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Gene co-expression network analysis in zebrafish reveals chemical class specific modules
BACKGROUND: Zebrafish is a popular animal model used for high-throughput screening of chemical hazards, however, investigations of transcriptomic mechanisms of toxicity are still needed. Here, our goal was to identify genes and biological pathways that Aryl Hydrocarbon Receptor 2 (AHR2) Activators a...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8438978/ https://www.ncbi.nlm.nih.gov/pubmed/34517816 http://dx.doi.org/10.1186/s12864-021-07940-4 |
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author | Shankar, Prarthana McClure, Ryan S. Waters, Katrina M. Tanguay, Robyn L. |
author_facet | Shankar, Prarthana McClure, Ryan S. Waters, Katrina M. Tanguay, Robyn L. |
author_sort | Shankar, Prarthana |
collection | PubMed |
description | BACKGROUND: Zebrafish is a popular animal model used for high-throughput screening of chemical hazards, however, investigations of transcriptomic mechanisms of toxicity are still needed. Here, our goal was to identify genes and biological pathways that Aryl Hydrocarbon Receptor 2 (AHR2) Activators and flame retardant chemicals (FRCs) alter in developing zebrafish. Taking advantage of a compendium of phenotypically-anchored RNA sequencing data collected from 48-h post fertilization (hpf) zebrafish, we inferred a co-expression network that grouped genes based on their transcriptional response. RESULTS: Genes responding to the FRCs and AHR2 Activators localized to distinct regions of the network, with FRCs inducing a broader response related to neurobehavior. AHR2 Activators centered in one region related to chemical stress responses. We also discovered several highly co-expressed genes in this module, including cyp1a, and we subsequently show that these genes are definitively within the AHR2 signaling pathway. Systematic removal of the two chemical types from the data, and analysis of network changes identified neurogenesis associated with FRCs, and regulation of vascular development associated with both chemical classes. We also identified highly connected genes responding specifically to each class that are potential biomarkers of exposure. CONCLUSIONS: Overall, we created the first zebrafish chemical-specific gene co-expression network illuminating how chemicals alter the transcriptome relative to each other. In addition to our conclusions regarding FRCs and AHR2 Activators, our network can be leveraged by other studies investigating chemical mechanisms of toxicity. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-021-07940-4. |
format | Online Article Text |
id | pubmed-8438978 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-84389782021-09-14 Gene co-expression network analysis in zebrafish reveals chemical class specific modules Shankar, Prarthana McClure, Ryan S. Waters, Katrina M. Tanguay, Robyn L. BMC Genomics Research BACKGROUND: Zebrafish is a popular animal model used for high-throughput screening of chemical hazards, however, investigations of transcriptomic mechanisms of toxicity are still needed. Here, our goal was to identify genes and biological pathways that Aryl Hydrocarbon Receptor 2 (AHR2) Activators and flame retardant chemicals (FRCs) alter in developing zebrafish. Taking advantage of a compendium of phenotypically-anchored RNA sequencing data collected from 48-h post fertilization (hpf) zebrafish, we inferred a co-expression network that grouped genes based on their transcriptional response. RESULTS: Genes responding to the FRCs and AHR2 Activators localized to distinct regions of the network, with FRCs inducing a broader response related to neurobehavior. AHR2 Activators centered in one region related to chemical stress responses. We also discovered several highly co-expressed genes in this module, including cyp1a, and we subsequently show that these genes are definitively within the AHR2 signaling pathway. Systematic removal of the two chemical types from the data, and analysis of network changes identified neurogenesis associated with FRCs, and regulation of vascular development associated with both chemical classes. We also identified highly connected genes responding specifically to each class that are potential biomarkers of exposure. CONCLUSIONS: Overall, we created the first zebrafish chemical-specific gene co-expression network illuminating how chemicals alter the transcriptome relative to each other. In addition to our conclusions regarding FRCs and AHR2 Activators, our network can be leveraged by other studies investigating chemical mechanisms of toxicity. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-021-07940-4. BioMed Central 2021-09-13 /pmc/articles/PMC8438978/ /pubmed/34517816 http://dx.doi.org/10.1186/s12864-021-07940-4 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Shankar, Prarthana McClure, Ryan S. Waters, Katrina M. Tanguay, Robyn L. Gene co-expression network analysis in zebrafish reveals chemical class specific modules |
title | Gene co-expression network analysis in zebrafish reveals chemical class specific modules |
title_full | Gene co-expression network analysis in zebrafish reveals chemical class specific modules |
title_fullStr | Gene co-expression network analysis in zebrafish reveals chemical class specific modules |
title_full_unstemmed | Gene co-expression network analysis in zebrafish reveals chemical class specific modules |
title_short | Gene co-expression network analysis in zebrafish reveals chemical class specific modules |
title_sort | gene co-expression network analysis in zebrafish reveals chemical class specific modules |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8438978/ https://www.ncbi.nlm.nih.gov/pubmed/34517816 http://dx.doi.org/10.1186/s12864-021-07940-4 |
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