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Orrell-Trigg R, Awad M, Gangadoo S, Cheeseman S, Shaw ZL, Truong VK, Cozzolino D, Chapman J. Rapid screening of bacteriostatic and bactericidal antimicrobial agents against Escherichia coli by combining machine learning (artificial intelligence) and UV-VIS spectroscopy. Analyst 2024; 149:1597-1608. [PMID: 38291984 DOI: 10.1039/d3an01608k] [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: 02/01/2024]
Abstract
Antibiotics are compounds that have a particular mode of action upon the microorganism they are targeting. However, discovering and developing new antibiotics is a challenging and timely process. Antibiotic development process can take up to 10-15 years and over $1billion to develop a single new therapeutic product. Rapid screening tools to understand the mode of action of the new antimicrobial agent are considered one of the main bottle necks in the antimicrobial agent development process. Classical approaches require multifarious microbiological methods and they do not capture important biochemical and organism therapeutic-interaction mechanisms. This work aims to provide a rapid antibiotic-antimicrobial biochemical diagnostic tool to reduce the timeframes of therapeutic development, while also generating new biochemical insight into an antimicrobial-therapeutic screening assay in a complex matrix. The work evaluates the effect of antimicrobial action through "traditional" microbiological analysis techniques with a high-throughput rapid analysis method using UV-VIS spectroscopy and chemometrics. Bacteriostatic activity from tetracycline and bactericidal activity from amoxicillin were evaluated on a system using non-resistant Escherichia coli O157:H7 by confocal laser scanning microscopy (CLSM), scanning electron microscopy (SEM), and UV-VIS spectroscopy (high-throughput analysis). The data were analysed using principal component analysis (PCA) and support vector machine (SVM) classification. The rapid diagnostic technique could easily identify differences between bacteriostatic and bactericidal mechanisms and was considerably quicker than the "traditional" methods tested.
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Affiliation(s)
- R Orrell-Trigg
- School of Science, RMIT University, Melbourne, Australia
| | - M Awad
- Peter MacCallum Cancer Centre, Melbourne, Australia
| | - S Gangadoo
- School of Science, RMIT University, Melbourne, Australia
| | - S Cheeseman
- The Graeme Clark Institute, Faculty of Engineering and Information Technology and Faculty of Medicine, Dentistry and Health Services, The University of Melbourne, Melbourne 3010, Australia
| | - Z L Shaw
- School of Engineering, RMIT University, Melbourne, Australia
| | - V K Truong
- College of Medicine and Public Health, Flinders University, Adelaide, Australia
| | - D Cozzolino
- QAAFI, University of Queensland, Brisbane, Australia
| | - J Chapman
- The University of Queensland, Brisbane, Australia.
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2
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Bonvin E, Personne H, Paschoud T, Reusser J, Gan BH, Luscher A, Köhler T, van Delden C, Reymond JL. Antimicrobial Peptide-Peptoid Hybrids with and without Membrane Disruption. ACS Infect Dis 2023; 9:2593-2606. [PMID: 38062792 PMCID: PMC10714400 DOI: 10.1021/acsinfecdis.3c00421] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2023] [Revised: 11/06/2023] [Accepted: 11/06/2023] [Indexed: 12/18/2023]
Abstract
Among synthetic analogues of antimicrobial peptides (AMPs) under investigation to address antimicrobial resistance, peptoids (N-alkylated oligoglycines) have been reported to act both by membrane disruption and on intracellular targets. Here we gradually introduced peptoid units into the membrane-disruptive undecapeptide KKLLKLLKLLL to test a possible transition toward intracellular targeting. We found that selected hybrids containing up to five peptoid units retained the parent AMP's α-helical folding, membrane disruption, and antimicrobial effects against Gram-negative bacteria including multidrug-resistant (MDR) strains of Pseudomonas aeruginosa and Klebsiella pneumoniae while showing reduced hemolysis and cell toxicities. Furthermore, some hybrids containing as few as three peptoid units as well as the full peptoid lost folding, membrane disruption, hemolysis, and cytotoxicity but displayed strong antibacterial activity under dilute medium conditions typical for proline-rich antimicrobial peptides (PrAMPs), pointing to intracellular targeting. These findings parallel previous reports that partially helical amphiphilic peptoids are privileged oligomers for antibiotic development.
