In silico modeling revealed phytomolecules derived from Cymbopogon citratus (DC.) leaf extract as promising candidates for malaria therapy

The emergence of varying levels of resistance to currently available antimalarial drugs significantly threatens global health. This factor heightens the urgency to explore bioactive compounds from natural products with a view to discovering and developing newer antimalarial drugs with novel mode of actions. Therefore, we evaluated the inhibitory effects of sixteen phytocompounds from Cymbopogon citratus leaf extract against Plasmodium falciparum drug targets such as P. falciparum circumsporozoite protein (PfCSP), P. falciparum merozoite surface protein 1 (PfMSP1) and P. falciparum erythrocyte membrane protein 1 (PfEMP1). In silico approaches including molecular docking, pharmacophore modeling and 3D-QSAR were adopted to analyze the inhibitory activity of the compounds under consideration. The molecular docking results indicated that a compound swertiajaponin from C. citratus exhibited a higher binding affinity (-7.8 kcal/mol) to PfMSP1 as against the standard artesunate-amodiaquine (-6.6 kcal/mol). Swertiajaponin also formed strong hydrogen bond interactions with LYS29, CYS30, TYR34, ASN52, GLY55 and CYS28 amino acid residues. In addition, quercetin another compound from C. citratus exhibited significant binding energies -6.8 and -8.3 kcal/mol with PfCSP and PfEMP1, respectively but slightly lower than the standard artemether-lumefantrine with binding energies of -7.4 kcal/mol against PfCSP and -8.7 kcal/mol against PfEMP1. Overall, the present study provides evidence that swertiajaponin and other phytomolecules from C. citratus have modulatory properties toward P. falciparum drug targets and thus may warrant further exploration in early drug discovery efforts against malaria. Furthermore, these findings lend credence to the folkloric use of C. citratus for malaria treatment.Communicated by Ramaswamy H. Sarma.

[1]  R Patil Vijay,et al.  Synthesis and Characterization of Silver Nanomaterial from aqueous extract of Commelina forskaolii and its potential antimicrobial activity against Gram negative pathogens , 2022, Journal of King Saud University - Science.

[2]  K. Raza,et al.  Phytochemicals from Amberboa ramosa as potential DPP-IV inhibitors for the management of Type-II Diabetes Mellitus: Inferences from In-silico Investigations , 2022, Journal of Molecular Structure.

[3]  K. Chibale,et al.  Thwarting protein synthesis leads to malaria parasite paralysis. , 2022, Trends in parasitology.

[4]  Gomaa Mostafa-Hedeab,et al.  Antidiabetic Activity of Elephant Grass (Cenchrus Purpureus (Schumach.) Morrone) via Activation of PI3K/AkT Signaling Pathway, Oxidative Stress Inhibition, and Apoptosis in Wistar Rats , 2022, Frontiers in Pharmacology.

[5]  F. O. Atanu,et al.  Evaluation of anti-malarial activity and GC–MS finger printing of cannabis: An in-vivo and in silico approach , 2022, Scientific African.

[6]  S. Prigge,et al.  Roles of Ferredoxin-Dependent Proteins in the Apicoplast of Plasmodium falciparum Parasites , 2022, mBio.

[7]  O. Akpor,et al.  Bacterial Growth Inhibition and Antioxidant Potentials of Leaf Infusions of (Moringa oleifera), locust beans (Parkia biglobosa) and bitter leaf (Vernonia amygladina) , 2021, Scientific African.

[8]  G. Batiha,et al.  Deciphering the Interactions of Bioactive Compounds in Selected Traditional Medicinal Plants against Alzheimer’s Diseases via Pharmacophore Modeling, Auto-QSAR, and Molecular Docking Approaches , 2021, Molecules.

[9]  M. Joyce,et al.  In vitro and in vivo inhibition of malaria parasite infection by monoclonal antibodies against Plasmodium falciparum circumsporozoite protein (CSP) , 2021, Scientific Reports.

[10]  S. Lawler,et al.  Plasmodium falciparum erythrocyte membrane protein 1 variants induce cell swelling and disrupt the blood–brain barrier in cerebral malaria , 2021, The Journal of experimental medicine.

[11]  J. Vencovský,et al.  Plasma Hsp90 levels in patients with systemic sclerosis and relation to lung and skin involvement: a cross-sectional and longitudinal study , 2021, Scientific Reports.

