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Mistic: An open-source multiplexed image t-SNE viewer
Sandhya Prabhakaran1, Chandler Gatenbee1, Mark Robertson-Tessi1
1Department of Integrated Mathematical Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA.
Mistic is a new open-source tool for visualizing multiplexed images in cancer research. It aids in understanding tumor microenvironment complexity and identifying specific cellular phenotypes for further analysis.
Area of Science:
- Computational biology
- Cancer research
- Bioinformatics
Background:
- Tumor microenvironment complexity is crucial for translational research, particularly in immuno-oncology.
- Analyzing multiplexed images from patient samples is vital for understanding tumor ecology.
- Existing tools lack the capability for generating image t-SNEs.
Purpose of the Study:
- To introduce Mistic, an open-source multiplexed image t-SNE viewer.
- To enable simultaneous viewing and analysis of multiple 2D images from patient samples.
- To facilitate exploratory analysis of biomarker expression and cellular phenotypes.
Main Methods:
- Development of Mistic, an open-source software tool.
- Implementation of t-SNE (t-distributed Stochastic Neighbor Embedding) and UMAP (Uniform Manifold Approximation and Projection) for image positioning.
- Provision of multiple layout options for visual preview of multiplexed image datasets.
Main Results:
- Mistic allows simultaneous viewing of multiple 2D images with flexible layout options.
- Image positions can be mapped using t-SNE or UMAP coordinates.
- The tool facilitates identification of images with specific phenotypes and biomarker expression patterns.
Conclusions:
- Mistic provides a novel, freely available solution for generating image t-SNEs.
- The viewer aids in the exploratory analysis of complex multiplexed imaging data.
- This tool supports the selection of relevant images for downstream analysis in cancer research.
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