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A Systems-Based Map of Human Brain Cell-Type Enriched Genes and Malignancy-Associated Endothelial Changes

Cell Rep. 2019 Nov 5;29(6):1690-1706.e4. doi: 10.1016/j.celrep.2019.09.088.

Abstract

Changes in the endothelium of the cerebral vasculature can contribute to inflammatory, thrombotic, and malignant disorders. The importance of defining cell-type-specific genes and their modification in disease is increasingly recognized. Here, we develop a bioinformatics-based approach to identify normal brain cell-enriched genes, using bulk RNA sequencing (RNA-seq) data from 238 normal human cortex samples from 2 independent cohorts. We compare endothelial cell-enriched gene profiles with astrocyte, oligodendrocyte, neuron, and microglial cell profiles. Endothelial changes in malignant disease are explored using RNA-seq data from 516 lower-grade gliomas and 401 glioblastomas. Lower-grade gliomas appear to be an "endothelial intermediate" between normal brain and glioblastoma. We apply our method for the prediction of glioblastoma-specific endothelial biomarkers, providing potential diagnostic or therapeutic targets. In summary, we provide a roadmap of endothelial cell identity in normal and malignant brain, using a method developed to resolve bulk RNA-seq into constituent cell-type-enriched profiles.

Keywords: RNA-seq; brain; cell identity; endothelial cells; gene expression; glioblastoma; tumor vasculature.

Publication types

  • Research Support, N.I.H., Extramural
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Adult
  • Aged
  • Aged, 80 and over
  • Astrocytes / metabolism*
  • Astrocytes / pathology
  • Brain Neoplasms / genetics
  • Brain Neoplasms / metabolism*
  • Brain Neoplasms / pathology
  • Cerebellar Cortex / metabolism
  • Cerebellar Cortex / pathology
  • Cohort Studies
  • Computational Biology
  • Databases, Genetic
  • Endothelial Cells / metabolism
  • Endothelial Cells / pathology
  • Endothelium, Vascular / metabolism*
  • Female
  • Gene Expression Regulation, Neoplastic / genetics
  • Gene Ontology
  • Glioblastoma / genetics
  • Glioblastoma / metabolism*
  • Glioblastoma / pathology
  • Glioma / genetics
  • Glioma / metabolism*
  • Glioma / pathology
  • Humans
  • Male
  • Middle Aged
  • Neurons / metabolism*
  • Neurons / pathology
  • Oligodendroglia / metabolism*
  • Oligodendroglia / pathology
  • Proteome / metabolism
  • RNA-Seq
  • Single-Cell Analysis
  • Transcriptome

Substances

  • Proteome