Table 4.
Predictive performance, measured by the AUC, of our model and the Bach model for predicting 1- and 5-year cancer risk in the EPIC test set
Current smokers | Former smokers | Ever smokers | Bach high-risk group | |
---|---|---|---|---|
One year | ||||
Controls | 8,187 | 8,593 | 16,780 | 4,934 |
Cases | 92 | 34 | 126 | 82 |
New | 0.824 (0.783–0.865) | 0.830 (0.762–0.899) | 0.843 (0.810–0.875) | 0.753 (0.700–0.806) |
Bach | 0.732 (0.683–0.780) | 0.787 (0.710–0.864) | 0.775 (0.737–0.813) | 0.656 (0.595–0.717) |
P | 1.25 × 10−5 | 0.0957 | 3.91 × 10−6 | 1.61 × 10−4 |
Five years | ||||
Controls | 7,444 | 6,535 | 13,979 | 4,049 |
Cases | 43 | 10 | 53 | 37 |
New | 0.767 (0.701–0.832) | 0.715 (0.532–0.898) | 0.787 (0.728–0.847) | 0.681 (0.597–0.765) |
Bach | 0.749 (0.686–0.813) | 0.753 (0.583–0.922) | 0.743 (0.685–0.802) | 0.589 (0.510–0.669) |
P | 0.362 | 0.118a | 0.024 | 0.0035 |
NOTE: Bach high-risk group are individuals between 50 and 75 years old who have smoked 10 to 60 cpd for 25 to 55 years. Also shown is the P value for improvement in AUC of our model compared with the Bach model.
AUC for 5-year prediction of former smokers is higher using Bach model, therefore P value refers to superiority of Bach model relative to the new model.