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Djokovic N, Rahnasto-Rilla M, Lougiakis N, Lahtela-Kakkonen M, Nikolic K. SIRT2i_Predictor: A Machine Learning-Based Tool to Facilitate the Discovery of Novel SIRT2 Inhibitors. Pharmaceuticals (Basel) 2023; 16:ph16010127. [PMID: 36678624 PMCID: PMC9864763 DOI: 10.3390/ph16010127] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Revised: 01/10/2023] [Accepted: 01/11/2023] [Indexed: 01/17/2023] Open
Abstract
A growing body of preclinical evidence recognized selective sirtuin 2 (SIRT2) inhibitors as novel therapeutics for treatment of age-related diseases. However, none of the SIRT2 inhibitors have reached clinical trials yet. Transformative potential of machine learning (ML) in early stages of drug discovery has been witnessed by widespread adoption of these techniques in recent years. Despite great potential, there is a lack of robust and large-scale ML models for discovery of novel SIRT2 inhibitors. In order to support virtual screening (VS), lead optimization, or facilitate the selection of SIRT2 inhibitors for experimental evaluation, a machine-learning-based tool titled SIRT2i_Predictor was developed. The tool was built on a panel of high-quality ML regression and classification-based models for prediction of inhibitor potency and SIRT1-3 isoform selectivity. State-of-the-art ML algorithms were used to train the models on a large and diverse dataset containing 1797 compounds. Benchmarking against structure-based VS protocol indicated comparable coverage of chemical space with great gain in speed. The tool was applied to screen the in-house database of compounds, corroborating the utility in the prioritization of compounds for costly in vitro screening campaigns. The easy-to-use web-based interface makes SIRT2i_Predictor a convenient tool for the wider community. The SIRT2i_Predictor's source code is made available online.
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Affiliation(s)
- Nemanja Djokovic
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Belgrade, Vojvode Stepe 450, 11221 Belgrade, Serbia
- Correspondence: (N.D.); (K.N.)
| | - Minna Rahnasto-Rilla
- School of Pharmacy, University of Eastern Finland, P.O. Box 1627, 70210 Kuopio, Finland
| | - Nikolaos Lougiakis
- Laboratory of Medicinal Chemistry, Section of Pharmaceutical Chemistry, Department of Pharmacy, School of Health Sciences, National and Kapodistrian University of Athens, Panepistimiopolis-Zografou, 15771 Athens, Greece
| | | | - Katarina Nikolic
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, University of Belgrade, Vojvode Stepe 450, 11221 Belgrade, Serbia
- Correspondence: (N.D.); (K.N.)
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Stampelou M, Suchankova A, Tzortzini E, Dhingra L, Barkan K, Lougiakis N, Marakos P, Pouli N, Ladds G, Kolocouris A. Dual A1/A3 Adenosine Receptor Antagonists: Binding Kinetics and Structure-Activity Relationship Studies Using Mutagenesis and Alchemical Binding Free Energy Calculations. J Med Chem 2022; 65:13305-13327. [PMID: 36173355 DOI: 10.1021/acs.jmedchem.2c01123] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Drugs targeting adenosine receptors (AR) can provide treatment for diseases. We report the identification of 7-(phenylamino)-pyrazolo[3,4-c]pyridines L2-L10, A15, and A17 as low-micromolar to low-nanomolar A1R/A3R dual antagonists, with 3-phenyl-5-cyano-7-(trimethoxyphenylamino)-pyrazolo[3,4-c]pyridine (A17) displaying the highest affinity at both receptors with a long residence time of binding, as determined using a NanoBRET-based assay. Two binding orientations of A17 produce stable complexes inside the orthosteric binding area of A1R in molecular dynamics (MD) simulations, and we selected the most plausible orientation based on the agreement with alanine mutagenesis supported by affinity experiments. Interestingly, for drug design purposes, the mutation of L2506.51 to alanine increased the binding affinity of A17 at A1R. We explored the structure-activity relationships against A1R using alchemical binding free energy calculations with the thermodynamic integration coupled with the MD simulation (TI/MD) method, applied on the whole G-protein-coupled receptor-membrane system, which showed a good agreement (r = 0.73) between calculated and experimental relative binding free energies.
