easyXpress
easyXpress processes and visualizes high-throughput CellProfiler WormToolbox microscopy outputs of Caenorhabditis elegans within R to enable quantitative analysis of morphological and population-level measurements.
Key Features:
- Integration with CellProfiler (WormToolbox): Imports and manages data produced by CellProfiler WormToolbox for downstream analysis in R.
- Customizable Data Filtering: Identifies and removes objects that do not conform to expected measurements of C. elegans to reduce noise in datasets.
- Visualization Tools: Generates graphical representations and supports comparison of summary statistics across wells and plates.
- Logical Workflow for High-Throughput Imaging: Provides functions for reading, analyzing, and visualizing large-scale microscopy data within the R environment.
Scientific Applications:
- Developmental Biology: Analysis of high-throughput C. elegans microscopy datasets to support studies of development.
- Genetics: Quantitative assessment of phenotypes from large-scale C. elegans imaging experiments for genetic studies.
- Neurobiology: Extraction and comparison of image-derived measurements from C. elegans to inform neurobiological investigations.
Methodology:
Reads CellProfiler WormToolbox outputs into R, filters objects by expected C. elegans measurements to remove noise, computes summary statistics across wells and plates, and generates visualizations.
Topics
Details
- License:
- MIT
- Tool Type:
- library
- Programming Languages:
- R
- Added:
- 9/8/2021
- Last Updated:
- 9/13/2021
Operations
Publications
Nyaanga J, Crombie TA, Widmayer SJ, Andersen EC. easyXpress: An R package to analyze and visualize high-throughput C. elegans microscopy data generated using CellProfiler. PLOS ONE. 2021;16(8):e0252000. doi:10.1371/journal.pone.0252000. PMID:34383778. PMCID:PMC8360505.
PMID: 34383778
PMCID: PMC8360505
Funding: - Simons Foundation: SFARI/597491-RWC
- National Institute of Environmental Health Sciences: ES029930
- National Science Foundation: 1764421