Current Methodological Challenges of Single-Cell and Single-Nucleus RNA-Sequencing in Glomerular Diseases

J Am Soc Nephrol. 2021 Aug;32(8):1838-1852. doi: 10.1681/ASN.2021020157. Epub 2021 Jun 17.

Abstract

Single-cell RNA sequencing (scRNA-seq) and single-nucleus RNA-seq (snRNA-seq) allow transcriptomic profiling of thousands of cells from a renal biopsy specimen at a single-cell resolution. Both methods are promising tools to unravel the underlying pathophysiology of glomerular diseases. This review provides an overview of the technical challenges that should be addressed when designing single-cell transcriptomics experiments that focus on glomerulopathies. The isolation of glomerular cells from core needle biopsy specimens for single-cell transcriptomics remains difficult and depends upon five major factors. First, core needle biopsies generate little tissue material, and several samples are required to identify glomerular cells. Second, both fresh and frozen tissue samples may yield glomerular cells, although every experimental pipeline has different (dis)advantages. Third, enrichment for glomerular cells in human tissue before single-cell analysis is challenging because no effective standardized pipelines are available. Fourth, the current warm cell-dissociation protocols may damage glomerular cells and induce transcriptional artifacts, which can be minimized by using cold dissociation techniques at the cost of less efficient cell dissociation. Finally, snRNA-seq methods may be superior to scRNA-seq in isolating glomerular cells; however, the efficacy of snRNA-seq on core needle biopsy specimens remains to be proven. The field of single-cell omics is rapidly evolving, and the integration of these techniques in multiomics assays will undoubtedly create new insights in the complex pathophysiology of glomerular diseases.

Keywords: glomerular disease; molecular biology; renal cell biology; transcriptional profiling.

Publication types

  • Research Support, Non-U.S. Gov't
  • Review

MeSH terms

  • Biopsy, Large-Core Needle
  • Cell Nucleus
  • Cell Separation / methods
  • Flow Cytometry
  • Freezing
  • Gene Expression Profiling*
  • Humans
  • Kidney Diseases / genetics*
  • Kidney Diseases / pathology*
  • Kidney Glomerulus / metabolism
  • Kidney Glomerulus / pathology*
  • Mesangial Cells
  • Podocytes
  • RNA / analysis*
  • Sequence Analysis, RNA
  • Single-Cell Analysis* / methods

Substances

  • RNA