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Skłodowski K, Suprewicz Ł, Chmielewska-Deptuła SJ, Kaliniak S, Okła S, Zakrzewska M, Minarowski Ł, Mróz R, Daniluk T, Savage PB, Fiedoruk K, Bucki R. Ceragenins exhibit bactericidal properties that are independent of the ionic strength in the environment mimicking cystic fibrosis sputum. Front Microbiol 2023; 14:1290952. [PMID: 38045035 PMCID: PMC10693459 DOI: 10.3389/fmicb.2023.1290952] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2023] [Accepted: 11/02/2023] [Indexed: 12/05/2023] Open
Abstract
The purpose of the work was to investigate the impact of sodium chloride (NaCl) on the antimicrobial efficacy of ceragenins (CSAs) and antimicrobial peptides (AMPs) against bacterial and fungal pathogens associated with cystic fibrosis (CF) lung infections. CF-associated bacterial (Pseudomonas aeruginosa, Ochrobactrum spp., and Staphylococcus aureus), and fungal pathogens (Candida albicans, and Candida tropicalis) were used as target organisms for ceragenins (CSA-13 and CSA-131) and AMPs (LL-37 and omiganan). Susceptibility to the tested compounds was assessed using minimal inhibitory concentrations (MICs) and bactericidal concentrations (MBCs), as well as by colony counting assays in CF sputum samples supplemented with various concentrations of NaCl. Our results demonstrated that ceragenins exhibit potent antimicrobial activity in CF sputum regardless of the NaCl concentration when compared to LL-37 and omiganan. Given the broad-spectrum antimicrobial activity of ceragenins in the microenvironments mimicking the airways of CF patients, ceragenins might be promising agents in managing CF disease.
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Affiliation(s)
- Karol Skłodowski
- Department of Medical Microbiology and Nanobiomedical Engineering, Medical University of Białystok, Białystok, Poland
| | - Łukasz Suprewicz
- Department of Medical Microbiology and Nanobiomedical Engineering, Medical University of Białystok, Białystok, Poland
| | | | | | - Sławomir Okła
- Holy Cross Cancer Center, Kielce, Poland
- Institute of Health Science, Collegium Medicum, Jan Kochanowski University of Kielce, Kielce, Poland
| | - Magdalena Zakrzewska
- Department of Medical Microbiology and Nanobiomedical Engineering, Medical University of Białystok, Białystok, Poland
| | - Łukasz Minarowski
- 2nd Department of Lung Diseases and Tuberculosis, Medical University of Bialystok, Bialystok, Poland
| | - Robert Mróz
- 2nd Department of Lung Diseases and Tuberculosis, Medical University of Bialystok, Bialystok, Poland
| | - Tamara Daniluk
- Department of Medical Microbiology and Nanobiomedical Engineering, Medical University of Białystok, Białystok, Poland
| | - Paul B. Savage
- Department of Chemistry and Biochemistry, Brigham Young University, Provo, UT, United States
| | - Krzysztof Fiedoruk
- Department of Medical Microbiology and Nanobiomedical Engineering, Medical University of Białystok, Białystok, Poland
| | - Robert Bucki
- Department of Medical Microbiology and Nanobiomedical Engineering, Medical University of Białystok, Białystok, Poland
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Ghosh S, Chatterjee S, Satpati P. Effect of Spacer Length Modification of the Cationic Side Chain on the Energetics of Antimicrobial Peptide Binding to Membrane-Mimetic Bilayers. J Chem Inf Model 2023; 63:5823-5833. [PMID: 37684221 DOI: 10.1021/acs.jcim.3c01080] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/10/2023]
Abstract
Understanding the mechanism of action of the antimicrobial peptide (AMP) in terms of its structure and energetics is the key to designing new potent and selective AMPs. Recently, we reported a membranolytic 14-residue-long lysine-rich cationic antimicrobial peptide (LL-14: NH3+-LKWLKKLLKWLKKL-CONH2) against Pseudomonas aeruginosa, Klebsiella pneumoniae, and Staphylococcus aureus, which is limited by cytotoxicity and expected to undergo facile protease degradation. Aliphatic side-chain-length modification of the cationic amino-acid residues (Lys and Arg) is a popular strategy for designing protease-resistant AMPs. However, the effect of the peptide side-chain length modifications on the membrane binding affinity and its relation to the atomic structure remain an unsolved problem. We report computer simulations that quantitatively calculated the difference in peptide binding affinity to membrane-mimetic-bilayer models (bacterial: 1-palmitoyl-2-oleoyl-phosphatidylethanolamine (POPE)/1-palmitoyl-2-oleoyl-phosphatidylglycerol (POPG) bilayer and mammalian: 1-palmitoyl-2-oleoyl-phosphatidylcholine (POPC) bilayer) upon decreasing or increasing the spacer length of the cationic lysine residues of LL-14 (as well as their arginine analogues). We show that the peptide/bilayer interaction energetics varies drastically in response to spacer length modification. The strength of peptide discrimination depends strongly on the nature of the bilayer (bacterial or mammalian mimetic model). An increase in the lysine spacer length by one carbon (i.e., homolysine analogue of LL-14) is weakly/strongly disfavored by the bacterial/mammalian-membrane-mimetic bilayer. Recently, we have demonstrated an excellent correlation between the antimicrobial activity of the membranolytic cationic peptides and their binding affinity to membrane-mimetic-bilayer models. Thus, the homolysine analogue of LL-14 is a promising noncytotoxic AMP with conserved activity. On the other hand, homoarginine analogue (arginine spacer length increment by a single carbon) was preferred by both the bacteria and the mammalian mimetic bilayers and displayed the strongest affinity for the former among the peptides studied in this work. Thus, the promising most potent homoarginine analogue is likely to be cytotoxic. Shortening the Lys/Arg side chain to a three-carbon spacer (Dab/Agb) improves the binding affinity to bacterial and mammalian-membrane-mimetic bilayers. Arginine and arginine-derivative peptides exhibited stronger binding affinity to the bilayers relative to the lysine analogue. The results provide a plausible explanation to the previous experimental observations, viz., superior antimicrobial activity of the arginine peptides relative to Lys peptides and the improvement of antimicrobial activity upon substitution of Lys with Dab in the cationic peptides. The simulations revealed that the small change in the peptide hydrophobicity by Lys/Arg spacer length modification could drastically alter the energetics of peptide/bilayer binding by fine-tuning the electrostatic interactions. The energetics underlying the peptide selectivity by simple membrane-mimetic bilayer models may be beneficial for designing new selective and protease-resistant AMPs.
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Affiliation(s)
- Suvankar Ghosh
- Department of Biosciences and Bioengineering, Indian Institute of Technology Guwahati, Guwahati 781039, Assam, India
| | - Sunanda Chatterjee
- Department of Chemistry, Indian Institute of Technology Guwahati, Guwahati 781039, Assam, India
| | - Priyadarshi Satpati
- Department of Biosciences and Bioengineering, Indian Institute of Technology Guwahati, Guwahati 781039, Assam, India
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Chi-Uluac LA, Asgharpour S, Blanco-Rodríguez RG, Martínez-Archundia M. Atomistic Molecular Insights into Angiotensin-(1-7) Interpeptide Interactions. J Chem Inf Model 2023; 63:5331-5340. [PMID: 37589289 DOI: 10.1021/acs.jcim.3c00478] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/18/2023]
Abstract
Angiotensin-(1-7) is an endogenous peptide known for its vasoprotective, antioxidant, and anti-inflammatory effects, making it a promising therapeutic candidate for various clinical conditions. However, the peptide exhibits pH-dependent physical instability in aqueous solutions, and a comprehensive atomistic study elucidating this behavior and its implications is currently lacking. Therefore, we performed all-atom molecular dynamics simulations to investigate the early formation of angiotensin-(1-7) oligomeric aggregates under different conditions: acidic and neutral pH-like conditions, physiological and high ionic strength, and high and low peptide concentrations. Our results are as follows: (1) under acidic pH-like conditions, angiotensin-(1-7) showed minimal clustering, (2) under neutral pH-like conditions, the peptides aggregated into a single cluster, consistent with the reported physical instability, and (3) increasing salt concentration under acidic pH-like conditions resulted in aggregation similar to that observed under neutral pH-like conditions. These results suggest that a combination of salt concentration and pH conditions can modulate angiotensin-(1-7) aggregation. Our protocol (molecular dynamics + cluster analysis + amino acid interaction map analysis) is general and could be applied to other peptides to study interpeptide interaction mechanisms.
