1
|
Shahab M, de Farias Morais GC, Akash S, Fulco UL, Oliveira JIN, Zheng G, Akter S. A robust computational quest: Discovering potential hits to improve the treatment of pyrazinamide-resistant Mycobacterium tuberculosis. J Cell Mol Med 2024; 28:e18279. [PMID: 38634203 PMCID: PMC11024510 DOI: 10.1111/jcmm.18279] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2023] [Revised: 03/12/2024] [Accepted: 03/18/2024] [Indexed: 04/19/2024] Open
Abstract
The rise of pyrazinamide (PZA)-resistant strains of Mycobacterium tuberculosis (MTB) poses a major challenge to conventional tuberculosis (TB) treatments. PZA, a cornerstone of TB therapy, must be activated by the mycobacterial enzyme pyrazinamidase (PZase) to convert its active form, pyrazinoic acid, which targets the ribosomal protein S1. Resistance, often associated with mutations in the RpsA protein, complicates treatment and highlights a critical gap in the understanding of structural dynamics and mechanisms of resistance, particularly in the context of the G97D mutation. This study utilizes a novel integration of computational techniques, including multiscale biomolecular and molecular dynamics simulations, physicochemical and medicinal chemistry predictions, quantum computations and virtual screening from the ZINC and Chembridge databases, to elucidate the resistance mechanism and identify lead compounds that have the potential to improve treatment outcomes for PZA-resistant MTB, namely ZINC15913786, ZINC20735155, Chem10269711, Chem10279789 and Chem10295790. These computational methods offer a cost-effective, rapid alternative to traditional drug trials by bypassing the need for organic subjects while providing highly accurate insight into the binding sites and efficacy of new drug candidates. The need for rapid and appropriate drug development emphasizes the need for robust computational analysis to justify further validation through in vitro and in vivo experiments.
Collapse
Affiliation(s)
- Muhammad Shahab
- State key laboratories of Chemical Resources Engineering Beijing, University of Chemical TechnologyBeijingChina
| | | | - Shopnil Akash
- Department of PharmacyDaffodil International UniversityDhakaBangladesh
| | - Umberto Laino Fulco
- Department of Biophysics and Pharmacology, Bioscience CenterFederal University of Rio Grande do NorteNatalRio Grande do NorteBrazil
| | - Jonas Ivan Nobre Oliveira
- Department of Biophysics and Pharmacology, Bioscience CenterFederal University of Rio Grande do NorteNatalRio Grande do NorteBrazil
| | - Guojun Zheng
- State key laboratories of Chemical Resources Engineering Beijing, University of Chemical TechnologyBeijingChina
| | - Shahina Akter
- Bangladesh Council of Scientific and Industrial ResearchDhakaBangladesh
| |
Collapse
|
2
|
Tahir Khan M, Dumont E, Chaudhry AR, Wei DQ. Free energy landscape and thermodynamics properties of novel mutations in PncA of pyrazinamide resistance isolates of Mycobacterium tuberculosis. J Biomol Struct Dyn 2023:1-12. [PMID: 37837425 DOI: 10.1080/07391102.2023.2268216] [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: 05/24/2023] [Accepted: 09/29/2023] [Indexed: 10/16/2023]
Abstract
Pyrazinamide (PZA) is one of the first-line antituberculosis therapy, active against non-replicating Mycobacterium tuberculosis (Mtb). The conversion of PZA into pyrazinoic acid (POA), the active form, required the activity of pncA gene product pyrazinamidase (PZase) activity. Mutations occurred in pncA are the primary cause behind the PZA resistance. However, the resistance mechanism is important to explore using high throughput computational approaches. Here we aimed to explore the mechanism of PZA resistance behind novel P62T, L120R, and V130M mutations in PZase using 200 ns molecular dynamics (MD) simulations. MD simulations were performed to observe the structural changes for these three mutants (MTs) compared to the wild types (WT). Root means square fluctuation, the radius of gyration, free energy landscape, root means square deviation, dynamic cross-correlation motion, and pocket volume were found in variation between WT and MTs, revealing the effects of P62T, L120R, and V130M. The free energy conformational landscape of MTs differs significantly from the WT system, lowering the binding of PZA. The geometric shape complementarity of the drug (PZA) and target protein (PZase) further confirmed that P62T, L120R, and V130M affect the protein structure. These effects on PZase may cause vulnerability to convert PZA into POA.Communicated by Ramaswamy H. Sarma.
Collapse
Affiliation(s)
- Muhammad Tahir Khan
- Zhongjing Research and Industrialization Institute of Chinese Medicine, Zhongguancun Scientific Park, Nanyang, PR China
- Institute of Molecular Biology and Biotechnology (IMBB), The University of Lahore, Lahore, Pakistan
| | - Elise Dumont
- Université Côte d'Azur, CNRS, Institut de Chimie de Nice, UMR7272, Nice, France
- Institut Universitaire de France, Paris, France
| | | | | |
Collapse
|
3
|
Anand PK, Kumar A, Saini A, Kaur J. Mutation in Eth A protein of Mycobacterium tuberculosis conferred drug tolerance against enthinoamide in Mycobacterium smegmatis mc2155. Comput Biol Chem 2022; 98:107677. [DOI: 10.1016/j.compbiolchem.2022.107677] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2021] [Revised: 03/15/2022] [Accepted: 03/30/2022] [Indexed: 11/03/2022]
|
4
|
Nangraj AS, Khan A, Umbreen S, Sahar S, Arshad M, Younas S, Ahmad S, Ali S, Ali SS, Ali L, Wei DQ. Insights Into Mutations Induced Conformational Changes and Rearrangement of Fe 2+ Ion in pncA Gene of Mycobacterium tuberculosis to Decipher the Mechanism of Resistance to Pyrazinamide. Front Mol Biosci 2021; 8:633365. [PMID: 34095218 PMCID: PMC8174790 DOI: 10.3389/fmolb.2021.633365] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2020] [Accepted: 04/07/2021] [Indexed: 11/15/2022] Open
Abstract
Pyrazinamide (PZA) is the first-line drug commonly used in treating Mycobacterium tuberculosis (Mtb) infections and reduces treatment time by 33%. This prodrug is activated and converted to an active form, Pyrazinoic acid (POA), by Pyrazinamidase (PZase) enzyme. Mtb resistance to PZA is the outcome of mutations frequently reported in pncA, rpsA, and panD genes. Among the mentioned genes, pncA mutations contribute to 72-99% of the total resistance to PZA. Thus, considering the vital importance of this gene in PZA resistance, its frequent mutations (D49N, Y64S, W68G, and F94A) were investigated through in-depth computational techniques to put conclusions that might be useful for new scaffolds design or structure optimization to improve the efficacy of the available drugs. Mutants and wild type PZase were used in extensive and long-run molecular dynamics simulations in triplicate to disclose the resistance mechanism induced by the above-mentioned point mutations. Our analysis suggests that these mutations alter the internal dynamics of PZase and hinder the correct orientation of PZA to the enzyme. Consequently, the PZA has a low binding energy score with the mutants compared with the wild type PZase. These mutations were also reported to affect the binding of Fe2+ ion and its coordinated residues. Conformational dynamics also revealed that β-strand two is flipped, which is significant in Fe2+ binding. MM-GBSA analysis confirmed that these mutations significantly decreased the binding of PZA. In conclusion, these mutations cause conformation alterations and deformities that lead to PZA resistance.