[12]  J. Ndiaye,et al.  Evidence that seasonal malaria chemoprevention with SPAQ influences blood and pre-erythrocytic stage antibody responses of Plasmodium falciparum infections in Niger , 2021, Malaria Journal.

[13]  K. Roy,et al.  Recent advances in quantitative structure–activity relationship models of antimalarial drugs , 2020, Expert opinion on drug discovery.

[14]  A. Saeed,et al.  Identification of Persuasive Antiviral Natural Compounds for COVID-19 by Targeting Endoribonuclease NSP15: A Structural-Bioinformatics Approach , 2020, Molecules.

[15]  J. Bailey,et al.  Changing Prevalence of Potential Mediators of Aminoquinoline, Antifolate, and Artemisinin Resistance Across Uganda. , 2020, The Journal of infectious diseases.

[16]  Nasimul Hoda,et al.  An insight into the recent development of the clinical candidates for the treatment of malaria and their target proteins. , 2020, European journal of medicinal chemistry.

[17]  B. Pradines,et al.  Absence of association between polymorphisms in the pfcoronin and pfk13 genes and the presence of Plasmodium falciparum parasites after treatment with artemisinin derivatives in Senegal. , 2020, International journal of antimicrobial agents.

[18]  G. Subramaniam,et al.  Antibacterial activity of Cymbopogon citratus against clinically important bacteria , 2020 .

[19]  D. Fidock,et al.  Emergence and clonal expansion of in vitro artemisinin-resistant Plasmodium falciparum kelch13 R561H mutant parasites in Rwanda , 2020, Nature Medicine.

[20]  Opeyemi S. Soremekun,et al.  The recent application of 3D-QSAR and docking studies to novel HIV-protease inhibitor drug discovery , 2020, Expert opinion on drug discovery.

[21]  Md. Shahedur Rahman,et al.  Designing a multi-epitope vaccine against SARS-CoV-2: an immunoinformatics approach , 2020, Journal of biomolecular structure & dynamics.

[22]  P. Achary Applications Quantitative Structure-Activity Relationships (QSAR) based Virtual Screening in drug design: A Review. , 2020, Mini reviews in medicinal chemistry.

[23]  Samuel Ehiabhi Okhale,et al.  Ethnopharmacology-aided antiplasmodial evaluation of six selected plants used for malaria treatment in Nigeria. , 2020, Journal of ethnopharmacology.

[24]  I. Jang,et al.  Cordyceps militaris induces apoptosis in ovarian cancer cells through TNF-α/TNFR1-mediated inhibition of NF-κB phosphorylation , 2020, BMC Complementary Medicine and Therapies.

[25]  B. Bergmann,et al.  A Kelch13-defined endocytosis pathway mediates artemisinin resistance in malaria parasites , 2020, Science.

[26]  R. Verma,et al.  Solanum nigrum confers protection against CCl4-induced experimental hepatotoxicity by increasing hepatic protein synthesis and regulation of energy metabolism , 2019, Clinical Phytoscience.

[27]  D. T. Ayodele,et al.  Phytochemistry and pharmacological activities of Cymbopogon citratus: A review , 2019, Scientific African.

[28]  L. Hviid,et al.  Cerebral Plasmodium falciparum malaria: The role of PfEMP1 in its pathogenesis and immunity, and PfEMP1‐based vaccines to prevent it , 2019, Immunological reviews.

[29]  Yan Yang,et al.  In Silico Prediction of Human Intravenous Pharmacokinetic Parameters with Improved Accuracy , 2019, J. Chem. Inf. Model..

[30]  S. Yousefinejad,et al.  Quantitative structure–activity relationship to predict the anti-malarial activity in a set of new imidazolopiperazines based on artificial neural networks , 2019, Malaria Journal.

[31]  E. Weerapana,et al.  Reactive-cysteine profiling for drug discovery. , 2019, Current opinion in chemical biology.

[32]  Jingpu Zhang,et al.  In silico ADME and Toxicity Prediction of Ceftazidime and Its Impurities , 2019, Front. Pharmacol..

[33]  Fiona Achcar,et al.  Revisiting gametocyte biology in malaria parasites , 2019, FEMS microbiology reviews.

[34]  Manasi Mishra,et al.  Structural Insights Into Key Plasmodium Proteases as Therapeutic Drug Targets , 2019, Front. Microbiol..

[35]  B. Lal,et al.  Analytical Investigation of Cymbopogon citratus and Exploiting the Potential of Developed Silver Nanoparticle Against the Dominating Species of Pathogenic Bacteria , 2019, Front. Microbiol..

