Table 5.
Texture Only | Texture + Density | Texture + Density + Hormonal Factors | |||||
---|---|---|---|---|---|---|---|
Reg. Co. | p-val | Reg. Co. | p-val | Reg. Co. | p-val. | ||
Cancer-Free Population | Model Constant | 20 | 0.15 | 20 | 0.19 | 23 | 0.13 |
Coarseness | 920 | 0.65 | 1400 | 0.50 | 1600 | 0.48 | |
Contrast | −0.01 | 0.28 | −0.01 | 0.17 | −0.01 | 0.14 | |
Gray level Correlation | −15 | 0.18 | −8.35 | 0.51 | −11 | 0.40 | |
Energy | −5700 | 0.73 | 4200 | 0.98 | −2100 | 0.91 | |
Homogeneity | −76 | 0.27 | −98 | 0.18 | −100 | 0.17 | |
Fractal Dimension | 3.30 | <0.01 | 2.68 | 0.04 | 2.60 | 0.04 | |
Skewness | 0.48 | 0.15 | 0.18 | 0.60 | 0.19 | 0.59 | |
MD (%) | −0.05 | <0.01 | −0.05 | <0.01 | |||
Age at Menarche | 0.01 | 0.92 | |||||
Estrogen therapy | 0.90 | 0.49 | |||||
Contraceptive use | 0.49 | 0.71 | |||||
Ethnicity | 0.02 | 0.49 | |||||
Parity/Age First Birth | 0.45 | 0.104 | |||||
Model p-value | 0.017 | <0.001 | <0.001 | ||||
Cancer-Affected Population | Model Constant | 39 | 0.01 | 37 | 0.02 | 44 | 0.01 |
Coarseness | 3200 | 0.15 | 2500 | 0.27 | 330 | 0.17 | |
Contrast | −0.01 | <0.01 | −0.01 | 0.04 | −0.01 | 0.04 | |
Gray level Correlation | −24 | 0.12 | −24 | 0.15 | −29 | 0.11 | |
Energy | 10000 | 0.12 | 10000 | 0.17 | 9400 | 0.21 | |
Homogeneity | −95 | <0.01 | −65 | 0.04 | −78 | 0.03 | |
Fractal Dimension | −0.62 | 0.61 | −1.01 | 0.43 | −1.20 | 0.38 | |
Skewness | 0.99 | 0.02 | 0.56 | 0.19 | 0.56 | 0.22 | |
MD (%) | −0.04 | <0.01 | −0.03 | <0.01 | |||
Age at Menarche | 0.04 | 0.79 | |||||
Estrogen therapy | −1.00 | 0.48 | |||||
Contraceptive use | −1.60 | 0.178 | |||||
Ethnicity | 0.07 | 0.433 | |||||
Parity/Age at First Birth | −0.46 | 0.142 | |||||
Model p-value | <0.001 | <0.001 | <0.001 |
MD: Mammographic Density, Reg Co: regression coefficient, p-val: p-value