Projects per year
Abstract
Pathway analysis is a key analytical stage in the interpretation of omics data, providing a powerful method for detecting alterations in cellular processes. We recently developed a sensitive and distribution-free statistical framework for multisample distribution testing, which we implement here in the open-source R package single-cell pathway analysis (SCPA). We demonstrate the effectiveness of SCPA over commonly used methods, generate a scRNA-seq T cell dataset, and characterize pathway activity over early cellular activation. This reveals regulatory pathways in T cells, including an intrinsic type I interferon system regulating T cell survival and a reliance on arachidonic acid metabolism throughout T cell activation. A systems-level characterization of pathway activity in T cells across multiple tissues also identifies alpha-defensin expression as a hallmark of bone-marrow-derived T cells. Overall, this work provides a widely applicable tool for single-cell pathway analysis and highlights regulatory mechanisms of T cells.
| Original language | English |
|---|---|
| Article number | 111697 |
| Journal | Cell Reports |
| Volume | 41 |
| Issue number | 8 |
| ISSN | 2211-1247 |
| DOIs | |
| Publication status | Published - 22.11.2022 |
Funding
This work was supported in part by the Intramural Research Program of the NIH , the National Heart, Lung, and Blood Institute (project no. zia/hl006223 to C.K., Z99 HL999999 to A.L.), and 5R01-HG006137-07 and 1U2CCA233285-01 to N.R.Z. We thank Howard Young and Julio Valencia for providing the Ifnar1 −/− mice used in this study.
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 3 Good Health and Well-being
Research Areas and Centers
- Academic Focus: Center for Infection and Inflammation Research (ZIEL)
DFG Research Classification Scheme
- 2.21-05 Immunology
Fingerprint
Dive into the research topics of 'Systematic single-cell pathway analysis to characterize early T cell activation'. Together they form a unique fingerprint.Projects
- 1 Finished
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Unravelling the role of CD46 in T cell fate decisions
Freiwald, T. (Principal Investigator (PI)), Kemper, C. (Supervisor) & Afzali, B. (Supervisor)
01.01.19 → 31.12.22
Project: DFG Individual Projects › DFG Scholarships: Research Fellowships
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