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Affiliation(s)
- Margarita Stampelou
- Laboratory of Medicinal Chemistry, Section of Pharmaceutical Chemistry, Department of Pharmacy, School of Health Sciences, National and Kapodistrian University of Athens, Panepistimiopolis-Zografou, 15771 Athens, Greece
| | - Anna Suchankova
- Department of Pharmacology, University of Cambridge, Tennis Court Road, Cambridge CB2 1PD, U.K
| | - Efpraxia Tzortzini
- Laboratory of Medicinal Chemistry, Section of Pharmaceutical Chemistry, Department of Pharmacy, School of Health Sciences, National and Kapodistrian University of Athens, Panepistimiopolis-Zografou, 15771 Athens, Greece
| | - Lakshiv Dhingra
- Department of Pharmacology, University of Cambridge, Tennis Court Road, Cambridge CB2 1PD, U.K
| | - Kerry Barkan
- Department of Pharmacology, University of Cambridge, Tennis Court Road, Cambridge CB2 1PD, U.K
| | - Nikolaos Lougiakis
- Laboratory of Medicinal Chemistry, Section of Pharmaceutical Chemistry, Department of Pharmacy, School of Health Sciences, National and Kapodistrian University of Athens, Panepistimiopolis-Zografou, 15771 Athens, Greece
| | - Panagiotis Marakos
- Laboratory of Medicinal Chemistry, Section of Pharmaceutical Chemistry, Department of Pharmacy, School of Health Sciences, National and Kapodistrian University of Athens, Panepistimiopolis-Zografou, 15771 Athens, Greece
| | - Nicole Pouli
- Laboratory of Medicinal Chemistry, Section of Pharmaceutical Chemistry, Department of Pharmacy, School of Health Sciences, National and Kapodistrian University of Athens, Panepistimiopolis-Zografou, 15771 Athens, Greece
| | - Graham Ladds
- Department of Pharmacology, University of Cambridge, Tennis Court Road, Cambridge CB2 1PD, U.K
| | - Antonios Kolocouris
- Laboratory of Medicinal Chemistry, Section of Pharmaceutical Chemistry, Department of Pharmacy, School of Health Sciences, National and Kapodistrian University of Athens, Panepistimiopolis-Zografou, 15771 Athens, Greece
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Docking, synthesis and biological evaluation of pyridine ring containing Diaryl urea derivatives as anticancer agents. Int J Health Sci (Qassim) 2022. [DOI: 10.53730/ijhs.v6ns3.6200] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
A novel series of pyridine ring containing diaryl urea derivatives (R1-R9) were synthesized in four chemical steps using pyridine-2-carboxylic acid as starting material. The synthesized compounds were design by using Autodock vina in the crystal structure of the Kinase domain of Human B-raf (PDB ID: 4DBN) to get insights into structural requirements for anticancer activity. In vitro anticancer activity against cell line (MCF-7) showed that compounds R3, R6 and R9 were found to be the most potent (Docking score: > -12, IC50 = 17.39 µM) among the synthesized molecules.
