e-learning

Nucleoli segmentation and feature extraction using CellProfiler

Abstract

The nucleolus is a prominent structure of the nucleus of eukaryotic cells and is involved in ribosome biogenesis and cell cycle regulation. In DNA staining of cells, nucleoli can be identified as the absence of DNA in nuclei (Fig. 1).

About This Material

This is a Hands-on Tutorial from the GTN which is usable either for individual self-study, or as a teaching material in a classroom.

Questions this will address

  • How do I run an image analysis pipeline on public data using CellProfiler?
  • How do I analyse the DNA channel of fluorescence siRNA screens?
  • How do I download public image data into my history?
  • How do I segment and label cell nuclei?
  • How do I segment nucleoli (as the absence of DNA)?
  • How do I combine nuclei and nucleoli into one segmentation mask?
  • How do I extract the background of an image?
  • How do I relate the nucleoli to their parent nucleus?
  • How do I measure the image and object features?
  • How do I measure the image quality?

Learning Objectives

  • How to download images from a public image repository.
  • How to segment cell nuclei using CellProfiler in Galaxy.
  • How to segment cell nucleoli using CellProfiler in Galaxy.
  • How to extract features for images, nuclei and nucleoli.

Licence: Creative Commons Attribution 4.0 International

Keywords: Imaging

Target audience: Students

Resource type: e-learning

Version: 9

Status: Active

Prerequisites:

  • FAIR Bioimage Metadata
  • Introduction to Galaxy Analyses
  • REMBI - Recommended Metadata for Biological Images – metadata guidelines for bioimaging data

Learning objectives:

  • How to download images from a public image repository.
  • How to segment cell nuclei using CellProfiler in Galaxy.
  • How to segment cell nucleoli using CellProfiler in Galaxy.
  • How to extract features for images, nuclei and nucleoli.

Date modified: 2024-10-15

Date published: 2020-07-01

Authors: Beatriz Serrano-Solano, Jean-Karim Hériché

Contributors: Beatriz Serrano-Solano, Jean-Karim Hériché

Scientific topics: Imaging

External resources:

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