Homology modelling, molecular docking, and molecular dynamics simulations reveal the inhibition of Leishmania donovani dihydrofolate reductase-thymidylate synthase enzyme by Withaferin-A
Present in silico study was carried out to explore the mode of inhibition of Leishmania donovani dihydrofolate reductase-thymidylate synthase (Ld DHFR-TS) enzyme by Withaferin-A, a withanolide isolated from Withania somnifera. Withaferin-A (WA) is known for its profound multifaceted properties, but its antileishmanial activity is not well understood. The parasite’s DHFR-TS enzyme is diverse from its mammalian host and could be a potential drug target in parasites.
A 3D model of Ld DHFR-TS enzyme was built and verified using Ramachandran plot and SAVES tools. The protein was docked with WA-the ligand, methotrexate (MTX)-competitive inhibitor of DHFR, and dihydrofolic acid (DHFA)-substrate for DHFR-TS. Molecular docking studies reveal that WA competes for active sites of both Hu DHFR and TS enzymes whereas it binds to a site other than active site in Ld DHFR-TS. Moreover, Lys 173 residue of DHFR-TS forms a H-bond with WA and has higher binding affinity to Ld DHFR-TS than Hu DHFR and Hu TS. The MD simulations confirmed the H-bonding interactions were stable. The binding energies of WA with Ld DHFR-TS were calculated using MM-PBSA. Homology modelling, molecular docking and MD simulations of Ld DHFR-TS revealed that WA could be a potential anti-leishmanial drug.
KeywordsLeishmania donovani DHFR-TS Withania somnifera Ashwagandha Molecular docking Withaferin-A Methotrexate Dihydrofolicacid Antileishmanial drug
automated topology builder
global model quality estimation
hydrogen bond acceptors
hydrogen bond donors
- Hu DHFR
human dihydrofolate reductase
- Hu TS
human thymidylate synthase
- Ld DHFR-TS
Leishmania donovani dihydrofolate reductase-thymidylate synthase
LINear constraint solver
- Log P
octanol–water partition coefficient
molecular dynamic simulations
molecular mechanics-Poisson–Boltzmann surface area
National Center for Biotechnology Information
- NPT ensemble
isothermal (constant temperature T)-isobaric (constant pressure P) ensemble
- NVT ensemble
number of particles (N), absolute temperature (T) and volume (V) ensemble
Protein Data Bank-Basic Local Alignment Search Tool
polar surface area
qualitative model energy analysis
root mean square deviation
root mean square fluctuations
structure analysis and verification server
- SPC/E water models
extended simple point charge model
- Tc DHFR-TS
Trypanosoma cruzi dihydrofolate reductase-thymidylate synthase
Withaferin-A (WA) is among the most effective withanolide isolated from W. somnifera and has various effects like anti-bacterial, anti-inflammatory, anti-proliferative and potent anti-cancer properties [1, 2, 3, 4]. Recently we demonstrated in vitro, that withanolides show potent anti-leishmanial activity  and a drastic reduction in parasite load in vivo .
Hence, folate biosynthesis enzymes can be potential drug targets and molecules which inhibit any enzyme of these pathways can be a safe antileishmanial drug. Our in silico study shows that WA inhibits multiple enzymes in folate biosynthesis pathway of Leishmania parasites.
Amino acid sequences of Ld DHFR-TS, (accession no. CBZ31672.1, Homo sapiens or Human DHFR (Hu DHFR) (AAH71996.1) and Homo sapiens or Human TS (Hu TS) (NP_001062.1) were obtained from NCBI (http://www.ncbi.nlm.nih.gov). The similarity in sequences between host and parasite enzymes was identified using Clustal omega (https://www.ebi.ac.uk/Tools/msa/clustalo/). Template for structural modeling was identified using PDB-BLAST. Protein model was developed using SWISS-Model (https://swissmodel.expasy.org/) [25, 26, 27, 28] and verified with Ramachandran plot, PROCHECK analysis, global model quality estimation (GMQE) score and qualitative model energy analysis (QMEAN) values .
The structures of WA, MTX and DHFA (PubChem CID 265237, 126941, 98792, respectively) were obtained from PubChem (https://pubchem.ncbi.nlm.nih.gov/) (Additional file 1: Fig. S1). Open Babel (http://openbabel.org/wiki/Main_Page) was used to obtain. pdbqt files. Molecular docking studies were carried out in Auto Dock Vina . Initially, blind docking, was performed, followed by docking within restricted search space around the probable binding sites. Docking conformations were selected based on binding affinity. Pymol (https://www.pymol.org/) was used for visualization and graphical representations.
Drug-likeness of WA [31, 32] was calculated using molsoft server (http://molsoft.com/mprop/). A drug-likeness plot and score were obtained. Swiss target was used to predict drug target class for Withaferin A. The server, using a combination of 2D and 3D similarity measures, compares the query molecule to a library of 280,000 compounds active on more than 2000 targets of five different organisms .
