Nuclear shape descriptors by automated morphometry may distinguish aggressive variants of squamous cell carcinoma from relatively benign skin proliferative lesions: a pilot study

摘要

We evaluated whether degrees of dysplasia may be consistently accessed in an automatic fashion, using different kinds of non-melanoma skin cancer (NMSC) as a validatory model. Namely, we compared Bowen disease, actinic keratosis, basal cell carcinoma, low-grade squamous cell carcinoma, and invasive squamous cell carcinoma. We hypothesized that characterizing the shape of nuclei may be important to consistently diagnose the aggressiveness of a skin tumor. While basal cell carcinoma is comparatively relatively benign, management of squamous cell carcinoma is controversial because of its potential to recur and intraoperative dilemma regarding choice of the margin or the depth for the excision. We provide evidence here that progressive nuclear dysplasia may be automatically estimated through the thresholded images of skin cancer and quantitative parameters estimated to provide a quasi-quantitative data, which can thenceforth guide the management of the particular cancer. For circularity, averaging more than 2500 nuclei in each group estimated the means +/- SD as 0.8 +/- 0.007 vs. 0.78 +/- 0.0063 vs. 0.42 +/- 0.014 vs. 0.63 +/- 0.02 vs. 0.51 +/- 0.02 (F = 318063.56, p < 0.0001, one-way analyses of variance). The mean aspect ratios were (means +/- SD) 0.97 +/- 0.0014 vs. 0.95 +/- 0.002 vs. 0.38 +/- 0.018 vs. 0.84 +/- 0.0035 vs. 0.74 +/- 0.019 (F = 1022631.931, p < 0.0001, one-way analyses of variance). The Feret diameters averaged over 2500 nuclei in each group were the following: 1 +/- 0.0001 vs. 0.9 +/- 0.002 vs. 5 +/- 0.031 vs. 1.5 +/- 0.01 vs. 1.9 +/- 0.004 (F = 33105614.194, p < 0.0001, one-way analyses of variance). Multivariate analyses of composite parameters potentially detect aggressive variants of squamous cell carcinoma as the most dysplastic form, in comparison to locally occurring squamous cell carcinoma and basal cell carcinoma, or benign skin lesions.