Development and Validation of an Image Analysis System for the Measurement of Cell Proliferation in Mammary Glands of Rats
Author(s) -
Lindauer Klaus,
Bartels Thomas,
Scherer Petra,
Kabiri Mostafa
Publication year - 2019
Publication title -
toxicologic pathology
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.613
H-Index - 108
eISSN - 1533-1601
pISSN - 0192-6233
DOI - 10.1177/0192623319863129
Subject(s) - reproducibility , context (archaeology) , software , cell counting , computer science , image analysis , pathology , image processing , artificial intelligence , biology , medicine , image (mathematics) , cancer , mathematics , statistics , digital image processing , paleontology , cell cycle , programming language
Reliable detection and measurement of cell proliferation are essential in the preclinical assessment of carcinogenic risk of therapeutics. In this context, the assessment of mitogenic potential on mammary glands is crucial in the preclinical safety evaluation of novel insulins. The existing manual counting is time-consuming and subject to operator bias. To standardize the processes, make it faster, and resistant to errors, we developed a semiautomated image analysis system (CEPA software, which is open-source) for counting of proliferating cells in photomicrographs of mammary gland sections of rats labeled with Ki-67. We validated the software and met the predefined targets for specificity, accuracy, and reproducibility. In comparison to manual counting, the respective mean differences in absolute labeling indices (LIs) for CEPA software were 3.12% for user 1 and 3.05% for user 2. The respective regression analysis revealed a good correlation between the CEPA software user and manual counting. Moreover, the CEPA software showed enhanced reproducibility between independent users. The interuser variability is centered around 0 and the absolute difference was about 0.53% LI. Based on validation data, our software has superiority to the manual counting and is a valid and reliable tool for the routine analysis of cell proliferation in mammary glands from rats exposed to insulin analogs.
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