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Affiliation(s)
- Etienne Bonvin
- Department
of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern, Freiestrasse 3, CH-3012 Bern, Switzerland
| | - Hippolyte Personne
- Department
of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern, Freiestrasse 3, CH-3012 Bern, Switzerland
| | - Thierry Paschoud
- Department
of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern, Freiestrasse 3, CH-3012 Bern, Switzerland
| | - Jérémie Reusser
- Department
of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern, Freiestrasse 3, CH-3012 Bern, Switzerland
| | - Bee-Ha Gan
- Department
of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern, Freiestrasse 3, CH-3012 Bern, Switzerland
| | - Alexandre Luscher
- Department
of Microbiology and Molecular Medicine, University of Geneva, CH-1211 Geneva, Switzerland
- Service of
Infectious Diseases, University Hospital
of Geneva, CH-1211 Geneva, Switzerland
| | - Thilo Köhler
- Department
of Microbiology and Molecular Medicine, University of Geneva, CH-1211 Geneva, Switzerland
- Service of
Infectious Diseases, University Hospital
of Geneva, CH-1211 Geneva, Switzerland
| | - Christian van Delden
- Department
of Microbiology and Molecular Medicine, University of Geneva, CH-1211 Geneva, Switzerland
- Service of
Infectious Diseases, University Hospital
of Geneva, CH-1211 Geneva, Switzerland
| | - Jean-Louis Reymond
- Department
of Chemistry, Biochemistry and Pharmaceutical Sciences, University of Bern, Freiestrasse 3, CH-3012 Bern, Switzerland
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Senevirathne SWMAI, Mathew A, Toh YC, Yarlagadda PKDV. Preferential adhesion of bacterial cells onto top- and bottom-mounted nanostructured surfaces under flow conditions. NANOSCALE ADVANCES 2023; 5:6458-6472. [PMID: 38024307 PMCID: PMC10662052 DOI: 10.1039/d3na00581j] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Accepted: 10/07/2023] [Indexed: 12/01/2023]
Abstract
The bactericidal effect of biomimetic nanostructured surfaces has been known for a long time, with recent data suggesting an enhanced efficiency of the nanostructured surfaces under fluid shear. While some of the influential factors on the bactericidal effect of nanostructured surfaces under fluid shear are understood, there are numerous important factors yet to be studied, which is essential for the successful implementation of this technology in industrial applications. Among those influential factors, the orientation of the nanostructured surface can play an important role in bacterial cell adhesion onto surfaces. Gravitational effects can become dominant under low flow velocities, making the diffusive transport of bacterial cells more prominent than the advective transport. However, the role of nanostructure orientation in determining its bactericidal efficiency under flow conditions is still not clear. In this study, we analysed the effect of surface orientation of nanostructured surfaces, along with bacterial cell concentration, fluid flow rate, and the duration of time which the surface is exposed to flow, on bacterial adhesion and viability on these surfaces. Two surface orientations, with one on the top and the other on the bottom of a flow channel, were studied. Under flow conditions, the bactericidal efficacy of the nanostructured surface is both orientation and bacterial species dependent. The effects of cell concentration, fluid flow rate, and exposure time on cell adhesion are independent of the nanostructured surface orientation. Fluid shear showed a species-dependent effect on bacterial adhesion, while the effects of concentration and exposure time on bacterial cell adhesion are independent of the bacterial species. Moreover, bacterial cells demonstrate preferential adhesion onto surfaces based on the surface orientation, and these effects are species dependent. These results outline the capabilities and limitations of nanostructures under flow conditions. This provides valuable insights into the applications of nanostructures in medical or industrial sectors, which are associated with overlaying fluid flow.
