Table 2.
Cohort (number of variables in the matrix) | Components number | Observations number | R2Y (%) | Q2Y (%) | CV-ANOVA | |
---|---|---|---|---|---|---|
Panel A | ||||||
Grison et al. (2013) (1376) | 2 | 20 | 91.9 | 55.2 | 9.40e−03 | |
Grison et al. (2013) (95) | 2 | 20 | 88.9 | 74.2 | 4.60e−04 | |
Present article (1718) | 3 | 39 | 95.5 | 75.2 | 1.70e−06 | |
Present article (95) | 2 | 39 | 88.0 | 80.2 | 7.77e−12 |
Discrimination | Model | Components number | Observations number | R2Y (%) | Q2Y (%) | CV-ANOVA |
---|---|---|---|---|---|---|
Panel B | ||||||
A vs. B | ||||||
All time points | 1 | 2 | 120 | 26.9 | 16.7 | 2.23e−05 |
3 month | 2 | 0 | 40 | – | – | – |
6 month | 3 | 0 | 40 | – | – | – |
9 month | 4 | 0 | 40 | – | – | – |
A vs C | ||||||
All time points | 5 | 2 | 120 | 57.3 | 40.3 | 6.42e−10 |
3 month | 6 | 0 | 40 | – | – | – |
6 month | 7 | 2 | 40 | 46.6 | 16.7 | 0.0340864 |
9 month | 8 | 2 | 40 | 51.6 | 30.3 | 0.00127167 |
A vs D | ||||||
All time points | 9 | 3 | 120 | 53.2 | 33.3 | 6.04e−05 |
3 month | 10 | 2 | 40 | 61.8 | 33.5 | 0.0105006 |
6 month | 11 | 0 | 40 | – | – | – |
9 month | 12 | 0 | 40 | – | – | – |
A vs E | ||||||
All time points | 13 | 3 | 117 | 76.7 | 69.6 | 2.44e−23 |
3 month | 14 | 3 | 39 | 81.4 | 58.3 | 0.00698012 |
6 month | 15 | 2 | 39 | 81.5 | 64.4 | 6.87e−07 |
9 month | 16 | 3 | 39 | 83.7 | 70.3 | 4.00e−05 |
Panel A Models discriminating the control rats from those contaminated for 9 months at the dose 40 mg L−1 in the present study and in our previous proof-of-principle study
Panel B Analyses performed on the “dose matrix” after feature selection (126 variables) to investigate the dose effect; models are discriminating the control from the contaminated rats for each dose (dose B: 0.015 mg L−1; dose C: 0.15 mg L−1; dose D: 1.5 mg L−1; dose E: 40 mg L−1) after 3, 6 and 9 months of contamination and all time-points together