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Jellyfish: integrative visualization of spatio-temporal tumor evolution and clonal dynamics
Kari Lavikka1, Altti Ilari Maarala1, Jaana Oikkonen1
1Research Program in Systems Oncology, Research Programs Unit, Faculty of Medicine, University of Helsinki, Helsinki 00014, Finland.
Bioinformatics (Oxford, England)
|February 25, 2025
Summary
Jellyfish visualizes tumor evolution by integrating spatial and temporal data, offering a comprehensive view of cancer's complexity and resistance mechanisms. This tool aids in understanding subclonal dynamics for improved cancer research.
Area of Science:
- Oncology
- Bioinformatics
- Computational Biology
Background:
- Intra-tumor heterogeneity is a key driver of tumor evolution and therapy resistance.
- Current visualization tools struggle to simultaneously represent spatial and temporal dimensions of tumor heterogeneity.
- Understanding these dynamics is crucial for developing effective cancer treatments.
Purpose of the Study:
- To introduce Jellyfish, a novel visualization tool designed to capture both spatial and temporal aspects of tumor evolution.
- To provide a holistic view of tumor evolutionary processes and subclonal dynamics.
- To facilitate the analysis of complex cancer data.
Main Methods:
- Jellyfish integrates phylogenetic and sample trees into a unified plot.
- The tool generates interactive visualizations from tumor phylogeny and clonal composition data.
- It is available as a JavaScript library and an R package.
Main Results:
- Jellyfish successfully visualizes complex subclonal dynamics.
- The tool provides a comprehensive view of tumor evolution, integrating spatial and temporal data.
- Demonstrated utility using data from ovarian high-grade serous carcinoma.
Conclusions:
- Jellyfish addresses the limitations of existing tools by simultaneously visualizing spatial and temporal tumor evolution.
- This integrated approach offers a powerful method for studying tumor heterogeneity and its implications for therapy resistance.
- The tool enhances our ability to analyze and understand complex cancer evolutionary trajectories.
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