Atlas of the immune cell repertoire in mouse atherosclerosis defined by single-cell RNA-sequencing and mass cytometry

  • Holger Winkels
  • , Erik Ehinger
  • , Melanie Vassallo
  • , Konrad Buscher
  • , Huy Q. Dinh
  • , Kouji Kobiyama
  • , Anouk A.J. Hamers
  • , Clément Cochain
  • , Ehsan Vafadarnejad
  • , Antoine Emmanuel Saliba
  • , Alma Zernecke
  • , Akula Bala Pramod
  • , Amlan K. Ghosh
  • , Nathaly Anto Michel
  • , Natalie Hoppe
  • , Ingo Hilgendorf
  • , Andreas Zirlik
  • , Catherine C. Hedrick
  • , Klaus Ley
  • , Dennis Wolf

Research output: Contribution to journalArticlepeer-review

451 Scopus citations

Abstract

Rationale: Atherosclerosis is a chronic inflammatory disease that is driven by the interplay of pro- and anti-inflammatory leukocytes in the aorta. Yet, the phenotypic and transcriptional diversity of aortic leukocytes is poorly understood. Objective: We characterized leukocytes from healthy and atherosclerotic mouse aortas in-depth by single-cell RNAsequencing and mass cytometry (cytometry by time of flight) to define an atlas of the immune cell landscape in atherosclerosis. Methods and Results: Using single-cell RNA-sequencing of aortic leukocytes from chow diet- and Western diet-fed Apoe- and Ldlr- mice, we detected 11 principal leukocyte clusters with distinct phenotypic and spatial characteristics while the cellular repertoire in healthy aortas was less diverse. Gene set enrichment analysis on the single-cell level established that multiple pathways, such as for lipid metabolism, proliferation, and cytokine secretion, were confined to particular leukocyte clusters. Leukocyte populations were differentially regulated in atherosclerotic Apoe- and Ldlr- mice. We confirmed the phenotypic diversity of these clusters with a novel mass cytometry 35-marker panel with metal-labeled antibodies and conventional flow cytometry. Cell populations retrieved by these protein-based approaches were highly correlated to transcriptionally defined clusters. In an integrated screening strategy of single-cell RNA-sequencing, mass cytometry, and fluorescence-activated cell sorting, we detected 3 principal B-cell subsets with alterations in surface markers, functional pathways, and in vitro cytokine secretion. Leukocyte cluster gene signatures revealed leukocyte frequencies in 126 human plaques by a genetic deconvolution strategy. This approach revealed that human carotid plaques and microdissected mouse plaques were mostly populated by macrophages, T-cells, and monocytes. In addition, the frequency of genetically defined leukocyte populations in carotid plaques predicted cardiovascular events in patients. Conclusions: The definition of leukocyte diversity by high-dimensional analyses enables a fine-grained analysis of aortic leukocyte subsets, reveals new immunologic mechanisms and cell-type-specific pathways, and establishes a functional relevance for lesional leukocytes in human atherosclerosis.

Original languageEnglish (US)
Pages (from-to)1675-1688
Number of pages14
JournalCirculation research
Volume122
Issue number12
DOIs
StatePublished - 2018

Keywords

  • atherosclerosis
  • flow cytometry
  • immune system
  • leukocytes
  • lymphocytes
  • macrophages
  • mass cytometry
  • single-cell RNA-sequencing

ASJC Scopus subject areas

  • Physiology
  • Cardiology and Cardiovascular Medicine

Fingerprint

Dive into the research topics of 'Atlas of the immune cell repertoire in mouse atherosclerosis defined by single-cell RNA-sequencing and mass cytometry'. Together they form a unique fingerprint.

Cite this