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Klopffer L, Louvet N, Becker S, Fix J, Pradalier C, Mathieu L. Effect of shear rate on early Shewanella oneidensis adhesion dynamics monitored by deep learning. Biofilm 2024; 8:100240. [PMID: 39650339 PMCID: PMC11621503 DOI: 10.1016/j.bioflm.2024.100240] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2024] [Revised: 10/30/2024] [Accepted: 11/15/2024] [Indexed: 12/11/2024] Open
Abstract
Understanding pioneer bacterial adhesion is essential to appreciate bacterial colonization and consider appropriate control strategies. This bacterial entrapment at the wall is known to be controlled by many physical, chemical or biological factors, including hydrodynamic conditions. However, due to the nature of early bacterial adhesion, i.e. a short and dynamic process with low biomass involved, such investigations are challenging. In this context, our study aimed to evaluate the effect of wall shear rate on the early bacterial adhesion dynamics. Firstly, at the population scale by assessing bacterial colonization kinetics and the mechanisms responsible for wall transfer under shear rates using a time-lapse approach. Secondly, at the individual scale, by implementing an automated image processing method based on deep learning to track each individual pioneer bacterium on the wall. Bacterial adhesion experiments are performed on a model bacterium (Shewanella oneidensis MR-1) at different shear rates (0 to1250 s-1) in a microfluidic system mounted under a microscope equipped with a CCD camera. Image processing was performed using a trained neural network (YOLOv8), which allowed information extraction, i.e. bacterial wall residence time and orientation for each adhered bacterium during pioneer colonization (14 min). Collected from over 20,000 bacteria, our results showed that adhered bacteria had a very short residence time at the wall, with over 70 % remaining less than 1 min. Shear rates had a non-proportional effect on pioneer colonization with a bell-shape profile suggesting that intermediate shear rates improved both bacterial wall residence time as well as colonization rate and level. This lack of proportionality highlights the dual effect of wall shear rate on early bacterial colonization; initially increasing it improves bacterial colonization up to a threshold, beyond which it leads to higher bacterial wall detachment. The present study provides quantitative data on the individual dynamics of just adhered bacteria within a population when exposed to different rates of wall shear.
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Affiliation(s)
- Lucie Klopffer
- Université de Lorraine, CNRS, LCPME, F-54000, Nancy, France
- Université de Lorraine, CNRS, LEMTA, F-54000, Nancy, France
| | - Nicolas Louvet
- Université de Lorraine, CNRS, LEMTA, F-54000, Nancy, France
| | - Simon Becker
- Université de Lorraine, CNRS, LEMTA, F-54000, Nancy, France
| | - Jérémy Fix
- Unviversité de Lorraine, CNRS, Centrale Supélec, F-57070, Metz, France
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Javed MA, Ivanovich N, Messinese E, Liu R, Astorga SE, Yeo YP, Idapalapati S, Lauro FM, Wade SA. The Role of Metallurgical Features in the Microbially Influenced Corrosion of Carbon Steel: A Critical Review. Microorganisms 2024; 12:892. [PMID: 38792722 PMCID: PMC11124232 DOI: 10.3390/microorganisms12050892] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2024] [Revised: 04/23/2024] [Accepted: 04/25/2024] [Indexed: 05/26/2024] Open
Abstract
Microbially influenced corrosion (MIC) is a potentially critical degradation mechanism for a wide range of materials exposed to environments that contain relevant microorganisms. The likelihood and rate of MIC are affected by microbiological, chemical, and metallurgical factors; hence, the understanding of the mechanisms involved, verification of the presence of MIC, and the development of mitigation methods require a multidisciplinary approach. Much of the recent focus in MIC research has been on the microbiological and chemical aspects, with less attention given to metallurgical attributes. Here, we address this knowledge gap by providing a critical synthesis of the literature on the metallurgical aspects of MIC of carbon steel, a material frequently associated with MIC failures and widely used in construction and infrastructure globally. The article begins by introducing the process of MIC, then progresses to explore the complexities of various metallurgical factors relevant to MIC in carbon steel. These factors include chemical composition, grain size, grain boundaries, microstructural phases, inclusions, and welds, highlighting their potential influence on MIC processes. This review systematically presents key discoveries, trends, and the limitations of prior research, offering some novel insights into the impact of metallurgical factors on MIC, particularly for the benefit of those already familiar with other aspects of MIC. The article concludes with recommendations for documenting metallurgical data in MIC research. An appreciation of relevant metallurgical attributes is essential for a critical assessment of a material's vulnerability to MIC to advance research practices and to broaden the collective knowledge in this rapidly evolving area of study.
