y, Chen Y, Zhao X, Li H, Huang G, Jin J. Discovery of novel selective PI3Kγ inhibitors through combining machine learning-based virtual screening with multiple protein structures and bio-evaluation. J Adv Res 2022; 36:1-13. [PMID: 35127160 PMCID: PMC8800018 DOI: 10.1016/j.jare.2021.04.007] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/20/2020] [Revised: 04/09/2021] [Accepted: 04/16/2021] [Indexed: 01/10/2023] Open
Abstract
Introduction Phosphoinositide 3-kinase gamma (PI3Kγ) has been regarded as a promising drug target for the treatment of various diseases, and the diverse physiological roles of class I PI3K isoforms (α, β, δ, and γ) highlight the importance of isoform selectivity in the development of PI3Kγ inhibitors. However, the high structural conservation among the PI3K family makes it a big challenge to develop selective PI3Kγ inhibitors. Objectives A novel machine learning-based virtual screening with multiple PI3Kγ protein structures was developed to discover novel PI3Kγ inhibitors. Methods A large chemical database was screened using the virtual screening model, the top-ranked compounds were then subjected to a series of bio-evaluations, which led to the discovery of JN-KI3. The selective inhibition mechanism of JN-KI3 against PI3Kγ was uncovered by a theoretical study. Results 49 hits were identified through virtual screening, and the cell-free enzymatic studies found that JN-KI3 selectively inhibited PI3Kγ at a concentration as low as 3,873 nM but had no inhibitory effect on Class IA PI3Ks, leading to the selective cytotoxicity on hematologic cancer cells. Meanwhile, JN-KI3 potently blocked the PI3K signaling, finally led to distinct apoptosis of hematologic cell lines at a low concentration. Lastly, the key residues of PI3Kγ and the structural characteristics of JN-KI3, which both would influence γ isoform-selective inhibition, were highlighted by systematic theoretical studies. Conclusion The developed virtual screening model strongly manifests the robustness to find novel PI3Kγ inhibitors. JN-KI3 displays a specific cytotoxicity on hematologic tumor cells, and significantly promotes apoptosis associated with the inhibition of the PI3K signaling, which depicts PI3Kγ as a potential target for the hematologic tumor therapy. The theoretical results reveal that those key residues interacting with JN-KI3 are less common compared to most of the reported PI3Kγ inhibitors, indicating that JN-KI3 has novel structural characteristics as a selective PIK3γ inhibitor.
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Key Words
- ADMET, absorption, distribution, metabolism, excretion, and toxicity
- AKT, protein kinase B
- AUC, area under receiver operations characteristic curve
- Badapple, bioactivity data associative promiscuity pattern learning engine
- CADD, computer-aided drug design
- CDRA, confirmatory dose–response assays
- DMEM, Dulbecco’s Modified Eagle Medium
- DS3.5, discovery studio 3.5
- FBS, fetal bovine serum
- GPCR, G protein-coupled receptors
- H-bond, hydrogen bond
- Hematologic malignancies
- IMDM, Iscove’s Modified Dulbecco’s Medium
- Ionic, ionic interactions
- JN-KI3
- MD, molecular dynamics
- MM/GBSA, molecular mechanics/generalized born surface area
- Molecular dynamics simulation
- NBC, naive Bayesian classifier
- PAGE, polyacrylamide gel electrophoresis
- PAINS, pan-assay interference compounds
- PARP, poly ADP-ribose polymerase
- PDB, protein data bank
- PI3K, Phosphoinositide 3-kinase
- PI3Kγ
- PSA, primary screening assays
- REOS, rapid elimination of swill
- RMSD, root-mean-squared-deviation
- RMSF, root-mean-squared-fluctuation
- ROC, receiver operations characteristic
- RTK, receptor tyrosine kinases
- SD, standard deviation
- SMILES, simplified molecular input line entry specification
- SP, standard precision
- Selective inhibitor
- VS, virtual screening
- Virtual screening
- Water Bridge, hydrogen bonds through water molecular bridge
- XP, extra precision
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Affiliation(s)
- Jingyu Zhu
- School of Pharmaceutical Sciences, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Kan Li
- School of Pharmaceutical Sciences, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Lei Xu
- Institute of Bioinformatics and Medical Engineering, School of Electrical and Information Engineering, Jiangsu University of Technology, Changzhou 213001, China
| | - Yanfei Cai
- School of Pharmaceutical Sciences, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Yun Chen
- School of Pharmaceutical Sciences, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Xinling Zhao
- School of Pharmaceutical Sciences, Jiangnan University, Wuxi, Jiangsu 214122, China
