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Zhang YK, Tong JB, Sun Y, Li JL, Hou Q. Design and molecular mechanism investigation of ALK inhibitors based on virtual screening and structural descriptor modeling. J Recept Signal Transduct Res 2025:1-14. [PMID: 40350545 DOI: 10.1080/10799893.2025.2503386] [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: 03/02/2025] [Revised: 05/01/2025] [Accepted: 05/04/2025] [Indexed: 05/14/2025]
Abstract
To address the challenges of target specificity and drug resistance in Anaplastic lymphoma kinase (ALK) inhibition, this study conducted a virtual screening of the BindingDB database, yielding 711 potential ALK inhibitors. Four QSAR models were established using structural clustering and machine learning to elucidate structure-activity relationships. Through substituent fragment optimization, 72 highly active compounds were designed, among which four promising candidates were identified based on ADMET predictions, retrosynthetic analyses and molecular docking analyses. Molecular dynamics simulations and binding free energy calculations further characterized their binding mechanisms. These findings provide a theoretical framework for the rational design of next-generation ALK inhibitors.
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Affiliation(s)
- Ya-Kun Zhang
- College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology, Xi'an, People's Republic of China
- Shaanxi Key Laboratory of Chemical Additives for Industry, Xi'an, People's Republic of China
| | - Jian-Bo Tong
- College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology, Xi'an, People's Republic of China
- Shaanxi Key Laboratory of Chemical Additives for Industry, Xi'an, People's Republic of China
| | - Yue Sun
- College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology, Xi'an, People's Republic of China
- Shaanxi Key Laboratory of Chemical Additives for Industry, Xi'an, People's Republic of China
| | - Jia-Le Li
- College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology, Xi'an, People's Republic of China
- Shaanxi Key Laboratory of Chemical Additives for Industry, Xi'an, People's Republic of China
| | - Qi Hou
- College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology, Xi'an, People's Republic of China
- Shaanxi Key Laboratory of Chemical Additives for Industry, Xi'an, People's Republic of China
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Jairajpuri DS, Hussain A, Alajmi MF, Mohammad T, Shamsi A, Hassan MI. Structure-based identification of bioactive phytochemicals targeting kallikrein-related peptidase 2 for prostate cancer therapy. Front Chem 2025; 13:1553987. [PMID: 40207180 PMCID: PMC11979280 DOI: 10.3389/fchem.2025.1553987] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2024] [Accepted: 03/14/2025] [Indexed: 04/11/2025] Open
Abstract
Kallikrein-related peptidase 2 (KLK2) is a serine protease exhibiting antiangiogenic properties through proteolytic activity. KLK2 is overexpressed in prostate cancer and plays a pivotal role in cancer progression, establishing it as a potential therapeutic target. Despite the promising results of small molecule inhibitors targeting KLK2 in prostate cancer treatment, there are still many challenges in the development and application of these inhibitors. As a consequence, very few KLK2 inhibitors have advanced to clinical trials because of issues with specificity and selectivity. Moreover, the precise mechanisms underlying KLK2's interactions with small molecule inhibitors remain inadequately understood. This study used structure-based virtual screening of a phytochemical library and found three compounds, Phaseolin, Withaphysalin D, and Nicandrenone, as potential KLK2 inhibitors. These compounds exhibited high binding affinities (-8.9 to -8.8 kcal/mol), favorable pharmacokinetic profiles, and stable interactions with KLK2's catalytic residues (including His65) in docking studies. Their binding was further validated through MM-PBSA free energy calculations, which confirmed energetically favorable interactions with KLK2. The findings suggest that these phytochemicals have a high potential to be exploited as novel KLK2 inhibitors with improved efficacy. While experimental validation of enzymatic inhibition and antitumor efficacy is required, this study provides a structural and mechanistic foundation for advancing these candidates into preclinical testing. These results also highlight the use of phytochemical libraries and dynamics-driven virtual screening in developing targeted therapies for prostate cancer.
