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IMMUNOLOGY. An interactive reference framework for modeling a dynamic immune system
Matthew H Spitzer1, Pier Federico Gherardini2, Gabriela K Fragiadakis2
1Baxter Laboratory in Stem Cell Biology, Department of Microbiology and Immunology, Stanford University, Stanford, CA 94305, USA. Department of Pathology, Stanford University, Stanford, CA 94305, USA. Program in Immunology, Stanford University, Stanford, CA 94305, USA. gnolan@stanford.edu matthew.spitzer@stanford.edu.
Insights
Researchers created a new immune reference map using graphical methods and mass cytometry data. This map helps visualize immune cell organization and identify deviations caused by genetics, environment, or disease.
Area of Science:
- Immunology
- Bioinformatics
- Systems Biology
Background:
- Immune cell function is a complex hierarchy influenced by genetic and environmental factors.
- Understanding immune system organization is crucial for diagnosing and treating diseases.
Purpose of the Study:
- To develop a graphical approach for creating an extensible immune reference map.
- To visualize and compare immune cell populations across different samples and conditions.
Main Methods:
- Utilized mass cytometry data from various organs to construct the immune reference map.
- Incorporated landmark cell populations as flags for comparative analysis.
- Developed graphical approaches for data visualization and integration.
Main Results:
- The immune map successfully recapitulated known cellular phenotypes.
- Identified reproducible, tissue-specific deviations in immune cell organization.
- Revealed the impact of genetic variation and circadian rhythms on immune structure.
- Enabled direct comparison of murine and human blood cell phenotypes.
- Integrated archival fluorescence-based flow cytometry data into the reference framework.
Conclusions:
- The developed immune reference map provides a foundational framework for understanding systemic immune organization.
- This approach allows for the integration of new data to identify deviations related to genetics, environment, or pathology.
- The reference map serves as a valuable tool for comparative immunology and disease research.
Abstract:
Immune cells function in an interacting hierarchy that coordinates the activities of various cell types according to genetic and environmental contexts. We developed graphical approaches to construct an extensible immune reference map from mass cytometry data of cells from different organs, incorporating landmark cell populations as flags on the map to compare cells from distinct samples. The maps recapitulated canonical cellular phenotypes and revealed reproducible, tissue-specific deviations. The approach revealed influences of genetic variation and circadian rhythms on immune system structure, enabled direct comparisons of murine and human blood cell phenotypes, and even enabled archival fluorescence-based flow cytometry data to be mapped onto the reference framework. This foundational reference map provides a working definition of systemic immune organization to which new data can be integrated to reveal deviations driven by genetics, environment, or pathology.
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