Molecular dynamic simulation
MD simulation of Ld DHFR-TS, Hu DHFR and Hu TS, and their WA complexes were performed in Gromacs 5.0. (http://www.gromacs.org/) . The topological parameter of the ligand was obtained from ATB server (https://atb.uq.edu.au/) . Initially, protein or its complex was kept in a cubic box filled with water using SPC/E water models. The system was energy minimized using GROMOS54a7 force field  and equilibrated at 300 K using V-rescale for 200 ps as NVT ensemble followed by equilibration at 1 atm pressure using Parrinello–Rahman algorithm as NPT ensemble for 200 ps. The equilibrated conformation was further extended for production simulation for 25 ns. LINCS algorithm was applied for bond constraints with distance cut-off using Verlet during simulation. Root mean square deviations of atomic coordinates during the simulation from their respective initial coordinates were calculated using the gmx_rms tool in Gromacs and binding energies were calculated using MM-PBSA .
Sequence alignment and homology modeling
The sequence similarity between Hu DHFR and Ld DHFR-TS was found to be 25.13%, and between Hu TS and Ld DHFR-TS, it was 54.63% suggesting that Ld DHFR-TS could be a valid drug target (Additional file 1: Figs. S2, S3). The amino acid sequence of Ld DHFR-TS was blasted against PDB-BLAST database for identifying an appropriate template for homology modeling. T.cruzi DHFR-TS showed 67.32% identity with the target protein and was selected as a template (Additional file 1: Fig. S4). Quality of the model generated by Swiss-model was verified using different tools (Fig. 1b) (Additional file 1: Table S1). The selected model showed 0.2% of residues in disallowed regions of Ramachandran plot (Additional file 1: Fig. S5, Table S2) with GMQE score of 0.82 and QMEAN score of − 2.25 (Additional file 1: Fig. S6).
The generated model is a homo-dimer protein of α + β class. The protein consists of 4β-sheets, 3βαβ units, 5β-hairpins, 19β-strands, 21α-helices (Additional file 1: Fig. S7). Similar numbers of secondary structural elements were found in T. cruzi DHFR-TS and RMSD between the template and generated model was calculated to be 0.625 Å.
Drug-likeness of Withaferin A
A compound to be considered as a drug should have ≤ 5 H-bond donors (HBD), ≤ 10 H-bond acceptors (HBA), molecular weight (MW) ≤ 500 Daltons, octanol–water partition coefficient (Log P) value between − 0.4 to + 5.6, and polar surface area (PSA) ≤ 140 Ǻ2 . WA has 2HBDs, 6HBAs, MW of 470.27, Log P of 3.21, and PSA of 75.66 A2. The drug-likeness model score was 0.36 (Additional file 1: Table S3). Further, the frequency of drug target class as predicted by Swiss target prediction for WA is enzymes (40%) and kinases (33%).
Molecular docking studies
To know the active site of Ld DHFR-TS, it was first docked with its substrate DHFA and found that it has two active sites, one in DHFR and other in TS domain. TS active site is located 40 Å away from DHFR active site [38, 39, 40]. Asp 52, Arg 97 and Thr 180 of DHFR domain form H-bonds with DHFA and binding energy is − 29.3 kJ/mol. Arg 283, His 401, Gln 421, and Asn 433 of TS domain form H-bonds with DHFA and binding energy is − 31.8 kJ/mol.
MTX is a known competitive inhibitor of DHFR, hence Ld DHFR-TS was also docked with MTX. The results show that MTX binds at active sites (Fig. 1c). Ser 86 of DHFR domain forms H-bond with MTX and binding energy is − 33.1 kJ/mol. Arg 283, Glu 292, His 401, Gln 421 and Asn 433 of TS domain form H-bonds with MTX and binding energy is − 31.8 kJ/mol. The Binding site for MTX was compared with a 3D crystal structure of bifunctional Tc DHFR-TS in complex with MTX (3CL9) by superimposing on Ld DHFR-TS docked with MTX and RMSD of the ligand was found to be 0.625 Å. Likewise, crystal structure of mouse TS in ternary complex with N(4)-hydroxy-2′-deoxycytidine-5′-monophosphate and cofactor product, dihydrofolate (4EZ8), crystal structure of Hu TS, ternary complex with dUMP and tomudex (1i00) and Hu TS in complex with dUMP and MTX (5 × 66) were also used for superimposing and confirming the respective positions of ligands. RMSD values were 0.768, 0.806 and 0.669 Å respectively. Further, Ld DHFR-TS was docked with WA and Lys 173 forms an H-bond with WA. The binding energy of WA is − 42.7 kJ/mol and it binds in between both the active sites. It blocks the electrostatic channel of the enzyme (Fig. 1c).