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Affiliation(s)
- S W M A Ishantha Senevirathne
- Queensland University of Technology, Faculty of Engineering, School of Mechanical, Medical, and Process Engineering Brisbane QLD 4000 Australia
- Queensland University of Technology, Centre for Biomedical Technologies Brisbane QLD 4000 Australia
| | - Asha Mathew
- Queensland University of Technology, Faculty of Engineering, School of Mechanical, Medical, and Process Engineering Brisbane QLD 4000 Australia
- Queensland University of Technology, Centre for Biomedical Technologies Brisbane QLD 4000 Australia
| | - Yi-Chin Toh
- Queensland University of Technology, Faculty of Engineering, School of Mechanical, Medical, and Process Engineering Brisbane QLD 4000 Australia
- Queensland University of Technology, Centre for Biomedical Technologies Brisbane QLD 4000 Australia
| | - Prasad K D V Yarlagadda
- School of Engineering, University of Southern Queensland, Springfield Campus Springfield Central QLD 4300 Australia
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Zhang X, Zhang J, Han X, Wang S, Hao L, Zhang C, Fan Y, Zhao J, Jiang R, Ren L. A photothermal therapy enhanced mechano-bactericidal hybrid nanostructured surface. J Colloid Interface Sci 2023; 645:380-390. [PMID: 37156146 DOI: 10.1016/j.jcis.2023.04.148] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Revised: 04/08/2023] [Accepted: 04/27/2023] [Indexed: 05/10/2023]
Abstract
Polymeric materials that have been extensively applied in medical devices, wearable electronics, and food packaging are readily contaminated by bothersome pathogenic bacteria. Bioinspired mechano-bactericidal surfaces can deliver lethal rupture for contacted bacterial cells through mechanical stress. However, the mechano-bactericidal activity based only on polymeric nanostructures is not satisfactory, especially for the Gram-positive strain which is generally more resistant to mechanical lysis. Here, we show that the mechanical bactericidal performance of polymeric nanopillars can be significantly enhanced by the combination of photothermal therapy. We fabricated the nanopillars through the combination of low-cost anodized aluminum oxide (AAO) template-assisted method with an environment-friendly Layer-by-Layer (LbL) assembly technique of tannic acid (TA) and iron ion (Fe3+). The fabricated hybrid nanopillar exhibited remarkable bactericidal performances (more than 99%) toward both Gram-negative Pseudomonas aeruginosa (P. aeruginosa) and stubborn Gram-positive Staphylococcus aureus (S. aureus) bacteria. Notably, this hybrid nanostructured surface displayed excellent biocompatibility for murine L929 fibroblast cells, indicating a selective biocidal activity between bacterial cells and mammalian cells. Thus, the concept and antibacterial system described here present a low-cost, scalable, and highly repeatable strategy for the construction of physical bactericidal nanopillars on polymeric films with high performance and biosafety, but without any risks of causing antibacterial resistance.
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Affiliation(s)
- Xin Zhang
- College of Chemistry, Jilin University, Changchun 130022, China; Science and Technology Innovation Center, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan 250021, China
| | - Jiteng Zhang
- Key Laboratory of Bionic Engineering, Ministry of Education, Jilin University, Changchun 130022, China
| | - Xiaoli Han
- School of Chemistry and Pharmaceutical Engineering, Shandong First Medical University & Shandong Academy of Medical Sciences, Taian 271016, China; Science and Technology Innovation Center, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan 250021, China
| | - Shengnan Wang
- Science and Technology Innovation Center, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan 250021, China
| | - Lingwan Hao
- School of Chemistry and Pharmaceutical Engineering, Shandong First Medical University & Shandong Academy of Medical Sciences, Taian 271016, China; Science and Technology Innovation Center, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan 250021, China
| | - Chengchun Zhang
- Key Laboratory of Bionic Engineering, Ministry of Education, Jilin University, Changchun 130022, China
| | - Yong Fan
- College of Chemistry, Jilin University, Changchun 130022, China.
| | - Jie Zhao
- Key Laboratory of Bionic Engineering, Ministry of Education, Jilin University, Changchun 130022, China.