Collapse
Affiliation(s)
- Asma Sindhoo Nangraj
- Department of Bioinformatics and Biological Statistics, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, China
| | - Abbas Khan
- Department of Bioinformatics and Biological Statistics, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, China
| | | | - Sana Sahar
- The Islamia University of Bahawalpur, Bahawalpur, Pakistan
| | - Maryam Arshad
- Government College University Faisalabad, Sahiwal, Pakistan
| | | | - Sajjad Ahmad
- Department of Health and Biological Sciences, Abasyn University, Peshawar, Pakistan
| | - Shahid Ali
- Center for Biotechnology and Microbiology, University of Swat, Swat, Pakistan
| | - Syed Shujait Ali
- Center for Biotechnology and Microbiology, University of Swat, Swat, Pakistan
| | - Liaqat Ali
- Department of Biological Sciences, National University of Medical Sciences, Islamabad, Pakistan
| | - Dong-Qing Wei
- Department of Bioinformatics and Biological Statistics, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, China
- Peng Cheng Laboratory, Shenzhen, China
- State Key Laboratory of Microbial Metabolism, Shanghai-Islamabad-Belgrade Joint Innovation Center on Antibacterial Resistances, Joint International Research Laboratory of Metabolic and Developmental Sciences, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, China
| |
Collapse
|
5
|
Khan T, Khan A, Ali SS, Ali S, Wei DQ. A computational perspective on the dynamic behaviour of recurrent drug resistance mutations in the pncA gene from Mycobacterium tuberculosis. RSC Adv 2021; 11:2476-2486. [PMID: 35424144 PMCID: PMC8693711 DOI: 10.1039/d0ra09326b] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2020] [Accepted: 12/21/2020] [Indexed: 12/12/2022] Open
Abstract
Tuberculosis is still one of the top 10 causes of death worldwide, particularly with the emergence of multidrug-resistant tuberculosis. As the most effective first-line anti-tuberculosis drug, pyrazinamide also develops resistance due to the mutation in the pncA gene. Among these mutations, seven mutations at positions F94L, F94S, K96N, K96R, G97C, G97D, and G97S are classified as high-level resistance mutations. However, the resistance mechanism of Mtb to PZA (pyrazinamide) caused by these mutations is still unclear. In this work, we combined molecular dynamics simulation, molecular mechanics/generalized-Born surface area calculation, principal component analysis, and free energy landscape analysis to explore the resistance mechanism of Mtb to PZA due to F94L, F94S, K96N, K96R, G97C, G97D, and G97S mutations, as well as compare interaction changes in wild-type and mutant PZA-bound complexes. The results of molecular mechanics/generalized-Born surface area calculations indicated that the binding free energy of PZA with seven mutants decreased. In mutant systems, the most significant interactions with His137 and Cys138 were lost. Besides, PCA and FEL confirmed significant variations in the protein dynamics during the simulation specifically by altering the Fe2+ binding and its destabilization. Furthermore, mutants also flipped the β-sheet 2, which also affects the binding of Fe2+ and PZA. In the G97D mutant, reported as most lethal, mutation causes the binding pocket to change considerably, so that the position of PZA has a large movement in the binding pocket. In this study, the resistance mechanism of PZA at the atomic level is proposed. The proposed drug-resistance mechanism will provide valuable guidance for the design of anti-tuberculosis drugs.
Collapse
Affiliation(s)
- Taimoor Khan
- School of Life Sciences and Biotechnology, Shanghai Jiao Tong University Shanghai 200240 P.R. China
| | - Abbas Khan
- School of Life Sciences and Biotechnology, Shanghai Jiao Tong University Shanghai 200240 P.R. China
| | - Syed Shujait Ali
- Center for Biotechnology and Microbiology, University of Swat Swat KP Pakistan
| | - Shahid Ali
- Center for Biotechnology and Microbiology, University of Swat Swat KP Pakistan
| | - Dong-Qing Wei
- School of Life Sciences and Biotechnology, Shanghai Jiao Tong University Shanghai 200240 P.R. China
- State Key Laboratory of Microbial Metabolism, Shanghai-Islamabad-Belgrade Joint Innovation Center on Antibacterial Resistances, Joint Laboratory of International Cooperation in Metabolic and Developmental Sciences, Ministry of Education, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University Shanghai 200030 P.R. China
- Peng Cheng Laboratory Vanke Cloud City Phase I Building 8, Xili Street, Nashan District Shenzhen Guangdong 518055 P.R. China
| |
Collapse
|
6
|
Khan MT, Chinnasamy S, Cui Z, Irfan M, Wei DQ. Mechanistic analysis of A46V, H57Y, and D129N in pyrazinamidase associated with pyrazinamide resistance. Saudi J Biol Sci 2020; 27:3150-3156. [PMID: 33100877 PMCID: PMC7569123 DOI: 10.1016/j.sjbs.2020.07.015] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2019] [Revised: 07/10/2020] [Accepted: 07/12/2020] [Indexed: 12/20/2022] Open
Abstract
Pyrazinamide (PZA) is a component of first-line drugs, active against latent Mycobacterium tuberculosis (MTB) isolates. The prodrug is activated into the active form, pyrazinoic acid (POA) via pncA gene-encoded pyrazinamidase (PZase). Mutations in pncA have been reported, most commonly responsible for PZA-resistance in more than 70% of the resistant cases. In our previous study, we detected many mutations in PZase among PZA-resistance MTB isolates including A46V, H71Y, and D129N. The current study was aimed to investigate the molecular mechanism of PZA-resistance behind mutants (MTs) A46V, H71Y, and D129N in comparison with the wild type (WT) through molecular dynamic (MD) simulation. MTB positive samples were subjected to PZA drug susceptibility testing (DST) against critical concentration (100ug/ml). The resistant samples were subjected to pncA sequencing. Thirty-six various mutations have been observed in the coding region of pncA of PZA-resistant isolates (GenBank accession No. MH461111) including A46V, H71Y, and D129N. The post-simulation analysis revealed a significant variation in MTs structural dynamics as compared to the WT. Root means square deviations (RMSD) and Root means square fluctuation (RMSF) has been found in variation between WT and MTs. Folding effect and pocket volume were altered in MTs when compared with WT. Geometric matching supports the effect of mutation A46V, H71Y, and D129N on PZase structure that may have an insight effect on PZase dynamics, making them vulnerable to convert pro-PZA into active form, POA. In conclusion, the current analyses will provide useful information behind PZA-resistance for better management of drug-resistant TB.
Collapse
Affiliation(s)
- Muhammad Tahir Khan
- Department of Bioinformatics and Biosciences, Capital University of Science and Technology, Pakistan
| | - Sathishkumar Chinnasamy
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, and Joint Laboratory of International Cooperation in Metabolic and Developmental Sciences, Ministry of Education, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Zhilei Cui
- Department of Respiratory Medicine, XinHua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, China
| | - Muhammad Irfan
- Department of Microbiology and Cell Science, Genetics Institute and Institute of Food and Agricultural Sciences, University of Florida, Gainesville, FL, USA
| | - Dong-Qing Wei
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, and Joint Laboratory of International Cooperation in Metabolic and Developmental Sciences, Ministry of Education, Shanghai Jiao Tong University, Shanghai 200240, China
- Peng Cheng Laboratory, Vanke Cloud City Phase I Building 8, Xili Street, Nanshan District, Shenzhen, Guangdong 518055, China
| |
Collapse
|
7
|
Supo-Escalante RR, Médico A, Gushiken E, Olivos-Ramírez GE, Quispe Y, Torres F, Zamudio M, Antiparra R, Amzel LM, Gilman RH, Sheen P, Zimic M. Prediction of Mycobacterium tuberculosis pyrazinamidase function based on structural stability, physicochemical and geometrical descriptors. PLoS One 2020; 15:e0235643. [PMID: 32735615 PMCID: PMC7394417 DOI: 10.1371/journal.pone.0235643] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Accepted: 06/19/2020] [Indexed: 12/02/2022] Open
Abstract
BACKGROUND Pyrazinamide is an important drug against the latent stage of tuberculosis and is used in both first- and second-line treatment regimens. Pyrazinamide-susceptibility test usually takes a week to have a diagnosis to guide initial therapy, implying a delay in receiving appropriate therapy. The continued increase in multi-drug resistant tuberculosis and the prevalence of pyrazinamide resistance in several countries makes the development of assays for prompt identification of resistance necessary. The main cause of pyrazinamide resistance is the impairment of pyrazinamidase function attributed to mutations in the promoter and/or pncA coding gene. However, not all pncA mutations necessarily affect the pyrazinamidase function. OBJECTIVE To develop a methodology to predict pyrazinamidase function from detected mutations in the pncA gene. METHODS We measured the catalytic constant (kcat), KM, enzymatic efficiency, and enzymatic activity of 35 recombinant mutated pyrazinamidase and the wild type (Protein Data Bank ID = 3pl1). From all the 3D modeled structures, we extracted several predictors based on three categories: structural stability (estimated by normal mode analysis and molecular dynamics), physicochemical, and geometrical characteristics. We used a stepwise Akaike's information criterion forward multiple log-linear regression to model each kinetic parameter with each category of predictors. We also developed weighted models combining the three categories of predictive models for each kinetic parameter. We tested the robustness of the predictive ability of each model by 6-fold cross-validation against random models. RESULTS The stability, physicochemical, and geometrical descriptors explained most of the variability (R2) of the kinetic parameters. Our models are best suited to predict kcat, efficiency, and activity based on the root-mean-square error of prediction of the 6-fold cross-validation. CONCLUSIONS This study shows a quick approach to predict the pyrazinamidase function only from the pncA sequence when point mutations are present. This can be an important tool to detect pyrazinamide resistance.
