Pilot testing and optimization of a larval fathead minnow high throughput transcriptomics assay

IF 2.9 Q2 TOXICOLOGY
Daniel L. Villeneuve , Michelle Le , Monique Hazemi , Adam Biales , David C. Bencic , Kendra Bush , Robert Flick , John Martinson , Mackenzie Morshead , Kelvin Santana Rodriguez , Kelsey Vitense , Kevin Flynn
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引用次数: 3

Abstract

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.

Abstract Image

高通量转录组学测定法的中试和优化
暴露于试验物质的细胞或动物中的全局基因表达谱开始与对照组显著不同的浓度已被提议作为筛查水平危险评估的替代起点。本研究描述了一种高通量兼容转录组学测定法的中试测试,该方法适用于胖头鱼幼虫。孵化后一天,将肥头鱼暴露于11种不同浓度的三种金属、三种选择性血清素再摄取抑制剂和四种新烟碱类化合物中24小时,并将浓度反应模型应用于全身基因表达数据。基于转录组学的出发点(tPOD)始终低于鱼类顶端终点研究中报告的效应浓度。然而,基于胖头鱼幼虫的tPOD并不总是低于在其他水生生物(如甲壳类动物或昆虫)中引起顶端毒性的浓度。使用中试试验数据的随机计算机二次采样来评估各种试验设计和验收考虑因素,如转录组覆盖率、每次治疗要测序的重复个体数量和差异表达基因的最小数量,以产生可靠的tPOD估计。结果显示,可以推导出浓度-反应关系的基因总数与由此产生的tPOD估计的总体变异性之间存在很强的相关性。我们得出的结论是,就我们目前的分析设计和分析管道而言,基于少于15个差异表达基因的tPOD可能不可靠,并且基因表达谱的个体间变异性似乎比单独的样本量更重要地驱动tPOD变异性。结果代表了开发用于生态危害筛选的高通量转录组学分析的初步步骤。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Current Research in Toxicology
Current Research in Toxicology Environmental Science-Health, Toxicology and Mutagenesis
CiteScore
4.70
自引率
3.00%
发文量
33
审稿时长
82 days
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