Table 3.
Model-wised performances comparison at pan-cancer level (12 TCGA (The Cancer Genome Atlas) cancer types) by pairwise paired t-test (A) and linear mixed-effects models test (B), according to metrics concordance index and p-value of log-rank test. Note that for concordance index, larger t-statistic/coefficient indicated better performance at pan-cancer level, while the p-value of log-rank test was on the contrary
(A) Pairwise Paired T-test | ||||||
---|---|---|---|---|---|---|
Distribution 2 | ||||||
DeepSurv | AECOX | |||||
t | P | t | P | |||
Distribution 1 | Cox-nnet | concordance index | 3.1843 | 2.32E-03 | 3.2281 | 2.04E-03 |
p-value of log-rank test | −1.4006 | 1.67E-01 | −0.8962 | 3.74E-01 | ||
DeepSurv | concordance index | – | – | −0.6732 | 5.03E-01 | |
p-value of log-rank test | – | – | 0.5164 | 6.07E-01 | ||
Notes: t denotes the pairwise paired Student’s t-test statistic, P denotes the p-value obtained. | ||||||
(B) Linear Mixed-Effects Models Test | ||||||
Distribution 2 | ||||||
DeepSurv | AECOX | |||||
β | P | β | P | |||
Distribution 1 | Cox-nnet | concordance index | 0.0195 | 1.97E-02 | 0.0142 | 1.12E-01 |
p-value of log-rank test | −0.0489 | 2.52E-01 | −0.0294 | 4.85E-01 | ||
DeepSurv | concordance index | – | – | −0.0052 | 5.85E-01 | |
p-value of log-rank test | – | – | 0.0195 | 6.62E-01 |
Notes: β denotes the coefficient (slope) of linear mixed-effects models, P denotes the p-value obtained.