Collapse
Affiliation(s)
- Rydberg Roman Supo-Escalante
- Laboratorio de Bioinformática, Biología Molecular y Desarrollos Tecnológicos, Facultad de Ciencias y Filosofía, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Aldhair Médico
- Laboratorio de Bioinformática, Biología Molecular y Desarrollos Tecnológicos, Facultad de Ciencias y Filosofía, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Eduardo Gushiken
- Laboratorio de Bioinformática, Biología Molecular y Desarrollos Tecnológicos, Facultad de Ciencias y Filosofía, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Gustavo E. Olivos-Ramírez
- Laboratorio de Bioinformática, Biología Molecular y Desarrollos Tecnológicos, Facultad de Ciencias y Filosofía, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Yaneth Quispe
- Laboratorio de Bioinformática, Biología Molecular y Desarrollos Tecnológicos, Facultad de Ciencias y Filosofía, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Fiorella Torres
- Laboratorio de Bioinformática, Biología Molecular y Desarrollos Tecnológicos, Facultad de Ciencias y Filosofía, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Melissa Zamudio
- Laboratorio de Bioinformática, Biología Molecular y Desarrollos Tecnológicos, Facultad de Ciencias y Filosofía, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Ricardo Antiparra
- Laboratorio de Bioinformática, Biología Molecular y Desarrollos Tecnológicos, Facultad de Ciencias y Filosofía, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - L. Mario Amzel
- Department of Biophysics and Biophysical Chemistry, Johns Hopkins University, Baltimore, MD, United States of America
| | - Robert H. Gilman
- International Health Department, Johns Hopkins School of Public Health, Baltimore, MD, United States of America
| | - Patricia Sheen
- Laboratorio de Bioinformática, Biología Molecular y Desarrollos Tecnológicos, Facultad de Ciencias y Filosofía, Universidad Peruana Cayetano Heredia, Lima, Peru
| | - Mirko Zimic
- Laboratorio de Bioinformática, Biología Molecular y Desarrollos Tecnológicos, Facultad de Ciencias y Filosofía, Universidad Peruana Cayetano Heredia, Lima, Peru
| |
Collapse
|
8
|
Junaid M, Li CD, Li J, Khan A, Ali SS, Jamal SB, Saud S, Ali A, Wei DQ. Structural insights of catalytic mechanism in mutant pyrazinamidase of Mycobacterium tuberculosis. J Biomol Struct Dyn 2020; 39:3172-3185. [PMID: 32340563 DOI: 10.1080/07391102.2020.1761879] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
Pyrazinamidase (PZase) is a member of Fe-dependent amidohydrolases that activates pyrazinamide (PZA) into active pyrazinoic acid (POA). PZA, a nicotinamide analogue, is an essential first-line drug used in Mycobacterium tuberculosis (Mtb) treatment. The active form of PZA, POA, is toxic and potently inhibits the growth of latent Mtb, which makes it possible to shorten the conventional 9-month tuberculosis treatment to 6 months. In this study, an extensive molecular dynamics simulation was carried out to the study the resistance mechanism offered by the three mutations Q10P and D12A and G97D. Our results showed that two regions Gln10-His43, Phe50-Gly75 are profoundly affected by these mutations. Among the three mutations, Q10P and D12A mutations strongly disturb the communication among the catalytic triad (Asp8, Lys98 and Cys138). The oxyanion hole is formed between the backbone nitrogen atoms of A134 and C138 which stabilizes the hydroxyl anion of nicotinamide. The D12A mutation greatly disturbs the oxyanion hole formation followed by the Q10P and G97D. Our results also showed that these mutations destabilize the interaction between Fe2+ ion and Asp49, His51, His57 and His71. The binding pocket analysis showed that these mutations increase the cavity volume, which results in loose binding of PZA. MMGBSA analyzes have shown that these mutations reduce the binding affinity to the PZA drug. Our results may provide useful information for the design of new and effective PZase inhibitors based on structural information of WT and mutant PZases.Communicated by Ramaswamy H. Sarma.
Collapse
Affiliation(s)
- Muhammad Junaid
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, China.,Peng Cheng Laboratory, Shenzhen, Guangdong, P.R China.,Ministry of Education, Joint Laboratory of International Cooperation in Metabolic and Developmental Sciences, P.R China
| | - Cheng-Dong Li
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, China.,Peng Cheng Laboratory, Shenzhen, Guangdong, P.R China.,Ministry of Education, Joint Laboratory of International Cooperation in Metabolic and Developmental Sciences, P.R China
| | - Jiayi Li
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, China
| | - Abbas Khan
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, China.,Peng Cheng Laboratory, Shenzhen, Guangdong, P.R China.,Ministry of Education, Joint Laboratory of International Cooperation in Metabolic and Developmental Sciences, P.R China
| | - Syed Shujait Ali
- Center for Biotechnology and Microbiology, University of Swat, Swat, Pakistan
| | - Syed Baber Jamal
- Department of biological sciences, National University of Medical Sciences, Punjab, Rawalpendi, Pakistan
| | - Shah Saud
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, China
| | - Arif Ali
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, China.,Peng Cheng Laboratory, Shenzhen, Guangdong, P.R China.,Ministry of Education, Joint Laboratory of International Cooperation in Metabolic and Developmental Sciences, P.R China
| | - Dong-Qing Wei
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, China.,Peng Cheng Laboratory, Shenzhen, Guangdong, P.R China.,Ministry of Education, Joint Laboratory of International Cooperation in Metabolic and Developmental Sciences, P.R China
| |
Collapse
|
9
|
Khan MT, Ali S, Zeb MT, Kaushik AC, Malik SI, Wei DQ. Gibbs Free Energy Calculation of Mutation in PncA and RpsA Associated With Pyrazinamide Resistance. Front Mol Biosci 2020; 7:52. [PMID: 32328498 PMCID: PMC7160322 DOI: 10.3389/fmolb.2020.00052] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2019] [Accepted: 03/16/2020] [Indexed: 12/16/2022] Open
Abstract
A central approach for better understanding the forces involved in maintaining protein structures is to investigate the protein folding and thermodynamic properties. The effect of the folding process is often disturbed in mutated states. To explore the dynamic properties behind mutations, molecular dynamic (MD) simulations have been widely performed, especially in unveiling the mechanism of drug failure behind mutation. When comparing wild type (WT) and mutants (MTs), the structural changes along with solvation free energy (SFE), and Gibbs free energy (GFE) are calculated after the MD simulation, to measure the effect of mutations on protein structure. Pyrazinamide (PZA) is one of the first-line drugs, effective against latent Mycobacterium tuberculosis isolates, affecting the global TB control program 2030. Resistance to this drug emerges due to mutations in pncA and rpsA genes, encoding pyrazinamidase (PZase) and ribosomal protein S1 (RpsA) respectively. The question of how the GFE may be a measure of PZase and RpsA stabilities, has been addressed in the current review. The GFE and SFE of MTs have been compared with WT, which were already found to be PZA-resistant. WT structures attained a more stable state in comparison with MTs. The physiological effect of a mutation in PZase and RpsA may be due to the difference in energies. This difference between WT and MTs, depicted through GFE plots, might be useful in predicting the stability and PZA-resistance behind mutation. This study provides useful information for better management of drug resistance, to control the global TB problem.
