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Pre-CAT: A web-based, graphical user-interface toolbox for preclinical CEST-MRI data processing and analysis
Jonah Weigand-Whittier1, Samuel Rubin1, Cindy Ayala1
1Department of Bioengineering, University of California Berkeley, Berkeley, CA, USA.
Arxiv
|May 7, 2026
Summary
A new open-source toolbox, Preclinical CEST-MRI Analysis Tool (Pre-CAT), standardizes preclinical CEST-MRI data analysis. This user-friendly GUI tool supports various acquisition types and simplifies complex imaging data processing.
Area of Science:
- Medical Imaging
- Biomedical Engineering
- Radiology
Background:
- Chemical Exchange Saturation Transfer (CEST) Magnetic Resonance Imaging (MRI) is gaining interest in preclinical research.
- Current CEST-MRI data analysis pipelines are often proprietary and lack standardization, hindering collaboration and reproducibility.
- There is a need for accessible, standardized tools for preclinical CEST-MRI data processing and analysis.
Purpose of the Study:
- To develop an easy-to-use, open-source graphical user interface (GUI) toolbox for preclinical CEST-MRI data analysis, named Preclinical CEST-MRI Analysis Tool (Pre-CAT).
- To support multiple acquisition types, organ systems, and CEST contrast mechanisms within a unified platform.
- To standardize the preclinical CEST-MRI data analysis pipeline.
Main Methods:
- Pre-CAT was developed using Python, incorporating libraries such as Numpy, Scipy, and Matplotlib for data analysis and visualization.
- The toolbox includes built-in functionalities for image loading, reconstruction, post-processing, and segmentation.
- A web interface and GUI were created using Streamlit, enabling online accessibility and local installation for rapid data analysis.
Main Results:
- Demonstrated analysis pipelines for various CEST techniques, including Z-spectroscopy, CEST-MRF, and quantitative CEST (QUESP/QUEST).
- The Pre-CAT toolbox facilitates efficient data analysis, with local installations completing pipelines in approximately one minute on modern hardware.
- The tool supports consensus protocols and methods for QUESP, CEST-MRF, and field mapping experiments.
Conclusions:
- Pre-CAT aims to standardize preclinical CEST-MRI data analysis, promoting inter-research site collaboration and reducing methodological redundancy.
- The open-source and modular nature of Pre-CAT encourages community contributions for incorporating new methods and protocols.
- This toolbox provides a valuable resource for advancing preclinical CEST-MRI research through accessible and standardized analysis.
Keywords:
chemical exchange saturation transferdata processingimage analysismagnetization transferpreclinical imagingsoftware
