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Integrating Single-cell Multi-omics and Prior Biological Knowledge for a Functional Characterization of the Immune System

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Journal Nat Immunol
Date 2024 Feb 27
PMID 38413722
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Abstract

The immune system comprises diverse specialized cell types that cooperate to defend the host against a wide range of pathogenic threats. Recent advancements in single-cell and spatial multi-omics technologies provide rich information about the molecular state of immune cells. Here, we review how the integration of single-cell and spatial multi-omics data with prior knowledge-gathered from decades of detailed biochemical studies-allows us to obtain functional insights, focusing on gene regulatory processes and cell-cell interactions. We present diverse applications in immunology and critically assess underlying assumptions and limitations. Finally, we offer a perspective on the ongoing technological and algorithmic developments that promise to get us closer to a systemic mechanistic understanding of the immune system.

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References
1.
Arunachalam P, Wimmers F, Mok C, Perera R, Scott M, Hagan T . Systems biological assessment of immunity to mild versus severe COVID-19 infection in humans. Science. 2020; 369(6508):1210-1220. PMC: 7665312. DOI: 10.1126/science.abc6261. View

2.
Shen-Orr S, Furman D . Variability in the immune system: of vaccine responses and immune states. Curr Opin Immunol. 2013; 25(4):542-7. PMC: 3788704. DOI: 10.1016/j.coi.2013.07.009. View

3.
Yofe I, Dahan R, Amit I . Single-cell genomic approaches for developing the next generation of immunotherapies. Nat Med. 2020; 26(2):171-177. DOI: 10.1038/s41591-019-0736-4. View

4.
Banchereau R, Cepika A, Pascual V . Systems approaches to human autoimmune diseases. Curr Opin Immunol. 2013; 25(5):598-605. PMC: 3924714. DOI: 10.1016/j.coi.2013.08.005. View

5.
Davis M, Tato C, Furman D . Systems immunology: just getting started. Nat Immunol. 2017; 18(7):725-732. PMC: 5790187. DOI: 10.1038/ni.3768. View