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Affiliation(s)
- Luz América Chi-Uluac
- Laboratory for the Design and Development of New Drugs and Biotechnological Innovation, Escuela Superior de Medicina, Instituto Politécnico Nacional, Plan de San Luis y Díaz Mirón, Ciudad de México 11340, Mexico
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, Idaho 83844-1103, United States
| | - Somayeh Asgharpour
- IAS-5/INM-9, Computational Biomedicine, Forschungszentrum Jülich, Wilhelm-Johnen-Strasse, 52428 Jülich, Germany
| | - Rodolfo Guadalupe Blanco-Rodríguez
- Institute for Modeling Collaboration and Innovation, University of Idaho, Moscow, Idaho 83844-1103, United States
- Department of Mathematics and Statistical Science, University of Idaho, Moscow, Idaho 83844-1103, United States
| | - Marlet Martínez-Archundia
- Laboratory for the Design and Development of New Drugs and Biotechnological Innovation, Escuela Superior de Medicina, Instituto Politécnico Nacional, Plan de San Luis y Díaz Mirón, Ciudad de México 11340, Mexico
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Guevara-Lora I, Bras G, Juszczak M, Karkowska-Kuleta J, Gorecki A, Manrique-Moreno M, Dymek J, Pyza E, Kozik A, Rapala-Kozik M. Cecropin D-derived synthetic peptides in the fight against Candida albicans cell filamentation and biofilm formation. Front Microbiol 2023; 13:1045984. [PMID: 36713201 PMCID: PMC9880178 DOI: 10.3389/fmicb.2022.1045984] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Accepted: 12/28/2022] [Indexed: 01/15/2023] Open
Abstract
The recent progressive increase in the incidence of invasive fungal infections, especially in immunocompromised patients, makes the search for new therapies crucial in the face of the growing drug resistance of prevalent nosocomial yeast strains. The latest research focuses on the active compounds of natural origin, inhibiting fungal growth, and preventing the formation of fungal biofilms. Antimicrobial peptides are currently the subject of numerous studies concerning effective antifungal therapy. In the present study, the antifungal properties of two synthetic peptides (ΔM3, ΔM4) derived from an insect antimicrobial peptide - cecropin D - were investigated. The fungicidal activity of both compounds was demonstrated against the yeast forms of Candida albicans, Candida tropicalis, and Candida parapsilosis, reaching a MFC99.9 in the micromolar range, while Candida glabrata showed greater resistance to these peptides. The scanning electron microscopy revealed a destabilization of the yeast cell walls upon treatment with both peptides; however, their effectiveness was strongly modified by the presence of salt or plasma in the yeast environment. The transition of C. albicans cells from yeast to filamentous form, as well as the formation of biofilms, was effectively reduced by ΔM4. Mature biofilm viability was inhibited by a higher concentration of this peptide and was accompanied by increased ROS production, activation of the GPX3 and SOD5 genes, and finally, increased membrane permeability. Furthermore, both peptides showed a synergistic effect with caspofungin in inhibiting the metabolic activity of C. albicans cells, and an additive effect was also observed for the mixtures of peptides with amphotericin B. The results indicate the possible potential of the tested peptides in the prevention and treatment of candidiasis.
