Description Usage Arguments Details Value Examples
View source: R/callingWaterfall.R
1. Sensitivity calls were made using one of IC50, ActArea or Amax
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x |
What type of object does this take in? |
type |
ic50: IC50 values in micro molar (positive values) actarea: Activity Area, that is area under the drug activity curve (positive values) amax: Activity at max concentration (positive values) |
intermediate.fold |
vector of fold changes used to define the intermediate sensitivities for ic50, actarea and amax respectively |
cor.min.linear |
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name |
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plot |
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2. Sort log IC50s (or ActArea or Amax) of the cell lines to generate a “waterfall distribution”
3. Identify cutoff:
3.1 If the waterfall distribution is non-linear (pearson cc to the linear fit <=0.95), estimate the major inflection point of the log IC50 curve as the point on the curve with the maximal distance to a line drawn between the start and end points of the distribution.
3.2 If the waterfall distribution appears linear (pearson cc to the linear fit > 0.95), then use the median IC50 instead.
4. Cell lines within a 4-fold IC50 (or within a 1.2-fold ActArea or 20 difference) difference centered around this inflection point are classified as being “intermediate”, cell lines with lower IC50s (or ActArea/Amax values) than this range are defined as sensitive, and those with IC50s (or ActArea/Amax) higher than this range are called “insensitive”.
5. Require at least x sensitive and x insensitive cell lines after applying these criteria (x=5 in our case).
factor
Containing the drug sensitivity status of each
cellline.
1 2 | # Dummy example
1 + 1
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