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Affiliation(s)
- Deeba Shamim Jairajpuri
- Department of Medical Biochemistry, College of Medicine and Health Sciences, Arabian Gulf University, Manama, Bahrain
| | - Afzal Hussain
- Department of Pharmacognosy, College of Pharmacy, King Saud University, Riyadh, Saudi Arabia
| | - Mohamed F. Alajmi
- Department of Pharmacognosy, College of Pharmacy, King Saud University, Riyadh, Saudi Arabia
| | - Taj Mohammad
- Centre for Interdisciplinary Research in Basic Sciences, Jamia Millia Islamia, New Delhi, India
| | - Anas Shamsi
- Center of Medical and Bio-Allied Health Sciences Research (CMBHSR), Ajman University, Ajman, United Arab Emirates
| | - Md. Imtaiyaz Hassan
- Centre for Interdisciplinary Research in Basic Sciences, Jamia Millia Islamia, New Delhi, India
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Abul N, Demir Y, Öztekin A, Özdemir H. Determination of the Inhibitory Potential of Chalcones on Myeloperoxidase Enzyme Activity: In vitro and Molecular Docking Studies. Cell Biochem Biophys 2025:10.1007/s12013-025-01719-0. [PMID: 40080351 DOI: 10.1007/s12013-025-01719-0] [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: 03/03/2025] [Indexed: 03/15/2025]
Abstract
Myeloperoxidase (MPO) is a highly abundant hemoprotein in neutrophils and monocytes. It has a crucial function in immunological surveillance and the body's defensive systems. Nevertheless, there is a strong correlation between elevated MPO activity and the development and advancement of inflammatory processes. Chalcone derivatives serve as fundamental components of pharmaceutical raw materials, which have been extensively utilized for the treatment of several ailments. In this study, it was studied the effect of some chalchones on MPO activity. Chalcones (1-6) strongly inhibited MPO with IC50s in the micromolar range of 0.05-0.828 µM. In particular, 4,4'-difluorochalcone (3) exhibited the best MPO inhibitory impact with IC50 of 0.05 µM. Additionally, molecular docking experiments were conducted to predict the binding affinities and interactions of the chalcone derivatives with the MPO active site. The docking results revealed that all tested compounds exhibited favorable binding energies, with ΔG Vina values ranging from -7.6 to -8.4 kcal/mol. Compound 3 demonstrated the strongest binding affinity (-8.4 kcal/mol), forming key hydrogen bonds with Gln91 and His95, and halogen interactions with the fluorine atoms, which may account for its enhanced inhibitory activity. These combined in vitro and in silico results suggest that chalcone derivatives hold significant potential as therapeutic candidates targeting MPO.
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Affiliation(s)
- Nurgül Abul
- Ataturk University, Faculty of Science, Department of Chemistry, Erzurum, Türkiye
| | - Yeliz Demir
- Ataturk University, Faculty of Science, Department of Chemistry, Erzurum, Türkiye.
- Ardahan University, Nihat Delibalta Göle Vocational High School, Department of Pharmacy Services, Ardahan, Türkiye.
| | - Aykut Öztekin
- Agri Ibrahim Cecen University, Health Services of Vocational School, Agri, Türkiye
| | - Hasan Özdemir
- Ataturk University, Faculty of Science, Department of Chemistry, Erzurum, Türkiye
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Sulaimani MN, Ahmed S, Anjum F, Mohammad T, Shamsi A, Dohare R, Hassan MI. Structure-guided identification of mitogen-activated protein kinase-1 inhibitors towards anticancer therapeutics. PLoS One 2025; 20:e0311954. [PMID: 39854344 PMCID: PMC11760640 DOI: 10.1371/journal.pone.0311954] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2024] [Accepted: 09/27/2024] [Indexed: 01/26/2025] Open
Abstract
Mitogen-activated protein kinase 1 (MAPK1) is a serine/threonine kinase that plays a crucial role in the MAP kinase signaling transduction pathway. This pathway plays a crucial role in various cellular processes, including cell proliferation, differentiation, adhesion, migration, and survival. Besides, many chemotherapeutic drugs targeting the MAPK pathway are used in clinical practice, and novel inhibitors of MAPK1 with improved specificity and efficacy are required. Hence, targeting MAPK1 can be crucial to control metastasis in cancer therapeutics. In this study, we utilized a structure-guided virtual screening approach to screen a library of thousands of natural compounds from the ZINC database. The Lipinski rule of five (RO5) was used as a criterion for the primary selection of natural compounds. The screened compounds were prioritized based on their binding affinity, docking scores, and specificity towards the kinase domain of MAPK1 during the molecular docking process. Subsequently, the selected hits underwent rigorous screening that included the identification of potential pan-assay interference compounds (PAINS), ADMET evaluation, and prediction of pharmacological activities using PASS analysis. Afterwards, we performed a comprehensive interaction analysis to explore the binding prototypes of the screened molecules with the key residues within the MAPK1 kinase domain. Finally, selected molecules underwent extensive all-atom molecular dynamics (MD) simulations for a time duration of 200 nanoseconds. The study pinpointed three natural compounds with ZINC database IDs ZINC0209285, ZINC02130647, and ZINC02133691 as potential inhibitors of MAPK1. The study highlights that these compounds could be explored further in preclinical and clinical investigations to develop anticancer therapeutics.
