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The ability to produce consistent data and well-understood, correctly applied definitions are critical steps in making sure that assessments are done fairly and evenly.
This produced consistent data.
We showed that the use of spike-in-based normalization produced consistent results with qPCR validations, and provided us with deeper insights into KC biology.
Thus, producing consistent, timely, and reliable CoD data has remained a challenge.
The different analytical protocols produced consistent results.
To reduce plate to plate variation and to produce consistent results over time, a dilution series of pooled control serum on each plate should be included for the normalization.
Robustness testing produced consistent findings.
Moreover, we have to produce a macro micro consistent data set for the implementation of the model.
The 50% percentile normalization produces more downregulated than upregulated genes.
The normalization methods produced data that were virtually indistinguishable; because RPKM-normalized data agreed better across biological replicates, RPKM normalization was used for all analyses described here.
Betas (βs) calculated from raw signal intensities (the default GenomeStudio behavior) perform well, but using 11 methylomic datasets we demonstrate that quantile normalization methods produce marked improvement, even in highly consistent data, by all three metrics.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com