Geometric features |
Area |
Area occupied by nucleus |
Ellipsea |
Major axis length |
Ellipseb |
Minor axis length |
Perim |
Perimeter of the nucleus |
Feretmin |
Minimum ferret length |
Feretmax |
Maximum ferret length |
Feretratio |
Ratio of ferret length |
Fcircle |
Form circle |
Dcircle |
Equivalent circle |
Densitimetric features |
Meand |
Mean optical density within the nucleus |
Stdd |
Standard deviation of mean optical densities |
Skewd |
Skewness of optical densities (distribution around the mean) |
Kurtd |
Kurtosis of optical densities (extremes from the mean) |
Energyd |
Uniformity of chromatin |
Entropyd |
Disorganization of chromatin |
Mind |
Minimum optical density within the nucleus |
Maxd |
Maximum optical density within the nucleus |
Sumd |
Sum of the optical densities within the nucleus |
Sumqd |
Sum of squared optical densities within the nucleus |
Haralick features |
Haram 1–11 |
Mean values in four principle directions (Haralick) |
Harar 1–11 |
Range values in four principle directions (Haralick) |
DISCRETE FEATURES |
LDarea |
Area covered by low-density regions within the nucleus (Doudkine) |
MDarea |
Area covered by medium-density regions within the nucleus (Doudkine) |
HDarea |
Area covered by high-density regions within the nucleus (Doudkine) |
Lamount |
Proportion of sum optical density due to low-density regions (Doudkine) |
Mamount |
Proportion of sum optical density due to medium-density regions (Doudkine) |
Hamount |
Proportion of sum optical density due to high-density regions (Doudkine) |
LVM |
Comparison of mean optical densities of low-density regions with those of medium-density regions (Doudkine) |
LVH |
Comparison of mean optical densities of low-density regions with those of high-density regions (Doudkine) |
LVMH |
Comparisons of mean optical densities of low-density regions with those of medium and high-density regions (Doudkine) |
LDO |
Number of low-density objects (Doudkine) |
MDO |
Number of medium-density objects (Doudkine) |
HDO |
Number of high-density objects (Doudkine) |
LDC |
Compactness (shape) of low-density regions (Doudkine) |
MDC |
Compactness (shape) of medium-density regions (Doudkine) |
HDC |
Compactness (shape) of high-density regions (Doudkine) |
MHDC |
Compactness (shape) of medium and high-density regions (Doudkine) |
LAD |
Average distance of low-density regions from the geometric centre of the nucleus (Doudkine) |
MAD |
Average distance of medium-density regions from the geometric centre of the nucleus (Doudkine) |
HAD |
Average distance of high-density regions from the geometric centre of the nucleus (Doudkine) |
MHAD |
Average distance of medium and high-density regions from the geometric centre of the nucleus (Doudkine) |
LCOM |
Distance between the centre of mass of low-density regions and the geometric centre of the nucleus (Doudkine) |
MCOM |
Distance between the centre of mass of medium-density regions and the geometric centre of the nucleus (Doudkine) |
HCOM |
Distance between the centre of mass of high-density regions and the geometric centre of the nucleus (Doudkine) |
MHCOM |
Distance between the centre of mass of medium and high regions and the geometric centre of the nucleus (Doudkine) |