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Affiliation(s)
- Md Nayab Sulaimani
- Centre for Interdisciplinary Research in Basic Sciences, Jamia Millia Islamia, New Delhi, India
| | - Shazia Ahmed
- Department of Computer Science, Jamia Millia Islamia, New Delhi, India
| | - Farah Anjum
- Department of Clinical Laboratory Sciences, College of Applied Medical Sciences, Taif University, Taif, Saudi Arabia
| | - Taj Mohammad
- Centre for Interdisciplinary Research in Basic Sciences, Jamia Millia Islamia, New Delhi, India
| | - Anas Shamsi
- Center of Medical and Bio-Allied Health Sciences Research (CMBHSR), Ajman University, Ajman, United Arab Emirates
| | - Ravins Dohare
- Centre for Interdisciplinary Research in Basic Sciences, Jamia Millia Islamia, New Delhi, India
| | - Md. Imtaiyaz Hassan
- Centre for Interdisciplinary Research in Basic Sciences, Jamia Millia Islamia, New Delhi, India
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Famuyiwa FG, Patil RB, Famuyiwa SO, Olayemi UI, Olanudun EA, Bhongade BA, Sangshetti JN, Shalom EO, Vakare SN, Musa MS, Moin AT, Uddin MH, Faloye KO. Elucidating the monoamine oxidase B inhibitory effect of kaurene diterpenoids from Xylopia aethiopica: An in silico approach. PLoS One 2024; 19:e0308021. [PMID: 39602408 PMCID: PMC11602026 DOI: 10.1371/journal.pone.0308021] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2024] [Accepted: 07/15/2024] [Indexed: 11/29/2024] Open
Abstract
Parkinson disease is a neurogenerative disease common in adults and results in different kinds of memory dysfuntions. This study evaluated the monoamine oxidase B (MAO-B) inhibitory potential of kaurane diterpenoids previously isolated from Xylopia aethiopica through comprehensive computational approaches. Molecular docking study and molecular dynamics simulation were used to access the binding mode and interaction of xylopic acid and MAO-B enzyme. The ADMET properties of the phytochemical were evaluated to provide information on its druggability. The molecular docking and molecular dynamics simulation revealed xylopic acid as potential MAO-B inhibitor due to the good binding energy elicited and stability throughout the 100 ns simulation period. The ADMET properties of the ligand showed it as a promising drug candidate. The study recommend further comprehensive in vitro investigation towards the development of xylopic acid as potent MAO-B inhibitor.
