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PCA plots were created for single larval markers of exposure (A) and effect (B). Point colors are unique to combined copper concentration (0, 3, 6, or 9 μg/L) and morphologies (N, normal, or A, abnormal). Counts were normalized in DESeq2 and transformed with variance stabilizing transformation (vst) prior to plotting.

PCA plots were created for single larval markers of exposure (A) and effect (B). Point colors are unique to combined copper concentration (0, 3, 6, or 9 μg/L) and morphologies (N, normal, or A, abnormal). Counts were normalized in DESeq2 and transformed with variance stabilizing transformation (vst) prior to plotting.

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One of the challenges facing efforts to generate molecular biomarkers for toxins is distinguishing between markers that are indicative of exposure and markers that provide evidence of the effects of toxicity. Phenotypic anchoring provides an approach to help segregate markers into these categories based on some phenotypic index of toxicity. Here we...

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... Following a 10-min incubation at room temperature, the beads were bound to a magnet, washed twice with 80% ethanol and dried for 10 min. The dried bead-bound total RNA was used directly as input to prepare 3′-tag RNAseq libraries using a protocol adapted from a single-cell RNAseq library construction protocol (Hall and Gracey 2021). Briefly, the bead-bound RNA was resuspended in 8 μL of a reverse-transcription reaction mixture with each well receiving a unique indexed anchored oligo-dT primer that contained the Illumina p7 sequence. ...
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