[36]  José L Medina-Franco,et al.  DataWarrior: an evaluation of the open-source drug discovery tool , 2019, Expert opinion on drug discovery.

[37]  O. Oluba Ganoderma terpenoid extract exhibited anti-plasmodial activity by a mechanism involving reduction in erythrocyte and hepatic lipids in Plasmodium berghei infected mice , 2019, Lipids in Health and Disease.

[38]  J. Goedert,et al.  Associations between IgG reactivity to Plasmodium falciparum erythrocyte membrane protein 1 (PfEMP1) antigens and Burkitt lymphoma in Ghana and Uganda case-control studies , 2018, EBioMedicine.

[39]  Eugene N. Muratov,et al.  QSAR-Based Virtual Screening: Advances and Applications in Drug Discovery , 2018, Front. Pharmacol..

[40]  G. Klebe,et al.  Intriguing role of water in protein-ligand binding studied by neutron crystallography on trypsin complexes , 2018, Nature Communications.

[41]  Qi Chen,et al.  A 3D-QSAR assisted activity prediction strategy for expanding substrate spectra of an aldehyde ketone reductase , 2018, Molecular Catalysis.

[42]  Samina Kausar,et al.  An automated framework for QSAR model building , 2018, Journal of Cheminformatics.

[43]  Xiaoru Liu,et al.  Molecular docking and QSAR analyses of aromatic heterocycle thiosemicarbazone analogues for finding novel tyrosinase inhibitors. , 2017, Bioorganic chemistry.

[44]  J. McCarthy,et al.  Model-Informed Drug Development for Malaria Therapeutics , 2017, Annual review of pharmacology and toxicology.

[45]  D. Havlir,et al.  Relationships between infection with Plasmodium falciparum during pregnancy, measures of placental malaria, and adverse birth outcomes , 2017, Malaria Journal.

[46]  Edgar Deu Proteases as antimalarial targets: strategies for genetic, chemical, and therapeutic validation , 2017, The FEBS journal.

[47]  F. Nosten,et al.  Combating multidrug‐resistant Plasmodium falciparum malaria , 2017, The FEBS journal.

[48]  B. Gamain,et al.  Structure-Guided Identification of a Family of Dual Receptor-Binding PfEMP1 that Is Associated with Cerebral Malaria , 2017, Cell host & microbe.

[49]  G. Grau,et al.  Severe malaria: what's new on the pathogenesis front? , 2017, International journal for parasitology.

[50]  Bradley C Doak,et al.  Drug discovery beyond the rule of 5 - Opportunities and challenges , 2017, Expert opinion on drug discovery.

[51]  Danishuddin,et al.  Descriptors and their selection methods in QSAR analysis: paradigm for drug design. , 2016, Drug discovery today.

[52]  K. Roy,et al.  Be aware of error measures. Further studies on validation of predictive QSAR models , 2016 .

[53]  N. Oezguen,et al.  Regulation of protein-ligand binding affinity by hydrogen bond pairing , 2016, Science Advances.

[54]  Rachel A. Jones,et al.  Quinine conjugates and quinine analogues as potential antimalarial agents. , 2015, European journal of medicinal chemistry.

[55]  O. Avoseh,et al.  Cymbopogon Species; Ethnopharmacology, Phytochemistry and the Pharmacological Importance , 2015, Molecules.

[56]  Thomas Sander,et al.  DataWarrior: An Open-Source Program For Chemistry Aware Data Visualization And Analysis , 2015, J. Chem. Inf. Model..

[57]  V. Avery,et al.  The synthesis, antimalarial activity and CoMFA analysis of novel aminoalkylated quercetin analogs. , 2015, Bioorganic & medicinal chemistry letters.

[58]  M. Schroeder,et al.  Polypharmacology rescored: protein-ligand interaction profiles for remote binding site similarity assessment. , 2014, Progress in biophysics and molecular biology.

[59]  P. Grellier,et al.  Activity of Ocimum basilicum, Ocimum canum, and Cymbopogon citratus essential oils against Plasmodium falciparum and mature-stage larvae of Anopheles funestus s.s. , 2014, Parasite.

[60]  M. D. Adams,et al.  Antiplasmodial Activity of Aqueous leaf Extract of Cymbopogon citratus against Plasmodium falciparum Infected Rats , 2014 .

