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Artificial Intelligence Approaches to Assessing Primary Cilia
Published on: May 1, 2021
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detectCilia: An R Package for Automated Detection and Length Measurement of Primary Cilia
Kai Budde-Sagert1,2, Simone Krueger3,4, Clemens Sehlke3
1Institute of Communications Engineering, University of Rostock, Rostock, Germany.
Bioinformatics and Biology Insights
|October 21, 2024
Summary
We developed detectCilia, an R package for automated primary cilia measurement. Our study shows it accurately measures cilia length, crucial for understanding cell signaling and responses to stimuli.
Area of Science:
- Cell Biology
- Microscopy Imaging Analysis
Background:
- Primary cilia are vital cellular antennae involved in cell signaling.
- Cilia length is critical for function, necessitating reproducible measurement methods.
- Automated tools are needed to study cilia length changes due to physical or chemical stimuli.
Purpose of the Study:
- To introduce detectCilia, an open-source R package for automatic primary cilia detection and measurement.
- To demonstrate detectCilia's capability by comparing primary cilia lengths in human chondrocytes cultured in various media.
- To evaluate detectCilia's performance against existing tools like ACDC and CiliaQ.
Main Methods:
- Developed and validated the 'detectCilia' R package for automated image analysis.
- Applied detectCilia to measure primary cilia length in human chondrocytes.
- Compared four different cell culture media: ITS, ITS+Dexa, ITS+Dexa+IGF-1+TGF-β1, and FBS.
- Benchmarked detectCilia against ACDC and CiliaQ.
Main Results:
- detectCilia provides accurate and reproducible primary cilia length measurements.
- Significant variations in primary cilia length were observed across the tested cell culture media.
- detectCilia demonstrated advantages over ACDC and CiliaQ in performance and usability.
Conclusions:
- detectCilia is a valuable tool for automated, reproducible primary cilia detection and measurement from confocal microscopy images.
- The package offers low false-positive rates and minimal user intervention.
- The study highlights the impact of different media compositions on primary cilia length in chondrocytes.

