Effects of Iron Oxide Nanoparticles on Structural Organization of Hepatocyte Chromatin: Gray Level Co-occurrence Matrix Analysis
- PMID: 34039461
- DOI: 10.1017/S1431927621000532
Effects of Iron Oxide Nanoparticles on Structural Organization of Hepatocyte Chromatin: Gray Level Co-occurrence Matrix Analysis
Abstract
Gray level co-occurrence matrix (GLCM) analysis is a contemporary and innovative computer-based algorithm that can be used for the quantification of subtle changes in a cellular structure. In this work, we use this method for the detection of discrete alterations in hepatocyte chromatin distribution after in vivo exposure to iron oxide nanoparticles (IONPs). The study was performed on 40 male, healthy C57BL/6 mice divided into four groups: three experimental groups that received different doses of IONPs and 1 control group. We describe the dose-dependent reduction of chromatin textural uniformity measured as GLCM angular second moment. Similar changes were detected for chromatin textural uniformity expressed as the value of inverse difference moment. To the best of our knowledge, this is the first study to investigate the impact of iron-based nanomaterials on hepatocyte GLCM parameters. Also, this is the first study to apply discrete wavelet transform analysis, as a supplementary method to GLCM, for the assessment of hepatocyte chromatin structure in these conditions. The results may present the useful basis for future research on the application of GLCM and DWT methods in pathology and other medical research areas.
Keywords: cell; iron; microscopy; morphology; nanomaterial; nucleus.
Similar articles
-
Gray-level co-occurrence matrix analysis of chromatin architecture in periportal and perivenous hepatocytes.Histochem Cell Biol. 2019 Jan;151(1):75-83. doi: 10.1007/s00418-018-1714-5. Epub 2018 Aug 24. Histochem Cell Biol. 2019. PMID: 30140953
-
Application of Gray Level co-Occurrence Matrix Algorithm for Detection of Discrete Structural Changes in Cell Nuclei After Exposure to Iron Oxide Nanoparticles and 6-Hydroxydopamine.Microsc Microanal. 2019 Aug;25(4):982-988. doi: 10.1017/S1431927619014594. Epub 2019 Jul 5. Microsc Microanal. 2019. PMID: 31272521
-
Gray level co-occurrence matrix algorithm as pattern recognition biosensor for oxidopamine-induced changes in lymphocyte chromatin architecture.J Theor Biol. 2016 Oct 7;406:124-8. doi: 10.1016/j.jtbi.2016.07.018. Epub 2016 Jul 16. J Theor Biol. 2016. PMID: 27424557
-
Analyzing the mechanisms of iron oxide nanoparticles interactions with cells: A road from failure to success in clinical applications.J Control Release. 2020 Dec 10;328:59-77. doi: 10.1016/j.jconrel.2020.08.036. Epub 2020 Aug 27. J Control Release. 2020. PMID: 32860925 Review.
-
Surface engineering of magnetic iron oxide nanoparticles by polymer grafting: synthesis progress and biomedical applications.Nanoscale. 2020 Jul 23;12(28):14957-14975. doi: 10.1039/d0nr03346d. Nanoscale. 2020. PMID: 32648868 Review.
Cited by
-
Gray level co-occurrence matrix and wavelet analyses reveal discrete changes in proximal tubule cell nuclei after mild acute kidney injury.Sci Rep. 2023 Mar 10;13(1):4025. doi: 10.1038/s41598-023-31205-7. Sci Rep. 2023. PMID: 36899130 Free PMC article.
-
Analysis of Vascular Architecture and Parenchymal Damage Generated by Reduced Blood Perfusion in Decellularized Porcine Kidneys Using a Gray Level Co-occurrence Matrix.Front Cardiovasc Med. 2022 Mar 8;9:797283. doi: 10.3389/fcvm.2022.797283. eCollection 2022. Front Cardiovasc Med. 2022. PMID: 35360034 Free PMC article.
-
A chromEM-staining protocol optimized for cardiac tissue.Front Cell Dev Biol. 2023 Jul 5;11:1123114. doi: 10.3389/fcell.2023.1123114. eCollection 2023. Front Cell Dev Biol. 2023. PMID: 37476155 Free PMC article.
-
Machine learning approaches to detect hepatocyte chromatin alterations from iron oxide nanoparticle exposure.Sci Rep. 2024 Aug 23;14(1):19595. doi: 10.1038/s41598-024-70559-4. Sci Rep. 2024. PMID: 39179629 Free PMC article.
-
Transcriptional Stress Induces Chromatin Relocation of the Nucleotide Excision Repair Factor XPG.Int J Mol Sci. 2021 Jun 19;22(12):6589. doi: 10.3390/ijms22126589. Int J Mol Sci. 2021. PMID: 34205418 Free PMC article.
Publication types
MeSH terms
Substances
LinkOut - more resources
Full Text Sources
Other Literature Sources