Need for a systematic process of developing omics based tools.
Developed a multi-gene expression-based biomarker for pyrethroid pesticides.
Biomarker was able to identify fish exposed to ng/L levels of any of four pyrethroids.
Introduce a method to minimize the effects of inter-experiment variability on tool performance.