Wegner Susanna H, Yu Xiaozhong, Pacheco Shubin Sara, Griffith William C, Faustman Elaine M
Department of Environmental and Occupational Health Sciences, University of Washington, United States.
Department of Environmental and Occupational Health Sciences, University of Washington, United States.
Reprod Toxicol. 2015 Jan;51:31-9. doi: 10.1016/j.reprotox.2014.11.008. Epub 2014 Nov 25.
Shifting the field of developmental toxicology toward evaluation of pathway perturbation requires a quantitative definition of normal developmental dynamics. This project examined a publicly available dataset to quantify pathway dynamics during testicular development and spermatogenesis and anchor toxicant-perturbed pathways within the context of normal development. Genes significantly changed throughout testis development in mice were clustered by their direction of change using K-means clustering. Gene Ontology terms enriched among each cluster were identified using MAPPfinder. Temporal pathway dynamics of enriched terms were quantified based on average expression intensity for all genes associated with a given term. This analysis captured processes that drive development, including the peak in steroidogenesis known to occur around gestational day 16.5 and the increase in meiosis and spermatogenesis-related pathways during the first wave of spermatogenesis. Our analysis quantifies dynamics of pathways vulnerable to toxicants and provides a framework for quantifying perturbation of these pathways.
将发育毒理学领域转向对通路扰动的评估需要对正常发育动态进行定量定义。本项目研究了一个公开可用的数据集,以量化睾丸发育和精子发生过程中的通路动态,并在正常发育的背景下确定毒物扰动的通路。使用K均值聚类法,根据基因变化方向对小鼠睾丸发育过程中显著变化的基因进行聚类。使用MAPPfinder确定每个聚类中富集的基因本体术语。基于与给定术语相关的所有基因的平均表达强度,对富集术语的时间通路动态进行量化。该分析捕捉到了驱动发育的过程,包括已知在妊娠第16.5天左右出现的类固醇生成高峰,以及在第一波精子发生过程中减数分裂和精子发生相关通路的增加。我们的分析量化了易受毒物影响的通路的动态,并提供了一个量化这些通路扰动的框架。