1
|
Oyeneyin OE, Obadawo BS, Owolabi TO, Metibemu DS, Ipinloju N, Fagbohungbe KH, Modamori HO, Olatoye VO. Investigation of the Anticancer Potential of 2-alkoxycarbonylallyl Esters
Against Metastatic Murine Breast Cancer Line 4T1 Targeting the EGFR:
A Combined Molecular Docking, QSAR, and Machine Learning Approach. LETT DRUG DES DISCOV 2022. [DOI: 10.2174/1570180819666220512111613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
Background:
The search for novel and potent anticancer drugs is imperative. This present
study aims to unravel the mechanisms of action of 2-alkoxyecarbonyl esters using robust model(s) that
can accurately predict the bioactivity of novel compounds. Twenty-four potential anticancer 2-
alkoxycarbonylallyl ester compounds obtained from the literature were employed in building a 3D-QSAR
model.
Objectives:
The objective of this study is to determine the predictive ability of the GFA-based QSAR
models and extreme machine learning models and compare them. The lead compounds and newly designed
compounds were docked at the active site of a human epidermal growth factor receptor (EGFR)
kinase domain to determine their binding modes and affinity.
Methods:
QikProp program and Spartan packages were employed for screening compounds for druglikeness
and toxicity. QSAR models were equally used to predict the bioactivities of these molecules
using the Material Studio package. Molecular docking of the molecules at the active site of an EGFR
receptor, 1M17, was done using Auto dock tools.
Results:
The model of choice, with r2pred (0.857), satisfied the recommended standard for a stable and
reliable model. The low value of r2, Q2 for several trials and cRp2 (0.779 ≥ 0.5) and the high value of
correlation coefficient r2 for the training set (0.918) and test set (0.849) provide credence to the predictability
of the model. The superior inhibition of EGFR displayed by the lead compounds (20 and 21) with
binding energies of 6.70 and 7.00 kcalmol-1, respectively, is likely due to the presence of double bonds
and α-ester groups. ADMET screening showed that these compounds are highly druggable. The designed
compounds (A and B) displayed better inhibition of EGFR.
Conclusion:
The QSAR model used here performed better than the Random Forest Regression model for
predicting the bioactivity of these anticancer compounds, while the designed compounds (A and B) performed
better with higher binding affinity than the lead compounds. Implementing the developed model
would be helpful in the search for novel anticancer agents.
Collapse
Affiliation(s)
- Oluwatoba Emmanuel Oyeneyin
- Department of Chemical Sciences, Theoretical and Computational Chemistry Unit, Adekunle Ajasin University, Akungba-Akoko, Ondo State, Nigeria
| | | | - Taoreed Olakunle Owolabi
- Department of Physics and Electronics, Adekunle Ajasin University, Akungba-
Akoko, Ondo State, Nigeria
| | | | - Nureni Ipinloju
- Department of Chemical
Sciences, Theoretical and Computational Chemistry Unit, Adekunle Ajasin University, Akungba-Akoko, Ondo State,
Nigeria
| | - Kehinde Henry Fagbohungbe
- Department of Chemical
Sciences, Theoretical and Computational Chemistry Unit, Adekunle Ajasin University, Akungba-Akoko, Ondo State,
Nigeria
| | - Helen Omonipo Modamori
- Department of Chemistry, Federal University of Agriculture, Makurdi, Benue State, Nigeria
| | - Victor Olanrewaju Olatoye
- Department of Chemical
Sciences, Theoretical and Computational Chemistry Unit, Adekunle Ajasin University, Akungba-Akoko, Ondo State,
Nigeria
| |
Collapse
|
2
|
Varma DA, Singh M, Wakode S, Dinesh NE, Vinaik S, Asthana S, Tiwari M. Structure-based pharmacophore mapping and virtual screening of natural products to identify polypharmacological inhibitor against c-MET/EGFR/VEGFR-2. J Biomol Struct Dyn 2022; 41:2956-2970. [PMID: 35196966 DOI: 10.1080/07391102.2022.2042388] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Three receptor tyrosine kinases (RTKs), c-MET, EGFR, and VEGFR-2 have been identified as potential oncogenic targets involved in tumor development, metastasis, and invasion. Designing inhibitors that can simultaneously interact with multiple targets is a promising approach, therefore, inhibiting these three RTKs with a single chemical component might give an effective chemotherapeutic strategy for addressing the disease while limiting adverse effects. The in-silico methods have been developed to identify the polypharmacological inhibitors particularly for drug repurposing and multitarget drug design. Here, to find a viable inhibitor from natural source against these three RTKs, structure-based pharmacophore mapping and virtual screening of SN-II database were carried out. The filtered compound SN00020821, identified as Cedeodarin, from different computational approaches, demonstrated good interactions with all the three targets, c-MET/EGFR/VEGFR-2, with interaction energies of -42.35 kcal/mol, -49.32 kcal/mol and -44.83 kcal/mol, respectively. SN00020821displayed stable key interactions with critical amino acids of all the three receptors' kinase catalytic domains including "DFG motif" explored through the MD simulations. Furthermore, it also met the ADMET requirements and was determined to be drug-like as predicted from the Lipinski's rule of five and Veber's rule. Finally, SN00020821 provides a novel molecular scaffold that could be investigated further as a polypharmacological anticancer therapeutic candidate that targets the three RTKs.Communicated by Ramaswamy H. Sarma.