| | - Huazhong Li
- School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 21412 2, China
| | - Gang Huang
- Shanghai Key Laboratory of Molecular Imaging, Shanghai University of Medicine and Health Sciences, Shanghai 201318, China
| | - Jian Jin
- School of Pharmaceutical Sciences, Jiangnan University, Wuxi, Jiangsu 214122, China
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Newly designed compounds from scaffolds of known actives as inhibitors of survivin: computational analysis from the perspective of fragment-based drug design. In Silico Pharmacol 2021; 9:47. [PMID: 34350094 DOI: 10.1007/s40203-021-00108-8] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Accepted: 07/19/2021] [Indexed: 02/07/2023] Open
Abstract
Survivin is an apoptosis suppressing protein linked to different forms of cancer. As it stands, there are no approved drugs for the inhibition of survivin in cancer cells despite a number of promising compounds in clinical trials. This study designed a new set of compounds from fragments of active survivin inhibitors to potentiate their binding with survivin at BIR domain. Three hundred and five (305) fragments made from eight potent inhibitors of survivin were reconstructed to form a new set of compounds. The compounds were optimized using R group enumeration and bioisostere replacement after extensive docking analysis. The optimised compounds were filtered by a validated pharmacophore model to reveal how well they are aligned to the pharmacophore sites. Molecular docking of the well aligned compounds revealed the top-scoring compounds; and these compounds were compared with the eight inhibitors used as template for fragment-based design on the basis of binding affinity (rigid and flexible docking), predicted pIC50 and intermolecular interactions. The electronic behaviours (global descriptors, HOMO/LUMO, molecular electrostatic potential and Fukui functions) of newly designed compounds were calculated to investigate their reactivity and atomic sites prone to neutrophilic/electrophilic attack. The nine newly designed compounds had better rigid and flexible docking scores, free energy of binding and intermolecular interactions with survivin at BIR domain than the eight active inhibitors. Based on frontier molecular orbitals, OPE-3 was found to be the most reactive and less stable compound (0.13194 eV), followed by OPE-4 and OPE-9. The global descriptive parameters showed that OPE-3 had highest softness value (7.5245 eV) while OPE-8 recorded the maximum hardness value (0.08486 eV). The well-validated QSAR model also showed that OPE-3, OPE-7 and OPE-8 had the most significant bioactivity of all the inhibitors. This study thus provides new insight into the design of compounds capable of modulating the activity of survivin. Supplementary Information The online version contains supplementary material available at 10.1007/s40203-021-00108-8.
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10
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Sabbah DA, Hajjo R, Bardaweel SK, Zhong HA. Phosphatidylinositol 3-kinase (PI3K) inhibitors: a recent update on inhibitor design and clinical trials (2016-2020). Expert Opin Ther Pat 2021; 31:877-892. [PMID: 33970742 DOI: 10.1080/13543776.2021.1924150] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Introduction: The phosphatidylinositol 3-kinase/protein kinase-B/mammalian target of rapamycin (PI3K/AKT/mTOR) signaling pathway plays a central role in regulating cell growth and proliferation and thus has been considered as effective anticancer drug targets. Many PI3K inhibitors have been developed and progressed to various stages of clinical trials, and some have been approved as anticancer treatment. In this review, we discuss the drug design and clinical development of PI3K inhibitors over the past 4 years. We review the selectivity and potency of 47 PI3K inhibitors. Structural determinants for increasing selectivity toward PI3K subtype-selectivity or mutant selectivity are discussed. Future research direction and current clinical development in combination therapy of inhibitors involved in PI3Ks are also discussed.Area covered: This review covers clinical trial reports and patent literature on PI3K inhibitors and their selectivity published between 2016 and 2020.Expert opinion: To PI3Kα mutants (E542K, E545K, and H1047R), it is highly desirable to design and develop mutant-specific PI3K inhibitors. It is also necessary to develop subtype-selective PI3Kα inhibitors to minimize toxicity. To reduce drug resistance and to improve efficacy, future studies should include combination therapy of PI3K inhibitors with existing anticancer drugs from different pathways.
