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Giotto Suite: a multi-scale and technology-agnostic spatial multi-omics analysis ecosystem.
Jiaji George Chen1, Joselyn Cristina Chávez-Fuentes2, Matthew O'Brien1
1Section of Hematology and Medical Oncology, Boston University School of Medicine and Boston Medical Center, Boston, MA 02118, USA.
Giotto Suite offers an open-source R package for integrating diverse spatial omics data. This toolbox enables scalable analysis and visualization of multi-omic datasets across various resolutions.
Area of Science:
- Spatial omics
- Genomics
- Bioinformatics
Background:
- Spatial omics technologies map tissue architecture and gene regulation.
- These technologies generate vast, multi-scale data, posing integration challenges.
- Efficiently harmonizing diverse spatial omics datasets is crucial for biological discovery.
Purpose of the Study:
- To present Giotto Suite, an integrated, open-source toolbox for spatial omics data analysis.
- To provide a technology-agnostic framework for representing and integrating diverse spatial omics data.
- To enable scalable, flexible, and end-to-end solutions for spatial multi-omic data analysis and visualization.
Main Methods:
- Developed Giotto Suite, a modular R-based software package.
- Created a technology-agnostic data framework for spatial omics data.
- Integrated molecular, morphology, spatial, and annotated feature information.
- Built interoperable interfaces for genomics and spatial data science.
Main Results:
- Giotto Suite allows representation and integration of diverse spatial omics data at any resolution.
- The suite provides scalable solutions for data analysis, integration, and visualization.
- Demonstrated flexible, multi-scale, multi-omic data analysis workflows.
Conclusions:
- Giotto Suite offers a comprehensive ecosystem for spatial multi-omic data analysis.
- The open-source nature and interoperable interfaces foster custom pipeline development.
- Facilitates deeper mechanistic insights into biological processes and diseases through integrated spatial omics data.
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