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Affiliation(s)
- Ibeth Guevara-Lora
- Department of Analytical Biochemistry, Faculty of Biochemistry, Biophysics and Biotechnology, Jagiellonian University, Krakow, Poland
| | - Grazyna Bras
- Department of Comparative Biochemistry and Bioanalytics, Faculty of Biochemistry, Biophysics and Biotechnology, Jagiellonian University, Krakow, Poland
| | - Magdalena Juszczak
- Department of Comparative Biochemistry and Bioanalytics, Faculty of Biochemistry, Biophysics and Biotechnology, Jagiellonian University, Krakow, Poland
| | - Justyna Karkowska-Kuleta
- Department of Comparative Biochemistry and Bioanalytics, Faculty of Biochemistry, Biophysics and Biotechnology, Jagiellonian University, Krakow, Poland
| | - Andrzej Gorecki
- Department of Physical Biochemistry, Faculty of Biochemistry, Biophysics and Biotechnology, Jagiellonian University, Krakow, Poland
| | - Marcela Manrique-Moreno
- Chemistry Institute, Faculty of Exact and Natural Sciences, University of Antioquia, Medellin, Colombia
| | - Jakub Dymek
- Department of Cell Biology and Imaging, Institute of Zoology and Biomedical Research, Jagiellonian University, Krakow, Poland
| | - Elzbieta Pyza
- Department of Cell Biology and Imaging, Institute of Zoology and Biomedical Research, Jagiellonian University, Krakow, Poland
| | - Andrzej Kozik
- Department of Analytical Biochemistry, Faculty of Biochemistry, Biophysics and Biotechnology, Jagiellonian University, Krakow, Poland
| | - Maria Rapala-Kozik
- Department of Comparative Biochemistry and Bioanalytics, Faculty of Biochemistry, Biophysics and Biotechnology, Jagiellonian University, Krakow, Poland,*Correspondence: Maria Rapala-Kozik,
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Ghosh S, Chatterjee S, Satpati P. Effect of a monovalent salt on the energetics of an antimicrobial-peptide: micelle dissociation. Phys Chem Chem Phys 2022; 24:23669-23678. [PMID: 36148810 DOI: 10.1039/d2cp02735f] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Antimicrobial peptides (AMPs) are promising antimicrobial and therapeutic agents. Recently, we synthesized a cationic 14 residue AMP (LL-14: LKWLKKLLKWLKKL), which showed high broad-spectrum antimicrobial activity. However, the antimicrobial activity of LL-14 was compromised in the presence of NaCl. Salt sensitivity of antimicrobial potency is one of the fundamental limitations of AMP therapeutics. Thus, understanding the thermodynamics of AMP binding to simple membrane-mimetic systems and the effect of NaCl that contributes to their stability is crucial for designing promising AMPs against microbial infection. In this work, we reported computational analysis of LL-14 binding to SDS micelles (the simplest bacterial membrane mimic) at various NaCl concentrations (0.0%, 0.5%, 1.0% w/v). The thermodynamics of LL-14 dissociation from the SDS micelles was estimated by employing steered molecular dynamics (SMD) simulation followed by umbrella sampling. The results indicated that the increase in NaCl concentration systematically disfavoured the LL-14:SDS binding, primarily by stabilizing the dissociative state (i.e., free LL-14 and free micelles in water). We proposed a kinetic scheme in which the salt-induced selective stabilization of the dissociative state increased the activation barrier for the peptide:micelle binding event resulting in reduced affinity. Center-of-mass pulling indicated that the interactions involving the N-terminal of the LL-14 (residues 1-6) and SDS micelle were crucial for the stability of the LL-14:SDS complex, and LL-14 underwent a conformational change (helix → unstructured) before dissociating from the SDS micelle. The observed structural features from the peptide:micelle dissociation pathway corroborate our previous simulations as well as circular dichroism (CD), and fluorescence experiments.
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Affiliation(s)
- Suvankar Ghosh
- Department of Biosciences and Bioengineering, Indian Institute of Technology Guwahati, Guwahati 781039, Assam, India.
| | - Sunanda Chatterjee
- Department of Chemistry, Indian Institute of Technology Guwahati, Guwahati 781039, Assam, India.
| | - Priyadarshi Satpati
- Department of Biosciences and Bioengineering, Indian Institute of Technology Guwahati, Guwahati 781039, Assam, India.
