Calibrating a noncalibrated score mostly yields more discoveries
(TDC). Each panel plots, as a function of estimated FDR, the ratio
of the number of TDC discoveries at FDR ≤ 0.1 when using the
calibrated score (numerator) versus the number of discoveries at the
same FDR when using the raw score (denominator). The solid line represents
the median ratio (with respect to 1000 ratios, each comparing the
raw vs calibrated TDC discoveries using a single independently drawn
decoy set), while the 0.95 and 0.05 quantiles of the ratios are represented
as dots. For small FDR values, the calibrated score yields considerably
more discoveries than the uncalibrated score (MS-GF+ and Xcorr).