Estimating Dynamic Cellular Morphological Properties via the Combination of the RTCA System and a Hough-Transform-Based Algorithm

Cells. 2019 Oct 21;8(10):1287. doi: 10.3390/cells8101287.

Abstract

The xCELLigence real-time cell analysis (RTCA) system has the potential to detect cellular proliferation, migration, cytotoxicity, adherence, and remodeling. Although the RTCA system is widely recognized as a noninvasive and efficient tool for real-time monitoring of cellular fate, it cannot describe detailed cell morphological parameters, such as length and intensity. Transforming growth factor beta(TGF-β) induced the epithelial-mesenchymal transition (EMT), which produces significant changes in cellular morphology, so we used TGF-β to treat A549 epithelial cells in this study. We compared it with lipopolysaccharide (LPS) and cigarette smoke extract (CSE) as stimulators. We developed an efficient algorithm to quantify the morphological cell changes. This algorithm is comprised of three major parts: image preprocessing, Hough transform (HT), and post-processing. We used the RTCA system to record the A549 cell index. Western blot was used to confirm the EMT. The RTCA system showed that different stimulators produce different cell index curves. The algorithm determined the lengths of the detected lines of cells, and the results were similar to the RTCA system in the TGF-β group. The Western blot results show that TGF-β changed the EMT markers, but the other stimulator remained unchanged. Optics-based computer vision techniques can supply the requisite information for the RTCA system based on good correspondence between the results.

Keywords: Hough transform; TGF-β; cell morphology; epithelial–mesenchymal transition; xCELLigence real-time cell analysis.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • A549 Cells
  • Algorithms*
  • Blotting, Western
  • Cell Movement / drug effects
  • Cell Proliferation / drug effects
  • Epithelial Cells / drug effects
  • Epithelial Cells / metabolism
  • Epithelial-Mesenchymal Transition / drug effects
  • Humans
  • Image Processing, Computer-Assisted
  • Lipopolysaccharides / pharmacology
  • Transforming Growth Factor beta / pharmacology

Substances

  • Lipopolysaccharides
  • Transforming Growth Factor beta