Ja. Gimenezmas et al., AUTOMATED TEXTURAL ANALYSIS NUCLEAR CHROMATIN - A MATHEMATICAL MORPHOLOGY APPROACH, Analytical and quantitative cytology and histology, 17(1), 1995, pp. 39-47
Nuclear grading of neoplasms has classically been involved in prognosi
s and must be established by combining different parameters, such as t
he textural pattern of chromatin, which is subjective and difficult to
measure. Mathematical morphology (MM), a branch of mathematics dealin
g with shapes, and, in particular, the so-called top hat transformatio
n, provides us with a helpful tool for quantitative assessment of chro
matin texture. A sequence of MM operations (the top-hat transformation
) was applied to Mayer-hematoxylin-stained cytologic smears made immed
iately after surgical removal to obtain a series of images at differen
t levels of a granulometric chromatin fractionation. These images are
related to size (n = 1, 2, 4, 6 and 8) of a structure element that per
forms these operations. A skeletonization of the intergranular area at
level 4 was also performed to provide a shape-related image of chroma
tin grains. Using these granulommetric images as a starting point, rue
defined a series of variables: TH(n) as the granulometric area at top
-hat level n; GAD(n) as the grain-associated density at level n; THIOD
(n) as the integrated optical density of the granular fraction at leve
l(n); GIOD(n) as the grain-integrated optical density at level n; CP a
s a chromatin texture variable, chromatin pattern, that estimates the
granular versus dispersed aggregation pattern; and CB, a shape descrip
tor that estimates the roughness of the isolated chromatin grains and
is expressed as a coefficient related to the number of branches of the
intergranular skeleton. The operation provides a set of variables des
criptive of a wide range of chromatin texture properties. Therefore, i
t could successfully contribute to a better and a more objective metho
d of establishing the nuclear grade as well as of supporting future ex
pert systems for diagnosis in pathology.