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Affiliation(s)
- Muhammad Awais Javed
- School of Science, Computing and Engineering Technologies, Swinburne University of Technology, Melbourne, VIC 3122, Australia;
| | - Nicolò Ivanovich
- Asian School of the Environment, Nanyang Technological University, 62 Nanyang Drive, Singapore 637459, Singapore;
| | - Elena Messinese
- Department of Chemistry, Materials and Chemical Engineering “Giulio Natta”, Politecnico di Milano, Via Luigi Mancinelli, 7, 20131 Milan, Italy;
| | - Ruiliang Liu
- Singapore Centre for Environmental Life Sciences Engineering, Nanyang Technological University, 60 Nanyang Drive, Singapore 637751, Singapore; (R.L.); (S.E.A.); (Y.P.Y.)
- Curtin Corrosion Centre, Faculty of Science and Engineering, Western Australia School of Mines (WASM), Curtin University, Perth, WA 6102, Australia
| | - Solange E. Astorga
- Singapore Centre for Environmental Life Sciences Engineering, Nanyang Technological University, 60 Nanyang Drive, Singapore 637751, Singapore; (R.L.); (S.E.A.); (Y.P.Y.)
| | - Yee Phan Yeo
- Singapore Centre for Environmental Life Sciences Engineering, Nanyang Technological University, 60 Nanyang Drive, Singapore 637751, Singapore; (R.L.); (S.E.A.); (Y.P.Y.)
| | - Sridhar Idapalapati
- School of Mechanical and Aerospace Engineering, Nanyang Technological University, 50 Nanyang Avenue, Singapore 639798, Singapore;
| | - Federico M. Lauro
- Asian School of the Environment, Nanyang Technological University, 62 Nanyang Drive, Singapore 637459, Singapore;
- Singapore Centre for Environmental Life Sciences Engineering, Nanyang Technological University, 60 Nanyang Drive, Singapore 637751, Singapore; (R.L.); (S.E.A.); (Y.P.Y.)
- Nanyang Environment & Water Research Institute (NEWRI), Nanyang Technological University, Cleantech ONE, 1 Cleantech Loop, Singapore 637141, Singapore
| | - Scott A. Wade
- School of Science, Computing and Engineering Technologies, Swinburne University of Technology, Melbourne, VIC 3122, Australia;
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Hong H, Lv J, Deng A, Tang Y, Liu Z. A review of experimental Assessment Processes of material resistance to marine and freshwater biofouling. JOURNAL OF ENVIRONMENTAL MANAGEMENT 2024; 357:120766. [PMID: 38565032 DOI: 10.1016/j.jenvman.2024.120766] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/20/2024] [Revised: 03/15/2024] [Accepted: 03/24/2024] [Indexed: 04/04/2024]
Abstract
Biofouling presents hazards to a variety of freshwater and marine underwater infrastructures and is one of the direct causes of species invasion. These negative impacts provide a unified goal for both industry practitioners and researchers: the development of novel antifouling materials to prevent the adhesion of biofouling. The prohibition of tributyltin (TBT) by the International Maritime Organization (IMO) in 2001 propelled the research and development of new antifouling materials. However, the evaluation process and framework for these materials remain incomplete and unsystematic. This mini-review starts with the classification and principles of new antifouling materials, discussing and summarizing the methods for assessing their biofouling resistance. The paper also compiles the relevant regulations and environmental requirements from different countries necessary for developing new antifouling materials with commercial potential. It concludes by highlighting the current challenges in antifouling material development and future outlooks. Systematic evaluation of newly developed antifouling materials can lead to the emergence of more genuinely applicable solutions, transitioning from merely laboratory products to materials that can be effectively used in real-world applications.
