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Yoda H, Abe K, Takeo H, Takamura-Enya T, Koike-Takeshita A. Application of image-recognition techniques to automated micronucleus detection in the in vitro micronucleus assay. Genes Environ 2024; 46:11. [PMID: 38659010 PMCID: PMC11040892 DOI: 10.1186/s41021-024-00305-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Accepted: 04/11/2024] [Indexed: 04/26/2024] Open
Abstract
BACKGROUND An in vitro micronucleus assay is a standard genotoxicity test. Although the technique and interpretation of the results are simple, manual counting of the total and micronucleus-containing cells in a microscopic field is tedious. To address this issue, several systems have been developed for quick and efficient micronucleus counting, including flow cytometry and automated detection based on specialized software and detection systems that analyze images. RESULTS Here, we present a simple and effective method for automated micronucleus counting using image recognition technology. Our process involves separating the RGB channels in a color micrograph of cells stained with acridine orange. The cell nuclei and micronuclei were detected by scaling the G image, whereas the cytoplasm was recognized from a composite image of the R and G images. Finally, we identified cells with overlapping cytoplasm and micronuclei as micronucleated cells, and the application displayed the number of micronucleated cells and the total number of cells. Our method yielded results that were comparable to manually measured values. CONCLUSIONS Our micronucleus detection (MN/cell detection software) system can accurately detect the total number of cells and micronucleus-forming cells in microscopic images with the same level of precision as achieved through manual counting. The accuracy of micronucleus numbers depends on the cell staining conditions; however, the software has options by which users can easily manually optimize parameters such as threshold, denoise, and binary to achieve the best results. The optimization process is easy to handle and requires less effort, making it an efficient way to obtain accurate results.
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Affiliation(s)
- Hiromi Yoda
- Biomedical Research Center, Kanagawa Institute of Technology, 1030 Shimo-Ogino, Atsugi, Kanagawa, 243-0292, Japan
- Department of Applied Biosciences, Kanagawa Institute of Technology, Atsugi, Japan
| | - Kazuya Abe
- Biomedical Research Center, Kanagawa Institute of Technology, 1030 Shimo-Ogino, Atsugi, Kanagawa, 243-0292, Japan
- Department of Electrical and Electronic Engineering, Kanagawa Institute of Technology, Atsugi, Japan
| | - Hideya Takeo
- Biomedical Research Center, Kanagawa Institute of Technology, 1030 Shimo-Ogino, Atsugi, Kanagawa, 243-0292, Japan
- Department of Electrical and Electronic Engineering, Kanagawa Institute of Technology, Atsugi, Japan
| | - Takeji Takamura-Enya
- Biomedical Research Center, Kanagawa Institute of Technology, 1030 Shimo-Ogino, Atsugi, Kanagawa, 243-0292, Japan.
- Department of Applied Chemistry, Kanagawa Institute of Technology, 1030 Shimo-Ogino, Atsugi, Kanagawa, 243-0292, Japan.
| | - Ayumi Koike-Takeshita
- Biomedical Research Center, Kanagawa Institute of Technology, 1030 Shimo-Ogino, Atsugi, Kanagawa, 243-0292, Japan
- Department of Applied Biosciences, Kanagawa Institute of Technology, Atsugi, Japan
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Targeted anticancer prodrug therapy using dextran mediated enzyme–antibody conjugate and β-cyclodextrin-curcumin inclusion complex. Int J Biol Macromol 2020; 160:1029-1041. [DOI: 10.1016/j.ijbiomac.2020.05.225] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2020] [Revised: 05/16/2020] [Accepted: 05/26/2020] [Indexed: 12/14/2022]
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Zhukova LV. Evidence for Compression of Escherichia coli K12 Cells under the Effect of TiO₂ Nanoparticles. ACS APPLIED MATERIALS & INTERFACES 2015; 7:27197-27205. [PMID: 26584239 DOI: 10.1021/acsami.5b08042] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
It has been shown that treatment with titanium dioxide nanoparticles (TiO2 NPs) combined with near-ultraviolet (UV-A) irradiation or in certain dark conditions reduced the numbers of various microorganisms, but the mechanism of this effect remains unclear. In this study to further clarify the mechanism of the antibacterial effect of TiO2 NPs the physiological state of E. coli K12 cells was estimated after incubation with the NPs (0.2 g/L) for different periods of time, with or without UV-A irradiation. Cell incubation with TiO2 NPs, combined or not combined with UV-A irradiation, showed that inactive cells were located only within cell aggregates formed after incubation with TiO2 NPs and that the larger the aggregate, the greater the number of such cells. When the formation of large aggregates was prevented, exposure to NPs under UV-A irradiation failed to result in cell inactivation. A comparative analysis of fluorescence and optical microscopic images of the same aggregates showed that the location of inactivated cells coincided with the zone of increased optical density within the aggregate. After treatment with TiO2 NPs under UV-A for 30, 60, or 120 min cells within the aggregates were the first to be inactivated. Cells on which NPs irradiated more strongly (at the periphery of large aggregates and single) remained active for a longer time than cells within the aggregates. As the time of treatment increased, so did the degree of cell compaction, with some zones of the aggregates eventually transforming into an acellular mass. After UV-A irradiation the cell aggregates spontaneously moved toward each other and gradually fused into larger structures, indicating that such exposure enhanced mutual attraction of cells treated with the NPs. Present study provides evidence for hypothesis that bacterial cells covered with TiO2 NPs are inactivated due to their mutual attraction and consequent compression.