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Affiliation(s)
- Dima A Sabbah
- Department of Pharmacy, Faculty of Pharmacy, Al-Zaytoonah University of Jordan, Amman, Jordan
| | - Rima Hajjo
- Department of Pharmacy, Faculty of Pharmacy, Al-Zaytoonah University of Jordan, Amman, Jordan
| | - Sanaa K Bardaweel
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Jordan, Amman, Jordan
| | - Haizhen A Zhong
- DSC 362, Department of Chemistry, The University of Nebraska at Omaha, Omaha, Nebraska, USA
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11
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Fradera X, Deng Q, Achab A, Garcia Y, Kattar SD, McGowan MA, Methot JL, Wilson K, Zhou H, Shaffer L, Goldenblatt P, Tong V, Augustin MA, Altman MD, Lesburg CA, Shah S, Katz JD. Discovery of a new series of PI3K-δ inhibitors from Virtual Screening. Bioorg Med Chem Lett 2021; 42:128046. [PMID: 33865969 DOI: 10.1016/j.bmcl.2021.128046] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2021] [Revised: 04/08/2021] [Accepted: 04/10/2021] [Indexed: 11/18/2022]
Abstract
PI3K-δ mediates key immune cell signaling pathways and is a target of interest for treatment of oncological and immunological disorders. Here we describe the discovery and optimization of a novel series of PI3K-δ selective inhibitors. We first identified hits containing an isoindolinone scaffold using a combined ligand- and receptor-based virtual screening workflow, and then improved potency and selectivity guided by structural data and modeling. Careful optimization of molecular properties led to compounds with improved permeability and pharmacokinetic profile, and high potency in a whole blood assay.
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Affiliation(s)
- Xavier Fradera
- Computational and Structural Chemistry, Merck & Co., Inc., Boston, MA, USA.
| | - Qiaolin Deng
- Computational and Structural Chemistry, Merck & Co., Inc., Kenilworth, NJ, USA
| | | | - Yudith Garcia
- Discovery Chemistry, Merck & Co., Inc., Boston, MA, USA
| | | | | | - Joey L Methot
- Discovery Chemistry, Merck & Co., Inc., Boston, MA, USA
| | - Kevin Wilson
- Discovery Chemistry, Merck & Co., Inc., Boston, MA, USA
| | - Hua Zhou
- Discovery Chemistry, Merck & Co., Inc., Boston, MA, USA
| | - Lynsey Shaffer
- Quantitative Biosciences, Merck & Co., Inc., Boston, MA, USA
| | | | | | | | - Michael D Altman
- Computational and Structural Chemistry, Merck & Co., Inc., Boston, MA, USA
| | - Charles A Lesburg
- Computational and Structural Chemistry, Merck & Co., Inc., Boston, MA, USA
| | - Sanjiv Shah
- Quantitative Biosciences, Merck & Co., Inc., Boston, MA, USA
| | - Jason D Katz
- Discovery Chemistry, Merck & Co., Inc., Boston, MA, USA
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12
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Methot JL, Achab A, Christopher M, Zhou H, McGowan MA, Trotter BW, Fradera X, Lesburg CA, Goldenblatt P, Hill A, Chen D, Otte KM, Augustin M, Shah S, Katz JD. Optimization of Versatile Oxindoles as Selective PI3Kδ Inhibitors. ACS Med Chem Lett 2020; 11:2461-2469. [PMID: 33335668 PMCID: PMC7734802 DOI: 10.1021/acsmedchemlett.0c00441] [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] [Received: 08/12/2020] [Accepted: 11/17/2020] [Indexed: 12/11/2022] Open
Abstract
The 3,3-disubstituted oxindole moiety is a versatile and rigid three-dimensionally shaped scaffold. When engineered with a purine hinge-binding core, exceptionally selective PI3Kδ kinase inhibitors were discovered by exploiting small differences in isoform selectivity pockets. Crystal structures of early lead 2f bound to PI3Kδ and PI3Kα helped rationalize the high selectivity observed with 2f. By attenuating the lypophilicity and metabolic liabilities of an oxindole moiety, we improved the preclinical species PK and solubility and reduced adenosine uptake activity. The excellent potency and kinome selectivity of 7-azaoxindole 4d and spirooxindole 5d, together with a low plasma clearance and good half-life in rat and dog, supported a low once-daily predicted human dose.
