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Naive T cells that have not yet encountered an antigen express two primary CD...
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Systematic single-cell pathway analysis to characterize early T cell activation.

Jack A Bibby1, Divyansh Agarwal2, Tilo Freiwald3

  • 1Complement and Inflammation Research Section (CIRS), National Heart, Lung, and Blood Institute (NHLBI), National Institutes of Health (NIH), Bethesda, MD 20892, USA.

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|November 23, 2022
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Summary

We developed single-cell pathway analysis (SCPA), a new R package for analyzing omics data. SCPA effectively reveals T-cell activation pathways, including interferon systems and arachidonic acid metabolism, enhancing cellular process understanding.

Keywords:
CP: ImmunologySCPAT cellarachidonic acidcytokinesgene setmetabolismpathway analysissingle-cell RNA-seqsingle-cell pathway analysistype I interferon

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Area of Science:

  • Computational Biology
  • Immunology
  • Genomics

Background:

  • Pathway analysis is crucial for interpreting omics data and identifying cellular process alterations.
  • Existing methods may lack sensitivity or flexibility for complex biological datasets.

Purpose of the Study:

  • To introduce the open-source R package single-cell pathway analysis (SCPA).
  • To provide a sensitive, distribution-free framework for multisample distribution testing in single-cell omics data.
  • To characterize pathway activity during T-cell activation and across different tissues.

Main Methods:

  • Implementation of a novel statistical framework in the SCPA R package.
  • Generation and analysis of a single-cell RNA sequencing (scRNA-seq) T-cell dataset.
  • Comparison of SCPA's effectiveness against commonly used pathway analysis methods.

Main Results:

  • SCPA demonstrated superior performance compared to existing methods.
  • Characterization of T-cell activation revealed an intrinsic type I interferon system regulating T-cell survival.
  • Arachidonic acid metabolism was identified as critical throughout T-cell activation.
  • Alpha-defensin expression was highlighted as a marker for bone-marrow-derived T-cells.

Conclusions:

  • SCPA offers a powerful and widely applicable tool for single-cell pathway analysis.
  • The study identified key regulatory pathways involved in T-cell survival, activation, and tissue-specific characteristics.
  • This work advances the understanding of T-cell biology through systems-level pathway activity characterization.