Table 3.
Panel of prediction factors selected in the training data set.
| Features | Importance | Remain in model after correlation-based feature selection | Regression coefficients in final model to predict AL | P values in final model to predict AL | Odds ratio for AL (95% CI) | |
| Preoperative factors | ||||||
|
|
Aortic calcification | 29.8 | Yes | 1.0203 | 0.0069 | 2.77(1.32-5.81) |
|
|
Celiac trunk calcification | 32.4 | Yes | 1.0275 | 0.0167 | 2.79(1.20, 6.48) |
|
|
Forced vital capacity ratio (FEV1%) | 48.5 | Yes | -0.6653 | 0.0177 | 0.51(0.30-0.89) |
|
|
Transfer factor for carbon monoxide (TLCO) by single-breath (SB) method (%) | 51.8 | Yes | -0.5820 | 0.0111 | 0.56(0.27-1.18) |
|
|
Peripheral vascular disease | 17.6 | Yes | 1.6026 | 0.0109 | 4.97(1.44-17.07) |
| Intra-operative and postoperative factors | ||||||
|
|
Laparoscope | 40.3 | Yes | 1.3665 | 0.0209 | 3.92(1.23-12.51) |
|
|
Postoperative hospital stay | 219.6 | Yes | 0.1571 | 0.0000 | 1.17(1.13-1.21) |
|
|
Tumor vascular permeability (laboratory test) | 20.1 | Yes | -0.7663 | 0.0507 | 0.46(0.14-1.48) |
|
|
Incision fat liquefaction and infection | 23.5 | Yes | 1.4718 | 0.0007 | 4.36(1.86-10.21) |