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Affiliation(s)
- Lyudmila V Zhukova
- Bach Institute of Biochemistry, Research Center of Biotechnology of the Russian Academy of Sciences , 33, Building 2 Leninsky Avenue, Moscow 119071, Russia
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A luminescent hybridoma-based biosensor for rapid detection of V. cholerae upon induction of calcium signaling pathway. Biosens Bioelectron 2015; 79:213-9. [PMID: 26706943 DOI: 10.1016/j.bios.2015.12.018] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2015] [Revised: 12/05/2015] [Accepted: 12/10/2015] [Indexed: 12/11/2022]
Abstract
In this study, a hybridoma based biosensor was developed for rapid, sensitive and selective detection of Vibrio cholerae O1 which converts the antibody-antigen binding to bioluminescence light. After investigation on hybridoma performance, the biosensor was constructed by transfecting specific hybridoma cells with aequorin reporter gene and the bioluminescence activities of stable biosensor were measured. The sensitivity of biosensor was as few as 50 CFU/ml and it showed no responses to other entric bacteria. Moreover, the response time of biosensor was estimated in 7th second which means this method is considerably faster than many available detection assays. In addition, this biosensor was successfully applied to V. cholerae detection in environmental samples with no significant loss in sensitivity, demonstrating our proposed biosensor provides a sensitive and reliable method for detection of V. cholerae in natural samples. The application of whole hybridoma cell directly as a sensing element in biosensor construction which mentioned for the first time in present study suggests that hybridoma cells could provide a valuable tool for future studies in both basic and diagnostic sciences and could be considered as a fast and specific sensing element for detection of other pathogens in different applications.
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Zhukova LV. Investigation into the physiological state of Escherichia coli
K 12 cells under the action of TiO2 nanoparticles in acidic conditions. ACTA ACUST UNITED AC 2013. [DOI: 10.1134/s1995078013050169] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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Whole-object fluorescence lifetime setup for efficient non-imaging quantitative intracellular fluorophore measurements. J Fluoresc 2012; 22:875-82. [PMID: 22258423 DOI: 10.1007/s10895-011-1025-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2011] [Accepted: 11/21/2011] [Indexed: 10/14/2022]
Abstract
In the present study we introduce a Whole-Object Fluorescence Life Time (wo-FLT) measurement approach for ease and a relatively inexpensive method of tracing alterations in intracellular fluorophore distribution and in the physical-chemical features of the microenvironments hosting the fluorophore. Two common fluorophores, Rhodamine 123 and Acridine Orange, were used to stain U937 cells which were incubated, with and without either Carbonyl cyanide 3-chlorphenylhydrazon or the apoptosis inducer H(2)O(2). The wo-FLT, which is a non-imaging quantitative measurement, was able to detect several fluorescence decay components and corresponding weights in a single cell resolution. Following cell treatment, both decay time and weight were altered. Results suggest that the prominent factor responsible for these alterations and in some cases to a shift in emission spectrum as well, is the intracellular fluorophore local concentration. In this study it was demonstrated that the proposed wo-FLT method is superior to color fluorescence based imaging in cases where the emission spectrum of a fluorophore remains unchanged during the investigated process. The proposed wo-FLT approach may be of particular importance when direct imaging is impossible.
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