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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Main Authors: Laurent A. Winckers, Chris T. Evelo, Egon L. Willighagen, Martina Kutmon
Format: Article
Language:English
Published: MDPI AG 2021-08-01
Series:International Journal of Molecular Sciences
Subjects:
Online Access:https://www.mdpi.com/1422-0067/22/17/9432
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spelling 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
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AT egonlwillighagen investigatingthemolecularprocessesbehindthecellspecifictoxicityresponsetotitaniumdioxidenanobelts
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