Employing Hexahydroquinolines as PfCDPK4 Inhibitors to Combat Malaria Transmission: An Advanced Computational Approach

Gbolahan O Oduselu,1 Oluwadunni F Elebiju,1,2 Temitope A Ogunnupebi,1,2 Shopnil Akash,3 Olayinka O Ajani,1,2 Ezekiel Adebiyi1,4,5 1Covenant University Bioinformatics Research (CUBRe), Covenant University, Ota, OG, Nigeria; 2Department of Chemistry, Covenant University, Ota, OG, Nigeria; 3Department of Pharmacy, Daffodil International University, Dhaka, Bangladesh; 4African Center of Excellence in Bioinformatics & Data Intensive Science, Makerere University, Kampala, Uganda; 5Division of Applied Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, GermanyCorrespondence: Ezekiel Adebiyi, Email [email protected]: Existing antimalarial drugs primarily target blood-stage parasites, but there is a need for transmission-blocking drugs to combat malaria effectively. Plasmodium falciparum Calcium-dependent Protein Kinase 4 (CDPK4) is a promising target for such drugs. This study employed advanced in silico analyses of hexahydroquinolines (HHQ) derivatives to identify PfCDPK4 inhibitors capable of disrupting malaria transmission. Structure-based virtual screening (SBVS) was employed to discover HHQ derivatives with the highest binding affinities against the 3D structure of PfCDPK4 (PDB 1D: 4QOX).Methods: Interaction analysis of protein-ligand complexes utilized Discovery Studio Client, while druglikeness and ADMET properties were assessed using SwissADME and pkCSM web servers, respectively. Quantum mechanical calculations of the top hits were conducted using density functional theory (DFT), and GROMACS was employed to perform the molecular dynamics (MD) simulations. Binding free energy was predicted using the MMPBSA.py tool from the AMBER package.Results: SBVS identified ten best hits possessing docking scores within the range of − 11.2 kcal/mol and − 10.6 kcal/mol, surpassing the known inhibitor, BKI-1294 (− 9.9 kcal/mol). Among these, 4-[4-(Furan-2-carbonyl)piperazin-1-yl]-1-(naphthalen-2-ylmethyl)-2-oxo-4a,5,6,7,8,8a-hexahydroquinoline-3-carbonitrile (PubChem ID: 145784778) exhibited the highest binding affinity (− 11.2 kcal/mol) against PfCDPK4.Conclusion: Comparative analysis of this compound with BKI-1294 using advanced computational approaches demonstrated competitive potential. These findings suggest the potential of 4-[4-(Furan-2-carbonyl)piperazin-1-yl]-1-(naphthalen-2-ylmethyl)-2-oxo-4a,5,6,7,8,8a-hexahydroquinoline-3-carbonitrile as a promising PfCDPK4 inhibitor for disrupting malaria transmission. However, further experimental studies are warranted to validate its efficacy and safety profile. Keywords: antimalarial drugs, drug design, gametocidal activity, malaria, molecular dynamics

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SHILAP Revista de lepidopterología
Published
2024-09-01
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Malaria Research and Control
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article

Employing Hexahydroquinolines as PfCDPK4 Inhibitors to Combat Malaria Transmission: An Advanced Computational Approach

SHILAP Revista de lepidopterología
Malaria Research and Control
article

Employing Hexahydroquinolines as PfCDPK4 Inhibitors to Combat Malaria Transmission: An Advanced Computational Approach

article en

Abstract

Gbolahan O Oduselu,1 Oluwadunni F Elebiju,1,2 Temitope A Ogunnupebi,1,2 Shopnil Akash,3 Olayinka O Ajani,1,2 Ezekiel Adebiyi1,4,5 1Covenant University Bioinformatics Research (CUBRe), Covenant University, Ota, OG, Nigeria; 2Department of Chemistry, Covenant University, Ota, OG, Nigeria; 3Department of Pharmacy, Daffodil International University, Dhaka, Bangladesh; 4African Center of Excellence in Bioinformatics & Data Intensive Science, Makerere University, Kampala, Uganda; 5Division of Applied Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, GermanyCorrespondence: Ezekiel Adebiyi, Email [email protected]: Existing antimalarial drugs primarily target blood-stage parasites, but there is a need for transmission-blocking drugs to combat malaria effectively. Plasmodium falciparum Calcium-dependent Protein Kinase 4 (CDPK4) is a promising target for such drugs. This study employed advanced in silico analyses of hexahydroquinolines (HHQ) derivatives to identify PfCDPK4 inhibitors capable of disrupting malaria transmission. Structure-based virtual screening (SBVS) was employed to discover HHQ derivatives with the highest binding affinities against the 3D structure of PfCDPK4 (PDB 1D: 4QOX).Methods: Interaction analysis of protein-ligand complexes utilized Discovery Studio Client, while druglikeness and ADMET properties were assessed using SwissADME and pkCSM web servers, respectively. Quantum mechanical calculations of the top hits were conducted using density functional theory (DFT), and GROMACS was employed to perform the molecular dynamics (MD) simulations. Binding free energy was predicted using the MMPBSA.py tool from the AMBER package.Results: SBVS identified ten best hits possessing docking scores within the range of − 11.2 kcal/mol and − 10.6 kcal/mol, surpassing the known inhibitor, BKI-1294 (− 9.9 kcal/mol). Among these, 4-[4-(Furan-2-carbonyl)piperazin-1-yl]-1-(naphthalen-2-ylmethyl)-2-oxo-4a,5,6,7,8,8a-hexahydroquinoline-3-carbonitrile (PubChem ID: 145784778) exhibited the highest binding affinity (− 11.2 kcal/mol) against PfCDPK4.Conclusion: Comparative analysis of this compound with BKI-1294 using advanced computational approaches demonstrated competitive potential. These findings suggest the potential of 4-[4-(Furan-2-carbonyl)piperazin-1-yl]-1-(naphthalen-2-ylmethyl)-2-oxo-4a,5,6,7,8,8a-hexahydroquinoline-3-carbonitrile as a promising PfCDPK4 inhibitor for disrupting malaria transmission. However, further experimental studies are warranted to validate its efficacy and safety profile. Keywords: antimalarial drugs, drug design, gametocidal activity, malaria, molecular dynamics

SHILAP Revista de lepidopterología
Good health and well-being
Openalex Percentile: Top 40%
Malaria Research and Control
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