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Affiliation(s)
- Heting Hong
- School of Mechanical Engineering and Automation, Northeastern University, Shenyang, 110819, China; Wuhan Regional Climate Center, Hubei Meteorological Bureau, Wuhan, 430074, China.
| | - Jiawen Lv
- School of Mechanical Engineering and Automation, Northeastern University, Shenyang, 110819, China
| | - Aijuan Deng
- Wuhan Regional Climate Center, Hubei Meteorological Bureau, Wuhan, 430074, China
| | - Yang Tang
- Wuhan Regional Climate Center, Hubei Meteorological Bureau, Wuhan, 430074, China
| | - Zhixiong Liu
- Wuhan Regional Climate Center, Hubei Meteorological Bureau, Wuhan, 430074, China
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Efraim A, Saeed M, Elbaz MA, Alaa M, Ahmed N, Adel R, Hazem Y, Elshatoury E, Gomaa OM. Shewanella chilikensis MG22 isolated from tannery site for malachite green decolorization in microbial fuel cell: a proposed solution for recirculating aquaculture system (RAS). Microb Cell Fact 2023; 22:142. [PMID: 37528356 PMCID: PMC10394906 DOI: 10.1186/s12934-023-02152-9] [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: 03/01/2023] [Accepted: 07/17/2023] [Indexed: 08/03/2023] Open
Abstract
Malachite Green (MG) dye of the triphenylmethane group is a toxic compound used in the aquaculture industry as an antifungal agent, however, it can accumulate in fish and pose toxicity. The present work aims to remove MG in Microbial Fuel Cell (MFC) as a sustainable and eco-friendly solution. Out of six samples, the highest malachite green degradation was obtained by a sample obtained from Robiki tannery site in agar plates in 24 h at 37 °C. Robiki sample was used to inoculate the anodic chamber in Microbial Fuel cell, the resulting average electricity production was 195.76 mV for two weeks. The decolorization average was almost 88%. The predominant bacteria responsible for MG decolorization and electricity production were identified using 16S rRNA as Shewanella chilikensis strain MG22 (Accession no. OP795826) and formed a heavy biofilm on the anode. At the end of the decolorization process, MG was added again for re-use of water. The results showed efficiency for re-use 3 times. To ensure the sterility of treated water for re-use, both UV and filter sterilization were used, the latter proved more efficient. The obtained results are promising, MFC can be used as recirculating aquaculture system (RAS). The same aquaculture water can be treated multiple times which provides a sustainable solution for water conservation.
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Affiliation(s)
- Abanaoub Efraim
- Microbiology Department, Applied Biotechnology Section, Faculty of Science, Ain Shams University, Cairo, Egypt
| | - Mai Saeed
- Microbiology Department, Applied Biotechnology Section, Faculty of Science, Ain Shams University, Cairo, Egypt
| | - Mariam Ahmed Elbaz
- Microbiology Department, Applied Biotechnology Section, Faculty of Science, Ain Shams University, Cairo, Egypt
| | - Mohamed Alaa
- Microbiology Department, Applied Biotechnology Section, Faculty of Science, Ain Shams University, Cairo, Egypt
| | - Noran Ahmed
- Microbiology Department, Applied Biotechnology Section, Faculty of Science, Ain Shams University, Cairo, Egypt
| | - Rana Adel
- Microbiology Department, Applied Biotechnology Section, Faculty of Science, Ain Shams University, Cairo, Egypt
| | - Yara Hazem
- Microbiology Department, Applied Biotechnology Section, Faculty of Science, Ain Shams University, Cairo, Egypt
| | - Einas Elshatoury
- Microbiology Department, Applied Biotechnology Section, Faculty of Science, Ain Shams University, Cairo, Egypt
| | - Ola M Gomaa
- Radiation Microbiology Department, National Center for Radiation Research and Technology (NCRRT), Egyptian Atomic Energy Authority (EAEA), Cairo, Egypt.