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Angeli A, Kartsev V, Petrou A, Lichitsky B, Komogortsev A, Pinteala M, Geronikaki A, Supuran CT. Pyrazolo[4,3-c]pyridine Sulfonamides as Carbonic Anhydrase Inhibitors: Synthesis, Biological and In Silico Studies. Pharmaceuticals (Basel) 2022; 15:316. [PMID: 35337114 PMCID: PMC8955975 DOI: 10.3390/ph15030316] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Revised: 02/28/2022] [Accepted: 03/01/2022] [Indexed: 02/01/2023] Open
Abstract
Carbonic anhydrases (CAs, EC 4.2.1.1) catalyze the essential reaction of CO2 hydration in all living organisms, being actively involved in the regulation of a plethora of patho-/physiological conditions. A series of chromene-based sulfonamides were synthesized and tested as possible CA inhibitors. On the other hand, in microorganisms, the β- and γ- classes are expressed in addition to the α- class, showing substantial structural differences to the human isoforms. In this scenario, not only human but also bacterial CAs are of particular interest as new antibacterial agents with an alternative mechanism of action for fighting the emerging problem of extensive drug resistance afflicting most countries worldwide. Pyrazolo[4,3-c]pyridine sulfonamides were synthesized using methods of organic chemistry. Their inhibitory activity, assessed against the cytosolic human isoforms hCA I and hCA II, the transmembrane hCA IX and XII, and β- and γ-CAs from three different bacterial strains, was evaluated by a stopped-flow CO2 hydrase assay. Several of the investigated derivatives showed interesting inhibition activity towards the cytosolic associate isoforms hCA I and hCA II, as well as the 3β- and 3γ-CAs. Furthermore, computational procedures were used to investigate the binding mode of this class of compounds within the active site of hCA IX. Four compounds (1f, 1g, 1h and 1k) were more potent than AAZ against hCA I. Furthermore, compound 1f also showed better activity than AAZ against the hCA II isoform. Moreover, ten compounds out of eleven appeared to be very potent against the γ-CA from E.coli, with a Ki much lower than that of the reference drug. Most of the compounds showed better activity than AAZ against hCA I as well as the γ-CA from E.coli and the β-CA from Burkholderia pseudomallei (BpsCAβ). Compounds 1f and 1k showed a good selectivity index against hCA I and hCA XII, while 1b was selective against all 3β-CA isoforms from E.coli, BpsCA, and VhCA and all 3γ-CA isoforms from E.coli, BpsCA and PgiCA.
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Affiliation(s)
- Andrea Angeli
- Sezione di Scienze Farmaceutiche, NeuroFarba Department, Universita degli Studi di Firenze, Via Ugo Schiff 6, 50019 Sesto Fiorentino, Italy;
- Centre of Advanced Research in Bionanoconjugates and Biopolymers, Petru Poni Institute of Macromolecular Chemistry, Aleea Grigore Ghica-Voda, no. 41A, 700487 Iasi, Romania;
| | | | - Anthi Petrou
- Department of Pharmacy, School of Health, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece;
| | - Boris Lichitsky
- Zelinsky Institute of Organic Chemistry, Leninsky Prospect, 119991 Moscow, Russia; (B.L.); (A.K.)
| | - Andrey Komogortsev
- Zelinsky Institute of Organic Chemistry, Leninsky Prospect, 119991 Moscow, Russia; (B.L.); (A.K.)
| | - Mariana Pinteala
- Centre of Advanced Research in Bionanoconjugates and Biopolymers, Petru Poni Institute of Macromolecular Chemistry, Aleea Grigore Ghica-Voda, no. 41A, 700487 Iasi, Romania;
| | - Athina Geronikaki
- Department of Pharmacy, School of Health, Aristotle University of Thessaloniki, 54124 Thessaloniki, Greece;
| | - Claudiu T. Supuran
- Sezione di Scienze Farmaceutiche, NeuroFarba Department, Universita degli Studi di Firenze, Via Ugo Schiff 6, 50019 Sesto Fiorentino, Italy;
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Hassan AY, Mohamed MA, Abdel-Aziem A, Hussain AO. Synthesis and Anticancer Activity of Some Fused Heterocyclic Compounds Containing Pyrazole Ring. Polycycl Aromat Compd 2020. [DOI: 10.1080/10406638.2020.1764984] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2023]
Affiliation(s)
- A. Y. Hassan
- Chemistry Department, Faculty of Science (Girl’s Branch), Al-Azhar University, Nasr City, Cairo, Egypt
| | - M. A. Mohamed
- Biochemistry Division, Chemistry Department, Faculty of Science, Al-Azhar University (Girls Branch), Cairo, Egypt
| | - A. Abdel-Aziem
- Chemistry Department, Faculty of Science (Girl’s Branch), Al-Azhar University, Nasr City, Cairo, Egypt
| | - A. O. Hussain
- Chemistry Department, Faculty of Science (Girl’s Branch), Al-Azhar University, Nasr City, Cairo, Egypt
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Giannouli V, Lougiakis N, Kostakis IK, Pouli N, Marakos P, Skaltsounis AL, Horne DA, Nam S, Gioti K, Tenta R. Design and Synthesis of New Substituted Pyrazolopyridines with Potent Antiproliferative Activity. Med Chem 2020; 16:176-191. [DOI: 10.2174/1573406415666190222130225] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2018] [Revised: 01/24/2019] [Accepted: 02/08/2019] [Indexed: 12/15/2022]
Abstract
Background:
Purine isosteres are often endowed with interesting pharmacological
properties, due to their involvement in cellular processes replacing the natural purines. Among
these compounds, pyrazolopyridines are under active investigation for potential anticancer properties.
