Investigating the Molecular Processes behind the Cell-Specific Toxicity Response to Titanium Dioxide Nanobelts
Some engineered nanomaterials incite toxicological effects, but the underlying molecular processes are understudied. The varied physicochemical properties cause different initial molecular interactions, complicating toxicological predictions. Gene expression data allow us to study the responses of g...
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doaj-61d569b45e584cb8b55575d6d3ab2d112021-09-09T13:48:02ZengMDPI AGInternational Journal of Molecular Sciences1661-65961422-00672021-08-01229432943210.3390/ijms22179432Investigating the Molecular Processes behind the Cell-Specific Toxicity Response to Titanium Dioxide NanobeltsLaurent A. Winckers0Chris T. Evelo1Egon L. Willighagen2Martina Kutmon3Department of Bioinformatics—BiGCaT, NUTRIM School of Nutrition and Translational Research in Metabolism, Maastricht University, NL-6200 MD Maastricht, The NetherlandsDepartment of Bioinformatics—BiGCaT, NUTRIM School of Nutrition and Translational Research in Metabolism, Maastricht University, NL-6200 MD Maastricht, The NetherlandsDepartment of Bioinformatics—BiGCaT, NUTRIM School of Nutrition and Translational Research in Metabolism, Maastricht University, NL-6200 MD Maastricht, The NetherlandsDepartment of Bioinformatics—BiGCaT, NUTRIM School of Nutrition and Translational Research in Metabolism, Maastricht University, NL-6200 MD Maastricht, The NetherlandsSome engineered nanomaterials incite toxicological effects, but the underlying molecular processes are understudied. The varied physicochemical properties cause different initial molecular interactions, complicating toxicological predictions. Gene expression data allow us to study the responses of genes and biological processes. Overrepresentation analysis identifies enriched biological processes using the experimental data but prompts broad results instead of detailed toxicological processes. We demonstrate a targeted filtering approach to compare public gene expression data for low and high exposure on three cell lines to titanium dioxide nanobelts. Our workflow finds cell and concentration-specific changes in affected pathways linked to four Gene Ontology terms (apoptosis, inflammation, DNA damage, and oxidative stress) to select pathways with a clear toxicity focus. We saw more differentially expressed genes at higher exposure, but our analysis identifies clear differences between the cell lines in affected processes. Colorectal adenocarcinoma cells showed resilience to both concentrations. Small airway epithelial cells displayed a cytotoxic response to the high concentration, but not as strongly as monocytic-like cells. The pathway-gene networks highlighted the gene overlap between altered toxicity-related pathways. The automated workflow is flexible and can focus on other biological processes by selecting other GO terms.https://www.mdpi.com/1422-0067/22/17/9432nanomaterialstitanium dioxidenanobeltsoverrepresentation analysisGene OntologyTHP1 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Laurent A. Winckers Chris T. Evelo Egon L. Willighagen Martina Kutmon |
spellingShingle |
Laurent A. Winckers Chris T. Evelo Egon L. Willighagen Martina Kutmon Investigating the Molecular Processes behind the Cell-Specific Toxicity Response to Titanium Dioxide Nanobelts International Journal of Molecular Sciences nanomaterials titanium dioxide nanobelts overrepresentation analysis Gene Ontology THP1 |
author_facet |
Laurent A. Winckers Chris T. Evelo Egon L. Willighagen Martina Kutmon |
author_sort |
Laurent A. Winckers |
title |
Investigating the Molecular Processes behind the Cell-Specific Toxicity Response to Titanium Dioxide Nanobelts |
title_short |
Investigating the Molecular Processes behind the Cell-Specific Toxicity Response to Titanium Dioxide Nanobelts |
title_full |
Investigating the Molecular Processes behind the Cell-Specific Toxicity Response to Titanium Dioxide Nanobelts |
title_fullStr |
Investigating the Molecular Processes behind the Cell-Specific Toxicity Response to Titanium Dioxide Nanobelts |
title_full_unstemmed |
Investigating the Molecular Processes behind the Cell-Specific Toxicity Response to Titanium Dioxide Nanobelts |
title_sort |
investigating the molecular processes behind the cell-specific toxicity response to titanium dioxide nanobelts |
publisher |
MDPI AG |
series |
International Journal of Molecular Sciences |
issn |
1661-6596 1422-0067 |
publishDate |
2021-08-01 |
description |
Some engineered nanomaterials incite toxicological effects, but the underlying molecular processes are understudied. The varied physicochemical properties cause different initial molecular interactions, complicating toxicological predictions. Gene expression data allow us to study the responses of genes and biological processes. Overrepresentation analysis identifies enriched biological processes using the experimental data but prompts broad results instead of detailed toxicological processes. We demonstrate a targeted filtering approach to compare public gene expression data for low and high exposure on three cell lines to titanium dioxide nanobelts. Our workflow finds cell and concentration-specific changes in affected pathways linked to four Gene Ontology terms (apoptosis, inflammation, DNA damage, and oxidative stress) to select pathways with a clear toxicity focus. We saw more differentially expressed genes at higher exposure, but our analysis identifies clear differences between the cell lines in affected processes. Colorectal adenocarcinoma cells showed resilience to both concentrations. Small airway epithelial cells displayed a cytotoxic response to the high concentration, but not as strongly as monocytic-like cells. The pathway-gene networks highlighted the gene overlap between altered toxicity-related pathways. The automated workflow is flexible and can focus on other biological processes by selecting other GO terms. |
topic |
nanomaterials titanium dioxide nanobelts overrepresentation analysis Gene Ontology THP1 |
url |
https://www.mdpi.com/1422-0067/22/17/9432 |
work_keys_str_mv |
AT laurentawinckers investigatingthemolecularprocessesbehindthecellspecifictoxicityresponsetotitaniumdioxidenanobelts AT christevelo investigatingthemolecularprocessesbehindthecellspecifictoxicityresponsetotitaniumdioxidenanobelts AT egonlwillighagen investigatingthemolecularprocessesbehindthecellspecifictoxicityresponsetotitaniumdioxidenanobelts AT martinakutmon investigatingthemolecularprocessesbehindthecellspecifictoxicityresponsetotitaniumdioxidenanobelts |
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1717760067761078272 |