C. Francois et al., THE CHROMATIN PATTERN OF CELL-NUCLEI IS OF PROGNOSTIC VALUE FOR RENAL-CELL CARCINOMAS, Analytical cellular pathology, 16(3), 1998, pp. 161-175
Using a series of 105 renal cell carcinomas (RCCs) we investigated whe
ther features quantitatively describing the appearance of Feulgen-stai
ned nuclei and, more particularly, of their chromatin (on the basis of
computer-assisted microscopy) can contribute any significant prognost
ic information. Thirty morphonuclear and 8 nuclear DNA content-related
variables were thus generated. The actual prognostic values of this s
et of cytometric variables was compared (by means of discriminant stat
istical analysis) to conventional diagnostic and/or prognostic markers
including histopathological grades, tumour invasion levels and the pr
esence or absence of metastases. We obtained complete clinical follow-
ups for 49 of the 105 RCC patients under study, making it possible to
define a subset of patients with a bad prognosis (i.e., who died in th
e 12 months following nephrectomy) and a subset of patients with a goo
d prognosis (i.e., who survived at least 24 months following nephrecto
my). An original method of data analysis related to artificial intelli
gence (decision tree induction) enabled a strong prognostic model to b
e set up. In the case of 10 new patients, this model identified all th
e dead patients as having a bad survival status, with a total of 8 cor
rect predictions. Another prognostic model similarly generated enabled
the correct predictions to be confirmed.