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Automated Multi-Peak Tracking Kymography (AMTraK): A Tool to Quantify Sub-Cellular Dynamics with Sub-Pixel Accuracy
Anushree R Chaphalkar1, Kunalika Jain1, Manasi S Gangan1
1Div. of Biology, IISER Pune, Pashan, Pune, India.
Automated multi-peak tracking kymography (AMTraK) software quantifies spatio-temporal dynamics from microscopy images. This tool enables objective, automated analysis of cellular processes, improving reproducibility in biological research.
Area of Science:
- Cell Biology
- Biophysics
- Microscopy
Background:
- Kymographs are essential for analyzing spatio-temporal dynamics in microscopy time-series data.
- Manual quantification of kymographs is labor-intensive and prone to subjectivity.
- Existing tools often lack automated quantification capabilities for complex dynamics.
Purpose of the Study:
- To develop and validate a novel software tool, Automated Multi-Peak Tracking Kymography (AMTraK), for automated quantification of kymographs.
- To enable objective and reproducible analysis of sub-cellular dynamics from fluorescence microscopy time-series.
- To track and quantify complex events like merging and splitting of dynamic features.
Main Methods:
- AMTraK utilizes peak information and distance minimization for automated tracking and quantification of kymographs.
- The software integrates a branch-point detection method to identify track merging and splitting events.
- It processes fluorescence time-series data, tracking contours based on intensity and gradient peaks.
Main Results:
- AMTraK demonstrated sub-pixel positional accuracy in tests with synthetic images.
- The software accurately quantified sub-cellular dynamics in E. coli cell division, microtubule transport, and vesicle dynamics.
- Analysis of previously manually quantified data reproduced reported parameters, validating AMTraK's performance.
Conclusions:
- AMTraK provides an objective, automated, and reproducible method for analyzing kymographs from fluorescence microscopy.
- The software facilitates the quantitative study of diverse in vitro and in vivo sub-cellular dynamics.
- AMTraK significantly advances the capabilities for analyzing spatio-temporal data in cell biology.
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