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J Mol Biol ; 435(2): 167895, 2023 01 30.
Artigo em Inglês | MEDLINE | ID: mdl-36463932

RESUMO

Micrograph comparison remains useful in bioscience. This technology provides researchers with a quick snapshot of experimental conditions. But sometimes a two- condition comparison relies on researchers' eyes to draw conclusions. Our Bioimage Analysis, Statistic, and Comparison (BASIN) software provides an objective and reproducible comparison leveraging inferential statistics to bridge image data with other modalities. Users have access to machine learning-based object segmentation. BASIN provides several data points such as images' object counts, intensities, and areas. Hypothesis testing may also be performed. To improve BASIN's accessibility, we implemented it using R Shiny and provided both an online and offline version. We used BASIN to process 498 image pairs involving five bioscience topics. Our framework supported either direct claims or extrapolations 57% of the time. Analysis results were manually curated to determine BASIN's accuracy which was shown to be 78%. Additionally, each BASIN version's initial release shows an average 82% FAIR compliance score.


Assuntos
Biofilmes , Disciplinas das Ciências Biológicas , Processamento de Imagem Assistida por Computador , Aprendizado de Máquina , Software , Processamento de Imagem Assistida por Computador/métodos , Fluxo de Trabalho , Conjuntos de Dados como Assunto , Disciplinas das Ciências Biológicas/métodos
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