Collapse
Affiliation(s)
- Muhammad Tahir Khan
- Department of Bioinformatics and Biosciences, Capital University of Science and Technology, Islamabad, Pakistan
| | - Sajid Ali
- Department of Microbiology, Quaid-i-Azam University Islamabad, Islamabad, Pakistan
| | | | - Aman Chandra Kaushik
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, and Joint Laboratory of International Cooperation in Metabolic and Developmental Sciences, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
| | - Shaukat Iqbal Malik
- Department of Bioinformatics and Biosciences, Capital University of Science and Technology, Islamabad, Pakistan
| | - Dong-Qing Wei
- State Key Laboratory of Microbial Metabolism, School of Life Sciences and Biotechnology, and Joint Laboratory of International Cooperation in Metabolic and Developmental Sciences, Ministry of Education, Shanghai Jiao Tong University, Shanghai, China
- Peng Cheng Laboratory, Shenzhen, China
| |
Collapse
|
10
|
Abstract
Pyrazinamide (PZA) is a cornerstone antimicrobial drug used exclusively for the treatment of tuberculosis (TB). Due to its ability to shorten drug therapy by 3 months and reduce disease relapse rates, PZA is considered an irreplaceable component of standard first-line short-course therapy for drug-susceptible TB and second-line treatment regimens for multidrug-resistant TB. Despite over 60 years of research on PZA and its crucial role in current and future TB treatment regimens, the mode of action of this unique drug remains unclear. Defining the mode of action for PZA will open new avenues for rational design of novel therapeutic approaches for the treatment of TB. In this review, we discuss the four prevailing models for PZA action, recent developments in modulation of PZA susceptibility and resistance, and outlooks for future research and drug development.
Collapse
|
11
|
Mehmood A, Khan MT, Kaushik AC, Khan AS, Irfan M, Wei DQ. Structural Dynamics Behind Clinical Mutants of PncA-Asp12Ala, Pro54Leu, and His57Pro of Mycobacterium tuberculosis Associated With Pyrazinamide Resistance. Front Bioeng Biotechnol 2019; 7:404. [PMID: 31921809 PMCID: PMC6914729 DOI: 10.3389/fbioe.2019.00404] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2019] [Accepted: 11/26/2019] [Indexed: 11/15/2022] Open
Abstract
Pyrazinamide (PZA) is one of the main FDA approved drugs to be used as the first line of defense against Mycobacterium Tuberculosis (MTB). It is activated into pyrazinoic acid (POA) via MTB's pncA gene-encoded pyrazinamidase (PZase). Mutations are most commonly responsible for PZA-resistance in nearly 70% of the resistant samples. In the present work, MTB positive samples were chosen for PZA drug susceptibility testing (DST) against critical concentration (100 ug/ml) of PZA. The resistant samples were subjected to pncA sequencing. As a result, 36 various mutations have been observed in the PZA resistant samples, uploaded to the NCBI (GeneBank accession no. MH461111). Here we report the mechanism of PZA resistance behind the three mutants (MTs), Asp12Ala, Pro54Leu, and His57Pro in comparison with the wild type (WT) through molecular dynamics simulation to unveil how these mutations affect the overall conformational stability. The post-simulation analyses revealed notable deviations as compared to the WT structure. Molecular docking studies of PZA with MTs and WT, pocket volume inspection and overall shape complementarity analysis confirmed the deleterious nature of these mutations and gave an insight into the mechanism behind PZA-resistance. These analyses provide vital information regarding MTB drug resistance and could be extremely useful in therapy management and overcoming its global burden.
Collapse
Affiliation(s)
- Aamir Mehmood
- The State Key Laboratory of Microbial Metabolism, College of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, China
| | - Muhammad Tahir Khan
- Department of Bioinformatics and Biosciences, Capital University of Science and Technology, Islamabad, Pakistan
| | | | - Anwar Sheed Khan
- Department of Microbiology, Kohat University of Science and Technology, Kohat, Pakistan
| | - Muhammad Irfan
- Department of Microbiology and Cell Science, Genetics Institute and Institute of Food and Agricultural Sciences, University of Florida, Gainesville, FL, United States
| | - Dong-Qing Wei
- The State Key Laboratory of Microbial Metabolism, College of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, China
| |
Collapse
|
12
|
Analysis of mutations leading to para-aminosalicylic acid resistance in Mycobacterium tuberculosis. Sci Rep 2019; 9:13617. [PMID: 31541138 PMCID: PMC6754364 DOI: 10.1038/s41598-019-48940-5] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2019] [Accepted: 07/31/2019] [Indexed: 12/18/2022] Open
Abstract
Thymidylate synthase A (ThyA) is the key enzyme involved in the folate pathway in Mycobacterium tuberculosis. Mutation of key residues of ThyA enzyme which are involved in interaction with substrate 2′-deoxyuridine-5′-monophosphate (dUMP), cofactor 5,10-methylenetetrahydrofolate (MTHF), and catalytic site have caused para-aminosalicylic acid (PAS) resistance in TB patients. Focusing on R127L, L143P, C146R, L172P, A182P, and V261G mutations, including wild-type, we performed long molecular dynamics (MD) simulations in explicit solvent to investigate the molecular principles underlying PAS resistance due to missense mutations. We found that these mutations lead to (i) extensive changes in the dUMP and MTHF binding sites, (ii) weak interaction of ThyA enzyme with dUMP and MTHF by inducing conformational changes in the structure, (iii) loss of the hydrogen bond and other atomic interactions and (iv) enhanced movement of protein atoms indicated by principal component analysis (PCA). In this study, MD simulations framework has provided considerable insight into mutation induced conformational changes in the ThyA enzyme of Mycobacterium.
Collapse
|
13
|
Srivastava G, Darokar MP, Sharma A. Molecular investigation against the resistant mechanism of PncA mutated pyrazinamide resistance and insight into the role of pH environment for pyrazinamide activation. J Biomol Struct Dyn 2019; 38:3411-3431. [PMID: 31448694 DOI: 10.1080/07391102.2019.1659854] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
Pyrazinamide (PZA), a crucial component of anti-TB therapy, is a prodrug. PZA interacts with PncA protein to be converted into its functional form i.e. pyrazinoic acid (POA). It has unique feature to kill dormant tubercle bacilli of acidic environment. Although significance of pH environment in PZA activation has been investigated in several of previous studies, insight into the significant atomistic variations in the interaction pattern of PZA with PncA, at different pH environments, are still required to be explored. On the other hand, continuously emerging PncA mutants, associated with PZA resistance, have also become a serious threat for global TB control program. Therefore, the current study was designed to understand the role of pH environment in the PZA activation and to explore the PZA resistance mechanism in various PncA mutants. The study included various in silico experiments like molecular docking, MD simulation, binding free energy estimation, PCA and FEL. In our study, we have found pH-3 and pH-5 environment as a highly significant environment for PZA activation. It was found that protonation or deprotonation of PZA activation site (PAS) residues, majorly K48, D56, K96 and E107, resulted in rearrangement of the PAS according to the pH conditions. It has also been observed that positioning of PZA binding near to Fe2+ and residues of catalytic triad (i.e. D8, K96 and C138) also play a very crucial role in the activation of PZA. The overall insight from the current study may help to develop new therapeutics against PncA mutated PZA resistance.Communicated by Ramaswamy H. Sarma.
Collapse
Affiliation(s)
- Gaurava Srivastava
- Biotechnology Division, CSIR-Central Institute of Medicinal and Aromatic Plants, Lucknow, India.,Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| | - M P Darokar
- Biotechnology Division, CSIR-Central Institute of Medicinal and Aromatic Plants, Lucknow, India.,Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| | - Ashok Sharma
- Biotechnology Division, CSIR-Central Institute of Medicinal and Aromatic Plants, Lucknow, India.,Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| |
Collapse
|
14
|
Khan MT, Malik SI. Structural dynamics behind variants in pyrazinamidase and pyrazinamide resistance. J Biomol Struct Dyn 2019; 38:3003-3017. [PMID: 31357912 DOI: 10.1080/07391102.2019.1650113] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
Pyrazinamide (PZA) is an important component of first-line anti-tuberculosis (anti-TB) drugs. The anti-TB agent is activated into an active form, pyrazinoic acid (POA), by Mycobacterium tuberculosis (MTB) pncA gene encoding pyrazinamidase (PZase). The major cause of PZA-resistance has been associated with mutations in the pncA gene. We have detected several novel mutations including V131F, Q141P, R154T, A170P, and V180F (GeneBank Accession No. MH461111) in the pncA gene of PZA-resistant isolates during PZA drug susceptibility testing followed by pncA gene sequencing. Here, we investigated molecular mechanism of PZA-resistance by comparing the results of experimental and molecular dynamics. The mutants (MTs) and wild type (WT) PZase structures in apo and complex with PZA were subjected to molecular dynamic simulations (MD) at the 40 ns. Multiple factors, including root mean square deviations (RMSD), binding pocket, total energy, dynamic cross correlation, and root mean square fluctuations (RMSF) of MTs and WT were compared. The MTs attained a high deviation and fluctuation compared to WT. Binding pocket volumes of the MTs, were found, lower than the WT, and the docking scores were high than WT while shape complementarity scores were lower than that of the WT. Residual motion in MTs are seemed to be dominant in anti-correlated motion. Mutations at locations, V131F, Q141P, R154T, A170P, and V180F, might be involved in the structural changes, possibly affecting the catalytic property of PZase to convert PZA into POA. Our study provides useful information that will enhance the understanding for better management of TB. AbbreviationsDSTdrug susceptibility testingΔelecelectrostatic energyLJLowenstein-Jensen mediumMGITmycobacterium growth indicator tubesMTsmutantsMDmolecular dynamic simulationsMTBMycobacterium tuberculosisNALC-NaOHN-acetyl-l-cysteine-sodium hydroxideNIHNational Institutes of HealthNPTamount of substance (N), pressure (P) temperature (T)NVTmoles (N), volume (V) temperature (T)PZasepyrazinamidaseΔpspolar solvation energyPTRLProvincial Tuberculosis Reference LaboratoryRMSDroot mean square deviationsRMSFroot mean square fluctuationsΔSASAsolvent accessible surface area energyTBtuberculosisGTotaltotal binding free energyΔvdWVan der Waals energyWTwild typeCommunicated by Ramaswamy H. Sarma.