Objective:
Based on previously discovered substituted pyrazolopyridines with promising antiproliferative
activity, we designed and synthesized new, suitably substituted analogues aiming to investigate
their potential activity and contribute to SAR studies of this class of bioactive compounds.
Methods:
The new compounds were synthesized using suitably substituted 2-amino-4-picolines,
which upon ring-closure provided substituted pyrazolo[3,4-c] pyridine-5-carbonitriles that served
as key intermediates for the preparation of the target 3,5,7 trisubstituted derivatives. The antiproliferative
activity of 31 new target derivatives was evaluated against three cancer cell lines (MIA
PaCa-2, PC-3 and SCOV3), whereas cell-cycle perturbations of exponentially growing PC-3 cells,
using three selected derivatives were also performed.
Results:
Eight compounds displayed IC50 values in the low μM range, allowing the extraction of
interesting SAR’s. Two of the most potent compounds against all cell lines share a common pattern,
by accumulating cells at the G0/G1 phase. From this project, a new carboxamidine-substituted
hit has emerged.
Conclusion:
Among the new compounds, those possessing the 3-phenylpyrazolo[3,4-c]pyridine
scaffold, proved to be worth investigating and the majority of them showed strong cytotoxic activity
against all cell lines, with IC50 values ranging from 0.87-4.3 µM. A carboxamidine analogue
that resulted from the synthetic procedure, proved to be highly active against the cancer cells and
could be considered as a useful lead for further optimization.
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Affiliation(s)
- Vassiliki Giannouli
- Division of Pharmaceutical Chemistry, Department of Pharmacy, National and Kapodistrian University of Athens, Panepistimiopolis-Zografou, Athens 15771, Greece
| | - Nikolaos Lougiakis
- Division of Pharmaceutical Chemistry, Department of Pharmacy, National and Kapodistrian University of Athens, Panepistimiopolis-Zografou, Athens 15771, Greece
| | - Ioannis K. Kostakis
- Division of Pharmaceutical Chemistry, Department of Pharmacy, National and Kapodistrian University of Athens, Panepistimiopolis-Zografou, Athens 15771, Greece
| | - Nicole Pouli
- Division of Pharmaceutical Chemistry, Department of Pharmacy, National and Kapodistrian University of Athens, Panepistimiopolis-Zografou, Athens 15771, Greece
| | - Panagiotis Marakos
- Division of Pharmaceutical Chemistry, Department of Pharmacy, National and Kapodistrian University of Athens, Panepistimiopolis-Zografou, Athens 15771, Greece
| | - Alexios-Leandros Skaltsounis
- Division of Pharmacognosy & Natural Products Chemistry, Department of Pharmacy, National and Kapodistrian University of Athens, Panepistimiopolis-Zografou, Athens 15771, Greece
| | - David A. Horne
- Molecular Medicine, Beckman Research Institute, City of Hope Comprehensive Cancer Center, 1500 East Duarte Road, Duarte, CA, 91010, United States
| | - Sangkil Nam
- Molecular Medicine, Beckman Research Institute, City of Hope Comprehensive Cancer Center, 1500 East Duarte Road, Duarte, CA, 91010, United States
| | - Katerina Gioti
- Department of Nutrition & Dietetics, School of Health Sciences and Education, Harokopio University, Athens 17671, Greece
| | - Roxane Tenta
- Department of Nutrition & Dietetics, School of Health Sciences and Education, Harokopio University, Athens 17671, Greece
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Synthesis, anticancer assessment on human breast, liver and colon carcinoma cell lines and molecular modeling study using novel pyrazolo[4,3-c]pyridine derivatives. Bioorg Chem 2018; 77:203-214. [DOI: 10.1016/j.bioorg.2017.12.032] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2017] [Revised: 12/30/2017] [Accepted: 12/30/2017] [Indexed: 12/17/2022]
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