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Van Alin A, Corbett MK, Fathollahzadeh H, Tjiam MC, Putnis A, Eksteen J, Kaksonen AH, Watkin E. Klebsiella aerogenes Adhesion Behaviour during Biofilm Formation on Monazite. Microorganisms 2023; 11:1331. [PMID: 37317305 PMCID: PMC10222597 DOI: 10.3390/microorganisms11051331] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2023] [Revised: 05/11/2023] [Accepted: 05/15/2023] [Indexed: 06/16/2023] Open
Abstract
The adsorption behaviour of micro-organisms during the initial attachment stage of biofilm formation affects subsequent stages. The available area for attachment and the chemophysical properties of a surface affect microbial attachment performance. This study focused on the initial attachment behaviour of Klebsiella aerogenes on monazite by measuring the ratio of planktonic against sessile subpopulations (P:S ratio), and the potential role of extracellular DNA (eDNA). eDNA production, effects of physicochemical properties of the surface, particle size, total available area for attachment, and the initial inoculation size on the attachment behaviour were tested. K. aerogenes attached to monazite immediately after exposure to the ore; however, the P:S ratio significantly (p = 0.05) changed in response to the particle size, available area, and inoculation size. Attachment occurred preferentially on larger-sized (~50 µm) particles, and either decreasing the inoculation size or increasing the available area further promoted attachment. Nevertheless, a portion of the inoculated cells always remained in a planktonic state. K. aerogenes produced lower eDNA in response to the changed surface chemical properties when monazite was replaced by xenotime. Using pure eDNA to cover the monazite surface significantly (p ≤ 0.05) hindered bacterial attachment due to the repulsive interaction between the eDNA layer and bacteria.
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Affiliation(s)
- Arya Van Alin
- Curtin Medical School, Curtin University, Bentley, WA 6102, Australia; (A.V.A.); (H.F.); (M.C.T.)
- The Institute for Geoscience Research, School of Earth and Planetary Sciences, Curtin University, Bentley, WA 6102, Australia
| | - Melissa K. Corbett
- Curtin Medical School, Curtin University, Bentley, WA 6102, Australia; (A.V.A.); (H.F.); (M.C.T.)
- The Institute for Geoscience Research, School of Earth and Planetary Sciences, Curtin University, Bentley, WA 6102, Australia
| | - Homayoun Fathollahzadeh
- Curtin Medical School, Curtin University, Bentley, WA 6102, Australia; (A.V.A.); (H.F.); (M.C.T.)
- The Institute for Geoscience Research, School of Earth and Planetary Sciences, Curtin University, Bentley, WA 6102, Australia
| | - M. Christian Tjiam
- Curtin Medical School, Curtin University, Bentley, WA 6102, Australia; (A.V.A.); (H.F.); (M.C.T.)
- Wesfarmers Centre of Vaccines and Infectious Diseases, Telethon Kids Institute, Nedlands, WA 6009, Australia
- Centre for Child Health Research, The University of Western Australia, Nedlands, WA 6009, Australia
| | - Andrew Putnis
- The Institute for Geoscience Research, School of Earth and Planetary Sciences, Curtin University, Bentley, WA 6102, Australia
- Institut für Mineralogie, University of Münster, 48149 Münster, Germany
| | - Jacques Eksteen
- WA School of Mines, Minerals, Energy and Chemical Engineering, Curtin University, Waterford, WA 6152, Australia; (J.E.); (A.H.K.)
| | - Anna H. Kaksonen
- WA School of Mines, Minerals, Energy and Chemical Engineering, Curtin University, Waterford, WA 6152, Australia; (J.E.); (A.H.K.)