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Affiliation(s)
- Joey L. Methot
- Discovery Chemistry, Computational and Structural Chemistry, In Vitro Pharmacology, Pharmacokinetics,
Pharmacodynamics and Drug Metabolism, Merck
& Co., Inc., Boston, Massachusetts 02115, United States
| | - Abdelghani Achab
- Discovery Chemistry, Computational and Structural Chemistry, In Vitro Pharmacology, Pharmacokinetics,
Pharmacodynamics and Drug Metabolism, Merck
& Co., Inc., Boston, Massachusetts 02115, United States
| | - Matthew Christopher
- Discovery Chemistry, Computational and Structural Chemistry, In Vitro Pharmacology, Pharmacokinetics,
Pharmacodynamics and Drug Metabolism, Merck
& Co., Inc., Boston, Massachusetts 02115, United States
| | - Hua Zhou
- Discovery Chemistry, Computational and Structural Chemistry, In Vitro Pharmacology, Pharmacokinetics,
Pharmacodynamics and Drug Metabolism, Merck
& Co., Inc., Boston, Massachusetts 02115, United States
| | - Meredeth A. McGowan
- Discovery Chemistry, Computational and Structural Chemistry, In Vitro Pharmacology, Pharmacokinetics,
Pharmacodynamics and Drug Metabolism, Merck
& Co., Inc., Boston, Massachusetts 02115, United States
| | - B. Wesley Trotter
- Discovery Chemistry, Computational and Structural Chemistry, In Vitro Pharmacology, Pharmacokinetics,
Pharmacodynamics and Drug Metabolism, Merck
& Co., Inc., Boston, Massachusetts 02115, United States
| | - Xavier Fradera
- Discovery Chemistry, Computational and Structural Chemistry, In Vitro Pharmacology, Pharmacokinetics,
Pharmacodynamics and Drug Metabolism, Merck
& Co., Inc., Boston, Massachusetts 02115, United States
| | - Charles A. Lesburg
- Discovery Chemistry, Computational and Structural Chemistry, In Vitro Pharmacology, Pharmacokinetics,
Pharmacodynamics and Drug Metabolism, Merck
& Co., Inc., Boston, Massachusetts 02115, United States
| | - Peter Goldenblatt
- Discovery Chemistry, Computational and Structural Chemistry, In Vitro Pharmacology, Pharmacokinetics,
Pharmacodynamics and Drug Metabolism, Merck
& Co., Inc., Boston, Massachusetts 02115, United States
| | - Armetta Hill
- Discovery Chemistry, Computational and Structural Chemistry, In Vitro Pharmacology, Pharmacokinetics,
Pharmacodynamics and Drug Metabolism, Merck
& Co., Inc., Boston, Massachusetts 02115, United States
| | - Dapeng Chen
- Discovery Chemistry, Computational and Structural Chemistry, In Vitro Pharmacology, Pharmacokinetics,
Pharmacodynamics and Drug Metabolism, Merck
& Co., Inc., Boston, Massachusetts 02115, United States
| | - Karin M. Otte
- Discovery Chemistry, Computational and Structural Chemistry, In Vitro Pharmacology, Pharmacokinetics,
Pharmacodynamics and Drug Metabolism, Merck
& Co., Inc., Boston, Massachusetts 02115, United States
| | | | - Sanjiv Shah
- Discovery Chemistry, Computational and Structural Chemistry, In Vitro Pharmacology, Pharmacokinetics,
Pharmacodynamics and Drug Metabolism, Merck
& Co., Inc., Boston, Massachusetts 02115, United States
| | - Jason D. Katz
- Discovery Chemistry, Computational and Structural Chemistry, In Vitro Pharmacology, Pharmacokinetics,
Pharmacodynamics and Drug Metabolism, Merck
& Co., Inc., Boston, Massachusetts 02115, United States
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13
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Gerstenberger BS, Ambler C, Arnold EP, Banker ME, Brown MF, Clark JD, Dermenci A, Dowty ME, Fensome A, Fish S, Hayward MM, Hegen M, Hollingshead BD, Knafels JD, Lin DW, Lin TH, Owen DR, Saiah E, Sharma R, Vajdos FF, Xing L, Yang X, Yang X, Wright SW. Discovery of Tyrosine Kinase 2 (TYK2) Inhibitor (PF-06826647) for the Treatment of Autoimmune Diseases. J Med Chem 2020; 63:13561-13577. [PMID: 32787094 DOI: 10.1021/acs.jmedchem.0c00948] [Citation(s) in RCA: 41] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Tyrosine kinase 2 (TYK2) is a member of the JAK kinase family that regulates signal transduction downstream of receptors for the IL-23/IL-12 pathways and type I interferon family, where it pairs with JAK2 or JAK1, respectively. On the basis of human genetic and emerging clinical data, a selective TYK2 inhibitor provides an opportunity to treat autoimmune diseases delivering a potentially differentiated clinical profile compared to currently approved JAK inhibitors. The discovery of an ATP-competitive pyrazolopyrazinyl series of TYK2 inhibitors was accomplished through computational and structurally enabled design starting from a known kinase hinge binding motif. With understanding of PK/PD relationships, a target profile balancing TYK2 potency and selectivity over off-target JAK2 was established. Lead optimization involved modulating potency, selectivity, and ADME properties which led to the identification of the clinical candidate PF-06826647 (22).