[61]  J. Dearden,et al.  QSAR modeling: where have you been? Where are you going to? , 2014, Journal of medicinal chemistry.

[62]  Edward W. Lowe,et al.  Computational Methods in Drug Discovery , 2014, Pharmacological Reviews.

[63]  B. Genton,et al.  A molecular marker of artemisinin-resistant Plasmodium falciparum malaria , 2013, Nature.

[64]  Feroz Khan,et al.  QSAR and docking based semi-synthesis and in vitro evaluation of 18 β-glycyrrhetinic acid derivatives against human lung cancer cell line A-549. , 2013, Medicinal chemistry (Shariqah (United Arab Emirates)).

[65]  Joseph D. Smith,et al.  Severe malaria is associated with parasite binding to endothelial protein C receptor , 2013, Nature.

[66]  S. Planey,et al.  The influence of lipophilicity in drug discovery and design , 2012, Expert opinion on drug discovery.

[67]  P. Chiba,et al.  Antiplasmodial activity of flavonol quercetin and its analogues in Plasmodium falciparum: evidence from clinical isolates in Bangladesh and standardized parasite clones , 2012, Parasitology Research.

[68]  Y. Tu The discovery of artemisinin (qinghaosu) and gifts from Chinese medicine , 2011, Nature Medicine.

[69]  Photini Sinnis,et al.  The malaria circumsporozoite protein has two functional domains, each with distinct roles as sporozoites journey from mosquito to mammalian host , 2011, The Journal of experimental medicine.

[70]  D. Zurovac,et al.  Changes in health workers' malaria diagnosis and treatment practices in Kenya , 2011, Malaria Journal.

[71]  Kazuo Kitaura,et al.  Role of the key mutation in the selective binding of avian and human influenza hemagglutinin to sialosides revealed by quantum-mechanical calculations. , 2010, Journal of the American Chemical Society.

[72]  Thomas S. Rask,et al.  Plasmodium falciparum Erythrocyte Membrane Protein 1 Diversity in Seven Genomes – Divide and Conquer , 2010, PLoS Comput. Biol..

[73]  Mahmud Tareq Hassan Khan,et al.  Predictions of the ADMET properties of candidate drug molecules utilizing different QSAR/QSPR modelling approaches. , 2010, Current drug metabolism.

[74]  Oliver Billker,et al.  Heparan sulfate proteoglycans provide a signal to Plasmodium sporozoites to stop migrating and productively invade host cells. , 2007, Cell host & microbe.

[75]  A. Cowman,et al.  Invasion of Red Blood Cells by Malaria Parasites , 2006, Cell.

[76]  C. Lipinski Lead- and drug-like compounds: the rule-of-five revolution. , 2004, Drug discovery today. Technologies.

[77]  M. Paul,et al.  Tyrosine kinase – Role and significance in Cancer , 2004, International journal of medical sciences.

[78]  Jonathan E. Allen,et al.  Genome sequence of the human malaria parasite Plasmodium falciparum , 2002, Nature.

[79]  Stephen R. Johnson,et al.  Molecular properties that influence the oral bioavailability of drug candidates. , 2002, Journal of medicinal chemistry.

[80]  T. Wellems,et al.  Chloroquine-resistant malaria. , 2001, The Journal of infectious diseases.

[81]  Tudor I. Oprea,et al.  Is There a Difference between Leads and Drugs? A Historical Perspective , 2001, J. Chem. Inf. Comput. Sci..

[82]  T. Triglia,et al.  The mechanism of resistance to sulfa drugs in Plasmodium falciparum. , 1999, Drug resistance updates : reviews and commentaries in antimicrobial and anticancer chemotherapy.

[83]  T. Wellems,et al.  Transformation of Plasmodium falciparum malaria parasites by homologous integration of plasmids that confer resistance to pyrimethamine. , 1996, Proceedings of the National Academy of Sciences of the United States of America.

[84]  S. Qusti,et al.  Elucidating the interactions of compounds identified from Aframomum melegueta seeds as promising candidates for the management of diabetes mellitus: A computational approach , 2021, Informatics in Medicine Unlocked.

[85]  Feroz Khan,et al.  QSAR, docking and ADMET studies of camptothecin derivatives as inhibitors of DNA topoisomerase‐I , 2013 .

[86]  P. Zollo,et al.  In vivo antimalarial activity of essential oils from Cymbopogon citratus and Ocimum gratissimum on mice infected with Plasmodium berghei. , 2005, Planta medica.