title: Identification of high versus lower risk clinical subgroups in a group of adult patients with supratentorial anaplastic astrocytomas.
abstract: The present work investigates whether computer-assisted techniques can contribute any significant information to the characterization of astrocytic tumor aggressiveness. Two complementary computer-assisted methods were used. The first method made use of the digital image analysis of Feulgen-stained nuclei, making it possible to compute 15 morphonuclear and 8 nuclear DNA content-related (ploidy level) parameters. The second method enabled the most discriminatory parameters to be determined. This second method is the Decision Tree technique, which forms part of the Supervised Learning Algorithms. These two techniques were applied to a series of 250 supratentorial astrocytic tumors of the adult. This series included 39 low-grade (astrocytomas, AST) and 211 high-grade (47 anaplastic astrocytomas, ANA, and 164 glioblastomas, GBM) astrocytic tumors. The results show that some AST, ANA and GBM did not fit within simple logical rules. These "complex" cases were labeled NC-AST, NC-ANA and NC-GBM because they were "non-classical" (NC) with respect to their cytological features. An analysis of survival data revealed that the patients with NC-GBM had the same survival period as patients with GBM. In sharp contrast, patients with ANA survived significantly longer than patients with NC-ANA. In fact, the patients with ANA had the same survival period as patients who died from AST, while the patients with NC-ANA had a survival period similar to those with GBM. All these data show that the computer-assisted techniques used in this study can actually provide the pathologist with significant information on the characterization of astrocytic tumor aggressiveness.
authors.affiliation: Institut de Recherches Interdisciplinaires et de Développements en Intelligence Artificielle (I.R.I.D.I.A.), Université Libre de Bruxelles, Belgium.
authors.forename: C
authors.initials: C
authors.lastname: Decaestecker
authors.forename: I
authors.initials: I
authors.lastname: Salmon
authors.forename: I
authors.initials: I
authors.lastname: Camby
authors.forename: O
authors.initials: O
authors.lastname: Dewitte
authors.forename: J L
authors.initials: JL
authors.lastname: Pasteels
authors.forename: J
authors.initials: J
authors.lastname: Brotchi
authors.forename: P
authors.initials: P
authors.lastname: Van Ham
authors.forename: R
authors.initials: R
authors.lastname: Kiss
mesh_terms: D000293:Adolescent; D000328:Adult; D000368:Aged; D000369:Aged, 80 and over; D001254:Astrocytoma / Q000473:pathology*; D003663:Decision Trees; D005260:Female; D005909:Glioblastoma / Q000473:pathology*; D006801:Humans; D008297:Male; D008875:Middle Aged; D015173:Supratentorial Neoplasms / Q000473:pathology*