- CSIRO Environment, Floreat, WA 6014, Australia
| | - Elizabeth Watkin
- Curtin Medical School, Curtin University, Bentley, WA 6102, Australia; (A.V.A.); (H.F.); (M.C.T.)
- The Institute for Geoscience Research, School of Earth and Planetary Sciences, Curtin University, Bentley, WA 6102, Australia
- School of Science, Edith Cowan University, Joondalup, WA 6027, Australia
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Puelles JS, Ghorbani M, Tuck B, Machuca LL, Ackland ML, Chen F, Somers AE, Forsyth M. Effect of cetrimonium carrier micelles on bacterial membranes and extracellular DNA, an in silico study. Sci Rep 2023; 13:8041. [PMID: 37198168 DOI: 10.1038/s41598-023-32475-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Accepted: 03/28/2023] [Indexed: 05/19/2023] Open
Abstract
Microorganisms do not live as dispersed single cells but rather they form aggregates with extracellular polymeric substances at interfaces. Biofilms are considered efficient life forms because they shield bacteria from biocides and collect dilute nutrients. This is a big concern in industry since the microorganisms can colonize a wide range of surfaces, accelerating material deterioration, colonizing medical devices, contaminating ultrapure drinking water, increasing energy costs and creating focus of infection. Conventional biocides that target a specific component of the bacteria are not effective in the presence of biofilms. Efficient biofilm inhibitors are based on a multitarget approach interacting with the bacteria and the biofilm matrix. Their rationale design requires a thorough understanding of inhibitory mechanisms that are still largely lacking today. Herein we uncover via molecular modelling the inhibition mechanism of cetrimonium 4-OH cinnamate (CTA-4OHcinn). Simulations show that CTA-4OH micelles can disrupt symmetric and asymmetric bilayers, representative of inner and outer bacterial membranes, following three stages: adsorption, assimilation, and defect formation. The main driving force for micellar attack is electrostatic interactions. In addition to disrupting the bilayers, the micelles work as carriers facilitating the trapping of 4OH cinnamate anions within the bilayer upper leaflet and overcoming electrostatic repulsion. The micelles also interact with extracellular DNA (e-DNA), which is one of the main components of biofilms. It is observed that CTA-4OHcinn forms spherical micelles on the DNA backbone; which hinders their ability to pack. This is demonstrated by modelling the DNA along the hbb histone-like protein, showing that in the presence of CTA-4OHcinn, DNA does not pack properly around hbb. The abilities of CTA-4OHcinn to cause cell death through membrane disruption and to disperse a mature, multi-species biofilm are also confirmed experimentally.
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Affiliation(s)
| | - Mahdi Ghorbani
- Institute for Frontier Materials, Deakin University, Geelong, VIC, 3217, Australia
| | - Benjamin Tuck
- Curtin Corrosion Centre, WA School of Mines: Minerals, Energy and Chemical Engineering, Curtin University, Kent Street, Bentley, WA, 6102, Australia
| | - Laura L Machuca
- Curtin Corrosion Centre, WA School of Mines: Minerals, Energy and Chemical Engineering, Curtin University, Kent Street, Bentley, WA, 6102, Australia
| | - M Leigh Ackland
- ARC Centre of Excellence for Electromaterials Science (ACES), Deakin University, Burwood, 3125, Australia
- School of Life and Environmental Sciences, Deakin University, Burwood, Victoria, 3125, Australia
| | - Fangfang Chen
- Institute for Frontier Materials, Deakin University, Geelong, VIC, 3217, Australia.
- ARC Centre of Excellence for Electromaterials Science (ACES), Deakin University, Burwood, 3125, Australia.
| | - Anthony E Somers
- Institute for Frontier Materials, Deakin University, Geelong, VIC, 3217, Australia.
| | - Maria Forsyth
- Institute for Frontier Materials, Deakin University, Geelong, VIC, 3217, Australia.
- ARC Centre of Excellence for Electromaterials Science (ACES), Deakin University, Burwood, 3125, Australia.
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