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Affiliation(s)
| | - Rajesh B. Patil
- Department of Pharmaceutical Chemistry, Sinhgad Technical Education Society’s, Sinhgad College of Pharmacy, Pune, Maharashtra, India
| | | | - Uduak Ime Olayemi
- Department of Chemistry, Faculty of Science, Obafemi Awolowo University, Ile-Ife, Nigeria
| | - Esther Aina Olanudun
- Department of Industrial Chemistry, Faculty of Science, University of Ilesa, Ilesa, Nigeria
| | - Bhoomendra A. Bhongade
- Department of Pharmaceutical Chemistry, RAK College of Pharmacy, RAK Medical & Health Sciences University, Ras Al Khaimah, United Arab Emirates
| | | | | | - Suvarna N. Vakare
- Department of Pharmaceutical Chemistry, Sinhgad Technical Education Society’s, Sinhgad College of Pharmacy, Pune, Maharashtra, India
| | - Mohammed Sakib Musa
- Department of Applied Chemistry and Chemical Engineering, University of Chittagong, Chattogram, Bangladesh
| | - Abu Tayab Moin
- Department of Genetic Engineering and Biotechnology, Faculty of Biological Sciences, University of Chittagong, Chattogram, Bangladesh
| | - Mohammad Helal Uddin
- Department of Applied Chemistry and Chemical Engineering, University of Chittagong, Chattogram, Bangladesh
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Hu X, Jiang C, Gu Y, Xue X. Exploring the conformational dynamics and key amino acids in the CD26-caveolin-1 interaction and potential therapeutic interventions. Medicine (Baltimore) 2024; 103:e38367. [PMID: 39259075 PMCID: PMC11142805 DOI: 10.1097/md.0000000000038367] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/31/2024] [Revised: 04/27/2024] [Accepted: 05/03/2024] [Indexed: 09/12/2024] Open
Abstract
This study aimed to decipher the interaction between CD26 and caveolin-1, key proteins involved in cell signaling and linked to various diseases. Using computational methods, we predicted their binding conformations and assessed stability through 100 ns molecular dynamics (MD) simulations. We identified two distinct binding conformations (con1 and con4), with con1 exhibiting superior stability. In con1, specific amino acids in CD26, namely GLU237, TYR241, TYR248, and ARG147, were observed to engage in interactions with the F-J chain of Caveolin-1, establishing hydrogen bonds and cation or π-π interactions. Meanwhile, in con4, CD26 amino acids ARG253, LYS250, and TYR248 interacted with the J chain of Caveolin-1 via hydrogen bonds, cation-π interactions, and π-π interactions. Virtual screening also revealed potential small-molecule modulators, including Crocin, Poliumoside, and Canagliflozin, that could impact this interaction. Additionally, predictive analyses were conducted on the potential bioactivity, drug-likeness, and ADMET properties of these three compounds. These findings offer valuable insights into the binding mechanism, paving the way for new therapeutic strategies. However, further validation is required before clinical application. In summary, we provide a detailed understanding of the CD26 and caveolin-1 interaction, identifying key amino acids and potential modulators, essential for developing targeted therapies.
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Affiliation(s)
- Xiaopeng Hu
- Medical Research Center, People's Hospital of Longhua, Shenzhen, China
| | - Chunmei Jiang
- Medical Research Center, People's Hospital of Longhua, Shenzhen, China
| | - Yanli Gu
- Medical Research Center, People's Hospital of Longhua, Shenzhen, China
| | - Xingkui Xue
- Medical Research Center, People's Hospital of Longhua, Shenzhen, China
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Utami PD, Setianingsih H, Sari DRT. In Silico Approach Triterpene Glycoside of H. atra Targeting Orotidine 5-Monophosphate Decarboxylase Protein (PfOMPDC) in P. falciparum Infection Mechanism. BIOMED RESEARCH INTERNATIONAL 2024; 2024:5924799. [PMID: 38590385 PMCID: PMC11001475 DOI: 10.1155/2024/5924799] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/27/2023] [Revised: 12/31/2023] [Accepted: 02/12/2024] [Indexed: 04/10/2024]
Abstract
This study accessed the potential antimalarial activity of triterpene glycoside of H. atra through targeting orotidine 5-monophosphate decarboxylase protein (PfOMPDC) in P. falciparum by molecular docking. Nine triterpene glycosides from H. atra extract modeled the structure by the Corina web server and interacted with PfOMPDC protein by using Hex 8.0.0. The docking results were visualized and analyzed by Discovery Studio version 21.1.1. 17-Hydroxyfuscocineroside B showed the lowest binding energy in PfOMPDC interaction, which was -1,098.13 kJ/mol. Holothurin A3, echinoside A, and fuscocineroside C showed low binding energy. Nine triterpene glycosides of H. atra performed interaction with PfOMPDC protein at the same region. Holothurin A1 posed interaction with PfOMPDC protein by 8 hydrogen bonds, 3 hydrophobic interactions, and 8 unfavorable bonds. Several residues were detected in the same active sites of other triterpene glycosides. Residue TYR111 was identified in all triterpene glycoside complexes, except holothurin A3 and calcigeroside B. In summary, the triterpene glycoside of H. atra is potentially a drug candidate for malaria therapeutic agents. In vitro and in vivo studies were required for further investigation.
