Cargando…
Pilot testing and optimization of a larval fathead minnow high throughput transcriptomics assay
Concentrations at which global gene expression profiles in cells or animals exposed to a test substance start to differ significantly from those of controls have been proposed as an alternative point of departure for use in screening level hazard assessment. The present study describes pilot testing...
Autores principales: | , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9816907/ https://www.ncbi.nlm.nih.gov/pubmed/36619288 http://dx.doi.org/10.1016/j.crtox.2022.100099 |
_version_ | 1784864645900664832 |
---|---|
author | Villeneuve, Daniel L. Le, Michelle Hazemi, Monique Biales, Adam Bencic, David C. Bush, Kendra Flick, Robert Martinson, John Morshead, Mackenzie Rodriguez, Kelvin Santana Vitense, Kelsey Flynn, Kevin |
author_facet | Villeneuve, Daniel L. Le, Michelle Hazemi, Monique Biales, Adam Bencic, David C. Bush, Kendra Flick, Robert Martinson, John Morshead, Mackenzie Rodriguez, Kelvin Santana Vitense, Kelsey Flynn, Kevin |
author_sort | Villeneuve, Daniel L. |
collection | PubMed |
description | Concentrations at which global gene expression profiles in cells or animals exposed to a test substance start to differ significantly from those of controls have been proposed as an alternative point of departure for use in screening level hazard assessment. The present study describes pilot testing of a high throughput compatible transcriptomics assay with larval fathead minnows. One day post hatch fathead minnows were exposed to eleven different concentrations of three metals, three selective serotonin reuptake inhibitors, and four neonicotinoid-like compounds for 24 h and concentration response modeling was applied to whole body gene expression data. Transcriptomics-based points of departure (tPODs) were consistently lower than effect concentrations reported in apical endpoint studies in fish. However, larval fathead minnow-based tPODs were not always lower than concentrations reported to elicit apical toxicity in other aquatic organisms like crustaceans or insects. Random in silico subsampling of data from the pilot assays was used to evaluate various assay design and acceptance considerations such as transcriptome coverage, number of replicate individuals to sequence per treatment, and minimum number of differentially expressed genes to produce a reliable tPOD estimate. Results showed a strong association between the total number of genes for which a concentration response relationship could be derived and the overall variability in the resulting tPOD estimates. We conclude that, for our current assay design and analysis pipeline, tPODs based on fewer than 15 differentially expressed genes are likely to be unreliable for screening and that interindividual variability in gene expression profiles appears to be a more significant driver of tPOD variability than sample size alone. Results represent initial steps toward developing high throughput transcriptomics assays for use in ecological hazard screening. |
format | Online Article Text |
id | pubmed-9816907 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-98169072023-01-07 Pilot testing and optimization of a larval fathead minnow high throughput transcriptomics assay Villeneuve, Daniel L. Le, Michelle Hazemi, Monique Biales, Adam Bencic, David C. Bush, Kendra Flick, Robert Martinson, John Morshead, Mackenzie Rodriguez, Kelvin Santana Vitense, Kelsey Flynn, Kevin Curr Res Toxicol Article Concentrations at which global gene expression profiles in cells or animals exposed to a test substance start to differ significantly from those of controls have been proposed as an alternative point of departure for use in screening level hazard assessment. The present study describes pilot testing of a high throughput compatible transcriptomics assay with larval fathead minnows. One day post hatch fathead minnows were exposed to eleven different concentrations of three metals, three selective serotonin reuptake inhibitors, and four neonicotinoid-like compounds for 24 h and concentration response modeling was applied to whole body gene expression data. Transcriptomics-based points of departure (tPODs) were consistently lower than effect concentrations reported in apical endpoint studies in fish. However, larval fathead minnow-based tPODs were not always lower than concentrations reported to elicit apical toxicity in other aquatic organisms like crustaceans or insects. Random in silico subsampling of data from the pilot assays was used to evaluate various assay design and acceptance considerations such as transcriptome coverage, number of replicate individuals to sequence per treatment, and minimum number of differentially expressed genes to produce a reliable tPOD estimate. Results showed a strong association between the total number of genes for which a concentration response relationship could be derived and the overall variability in the resulting tPOD estimates. We conclude that, for our current assay design and analysis pipeline, tPODs based on fewer than 15 differentially expressed genes are likely to be unreliable for screening and that interindividual variability in gene expression profiles appears to be a more significant driver of tPOD variability than sample size alone. Results represent initial steps toward developing high throughput transcriptomics assays for use in ecological hazard screening. Elsevier 2022-12-22 /pmc/articles/PMC9816907/ /pubmed/36619288 http://dx.doi.org/10.1016/j.crtox.2022.100099 Text en https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Villeneuve, Daniel L. Le, Michelle Hazemi, Monique Biales, Adam Bencic, David C. Bush, Kendra Flick, Robert Martinson, John Morshead, Mackenzie Rodriguez, Kelvin Santana Vitense, Kelsey Flynn, Kevin Pilot testing and optimization of a larval fathead minnow high throughput transcriptomics assay |
title | Pilot testing and optimization of a larval fathead minnow high throughput transcriptomics assay |
title_full | Pilot testing and optimization of a larval fathead minnow high throughput transcriptomics assay |
title_fullStr | Pilot testing and optimization of a larval fathead minnow high throughput transcriptomics assay |
title_full_unstemmed | Pilot testing and optimization of a larval fathead minnow high throughput transcriptomics assay |
title_short | Pilot testing and optimization of a larval fathead minnow high throughput transcriptomics assay |
title_sort | pilot testing and optimization of a larval fathead minnow high throughput transcriptomics assay |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9816907/ https://www.ncbi.nlm.nih.gov/pubmed/36619288 http://dx.doi.org/10.1016/j.crtox.2022.100099 |
work_keys_str_mv | AT villeneuvedaniell pilottestingandoptimizationofalarvalfatheadminnowhighthroughputtranscriptomicsassay AT lemichelle pilottestingandoptimizationofalarvalfatheadminnowhighthroughputtranscriptomicsassay AT hazemimonique pilottestingandoptimizationofalarvalfatheadminnowhighthroughputtranscriptomicsassay AT bialesadam pilottestingandoptimizationofalarvalfatheadminnowhighthroughputtranscriptomicsassay AT bencicdavidc pilottestingandoptimizationofalarvalfatheadminnowhighthroughputtranscriptomicsassay AT bushkendra pilottestingandoptimizationofalarvalfatheadminnowhighthroughputtranscriptomicsassay AT flickrobert pilottestingandoptimizationofalarvalfatheadminnowhighthroughputtranscriptomicsassay AT martinsonjohn pilottestingandoptimizationofalarvalfatheadminnowhighthroughputtranscriptomicsassay AT morsheadmackenzie pilottestingandoptimizationofalarvalfatheadminnowhighthroughputtranscriptomicsassay AT rodriguezkelvinsantana pilottestingandoptimizationofalarvalfatheadminnowhighthroughputtranscriptomicsassay AT vitensekelsey pilottestingandoptimizationofalarvalfatheadminnowhighthroughputtranscriptomicsassay AT flynnkevin pilottestingandoptimizationofalarvalfatheadminnowhighthroughputtranscriptomicsassay |