Collapse
Affiliation(s)
- Muhammad Tahir Khan
- Department of Bioinformatics and Biosciences, Capital University of Science and Technology, Islamabad, Pakistan
| | - Shaukat Iqbal Malik
- Department of Bioinformatics and Biosciences, Capital University of Science and Technology, Islamabad, Pakistan
| |
Collapse
|
15
|
Khan MT, Khan A, Rehman AU, Wang Y, Akhtar K, Malik SI, Wei DQ. Structural and free energy landscape of novel mutations in ribosomal protein S1 (rpsA) associated with pyrazinamide resistance. Sci Rep 2019; 9:7482. [PMID: 31097767 PMCID: PMC6522564 DOI: 10.1038/s41598-019-44013-9] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2018] [Accepted: 04/29/2019] [Indexed: 02/04/2023] Open
Abstract
Resistance to key first-line drugs is a major hurdle to achieve the global end tuberculosis (TB) targets. A prodrug, pyrazinamide (PZA) is the only drug, effective in latent TB, recommended in drug resistance and susceptible Mycobacterium tuberculosis (MTB) isolates. The prodrug conversion into active form, pyrazinoic acid (POA), required the activity of pncA gene encoded pyrazinamidase (PZase). Although pncA mutations have been commonly associated with PZA resistance but a small number of resistance cases have been associated with mutationss in RpsA protein. Here in this study a total of 69 PZA resistance isolates have been sequenced for pncA mutations. However, samples that were found PZA resistant but pncA wild type (pncAWT), have been sequenced for rpsA and panD genes mutation. We repeated a drug susceptibility testing according to the WHO guidelines on 18 pncAWT MTB isolates. The rpsA and panD genes were sequenced. Out of total 69 PZA resistant isolates, 51 harbored 36 mutations in pncA gene (GeneBank Accession No. MH46111) while, fifteen different mutations including seven novel, were detected in the fourth S1 domain of RpsA known as C-terminal (MtRpsACTD) end. We did not detect any mutations in panD gene. Among the rpsA mutations, we investigated the molecular mechanism of resistance behind mutations, D342N, D343N, A344P, and I351F, present in the MtRpsACTD through molecular dynamic simulations (MD). WT showed a good drug binding affinity as compared to mutants (MTs), D342N, D343N, A344P, and I351F. Binding pocket volume, stability, and fluctuations have been altered whereas the total energy, protein folding, and geometric shape analysis further explored a significant variation between WT and MTs. In conclusion, mutations in MtRpsACTD might be involved to alter the RpsA activity, resulting in drug resistance. Such molecular mechanism behind resistance may provide a better insight into the resistance mechanism to achieve the global TB control targets.
Collapse
Affiliation(s)
- Muhammad Tahir Khan
- Department of Bioinformatics and Biosciences, Capital University of Science and Technology, Islamabad, Pakistan
| | - Abbas Khan
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, Shanghai, China
| | - Ashfaq Ur Rehman
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, Shanghai, China
| | - Yanjie Wang
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, Shanghai, China
| | - Khalid Akhtar
- National University of Science and Technology, Islamabad, Pakistan
| | - Shaukat Iqbal Malik
- Department of Bioinformatics and Biosciences, Capital University of Science and Technology, Islamabad, Pakistan.
| | - Dong-Qing Wei
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, Shanghai, China.
| |
Collapse
|
16
|
Khan MT, Junaid M, Mao X, Wang Y, Hussain A, Malik SI, Wei DQ. Pyrazinamide resistance and mutations L19R, R140H, and E144K in Pyrazinamidase of Mycobacterium tuberculosis. J Cell Biochem 2019; 120:7154-7166. [PMID: 30485476 DOI: 10.1002/jcb.27989] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2018] [Accepted: 10/08/2018] [Indexed: 01/24/2023]
Abstract
Pyrazinamide (PZA) is an important component of first-line antituberculosis drugs activated by Mycobacterium tuberculosis pyrazinamidase (PZase) into its active form pyrazinoic acid. Mutations in the pncA gene have been recognized as the major cause of PZA resistance. We detected some novel mutations, Leucine19Arginine (L19R), Arginine140Histidine (R140H), and Glutamic acid144 Lysine (E144K), in the pncA gene of PZA-resistant isolates in our wet lab PZA drug susceptibility testing and sequencing. As the molecular mechanism of resistance of these variants has not been reported earlier, we have performed multiple analyses to unveil different mechanisms of resistance because of PZase mutations L19R, R140H, and E144K. The mutants and native PZase structures were subjected to comprehensive computational molecular dynamics (MD) simulations at 100 nanoseconds in apo and drug-bound form. Mutants and native PZase binding pocket were compared to observe the consequence of mutations on the binding pocket size. Hydrogen bonding, Gibbs free energy, and natural ligand Fe +2 effect were also analyzed between native and mutants. A significant variation between native and mutant PZase structure activity was observed. The native PZase protein docking score was found to be the maximum, showing strong binding affinity in comparison with mutants. MD simulations explored the effect of the variants on the biological function of PZase. Hydrogen bonding, metal ion Fe +2 deviation, and fluctuation also seemed to be affected because of the mutations L19R, R140H, and E144K. The variants L19R, R140H, and E144K play a significant role in PZA resistance, altering the overall activity of native PZase, including metal ion Fe +2 displacement and free energy. This study offers valuable evidence for better management of drug-resistant tuberculosis.
Collapse
Affiliation(s)
- Muhammad Tahir Khan
- Department of Bioinformatics and Biosciences, Capital University of Science and Technology, Islamabad, Pakistan.,Department of Bioinformatics and Biostatistics, College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, Shanghai, China
| | - Muhammad Junaid
- Department of Bioinformatics and Biostatistics, College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, Shanghai, China
| | - Xueying Mao
- Department of Bioinformatics and Biostatistics, Qianweichang College, Shanghai University, Shanghai, China
| | - Yanjie Wang
- Department of Computer Science, College of Computer Science and Information Tech, Henan Normal University, Xixiang, China
| | - Abid Hussain
- Department of Pharmaceutics, School of Pharmacy, Shanghai Jiao Tong University, Shanghai, China
| | - Shaukat Iqbal Malik
- Department of Bioinformatics and Biosciences, Capital University of Science and Technology, Islamabad, Pakistan
| | - Dong-Qing Wei
- Department of Bioinformatics and Biostatistics, College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, Shanghai, China
| |
Collapse
|
17
|
Singh A, Somvanshi P, Grover A. Pyrazinamide drug resistance in RpsA mutant (∆438A) of Mycobacterium tuberculosis: Dynamics of essential motions and free-energy landscape analysis. J Cell Biochem 2019; 120:7386-7402. [PMID: 30390330 DOI: 10.1002/jcb.28013] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2018] [Accepted: 10/10/2018] [Indexed: 01/24/2023]
Abstract
Pyrazinamide is an essential first-line antitubercular drug which plays pivotal role in tuberculosis treatment. It is a prodrug that requires amide hydrolysis by mycobacterial pyrazinamidase enzyme for conversion into pyrazinoic acid (POA). POA is known to target ribosomal protein S1 (RpsA), aspartate decarboxylase (PanD), and some other mycobacterial proteins. Spontaneous chromosomal mutations in RpsA have been reported for phenotypic resistance against pyrazinamide. We have constructed and validated 3D models of the native and Δ438A mutant form of RpsA protein. RpsA protein variants were then docked to POA and long range molecular dynamics simulations were carried out. Per residue binding free-energy calculations, free-energy landscape analysis, and essential dynamics analysis were performed to outline the mechanism underlying the high-level PZA resistance conferred by the most frequently occurring deletion mutant of RpsA. Our study revealed the conformational modulation of POA binding site due to the disruptive collective modes of motions and increased conformational flexibility in the mutant than the native form. Residue wise MMPBSA decomposition and protein-drug interaction pattern revealed the difference of energetically favorable binding site in the wild-type (WT) protein in comparison with the mutant. Analysis of size and shape of minimal energy landscape area delineated higher stability of the WT complex than the mutant form. Our study provides mechanistic insights into pyrazinamide resistance in Δ438A RpsA mutant, and the results arising out of this study will pave way for design of novel and effective inhibitors targeting the resistant strains of Mycobacterium tuberculosis.
