Automated Counting of Bacterial Colony Forming Units on Agar Plates

作者:Brugger Silvio D*; Baumberger Christian; Jost Marcel; Jenni Werner; Brugger Urs; Muehlemann Kathrin
来源:PLos One, 2012, 7(3): e33695.
DOI:10.1371/journal.pone.0033695

摘要

Manual counting of bacterial colony forming units (CFUs) on agar plates is laborious and error-prone. We therefore implemented a colony counting system with a novel segmentation algorithm to discriminate bacterial colonies from blood and other agar plates. A colony counter hardware was designed and a novel segmentation algorithm was written in MATLAB. In brief, pre-processing with Top-Hat-filtering to obtain a uniform background was followed by the segmentation step, during which the colony images were extracted from the blood agar and individual colonies were separated. A Bayes classifier was then applied to count the final number of bacterial colonies as some of the colonies could still be concatenated to form larger groups. To assess accuracy and performance of the colony counter, we tested automated colony counting of different agar plates with known CFU numbers of S. pneumoniae, P. aeruginosa and M. catarrhalis and showed excellent performance.

  • 出版日期2012-3-20