| | - Rujian Jiang
- School of Chemistry and Pharmaceutical Engineering, Shandong First Medical University & Shandong Academy of Medical Sciences, Taian 271016, China; Science and Technology Innovation Center, Shandong First Medical University & Shandong Academy of Medical Sciences, Jinan 250021, China.
| | - Luquan Ren
- Key Laboratory of Bionic Engineering, Ministry of Education, Jilin University, Changchun 130022, China
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Qu C, Rozsa JL, Jung HJ, Williams AR, Markin EK, Running MP, McNamara S, Walsh KM. Bio-inspired antimicrobial surfaces fabricated by glancing angle deposition. Sci Rep 2023; 13:207. [PMID: 36604529 PMCID: PMC9814675 DOI: 10.1038/s41598-022-27225-4] [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: 11/09/2022] [Accepted: 12/28/2022] [Indexed: 01/06/2023] Open
Abstract
This paper describes the fabrication of cicada-wing-inspired antimicrobial surfaces using Glancing Angle Deposition (GLAD). From the study of an annual cicada (Neotibicen Canicularis, also known as dog-day cicada) in North America, it is found that the cicada wing surfaces are composed of unique three-dimensional (3D) nanofeature arrays, which grant them extraordinary properties including antimicrobial (antifouling) and antireflective. However, the morphology of these 3D nanostructures imposes challenges in artificially synthesizing the structures by utilizing and scaling up the template area from nature. From the perspective of circumventing the difficulties of creating 3D nanofeature arrays with top-down nanofabrication techniques, this paper introduces a nanofabrication process that combines bottom-up steps: self-assembled nanospheres are used as the bases of the features, while sub-100 nm pillars are grown on top of the bases by GLAD. Scanning electron micrographs show the resemblance of the synthesized cicada wing mimicry samples to the actual cicada wings, both quantitatively and qualitatively. The synthetic mimicry samples are hydrophobic with a water contact angle of 125˚. Finally, the antimicrobial properties of the mimicries are validated by showing flat growth curves of Escherichia coli (E. coli) and by direct observation under scanning electron microscopy (SEM). The process is potentially suitable for large-area antimicrobial applications in food and biomedical industries.
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Affiliation(s)
- Chuang Qu
- Department of Electrical and Computer Engineering, University of Louisville, 2210 S Brook St, Louisville, KY, 40292, USA.
| | - Jesse L. Rozsa
- grid.266623.50000 0001 2113 1622Department of Biology, University of Louisville, 139 Life Sciences Bldg., Louisville, KY 40292 USA
| | - Hyun-Jin Jung
- grid.266623.50000 0001 2113 1622Department of Biology, University of Louisville, 139 Life Sciences Bldg., Louisville, KY 40292 USA
| | - Anna R. Williams
- grid.266623.50000 0001 2113 1622Department of Biology, University of Louisville, 139 Life Sciences Bldg., Louisville, KY 40292 USA
| | - Emmanuel K. Markin
- grid.266623.50000 0001 2113 1622Department of Biology, University of Louisville, 139 Life Sciences Bldg., Louisville, KY 40292 USA
| | - Mark P. Running
- grid.266623.50000 0001 2113 1622Department of Biology, University of Louisville, 139 Life Sciences Bldg., Louisville, KY 40292 USA
| | - Shamus McNamara
- grid.266623.50000 0001 2113 1622Department of Electrical and Computer Engineering, University of Louisville, 2210 S Brook St, Louisville, KY 40292 USA
| | - Kevin M. Walsh
- grid.266623.50000 0001 2113 1622Department of Electrical and Computer Engineering, University of Louisville, 2210 S Brook St, Louisville, KY 40292 USA
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Antimicrobial and mechanical performance of epoxy/graphene-based powder coatings. IRANIAN POLYMER JOURNAL 2022. [DOI: 10.1007/s13726-022-01107-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
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7
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Liu P, Zhao Z, Tang J, Wang A, Zhao D, Yang Y. Early Antimicrobial Evaluation of Nanostructured Surfaces Based on Bacterial Biological Properties. ACS Biomater Sci Eng 2022; 8:4976-4986. [PMID: 36223479 DOI: 10.1021/acsbiomaterials.2c00559] [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: 11/28/2022]
Abstract
Nanostructured physical antibacterial surfaces are of great interest due to the increasing antibiotic resistance. In this work, the titania nanotube (TNT) array, a potential physical antibacterial surface, was used for antimicrobial evaluation. The early antibacterial properties of TNTs were assessed based on three growth phases of Staphylococcus aureus (S. aureus), and the physical factors influencing the antibacterial properties were comprehensively discussed. The results show apparent early antibacterial effects of TNTs, including the anti-initial attachment during the lag phase, the inhibition of proliferation and bactericidal effect during the logarithmic phase, and the inhibition of biofilm formation during the stationary phase. These antimicrobial effects are closely related to the combined influence of various physical properties of TNTs, such as diameter, hydrophilicity, roughness, and charge. The present work suggests that the evaluation of the early antimicrobial behavior of biomaterials should pay more attention on the biological characteristics of bacteria.