Collapse
Affiliation(s)
- Aditi Singh
- School of Biotechnology, Jawaharlal Nehru University, New Delhi, India.,Department of Biotechnology, TERI School of Advanced Studies, Vasant Kunj Institutional Area, New Delhi, India
| | - Pallavi Somvanshi
- Department of Biotechnology, TERI School of Advanced Studies, Vasant Kunj Institutional Area, New Delhi, India
| | - Abhinav Grover
- School of Biotechnology, Jawaharlal Nehru University, New Delhi, India
| |
Collapse
|
18
|
Singh A, Das M, Grover A. Molecular mechanism of acetoacetyl-CoA enhanced kinetics for increased bioplastic production from Cupriavidus necator 428. J Biomol Struct Dyn 2019; 38:827-840. [PMID: 30836854 DOI: 10.1080/07391102.2019.1590239] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Polyhydroxyalkanoates are gaining importance due to their biodegradable nature and close analogy to plastics. Polyhydroxybutyrate (PHB) is the most widely used bioplastic from polyalkanoate family, which is produced by a legion of bacterial species via phbCAB operon encoding β-ketothiolase (PhaA), NADPH-dependent acetoacetyl-coenzyme A (acetoacetyl-CoA) reductase (PhaB) and polyhydroxyalkanoate synthase (PhaC). Augmentation in the activity of these enzymes is promising for increased PHB production which is achieved by enzyme engineering strategies including non-structural and structural approaches. Our study is deployed on directed evolution-based experimentally reported mutants of PhaB enzyme with increased efficiency due to impact on critical structural factors. We have analyzed and compared the native PhaB with two of its variants Q47L and T173S in complex with their cofactor i.e. NADPH as well as the substrate i.e. acetoacetyl-CoA, via long range molecular dynamics simulations. Interaction profile, MMPBSA, essential dynamics, and free energy landscape analysis revealed that the enzyme efficiency is critically affected by cofactor interactions. It was also observed that mutants have higher equilibrium constant with lesser but optimal affinity for substrate and cofactor than the wild type, which might be the reason for increased efficiency of the mutants via enhanced substrate and cofactor exchange rate. Our study provides insights into the cofactor and substrate binding affinities to PhaB enzyme at atomistic level, which will facilitate designing of highly efficient PhaB enzymes for increased PHB production. Communicated by Ramaswamy H. Sarma.
Collapse
Affiliation(s)
- Aditi Singh
- School of Biotechnology, Jawaharlal Nehru University, New Delhi, India.,Department of Biotechnology, TERI School of Advanced Studies, Vasant Kunj, New Delhi, India
| | - Mriganko Das
- School of Biotechnology, Jawaharlal Nehru University, New Delhi, India
| | - Abhinav Grover
- School of Biotechnology, Jawaharlal Nehru University, New Delhi, India
| |
Collapse
|
19
|
Rehman AU, Khan MT, Liu H, Wadood A, Malik SI, Chen HF. Exploring the Pyrazinamide Drug Resistance Mechanism of Clinical Mutants T370P and W403G in Ribosomal Protein S1 of Mycobacterium tuberculosis. J Chem Inf Model 2019; 59:1584-1597. [DOI: 10.1021/acs.jcim.8b00956] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Affiliation(s)
- Ashfaq Ur Rehman
- State Key Laboratory of Microbial Metabolism, Department of Bioinformatics and Biostatistics, National Experimental Teaching Center for Life Sciences and Biotechnology, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 200240, China
- Department of Biotechnology, Abdul Wali Khan University Marden, Mardan 23200, Pakistan
| | - Muhammad Tahir Khan
- Department of Bioinformatics and Biosciences, Capital University of Science and Technology, Islamabad 44000, Pakistan
| | - Hao Liu
- State Key Laboratory of Microbial Metabolism, Department of Bioinformatics and Biostatistics, National Experimental Teaching Center for Life Sciences and Biotechnology, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 200240, China
| | - Abdul Wadood
- Department of Biotechnology, Abdul Wali Khan University Marden, Mardan 23200, Pakistan
| | - Shaukat Iqbal Malik
- Department of Bioinformatics and Biosciences, Capital University of Science and Technology, Islamabad 44000, Pakistan
| | - Hai-Feng Chen
- State Key Laboratory of Microbial Metabolism, Department of Bioinformatics and Biostatistics, National Experimental Teaching Center for Life Sciences and Biotechnology, School of Life Sciences and Biotechnology, Shanghai Jiao Tong University, Shanghai, 200240, China
- Shanghai Center for Bioinformation Technology, Shanghai, 200235, China
| |
Collapse
|
20
|
Rabha A, Singh A, Grover S, Kumari A, Pandey B, Grover A. Structural basis for isoniazid resistance in KatG double mutants of Mycobacterium tuberculosis. Microb Pathog 2019; 129:152-160. [PMID: 30731190 DOI: 10.1016/j.micpath.2019.02.003] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2018] [Revised: 01/31/2019] [Accepted: 02/01/2019] [Indexed: 01/02/2023]
Abstract
The failure of drugs for effective treatment against infectious diseases can be attributed to resistant forms of causative agents. The evasive nature of Mycobacterium tuberculosis is partly associated to its physical features, such as having a thick cell wall and incorporation of beneficial mutations leading to drug resistance. The pro drug Isoniazid (INH) interacts with an enzyme catalase peroxidase to get converted into its active form and upon activation stops the cell wall synthesis thus killing the Mycobacterium. The most common mutation i.e. S315T leads to high degree of drug resistance by virtue of its position in the active site. Here, we have characterized the prominent attributes of two double mutant isolates S315 T/D194G and S315T/M624V which are multi drug resistant and extremely drug resistant, respectively. Protein models were generated using the crystal structure which were then subjected to energy minimization and long term molecular dynamics simulations. Further, computational analysis showed decreasing ability of INH binding to the mutants in order of: Native > S315T/D194G > S315T/M624V. Also, a trend was observed that as the docking score and binding area decreased, there was a significant increase in the distortion of the 3D geometry of the mutants as observed by PCA analysis.