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Affiliation(s)
- Prawesty Diah Utami
- Parasitology Departement, Faculty of Medicine, Hang Tuah University, Surabaya, Indonesia
| | - Herin Setianingsih
- Anatomy and Histology Departement, Faculty of Medicine, Hang Tuah University, Surabaya, Indonesia
| | - Dewi Ratih Tirto Sari
- Pharmacy Department, Faculty of Medical Science, Ibrahimy University, Situbondo, Indonesia
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Adebambo K, Ojoh O(C. In Silico Investigation of Novel Compounds as Inhibitors of Acetylcholinesterase Enzyme for the Treatment of Alzheimer's Diseases. Int J Alzheimers Dis 2024; 2024:2988685. [PMID: 38371416 PMCID: PMC10869201 DOI: 10.1155/2024/2988685] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2023] [Revised: 12/23/2023] [Accepted: 01/17/2024] [Indexed: 02/20/2024] Open
Abstract
Alzheimer's disease (AD) is a "progressive, neurodegenerative disease that occurs when nerve cells in the brain die." There are only 4 drugs approved by the United States Food and Drug Administration (FDA). Three (donepezil, rivastigmine, and galantamine) out of these four drugs are anticholinesterase inhibitors, while the fourth one memantine is an N-methyl-D-aspartate (NMDA) receptor inhibitor. Currently, two immunotherapy drugs that target amyloid protein (donanemab and lecanemab) are being considered for the treatment of Alzheimer's disease at an early stage. All these drug molecules are still not the complete answer to the treatment of Alzheimer's disease. A recent report from the Office of National Statistics showed that AD is the leading cause of death in 2022. Therefore, there is an urgency to develop more drugs that can treat AD. Based on this urgency, we aim to investigate how bioactive and already approved drugs could be repurposed for inhibiting the anticholinesterase enzyme using computational studies. To achieve this, the data science tool-Python coding was compiled on Jupyter Notebook to mine bioactive compounds from the ChEMBL database. The most bioactive compounds obtained were further investigated using Molecular Operating Environment (MOE) software to carry out molecular docking and ligand analysis, and this was followed by molecular dynamics simulation production at 35 ns using GROMACS 2022.4 on Archer 2 machine. The molecular dynamic analysis was carried out using HeroMDanalysis software. Data mining of the ChEMBL database was carried out for lipase inhibitors, and this gave CHEMBL-ID 1240685, a peptide molecule, the most active compound at the time of data mining. Further literature studies gave Zoladex an FDA-approved drug for the treatment of breast cancer as another compound of interest. The in silico studies were carried out against the anticholinesterase enzyme using two FDA-approved drugs donepezil and galantamine as a template for comparing the in silico activities of the repurposed drugs. A very useful receptor for this study was PDB-1DX6, a cocrystallized galantamine inhibitor of acetylcholinesterase enzyme. The molecular docking analysis (using ligand interactions) and molecular dynamic analysis (root mean square deviation (RMSD) and root mean square fluctuation (RMSF)) showed that the two peptide molecules CHEMBL-1240685 and Zoladex gave the best binding energy and stability when compared to the FDA-approved drugs (donepezil and galantamine). Finally, further literature studies revealed that Zoladex affects memory reduction; therefore, it was dropped as a possible repurposed drug. Our research showed that CHEMBL-1240685 is a potential compound that could be investigated for the inhibition of anticholinesterase enzyme and might be another drug molecule that could be used to treat Alzheimer's disease.
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Affiliation(s)
- Kassim Adebambo
- Department of Clinical Pharmaceutical and Biological Science, University of Hertfordshire, Hatfield, UK
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