Crystal structure of Hu DHFR (4m6k) was docked with WA and was superimposed with Hu DHFR ternary crystal complex of MTX and NADPH (1u72) and crystal structure of Hu DHFR complex of NADP+ and folate (4m6k). The results showed all three ligands viz. WA, DHFA, and MTX are binding in the same pocket. The ligand WA also competes for the active site and might be acting as a competitive inhibitor. The binding energy of WA is − 41.4 kJ/mol (Fig. 1d).
Crystal structure of Hu TS (1hzw) was docked with WA and later superimposed with Hu TS complex of dUMP and MTX (5x66). We observed that WA is binding at the same site like MTX. The residues Phe 80, His 196, Leu 221 and Asn 226 were forming H-bonds with WA and binding energy of WA was − 39.8 kJ/mol. The ligand WA was again competing for the active site and might be acting as a competitive inhibitor (Fig. 1e). Lys 173 forms an H-bond with WA. No H-bonding with WA was observed in Hu DHFR and Phe 80, His 196, Leu 221 and Asn 226 form H-bonds with WA in Hu TS. Although, WA is not binding in the active site of Ld DHFR-TS, it binds to human enzymes due to differences in the interacting residues.
The docking results of Hu DHFR and TS with WA suggest that WA competes for substrate binding sites of both human enzymes and act as competitive inhibitor. In case of Ld DHFR-TS, WA act as an uncompetitive inhibitor. The binding energy of Ld DHFR-TS with WA is higher than Hu DHFR and TS. Moreover, WA could be a better drug than MTX because of its high binding energy.
Molecular dynamic simulations of enzyme-inhibitor complexes
Binding energy contributions of different interactions calculated using MM-PBSA
Types of energy (kJ/mol)
Hu DHFR (kJ/mol)
Van der Waal energy
− 240.828 ± 14.111
− 152.257 ± 20.412
− 130.454 ± 11.349
− 29.298 ± 9.846
− 24.299 ± 13.315
− 49.324 ± 14.361
Polar solvation energy
161.597 ± 20.010
95.665 ± 23.352
122.969 ± 30.393
Non-polar solvation energy
− 23.375 ± 1.019
− 16.934 ± 2.120
− 15.405 ± 2.536
− 131.904 ± 15.686
− 97.826 ± 24.200
− 72.214 ± 18.570
Interestingly, Leishmania dhfrts− mutants are unable to survive in mammalian host . Deletion of PTR1 gene is lethal in promastigotes, indicating an essential role for unconjugated pteridines [20, 21, 22, 23, 42]. PTR1 expression provides a potential ‘metabolic by-pass’ of DHFR-TS inhibition and allows a partial or complete reversal of anti-pteridine inhibition in the promastigote stage of parasites [20, 21]. PTR1 activity in L. major promastigotes is lower than in L. donovani and L. mexicana. L. major is more sensitive to MTX suggesting the role of PTR1 as a metabolic-bypass in L. donovani and L. mexicana [18, 19]. 3D structures of DHFR-TS and PTR1 of parasite and Hu DHFR have provided a strong base to design new inhibitors which are selective for parasite alone [43, 44].
Recently, we reported that WA inhibits Ld PTR1 enzyme activity and molecular docking studies of WA showed high binding affinity with PTR1. Enzyme assay with purified PTR-1 revealed that WA inhibits enzyme activity through uncompetitive mode . The present molecular docking study reveals that the binding energy of WA with Ld DHFR-TS is higher than Hu DHFR, Hu TS enzymes and WA inhibits Ld DHFR-TS same as the PTR-1 enzyme. Thus it could be concluded that binding affinity of WA with multiple enzymes (DHFR-TS and PTR1) of folate biosynthesis pathway of parasites could make WA an effective anti-leishmanial drug.
Due to the lack of purified DHFR-TS enzyme, the current study could not include enzyme assay. However, enzyme assayed from parasite lysate with WA has shown the inhibition activity reported earlier .
RM and BV conceived the idea and designed the experiments. BV and AKS performed the in silico experiments. BV, AKS, PP, and RM analyzed and interpreted data. PP and RM corrected and edited the manuscript. All authors read and approved the final manuscript.
We sincerely acknowledged the bioinformatics facilities DBT-BINC, DST-PURSE, DBT-CREB and BBL fellowship to Mr. Bharadwaja Vadloori from University of Hyderabad.
The authors declare that they have no competing interests.
Availability of data and materials
The PDB file of the Ld DHFR-TS enzyme model (PMDB ID: PM0081119) generated by homology modelling has been deposited in the protein model database repository. (https://bioinformatics.cineca.it/PMDB/user/graph_model_bar.php?page=1&target=6344&inizio=1&fine=509).
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