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Affiliation(s)
| | | | - Eric P Arnold
- Pfizer Inc., Groton, Connecticut 06340, United States
| | | | | | - James D Clark
- Pfizer Inc., Cambridge, Massachusetts 02139, United States
| | | | - Martin E Dowty
- Pfizer Inc., Cambridge, Massachusetts 02139, United States
| | - Andrew Fensome
- Pfizer Inc., Cambridge, Massachusetts 02139, United States
| | - Susan Fish
- Pfizer Inc., Cambridge, Massachusetts 02139, United States
| | | | - Martin Hegen
- Pfizer Inc., Cambridge, Massachusetts 02139, United States
| | | | | | - David W Lin
- Pfizer Inc., Groton, Connecticut 06340, United States
| | - Tsung H Lin
- Pfizer Inc., Cambridge, Massachusetts 02139, United States
| | - Dafydd R Owen
- Pfizer Inc., Cambridge, Massachusetts 02139, United States
| | - Eddine Saiah
- Pfizer Inc., Cambridge, Massachusetts 02139, United States
| | - Raman Sharma
- Pfizer Inc., Groton, Connecticut 06340, United States
| | | | - Li Xing
- Pfizer Inc., Cambridge, Massachusetts 02139, United States
| | - Xiaojing Yang
- Pfizer Inc., Groton, Connecticut 06340, United States
| | - Xin Yang
- Pfizer Inc., Groton, Connecticut 06340, United States
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14
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Li Q. Application of Fragment-Based Drug Discovery to Versatile Targets. Front Mol Biosci 2020; 7:180. [PMID: 32850968 PMCID: PMC7419598 DOI: 10.3389/fmolb.2020.00180] [Citation(s) in RCA: 85] [Impact Index Per Article: 21.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2020] [Accepted: 07/10/2020] [Indexed: 12/14/2022] Open
Abstract
Fragment-based drug discovery (FBDD) is a powerful method to develop potent small-molecule compounds starting from fragments binding weakly to targets. As FBDD exhibits several advantages over high-throughput screening campaigns, it becomes an attractive strategy in target-based drug discovery. Many potent compounds/inhibitors of diverse targets have been developed using this approach. Methods used in fragment screening and understanding fragment-binding modes are critical in FBDD. This review elucidates fragment libraries, methods utilized in fragment identification/confirmation, strategies applied in growing the identified fragments into drug-like lead compounds, and applications of FBDD to different targets. As FBDD can be readily carried out through different biophysical and computer-based methods, it will play more important roles in drug discovery.
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Affiliation(s)
- Qingxin Li
- Guangdong Provincial Engineering Laboratory of Biomass High Value Utilization, Guangdong Provincial Bioengineering Institute, Guangzhou Sugarcane Industry Research Institute, Guangdong Academy of Sciences, Guangzhou, China
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15
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Research advances on selective phosphatidylinositol 3 kinase δ (PI3Kδ) inhibitors. Bioorg Med Chem Lett 2020; 30:127457. [PMID: 32755681 DOI: 10.1016/j.bmcl.2020.127457] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2020] [Revised: 07/26/2020] [Accepted: 07/28/2020] [Indexed: 12/19/2022]
Abstract
PI3Kδ in B cells mediates antigen receptor signaling and promote neutrophil chemotaxis. The activation of PI3Kδ can cause mast cell maturation and degranulation, myeloid cell dysfunction, and cytokine release. As a key signal molecule, PI3Kδ interacts with the lipid binding domain of a variety of cellular proteins as a secondary messenger, ultimately affecting a series of significant cellular pathways in disease pathology. Therefore, many research organizations and pharmaceutical companies have studied it to develop effectively selective PI3Kδ inhibitors as therapeutics. This review summarizes research advances in varying chemical classes of selective PI3Kδ inhibitors and the structure-activity relationship, and it mainly focuses on the propeller- versus flat-type class of inhibitors.
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