broadinstitute / lincs-profiling-complementarity

Analyzing and comparing signal found in different profiling technologies
BSD 3-Clause "New" or "Revised" License
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[Response to Review] Adding dose independent null distribution comparisons #56

Closed gwaybio closed 2 years ago

gwaybio commented 2 years ago

Adding dose independent null distribution comparisons to original supplementary figure 4.

This required me to resample the null distribution without restricting that the random samples had to be measured at the same dose. I added this analysis for both Cell Painting and L1000, and I regenerated supplementary figure 4:

supfigure4

Modified original legend

Supplementary Figure S4. Percent strong scores with different input Cell Painting and L1000 data. We calculated percent strong for profiling readouts across the data sets as described in Supplementary Figure S3. (a) Replicate and non-replicate distributions of median pairwise correlations of the five inputs as specified above. (b) Percent strong summary. The dose independent scores are comparing replicate median scores to a relaxed null distribution that did not require the random replicates to be randomly sampled from the same dose.