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Affiliation(s)
- Pingting Liu
- Hunan Key Laboratory of Oral Health Research & Xiangya Stomatological Hospital & Xiangya School of Stomatology, Central South University, Changsha, Hunan 410008, China.,College of Biology, Hunan University, Changsha, Hunan 410082, China
| | - Zhili Zhao
- Department of Oral and Maxillofacial Surgery, The Second Xiangya Hospital, Central South University, Changsha, Hunan 410010, China
| | - Jincheng Tang
- Department of Materials Science and Engineering, Southern University of Science and Technology, Shenzhen, Guangdong 518055, China
| | - Anqi Wang
- College of Biology, Hunan University, Changsha, Hunan 410082, China
| | - Dapeng Zhao
- College of Biology, Hunan University, Changsha, Hunan 410082, China
| | - Yan Yang
- Hunan Key Laboratory of Oral Health Research & Xiangya Stomatological Hospital & Xiangya School of Stomatology, Central South University, Changsha, Hunan 410008, China
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Functionalised Anodised Aluminium Oxide as a Biocidal Agent. Int J Mol Sci 2022; 23:ijms23158327. [PMID: 35955460 PMCID: PMC9369004 DOI: 10.3390/ijms23158327] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Revised: 07/18/2022] [Accepted: 07/26/2022] [Indexed: 02/04/2023] Open
Abstract
In this article, we describe the antimicrobial properties of a new composite based on anodic aluminium oxide (AAO) membranes containing propyl-copper-phosphonate units arranged at a predetermined density inside the AAO channels. The samples were prepared with four concentrations of copper ions and tested as antimicrobial drug on four different strains of Escherichia coli (K12, R2, R3 and R4). For comparison, the same strains were tested with three types of antibiotics using the minimal inhibitory concentration (MIC) and minimum bactericidal concentration (MBC) tests. Moreover, DNA was isolated from the analysed bacteria which was additionally digested with formamidopyrimidine-DNA glycosylase (Fpg) protein from the group of repair glycosases. These enzymes are markers of modified oxidised bases in nucleic acids produced during oxidative stress in cells. Preliminary cellular studies, MIC and MBC tests and digestion with Fpg protein after modification of bacterial DNA suggest that these compounds may have greater potential as antibacterial agents than antibiotics such as ciprofloxacin, bleomycin and cloxacillin. The described composites are highly specific for the analysed model Escherichia coli strains and may be used in the future as new substitutes for commonly used antibiotics in clinical and nosocomial infections in the progressing pandemic era. The results show much stronger antibacterial properties of the functionalised membranes on the action of bacterial membranes in comparison to the antibiotics in the Fpg digestion experiment. This is most likely due to the strong induction of oxidative stress in the cell through the breakdown of the analysed bacterial DNA. We have also observed that the intermolecular distances between the functional units play an important role for the antimicrobial properties of the used material. Hence, we utilised the idea of the 2D solvent to tailor them.
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