DevelopmentDevelopmental BiologyPeer-reviewed journal article
QuantifyPolarity, a new tool-kit for measuring planar polarized protein distributions and cell properties in developing tissues
Su Ee TaniD, Weijie TaniD, Katherine H. FisheriD, David I StruttiD
Abstract
The coordination of cells or structures within the plane of a tissue is known as planar polarization. It is often governed by the asymmetric distribution of planar polarity proteins within cells. A number of quantitative methods have been developed to provide a readout of planar polarization of protein distributions. However, the quantification of planar polarization can be affected by different cell geometries. Hence, we developed a novel planar polarity quantification method based on Principal Component Analysis (PCA) that is shape insensitive. Here, we compare this method with other state-of-the-art methods on simulated models and biological datasets. We found that the PCA method performs robustly in quantifying planar polarity independently of variation in cell geometry. Furthermore, we designed a user-friendly graphical user interface called QuantifyPolarity, equipped with three different methods for automated quantification of polarity. QuantifyPolarity also provides image analysis tools to quantify cell morphology and packing geometry, allowing the relationship of these characteristics to planar polarization to be investigated. This all-in-one tool enables experimentalists with no prior computational expertise to perform high-throughput cell polarity and shape analysis automatically and efficiently.
- assay: imaging
- research focus: cell type annotation
- research focus: dimensionality reduction
- research focus: software / tool
- approach: statistical model
- Citations
- 26
- FWCI
- 1.58
- Field percentile
- top 17%
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