Collapse
Affiliation(s)
- Aneesh Rabha
- School of Biotechnology, Jawaharlal Nehru University, New Delhi, 110067, India
| | - Aditi Singh
- School of Biotechnology, Jawaharlal Nehru University, New Delhi, 110067, India; Department of Biotechnology, TERI School of Advanced Studies, Vasant Kunj, New Delhi, 110070, India
| | - Sonam Grover
- Kusuma School of Biological Sciences, Indian Institute of Technology Delhi, 110016, India
| | - Anchala Kumari
- School of Biotechnology, Jawaharlal Nehru University, New Delhi, 110067, India; Department of Biotechnology, TERI School of Advanced Studies, Vasant Kunj, New Delhi, 110070, India
| | - Bharati Pandey
- Department of Biotechnology, Panjab University, Chandigarh, 160014, India
| | - Abhinav Grover
- School of Biotechnology, Jawaharlal Nehru University, New Delhi, 110067, India.
| |
Collapse
|
21
|
Esmaeeli R, Mehrnejad F, Mir-Derikvand M, Gopalpoor N. Computational insights into pH-dependence of structure and dynamics of pyrazinamidase: A comparison of wild type and mutants. J Cell Biochem 2019; 120:2502-2514. [PMID: 30304542 DOI: 10.1002/jcb.27543] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2018] [Accepted: 08/06/2018] [Indexed: 01/24/2023]
Abstract
The mycobacterial enzyme pyrazinamidase (PZase) is the target of key tuberculosis drug, pyrazinamide. Mutations in PZase cause drug resistance. Herein, three point mutations, W68G, L85P, and V155G, were investigated through over 8 µs of molecular dynamics simulations coupled with essential dynamics and binding pocket analysis at neutral (pH = 7) and acidic (pH = 4) ambient conditions. The 51-71 flap region exhibited drastic displacement leading to enlargement of binding cavity, especially at the lower pH. Accessibility of solvent to the active site of the mutant enzymes was also reduced. The protonation of key surface residues at low pH results in more contribution of these residues to structural stability and integrity of the enzyme and reduced interactions with solvent molecules, which acts as a cage, keeping the enzyme together. The observed results suggest a pattern of structural alterations due to point mutations in PZase, which is consistent with other experimental and theoretical investigations and, can be harnessed for drug design purposes.
Collapse
Affiliation(s)
- Reza Esmaeeli
- Department of Life Sciences Engineering, Faculty of New Sciences and Technologies, University of Tehran, Tehran, Iran
| | - Faramarz Mehrnejad
- Department of Life Sciences Engineering, Faculty of New Sciences and Technologies, University of Tehran, Tehran, Iran
| | - Mohammad Mir-Derikvand
- Department of Life Sciences Engineering, Faculty of New Sciences and Technologies, University of Tehran, Tehran, Iran
| | - Niloofar Gopalpoor
- Department of Life Sciences Engineering, Faculty of New Sciences and Technologies, University of Tehran, Tehran, Iran
| |
Collapse
|
22
|
Singh A, Somvanshi P, Grover A. Drug repurposing against arabinosyl transferase (EmbC) of Mycobacterium tuberculosis: Essential dynamics and free energy minima based binding mechanics analysis. Gene 2019; 693:114-126. [PMID: 30716439 DOI: 10.1016/j.gene.2019.01.029] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2018] [Revised: 12/20/2018] [Accepted: 01/02/2019] [Indexed: 01/10/2023]
Abstract
Arabinosyl tranferases (embA, embB, embC) are the key enzymes responsible for biogenesis of arabinan domain of arabinogalactan (AG) and lipoarabinomannan (LAM), two major heteropolysaccharide constituents of the peculiar mycobacterial cell envelope. EmbC is predominantly responsible for LAM synthesis and has been commonly associated with Ethambutol resistance. We have screened the FDA library against EmbC to reposition a drug better than Ethambutol with higher binding affinity to Embc. High throughput virtual screening followed by extra precision docking using Glide gave two best leads i.e. Terlipressin and Amikacin with docking score of -11.39 kcal/mol and -10.71 kcal/mol, respectively. Binding mechanics of the selected drugs was elucidated through long range molecular dynamics simulations (100 ns) using binding free energy rescoring, essential dynamics and free energy minima based approaches, thus revealing the most stable binding modes of Terlipressin with EmbC. Our study establishes the EmbC binding potential of the repurposed drugs Terlipressin and Amikacin.
Collapse
Affiliation(s)
- Aditi Singh
- School of Biotechnology, Jawaharlal Nehru University, New Delhi 110067, India; Department of Biotechnology, TERI School of Advanced Studies, Plot No. 10, Vasant Kunj Institutional Area, Vasant Kunj, New Delhi, 110070, India
| | - Pallavi Somvanshi
- Department of Biotechnology, TERI School of Advanced Studies, Plot No. 10, Vasant Kunj Institutional Area, Vasant Kunj, New Delhi, 110070, India.
| | - Abhinav Grover
- School of Biotechnology, Jawaharlal Nehru University, New Delhi 110067, India.
| |
Collapse
|
23
|
Kumar N, Singh A, Grover S, Kumari A, Kumar Dhar P, Chandra R, Grover A. HHV-5 epitope: A potential vaccine candidate with high antigenicity and large coverage. J Biomol Struct Dyn 2018; 37:2098-2109. [PMID: 30044169 DOI: 10.1080/07391102.2018.1477620] [Citation(s) in RCA: 10] [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
Outbreak of Human Herpes virus-5 (HHV-5) infection in emerging countries has raised worldwide health concern owing to prevalence of congenital impairments and life threatening consequences in immunocompromised individuals. Thus, there lies an impending need to develop vaccine against HHV-5. HHV-5 enters into host cells with the help of necessary components glycoprotein B (gB) and H/L. In this study, the conformational linear B-cell and T-cell epitopes for gB of HHV-5 have been predicted using conformational approaches, for their possible collective use as vaccine candidates. We examined epitope's interactions with major histocompatibility complexes using molecular docking and also investigated their stable binding with specific toll like receptor-2 (TLR2), present on host cells during HHV-5 infection. Predicted MHC-I epitope 'LVAIAVVII' with high antigenicity and large coverage of HLA alleles was found to superimpose on MHC-II epitope (Rank 1) and was also identified to be the core sequence of putative B cell epitope 'ILVAIAVVIITYLI'. Resulting epitope was found to have consistent interaction with TLR2 during long term (100 ns) MD run. We also validated this nonamer epitope for its dissimilarity with human genome and high population coverage, suggesting it to be a potential vaccine candidate with higher coverage for both the MHC alleles of Indian population. Communicated by Ramaswamy H. Sarma.
Collapse
Affiliation(s)
- Neeraj Kumar
- a Drug Discovery and Development Laboratory, Department of Chemistry , University of Delhi , New Delhi , India
| | - Aditi Singh
- b Department of Biotechnology , TERI School of Advanced Studies , New Delhi , India.,c School of Biotechnology , Jawaharlal Nehru University , New Delhi , India
| | - Sonam Grover
- d Kusuma School of Biological Sciences , IIT Delhi , New Delhi , India
| | - Anchala Kumari
- b Department of Biotechnology , TERI School of Advanced Studies , New Delhi , India.,c School of Biotechnology , Jawaharlal Nehru University , New Delhi , India
| | - Pawan Kumar Dhar
- c School of Biotechnology , Jawaharlal Nehru University , New Delhi , India
| | - Ramesh Chandra
- a Drug Discovery and Development Laboratory, Department of Chemistry , University of Delhi , New Delhi , India
| | - Abhinav Grover
- c School of Biotechnology , Jawaharlal Nehru University , New Delhi , India
| |
Collapse
|
24
|
Junaid M, Khan MT, Malik SI, Wei DQ. Insights into the Mechanisms of the Pyrazinamide Resistance of Three Pyrazinamidase Mutants N11K, P69T, and D126N. J Chem Inf Model 2018; 59:498-508. [PMID: 30481017 DOI: 10.1021/acs.jcim.8b00525] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
In an effort to discover the mechanism of resistance offered by Mycobacterium tuberculosis (Mtb) toward the pyrazinamide (PZA) drug, an extensive molecular dynamics strategy was employed. PZA is a first-line prodrug that effectively cuts therapy time by 33% (from 9 to 6 months). Pyrazinamidase enzyme (PZase), encoded by the pncA gene, is responsible for the activation of prodrug PZA into pyrazinoic acid (POA). POA is toxic and potently inhibits the growth of latent Mtb even at low pH values. PZA resistance is caused by three genes pncA, rpsA, and panD. Among them, the pncA gene contributes 72-99% to the resistance. Hence, the present study focused on the novel mutations N11K, P69T, and D126N in the pncA gene. In the present study, the possible mechanism of these three mutations was studied through molecular dynamics simulation and docking techniques. Our in-depth analysis and results are in strong agreement with our experimental observation. The binding pocket analysis showed that mutations decrease the volume of the active site and hinder the correct orientation of PZA drug in the active site. Moreover, the Patchdock score was found to be low as compared to WT showing the disturbance of shape complementarity between PZase and PZA drug. These mutations were found to disturb the position of the Fe2+ ion. Among the mutations, D126N allosterically disturbed the position of the Fe2+ ion. MMGBSA analyses showed that these mutations decrease the binding affinity toward the PZA drug. In conclusion, mutations N11K, P69T, and D126N result in weak binding affinity with PZA and also cause significant structural deformations that lead to PZA resistance. This study provides useful information that mutations in other than active parts may also cause protein folding and ligand displacement effects, altering the biological functions.
