Mapping Drug Physico-Chemical Features to Pathway Activity Reveals Molecular Networks Linked to Toxicity Outcome

被引:13
作者
Antczak, Philipp [1 ]
Ortega, Fernando [1 ]
Chipman, J. Kevin [1 ]
Falciani, Francesco [1 ]
机构
[1] Univ Birmingham, Sch Biosci, Birmingham, W Midlands, England
基金
英国自然环境研究理事会; 英国生物技术与生命科学研究理事会;
关键词
EXPRESSION; SELECTION;
D O I
10.1371/journal.pone.0012385
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The identification of predictive biomarkers is at the core of modern toxicology. So far, a number of approaches have been proposed. These rely on statistical inference of toxicity response from either compound features (i.e., QSAR), in vitro cell based assays or molecular profiling of target tissues (i.e., expression profiling). Although these approaches have already shown the potential of predictive toxicology, we still do not have a systematic approach to model the interaction between chemical features, molecular networks and toxicity outcome. Here, we describe a computational strategy designed to address this important need. Its application to a model of renal tubular degeneration has revealed a link between physicochemical features and signalling components controlling cell communication pathways, which in turn are differentially modulated in response to toxic chemicals. Overall, our findings are consistent with the existence of a general toxicity mechanism operating in synergy with more specific single-target based mode of actions (MOAs) and provide a general framework for the development of an integrative approach to predictive toxicology.
引用
收藏
页数:14
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