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Ghosh S, Chatterjee S, Satpati P. Effect of Leu/Val Mutation on the Energetics of Antimicrobial Peptide:Micelle Binding. J Phys Chem B 2022; 126:5262-5273. [PMID: 35815580 DOI: 10.1021/acs.jpcb.2c01293] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Recently, we had reported a synthetic positively charged leucine-rich 14-residue-long antimicrobial peptide (AMP, LL-14: NH3+-LKWLKKLLKWLKKL-CONH2), which was highly active and cytotoxic relative to its valine analogue (VV-14). However, the thermodynamics underlying this differential toxicity and antimicrobial activity was unclear. Understanding the energetics of peptide binding to micelles (simplest membrane mimic, viz., SDS as a bacterial membrane and DPC as a eukaryotic membrane) and the effect of Leu → Val peptide mutations on the stability of the peptide:micelle complexes are of great academic interest and relevant for the rational design of potent and selective AMPs for therapeutic use. Here, we have reported the molecular dynamics free energy simulations that allowed us to quantitatively estimate the strength of peptide discrimination (based on single- or multiple-site Leu/Val mutations in LL-14) by membrane mimetic micelles (SDS and DPC) and decipher the energetics underlying peptide selectivity by micelles. The Leu-containing peptide (LL-14) was found to be preferred for micelle (SDS and DPC) binding relative to its Val analogues (single or multiple Val mutants). The strength of the preference depended on the position of the Leu/Val mutation in the peptide. Surprisingly, the N-terminal LL-14 single mutation (Leu → Val: L1V) was found to fine-tune the electrostatic interactions, resulting in the highest peptide selectivity (ΔΔG ∼ 8 kcal/mol for both SDS and DPC). However, the mechanism of L1V peptide selectivity was distinctly different for SDS and DPC micelles. SDS ensured high selectivity by disrupting the peptide:micelle salt bridge, whereas DPC desolvated the broken-peptide-backbone hydrogen bond in the V1 peptide:micelle complex. Mutations (Leu → Val) in the middle positions of the LL-14 (4th, 7th, 8th, and 11th) were disfavored by the micelles primarily due to the loss of peptide:micelle hydrophobic interactions. Peptides differing at the C-terminal (i.e., L14V) were recognized by SDS micelles (ΔΔG ∼ 4 kcal/mol) by altering peptide:micelle interactions. L14V mutation, on the other hand, did not play any role in the peptide:DPC binding, as no direct interactions between the C-terminal and DPC micelle were observed due to obvious electrostatic reasons. The strength of selectivity favoring LL-14 binding against VV-14 was found to be much higher for DPC micelles (ΔΔG ∼ 25 kcal/mol) relative to SDS micelles (ΔΔG ∼ 19 kcal/mol). The loss of the peptide:micelle hydrophobic contact in response to LL-14 → VV-14 mutation was found to be significantly larger for DPC relative to SDS micelles, resulting in higher discriminatory power for the former. Peptide:SDS salt bridges seemed to prevent the loss of peptide:micelle hydrophobic contact to some extent, leading to weaker selectivity for SDS micelles. High selectivity of DPC micelles provided an efficient mechanism for VV-14 dissociation from DPC micelles, whereas low-selectivity of SDS micelles ensured binding of both LL-14 and VV-14. To the best of our knowledge, this is the first study in which the experimental observations (antimicrobial activity and toxicity) between leucine-rich and valine-rich peptides have been explained by establishing a direct link between the energetics and structures.
