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The cell trasformation assay: Toward a statistical classification of mixed and intermediate foci images
- Publication Year :
- 2011
- Publisher :
- Frame, 2011.
-
Abstract
- The human carcinogenicity evaluation of chemicals has a great impact on public health. In vitro methods, such as the cell transformation assay (CTA), allow for a fast and reliable assessment of the carcinogenic potential of a chemical compound in comparison with the standard two-year bioassay. The scoring and classification of foci in selected cell lines is performed, after staining, by light microscopy. Foci can be separated into three classes: type I, which are scored as non-transformed, and types II and III that are considered to include fully transformed foci. However, in a number of cases, even an expert is uncertain about the attribution of a focus to a given class, due to its mixed or intermediate nature. Here, we suggest a simple approach to classifying mixed or intermediate foci by exploiting the quantitative information available from images, which is captured by statistical descriptors. A quantitative index is proposed, to describe the degree of dissimilarity of mixed and intermediate images to the three well-distinguished classes.
- Subjects :
- quantitative morphology
Focus (geometry)
Computer science
Carcinogenicity Tests
Quantitative morphology
Toxicology
Animal Testing Alternatives
General Biochemistry, Genetics and Molecular Biology
Mice
in vitro cell trasformation
Image Processing, Computer-Assisted
cluster analysi
Animals
Cluster Analysis
Neoplastic transformation
Statistical descriptors
BIO/06 - ANATOMIA COMPARATA E CITOLOGIA
Alternative methods
Microscopy
business.industry
Pattern recognition
General Medicine
chemical carcinogenesi
Medical Laboratory Technology
Statistical classification
Transformation (function)
Cell Transformation, Neoplastic
Artificial intelligence
business
Subjects
Details
- Language :
- English
- Database :
- OpenAIRE
- Accession number :
- edsair.doi.dedup.....e6beec1ddd42ded6555960603e4e27ba