Collapse
Affiliation(s)
- Muhammad Junaid
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism , Shanghai Jiao Tong University , 800 Dongchuan Road , Shanghai , Minhang District, China 200240
| | - Muhammad Tahir Khan
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism , Shanghai Jiao Tong University , 800 Dongchuan Road , Shanghai , Minhang District, China 200240.,Department of Bioinformatics and Biosciences , Capital University of Science and Technology , Islamabad , Pakistan 44000
| | - Shaukat Iqbal Malik
- Department of Bioinformatics and Biosciences , Capital University of Science and Technology , Islamabad , Pakistan 44000
| | - Dong-Qing Wei
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism , Shanghai Jiao Tong University , 800 Dongchuan Road , Shanghai , Minhang District, China 200240
| |
Collapse
|
25
|
Khan MT, Rehaman AU, Junaid M, Malik SI, Wei DQ. Insight into novel clinical mutants of RpsA-S324F, E325K, and G341R of Mycobacterium tuberculosis associated with pyrazinamide resistance. Comput Struct Biotechnol J 2018; 16:379-387. [PMID: 30402208 PMCID: PMC6205349 DOI: 10.1016/j.csbj.2018.09.004] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2018] [Revised: 09/21/2018] [Accepted: 09/25/2018] [Indexed: 01/09/2023] Open
Abstract
Pyrazinamide (PZA) is an important component of first-line anti-tuberculosis drugs which is converted into active form, pyrazinoic acid (POA), by Mycobacterium tuberculosis (MTB) pncA gene encoded, pyrazinamidase (PZase). Mutations in pncA are detected in >70% of PZA resistant isolates but, noticeably, not in all. In this study, we selected 18 PZA-resistant but wild type pncA (pncAWT) MTB isolates. Drug susceptibility testing (DST) of all the isolates were repeated at the critical concentration of PZA drug. All these PZA-resistance but pncAWT isolates were subjected to RpsA sequencing. Fifteen different mutations were identified in eleven isolates, where seven were present in a conserved region including, Ser324Phe, Glu325Lys, Gly341Arg. As the molecular mechanism of resistance behind these variants has not been reported earlier, we have performed multiple analysis to unveil the mechanisms of resistance behind mutations S324F, E325K, and G341R. The mutant and wild type RpsA structures were subjected to comprehensive computational molecular dynamic simulations at 50 ns. Root mean square deviation (RMSD), Root mean square fluctuation (RMSF), and Gibbs free energy of mutants were analyzed in comparison with wild type. Docking score of wild type-RpsA has been found to be maximum, showing a strong binding affinity in comparison with mutants. Pocket volume, RMSD and RMSF have also been found to be altered, whereas total energy, folding effect (radius of gyration) and shape complimentarily analysis showed that variants S324F, E325K, and G341R have been playing a significant role behind PZA-resistance. The study offers valuable information for better management of drug resistance tuberculosis.
Collapse
Affiliation(s)
- Muhammad Tahir Khan
- Department of Bioinformatics and Biosciences, Capital University of Science and Technology, Pakistan
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, China
| | - Ashfaq Ur Rehaman
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, China
| | - Muhammad Junaid
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, China
| | - Shaukat Iqbal Malik
- Department of Bioinformatics and Biosciences, Capital University of Science and Technology, Pakistan
| | - Dong-Qing Wei
- College of Life Sciences and Biotechnology, The State Key Laboratory of Microbial Metabolism, Shanghai Jiao Tong University, China
| |
Collapse
|
26
|
Swain SS, Paidesetty SK, Dehury B, Sahoo J, Vedithi SC, Mahapatra N, Hussain T, Padhy RN. Molecular docking and simulation study for synthesis of alternative dapsone derivative as a newer antileprosy drug in multidrug therapy. J Cell Biochem 2018; 119:9838-9852. [DOI: 10.1002/jcb.27304] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2018] [Accepted: 06/28/2018] [Indexed: 12/24/2022]
Affiliation(s)
- Shasank S. Swain
- Central Research Laboratory, Institute of Medical Sciences and Sum Hospital, Siksha “O” Anusandhan (Deemed to be University) Bhubaneswar Odisha India
- NCDs Division ICMR‐Regional Medical Research Centre Bhubaneswar Odisha India
| | - Sudhir K. Paidesetty
- Department of Pharmaceutical Chemistry School of Pharmaceutical Sciences, Siksha “O” Anusandhan (Deemed to be University) Bhubaneswar Odisha India
| | - Budheswar Dehury
- Biomedical Informatics Centre, ICMR‐Regional Medical Research Centre Bhubaneswar Odisha India
| | - Jyotirmaya Sahoo
- Department of Pharmaceutical Chemistry School of Pharmaceutical Sciences, Siksha “O” Anusandhan (Deemed to be University) Bhubaneswar Odisha India
| | - Sundeep Chaitanya Vedithi
- Schieffelin Institute of Health‐Research and Leprosy Centre (SIH R & LC), Karigiri Vellore Tamil Nadu India
- Department of Biochemistry University of Cambridge Cambridge UK
| | - Namita Mahapatra
- Biomedical Informatics Centre, ICMR‐Regional Medical Research Centre Bhubaneswar Odisha India
| | - Tahziba Hussain
- NCDs Division ICMR‐Regional Medical Research Centre Bhubaneswar Odisha India
| | - Rabindra N. Padhy
- Central Research Laboratory, Institute of Medical Sciences and Sum Hospital, Siksha “O” Anusandhan (Deemed to be University) Bhubaneswar Odisha India
| |
Collapse
|
27
|
Jagadeb M, Rath SN, Sonawane A. Computational discovery of potent drugs to improve the treatment of pyrazinamide resistant Mycobacterium tuberculosis mutants. J Cell Biochem 2018; 119:7328-7338. [PMID: 29761826 DOI: 10.1002/jcb.27033] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2017] [Accepted: 04/06/2018] [Indexed: 12/18/2022]
Abstract
Emergence of multi-drug resistance tuberculosis has become a serious health problem globally. Accumulation of mutations in the drug target led to the development of multi-drug resistant mycobacterial strains that have made most of the conventional drugs ineffective. Hence, there is desperate need for the development of new therapeutic strategies. Here, we focused on the analysis of mutations in Mycobacterium tuberculosis (Mtb) PncA (pyrazinamidase) that is responsible for resistance against first-line anti-tuberculosis pyrazinamide (PZA) drug. First, PZA and its two isoforms were analyzed for their binding affinity toward ligand binding cavity of Mtb wild-type and mutant PncA proteins. The observations suggested that some drug resistant mutations cause strong binding of PncA with the active form of PZA and impair its release, which is required to inhibit the growth of Mtb. To improve the treatment of PZA resistant Mtb, high throughput virtual drug screening was performed to identify potent drug molecules from a library of compounds derived from ChEMBL database. From this library, we predicted a lead molecule (terta-butyl(2S,4S)-4-amino-2-cyclopropyl-6-(trifluoromethyl)-3,4-dihydro-2H-quinoline-1-carboxylate) to be more effective against PZA resistant Mtb strains in comparison to PZA. The lead molecule showed better drug-like properties such as high affinity and atomic interactions with wild-type and drug-resistant mutations in Mtb PncA proteins. Further, molecular dynamic simulation studies showed that this lead molecule has better conformational stability and compatibility with drug-resistant PncA proteins in comparison to PZA drug. We hypothesized that the predicted lead compound could be more effective, and thus may improve the treatment of PZA resistant tuberculosis.
Collapse
Affiliation(s)
- Manaswini Jagadeb
- School of Biotechnology, KIIT University, Bhubaneswar, Odisha, India
| | - Surya N Rath
- Department of Bioinformatics, Orissa University of Agriculture and Technology, Bhubaneswar, Odisha, India
| | - Avinash Sonawane
- School of Biotechnology, KIIT University, Bhubaneswar, Odisha, India.,Centre for Bioscience and Biomedical Engineering, IIT Indore, Simrol, Madhya Pradesh, India
| |
Collapse
|