Table 3. Confidence in Algorithm Detected Peptides Depends on Parent Protein Expression and Distance from Decoy FDR Threshold.
SEQUEST |
OMSSA |
||||||
---|---|---|---|---|---|---|---|
conforming peptidesb | nonconforming peptides | conformance scored | conforming peptides | nonconforming peptides | conformance scored | ||
(A) | log(PE)a | ||||||
undetected | 669 | 115 | 85.3 | 558 | 74 | 88.3 | |
x ≤ 3 | 171 | 117 | 59.4 | 102 | 62 | 62.2 | |
3 < x ≤ 4 | 668 | 228 | 74.6 | 652 | 169 | 79.4 | |
4< x ≤ 5 | 1467 | 258 | 85.0 | 1446 | 215 | 87.1 | |
x >5 | 1093 | 166 | 86.8 | 850 | 133 | 86.5 | |
(B) | scoring confidencec (d) | ||||||
d ≤ 1 | 724 | 420 | 63.3 | 431 | 270 | 61.5 | |
1 < d ≤ 3 | 1291 | 241 | 84.3 | 741 | 135 | 84.6 | |
3 < d ≤ 5 | 938 | 135 | 87.4 | 787 | 106 | 88.1 | |
5 < d ≤ 7 | 597 | 66 | 90.0 | 642 | 93 | 87.3 | |
d >7 | 561 | 43 | 92.9 | 1123 | 101 | 91.7 |
Protein expression (PE; estimated protein molecules per cell) based on large scale Western analysis.13
Peptides are counted once per LC–MS/MS run even if detected by both the b/y and a/b/y ion screens and, in the case of OMSSA, even if detected by multiple parameter sets.
Scoring confidence d = −log10(PSM_score/FDR_threshold). For OMSSA, the algorithm PSM score used was the e-value. For SEQUEST, implemented in Proteome Discoverer 1.2, we used the probability outputs to compute a PSM score = 10(probability/–10).
Conformance scores are significantly depressed for lower abundance proteins (chi-squared: SEQUEST, p < 6.18 × 10–36; OMSSA, p < 3.46 × 10–20) and for lower d scores (SEQUEST, p < 7.23 × 10–80; OMSSA, p < 6.25 × 10–72)