表 4. The distribution of the top 6 important features of model1.
T分期model1前6个最重要特征在数据集上的分布
Dataset | Index | Top 6 featrues | |||||
1 | 2 | 3 | 4 | 5 | 6 | ||
Original_shape_
MinorAxis Length.1 |
Original_glcm_
Contrast |
Original_gldm_
LargeDependence LowGrayLevelEmphasis |
Original_shape_
Maximum2D DiameterRow.1 |
Original_glszm_
HighGrayLevel ZoneEmphasis |
Original_shape_
Maximum2D DiameterRow |
||
*With no multiple testing correction. | |||||||
Training set | Stage T1-2 | 25.11±8.25 | 22.17±28.07 | 1.19±1.30 | 39.14±14.86 | 200.45±264.37 | 37.79±14.66 |
Stage T3-4 | 31.18±8.73 | 12.31±12.16 | 2.39±3.42 | 51.39±21.61 | 140.12±124.86 | 51.03±20.71 | |
P* | 0.000 | 0.010 | 0.335 | 0.001 | 0.209 | 0.000 | |
AUC | 0.739 | 0.644 | 0.554 | 0.677 | 0.570 | 0.693 | |
Test set | Stage T1-2 | 22.98±5.98 | 17.22±14.01 | 2.45±3.47 | 34.98±16.06 | 129.72±87.07 | 32.11±14.80 |
Stage T3-4 | 29.06±8.83 | 12.34±10.85 | 3.39±6.35 | 45.99±18.22 | 129.72±104.79 | 45.67±21.29 | |
P* | 0.037 | 0.229 | 0.751 | 0.063 | 0.892 | 0.078 | |
AUC | 0.702 | 0.619 | 0.533 | 0.682 | 0.515 | 0.673 | |
Original dataset | Stage T1-2 | 25.26±8.38 | 22.82±28.05 | 1.38±2.32 | 40.76±15.59 | 208.06±265.76 | 39.32±14.55 |
Stage T3-4 | 30.65±8.75 | 12.32±11.79 | 2.64±4.32 | 50.04±20.84 | 137.52±119.64 | 49.70±20.87 | |
P* | 0.000 | 0.003 | 0.197 | 0.014 | 0.063 | 0.004 | |
AUC | 0.710 | 0.657 | 0.568 | 0.630 | 0.598 | 0.654 |