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Affiliation(s)
- Suvankar Ghosh
- Department of Biosciences and Bioengineering, Indian Institute of Technology Guwahati, Guwahati 781039, Assam, India
| | - Sunanda Chatterjee
- Department of Chemistry, Indian Institute of Technology Guwahati, Guwahati 781039, Assam, India
| | - Priyadarshi Satpati
- Department of Biosciences and Bioengineering, Indian Institute of Technology Guwahati, Guwahati 781039, Assam, India
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Rational Discovery of Antimicrobial Peptides by Means of Artificial Intelligence. MEMBRANES 2022; 12:membranes12070708. [PMID: 35877911 PMCID: PMC9320227 DOI: 10.3390/membranes12070708] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Revised: 07/05/2022] [Accepted: 07/06/2022] [Indexed: 11/16/2022]
Abstract
Antibiotic resistance is a worldwide public health problem due to the costs and mortality rates it generates. However, the large pharmaceutical industries have stopped searching for new antibiotics because of their low profitability, given the rapid replacement rates imposed by the increasingly observed resistance acquired by microorganisms. Alternatively, antimicrobial peptides (AMPs) have emerged as potent molecules with a much lower rate of resistance generation. The discovery of these peptides is carried out through extensive in vitro screenings of either rational or non-rational libraries. These processes are tedious and expensive and generate only a few AMP candidates, most of which fail to show the required activity and physicochemical properties for practical applications. This work proposes implementing an artificial intelligence algorithm to reduce the required experimentation and increase the efficiency of high-activity AMP discovery. Our deep learning (DL) model, called AMPs-Net, outperforms the state-of-the-art method by 8.8% in average precision. Furthermore, it is highly accurate to predict the antibacterial and antiviral capacity of a large number of AMPs. Our search led to identifying two unreported antimicrobial motifs and two novel antimicrobial peptides related to them. Moreover, by coupling DL with molecular dynamics (MD) simulations, we were able to find a multifunctional peptide with promising therapeutic effects. Our work validates our previously proposed pipeline for a more efficient rational discovery of novel AMPs.
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Pandit G, Sarkar T, S. R. V, Debnath S, Satpati P, Chatterjee S. Delineating the Mechanism of Action of a Protease Resistant and Salt Tolerant Synthetic Antimicrobial Peptide against Pseudomonas aeruginosa. ACS OMEGA 2022; 7:15951-15968. [PMID: 35571791 PMCID: PMC9097201 DOI: 10.1021/acsomega.2c01089] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Accepted: 04/08/2022] [Indexed: 06/15/2023]
Abstract
Rapidly growing antimicrobial resistance (AMR) against antibiotics has propelled the development of synthetic antimicrobial peptides (AMPs) as potential antimicrobial agents. An antimicrobial peptide Nle-Dab-Trp-Nle-Dab-Dab-Nle-CONH2 (P36; Nle = norleucine, Dab = diaminobutyric acid, Trp = tryptophan) potent against Pseudomonas aeruginosa (P. aeruginosa) has been developed in the present study. Rational design strategy adopted in this study led to the improvisation of the therapeutic qualities such as activity, salt tolerance, cytotoxicity, and protease resistance of the template peptide P4, which was earlier reported from our group. P36 exhibited salt tolerant antimicrobial potency against P. aeruginosa, along with very low cytotoxicity against mammalian cell lines. P36 was found to be nonhemolytic and resistant toward protease degradation which qualified it as a potent antimicrobial agent. We have investigated the mechanism of action of this molecule in detail using several experimental techniques (spectroscopic, biophysical, and microscopic) and molecular dynamics simulations. P36 was a membrane active AMP with membrane destabilization and deformation abilities, leading to leakage of the intracellular materials and causing eventual cell death. The interaction between P36 and the microbial membrane/membrane mimics was primarily driven by electrostatics. P36 was unstructured in water and upon binding to the microbial membrane mimic SDS, suggesting no influence of secondary structure on its antimicrobial potency. Positive charge, optimum hydrophobic-hydrophilic balance, and chain length remained the most important concerns to be addressed while designing small cationic antimicrobial peptides.
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Affiliation(s)
- Gopal Pandit
- Department
of Chemistry, Indian Institute of Technology.
Guwahati (IITG), Guwahati, Assam 781039, India
| | - Tanumoy Sarkar
- Department
of Chemistry, Indian Institute of Technology.
Guwahati (IITG), Guwahati, Assam 781039, India
| | - Vignesh S. R.
- Department
of Biosciences and Bioengineering, Indian
Institute of Technology. Guwahati (IITG), Guwahati, Assam 781039, India
| | - Swapna Debnath
- Department
of Chemistry, Indian Institute of Technology.
Guwahati (IITG), Guwahati, Assam 781039, India
| | - Priyadarshi Satpati
- Department
of Biosciences and Bioengineering, Indian
Institute of Technology. Guwahati (IITG), Guwahati, Assam 781039, India
| | - Sunanda Chatterjee
- Department
of Chemistry, Indian Institute of Technology.
Guwahati (IITG), Guwahati, Assam 781039, India
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