Winkler D G, Baky A A, Hunter N R, Greenberg S D, Rogers T D, Spjut H J, Estrada R
Anal Quant Cytol. 1981 Dec;3(4):295-98.
Atypical bronchial squamous epithelial cells from cigarette smokers were digitized using a high-resolution microphotometric scanning system operating at a wavelength of 530 nm. All cells used for the purpose of developing a training set as well as those used as a test set were classified by a team of three cytopathologists. Reduction in the dimensionality of the feature space and cell classification were performed using a new system known as the atypia status index (ASI); this dual-purpose system will specifically classify cells into five distinct classes of progressive atypia as well as quantitate the degree of atypicality of each individual cell. The distribution of cellular ASI values was arranged from lowest to highest and plotted for each subject as a profile. The ASI range has well-defined intervals, representing the five different atypia classes used in the study (squamous metaplasia, mild atypia, moderate atypia, severe atypia and carcinoma). Subjects at different stages of carcinogenesis were found to have significantly different profiles (P less than 0.01). Changes in visual morphologic characteristics and their relation to changes in ASI values for the five different classes of atypia are presented.
使用在530纳米波长下运行的高分辨率显微光度扫描系统,对吸烟者的非典型支气管鳞状上皮细胞进行数字化处理。用于建立训练集以及用作测试集的所有细胞,均由三名细胞病理学家组成的团队进行分类。使用一种称为非典型状态指数(ASI)的新系统进行特征空间的降维和细胞分类;这个两用系统将把细胞具体分为五个不同的进行性非典型类别,并对每个细胞的非典型程度进行量化。将细胞ASI值的分布从最低到最高排列,并为每个受试者绘制为一个分布图。ASI范围有明确界定的区间,代表研究中使用的五个不同非典型类别(鳞状化生、轻度非典型、中度非典型、重度非典型和癌)。发现处于癌变不同阶段的受试者有显著不同的分布图(P小于0.01)。展示了视觉形态特征的变化及其与五个不同非典型类别的ASI值变化的关系。