A novel approach to single cell analysis to reveal intrinsic differences in immune marker expression in unstimulated macrophages from BALB/c and C57BL/6 mouse strains
Breda, J.; Banerjee, A.; Pieters, J.; Jayachandran, R.; Zavolan, M.
Show abstract
Macrophages are cells of the innate immune system that provide the first line of defense against pathogens. Their functional and morphological heterogeneity is well known, though the origin of this heterogeneity is still debated. Furthermore, while mouse strains differ in the type of immune responses that they mount to individual pathogens, the range of gene expression variation among their macrophages in the absence of a specific stimulus is not known. By applying single cell RNA sequencing we here reveal the gene expression variation in pre-stimulation macrophage populations from specific pathogen-free BALB/c and C57BL/6 mice, two mouse strains that give prototypical Th2 and Th1-biased immune responses, directed towards extracellular or intracellular pathogens, respectively. We show that intrinsic differences between the macrophages of these two strains are detectable before any specific stimulation and we place the gene expression profile of these cells within the range of variation that is measured upon in vitro stimulation with pro-inflammatory lipopolysaccharide (LPS) and interferon {gamma} (IFN), or anti-inflammatory IL-4. We find that C57BL/6 mice show stronger evidence of macrophage polarization than BALB/c mice, which could explain their resistance to pathogens such as Leishmania. Our computational methods for analyzing single cell RNA sequencing data, controlling for common sources of stochastic variation, can be more generally adopted to uncover biological variation between cell populations.
Matching journals
The top 8 journals account for 50% of the predicted probability mass.
Similar papers in this journal
- A genome-wide screen in macrophages identifies new regulators of IFNγ-inducible MHCII that contribute to T cell activation 93%
- Single-cell analysis of skeletal muscle macrophages reveals age- associated functional subpopulations 93%
- Fam49b dampens TCR signal strength to regulate survival of positively selected thymocytes 93%
Similar papers in this journal
Similar papers in this journal
Similar papers in this journal
Similar papers in this journal
- Impact of cell-type and context-dependent regulatory variants on human immune traits 92%
- Approaches for integrating heterogeneous RNA-seq data reveals cross-talk between microbes and genes in asthmatic patients 92%
- Single-cell transcriptome profiling of an adult human cell atlas of 15 major organs 92%
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.