Collapse
Affiliation(s)
- Diksha A Varma
- Dr. B. R Ambedkar Centre for Biomedical Research, University of Delhi, New Delhi, India
| | - Mrityunjay Singh
- Non-communicable diseases, Translational Health Science and Technology Institute, Faridabad, India.,Pharmaceutical Chemistry, Delhi Institute of Pharmaceutical Sciences and Research, DPSRU, New Delhi, India
| | - Sharad Wakode
- Pharmaceutical Chemistry, Delhi Institute of Pharmaceutical Sciences and Research, DPSRU, New Delhi, India
| | - N E Dinesh
- Dr. B. R Ambedkar Centre for Biomedical Research, University of Delhi, New Delhi, India
| | - Simran Vinaik
- Dr. B. R Ambedkar Centre for Biomedical Research, University of Delhi, New Delhi, India
| | - Shailendra Asthana
- Non-communicable diseases, Translational Health Science and Technology Institute, Faridabad, India
| | - Manisha Tiwari
- Dr. B. R Ambedkar Centre for Biomedical Research, University of Delhi, New Delhi, India
| |
Collapse
|
3
|
Horchani M, Della Sala G, Caso A, D’Aria F, Esposito G, Laurenzana I, Giancola C, Costantino V, Jannet HB, Romdhane A. Molecular Docking and Biophysical Studies for Antiproliferative Assessment of Synthetic Pyrazolo-Pyrimidinones Tethered with Hydrazide-Hydrazones. Int J Mol Sci 2021; 22:2742. [PMID: 33800505 PMCID: PMC7962976 DOI: 10.3390/ijms22052742] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2021] [Revised: 03/01/2021] [Accepted: 03/03/2021] [Indexed: 12/22/2022] Open
Abstract
Chemotherapy represents the most applied approach to cancer treatment. Owing to the frequent onset of chemoresistance and tumor relapses, there is an urgent need to discover novel and more effective anticancer drugs. In the search for therapeutic alternatives to treat the cancer disease, a series of hybrid pyrazolo[3,4-d]pyrimidin-4(5H)-ones tethered with hydrazide-hydrazones, 5a-h, was synthesized from condensation reaction of pyrazolopyrimidinone-hydrazide 4 with a series of arylaldehydes in ethanol, in acid catalysis. In vitro assessment of antiproliferative effects against MCF-7 breast cancer cells, unveiled that 5a, 5e, 5g, and 5h were the most effective compounds of the series and exerted their cytotoxic activity through apoptosis induction and G0/G1 phase cell-cycle arrest. To explore their mechanism at a molecular level, 5a, 5e, 5g, and 5h were evaluated for their binding interactions with two well-known anticancer targets, namely the epidermal growth factor receptor (EGFR) and the G-quadruplex DNA structures. Molecular docking simulations highlighted high binding affinity of 5a, 5e, 5g, and 5h towards EGFR. Circular dichroism (CD) experiments suggested 5a as a stabilizer agent of the G-quadruplex from the Kirsten ras (KRAS) oncogene promoter. In the light of these findings, we propose the pyrazolo-pyrimidinone scaffold bearing a hydrazide-hydrazone moiety as a lead skeleton for designing novel anticancer compounds.
Collapse
Affiliation(s)
- Mabrouk Horchani
- Laboratory of Heterocyclic Chemistry, Natural Products and Reactivity, Medicinal Chemistry and Natural Products (LR11ES39), Faculty of Sciences of Monastir, University of Monastir, 5000 Monastir, Tunisia; (M.H.); (A.R.)
| | - Gerardo Della Sala
- Department of Marine Biotechnology, Stazione Zoologica Anton Dohrn, Villa Comunale, 80125 Naples, Italy;
- Laboratory of Pre-Clinical and Translational Research, IRCCS-CROB, Referral Cancer Center of Basilicata, 85028 Rionero in Vulture, Italy;
| | - Alessia Caso
- The Blue Chemistry Lab, Department of Pharmacy, University of Naples Federico II, Via D. Montesano 49, 80131 Naples, Italy; (A.C.); (G.E.)
| | - Federica D’Aria
- Department of Pharmacy, University of Naples Federico II, Via D. Montesano 49, 80131 Naples, Italy; (F.D.); (C.G.)
| | - Germana Esposito
- The Blue Chemistry Lab, Department of Pharmacy, University of Naples Federico II, Via D. Montesano 49, 80131 Naples, Italy; (A.C.); (G.E.)
| | - Ilaria Laurenzana
- Laboratory of Pre-Clinical and Translational Research, IRCCS-CROB, Referral Cancer Center of Basilicata, 85028 Rionero in Vulture, Italy;
| | - Concetta Giancola
- Department of Pharmacy, University of Naples Federico II, Via D. Montesano 49, 80131 Naples, Italy; (F.D.); (C.G.)
| | - Valeria Costantino
- The Blue Chemistry Lab, Department of Pharmacy, University of Naples Federico II, Via D. Montesano 49, 80131 Naples, Italy; (A.C.); (G.E.)
| | - Hichem Ben Jannet
- Laboratory of Heterocyclic Chemistry, Natural Products and Reactivity, Medicinal Chemistry and Natural Products (LR11ES39), Faculty of Sciences of Monastir, University of Monastir, 5000 Monastir, Tunisia; (M.H.); (A.R.)
| | - Anis Romdhane
- Laboratory of Heterocyclic Chemistry, Natural Products and Reactivity, Medicinal Chemistry and Natural Products (LR11ES39), Faculty of Sciences of Monastir, University of Monastir, 5000 Monastir, Tunisia; (M.H.); (A.R.)
| |
Collapse
|