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High-Throughput Method for Automated Colony and Cell Counting by Digital Image Analysis Based on Edge Detection.
1Department of Chemistry, California Institute of Technology, Pasadena, California, United States of America.
Plos One
|February 6, 2016
Summary
Automated cell and colony counting using the Cell Colony Edge ImageJ macro offers a faster, more accurate alternative to manual methods. This tool enhances high-throughput screening and various cellular assays.
Area of Science:
- Cell Biology
- Bioimaging
- High-Throughput Screening
Background:
- Manual cell and colony counting is subjective and time-consuming, limiting the use of cellular assays in high-throughput screening.
- Assays like tumor spheroid formation require efficient and reliable counting methods for broader adoption.
Purpose of the Study:
- To develop an automated method for rapid and accurate counting of cells and colonies from digital images.
- To evaluate the performance of the developed ImageJ macro against other open-source methods and manual counts.
Main Methods:
- Development of an ImageJ macro named Cell Colony Edge.
- Development of a CellProfiler Pipeline named Cell Colony Counting.
- Comparative analysis of Cell Colony Edge, Cell Colony Counting, other open-source methods, and manual counting.
Main Results:
- The Cell Colony Edge ImageJ macro demonstrated superior speed and accuracy compared to other open-source digital methods.
- Cell Colony Edge is applicable to diverse cellular assays, including cell counting, colony forming assays, and tumor spheroid analysis.
- The macro enables measurement of cell and colony area, volume, morphology, and intensity.
Conclusions:
- The Cell Colony Edge ImageJ macro provides an automated, quick, and reliable solution for cell and colony counting.
- This tool addresses the need for automation in high-throughput screening and quantitative cellular assays.
- The macro's capabilities extend to detailed morphological and intensity measurements, enhancing its utility in biological research.

