Erratum
Analysis Groups | Texture Features | Texture feature name | Reference |
---|---|---|---|
Gray-level Histogram | Standard deviation |
STD
| [7, 22, 24–26] |
Skewness |
Skewness
| ||
Kurtosis |
Kurtosis
| ||
Balance |
Balance
| ||
Grey-level co-occurrence matrix (GLCM) | GLCM Energy |
Energy
| [24, 25, 27, 29] |
GLCM Entropy |
Entropy
| ||
GLCM Dissimilarity |
Dissimilarity
| ||
GLCM Contrast |
Contrast
| ||
GLCM Homogeneity |
Homogeneity
| ||
GLCM Correlation |
Correlation
| ||
GLCM Mean |
GLCM Mean
| ||
GLCM Variance |
GLCM Variance
| ||
Neighborhood Gray-tone Difference Matrix (NGTDM) | NGTDM Coarseness |
NGTDM Coarseness
| [24, 28, 29] |
NGTDM Contrast |
NGTDM Contrast
| ||
NGTDM Complexity |
Complexity
| ||
NGTDM Strength |
Strength
| ||
NGTDM Busyness |
Busyness
| ||
Edge Frequency Analysis | Mean Gradient |
Mean_Gradient
| [29] |
Fourier Transform Analysis, Power Spectrum | RMS |
FT_RMS
| [29] |
FMP (first moment of power spectrum) |
FT_FMP
| ||
SMP (second moment of power spectrum) |
FT_SMP
| ||
FD from power spectrum exponent |
FT_FD
| ||
Fractal Analysis | Intercept of the plot of the standard deviation of the high frequency image as a function of the size the kernel |
CD_Yint
| [29–31] |
Continuous Dimension (CD), slope and intercept |
CD_Slope
| ||
HZ_PROJ |
HZ_PROJ
| ||
FD of the standard deviation |
FD_Sigma
| ||
FD of image using thresholds from 5%-85% |
FD_TH_5: FD_TH_85
| ||
FD of the surface of thebreast considering the gray value represent the height |
FD_CALDWELL
| ||
FD, Minkowski method |
FD_Minkowski
|
Feature | DCIS | Invasive | ER- | ER+ | ||||
---|---|---|---|---|---|---|---|---|
OR (95% CI) | OR (95% CI) | p-value* | p-het** | OR (95% CI) | OR (95% CI) |
p-value * | p-het** | |
N case/control |
254/1659
|
908/1659
|
116/1291
|
746/1291
| ||||
FD_TH_75
| 0.87 (0.74, 1.01) | 0.87 (0.78, 0.96) | 0.010 | 0.98 | 0.84 (0.67, 1.06) | 0.88 (0.79, 0.99) | 0.048 | 0.72 |
Energy
| 0.88 (0.76, 1.02) | 0.88 (0.80, 0.96) | 0.011 | 0.93 | 0.85 (0.69, 1.05) | 0.86 (0.78, 0.95) | 0.009 | 0.90 |
Entropy
| 1.18 (1.02, 1.38) | 1.13 (1.03, 1.25) | 0.010 | 0.60 | 1.16 (0.93, 1.44) | 1.15 (1.03, 1.28) | 0.024 | 0.96 |
FD_TH_70
| 0.85 (0.72, 1.00) | 0.87 (0.79, 0.97) | 0.015 | 0.75 | 0.84 (0.67, 1.06) | 0.89 (0.79, 1.00) | 0.085 | 0.64 |
FD_TH_80
| 0.90 (0.77, 1.04) | 0.89 (0.81, 0.98) | 0.034 | 0.90 | 0.85 (0.68, 1.05) | 0.89 (0.80, 1.00) | 0.066 | 0.64 |
FD_TH_10
| 1.19 (1.04, 1.38) | 1.09 (0.99, 1.19) | 0.022 | 0.21 | 1.03 (0.84, 1.26) | 1.06 (0.96, 1.18) | 0.479 | 0.75 |
Kurtosis
| 0.86 (0.73, 1.00) | 0.90 (0.81, 0.99) | 0.032 | 0.58 | 0.98 (0.78, 1.22) | 0.91 (0.81, 1.01) | 0.216 | 0.53 |
FD_TH_65
| 0.84 (0.71, 0.99) | 0.89 (0.80, 0.99) | 0.035 | 0.49 | 0.83 (0.65, 1.06) | 0.91 (0.81, 1.03) | 0.170 | 0.46 |
FD_Minkowski
| 0.90 (0.74, 1.08) | 0.86 (0.77, 0.97) | 0.042 | 0.71 | 0.77 (0.59, 1.01) | 0.89 (0.78, 1.01) | 0.063 | 0.32 |
Busyness
| 1.15 (1.00, 1.33) | 1.09 (1.00, 1.19) | 0.053 | 0.46 | 0.92 (0.75, 1.14) | 1.09 (0.99, 1.21) | 0.128 | 0.12 |
Homogeneity
| 1.05 (0.90, 1.22) | 1.13 (1.03, 1.24) | 0.042 | 0.36 | 1.06 (0.86, 1.31) | 1.12 (1.01, 1.24) | 0.091 | 0.62 |
Dissimilarity
| 0.96 (0.83, 1.12) | 0.89 (0.81, 0.98) | 0.057 | 0.35 | 0.95 (0.77, 1.17) | 0.89 (0.81, 0.99) | 0.110 | 0.61 |
FD_TH_60
| 0.85 (0.71, 1.02) | 0.9 (0.8, 1.01) | 0.077 | 0.56 | 0.9 (0.69, 1.15) | 0.92 (0.81, 1.04) | 0.348 | 0.85 |
FD_TH_85
| 0.92 (0.79, 1.06) | 0.91 (0.83, 1) | 0.130 | 0.98 | 0.89 (0.72, 1.09) | 0.91 (0.82, 1.01) | 0.173 | 0.77 |
FD_TH_15
| 1.2 (1.04, 1.39) | 1.06 (0.97, 1.16) | 0.034 | 0.09 | 0.96 (0.78, 1.18) | 1.05 (0.95, 1.16) | 0.572 | 0.43 |