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Automated Computer-Assisted Image Analysis for the Fast Quantification of Kidney Fibrosis.

Esteban Andrés Sánchez-JaramilloLuz Elena Gasca-LozanoJosé María Vera-CruzLuis Daniel Hernandez-OrtegaAdriana María Salazar-Montes
Published in: Biology (2022)
Chronic kidney disease (CKD) is a common and worldwide health problem and one of the most important causes of morbidity and mortality. Most primary research on this disease requires evaluating the fibrosis index in animal model kidneys, specifically using Masson's trichrome stain. Different programs are used to calculate the percentage of fibrosis; however, the analysis is time-consuming since one image must be performed at a time. CellProfiler™ is a program designed to analyze data obtained from biological samples and can process multiple images through pipelines, and the results can be exported to databases. This article explains how CellProfiler™ can be used to automatically analyze kidney histology photomicrographs from samples stained with Masson's trichrome stain to assess the percentage of fibrosis in an experimental animal model of CKD. A pipeline was created to analyze Masson's trichrome-stained slides in a model of CDK induced by adenine at doses of 50 mg/kg and 100 mg/kg, in addition to samples with the vehicle (75% glycerin). The results were compared with those obtained by ImageJ, and no significant differences were found between both programs. The CellProfiler™ pipeline made here is a reliable, fast, and easy alternative for kidney fibrosis analysis and quantification in experimental animal models.
Keyphrases
  • chronic kidney disease
  • public health
  • deep learning
  • end stage renal disease
  • healthcare
  • liver fibrosis
  • mental health
  • cell proliferation
  • cell cycle
  • optical coherence tomography
  • health information
  • human health