An improved bacterial single-cell RNA-seq reveals biofilm heterogeneity

Elife. 2024 Dec 17:13:RP97543. doi: 10.7554/eLife.97543.

Abstract

In contrast to mammalian cells, bacterial cells lack mRNA polyadenylated tails, presenting a hurdle in isolating mRNA amidst the prevalent rRNA during single-cell RNA-seq. This study introduces a novel method, ribosomal RNA-derived cDNA depletion (RiboD), seamlessly integrated into the PETRI-seq technique, yielding RiboD-PETRI. This innovative approach offers a cost-effective, equipment-free, and high-throughput solution for bacterial single-cell RNA sequencing (scRNA-seq). By efficiently eliminating rRNA reads and substantially enhancing mRNA detection rates (up to 92%), our method enables precise exploration of bacterial population heterogeneity. Applying RiboD-PETRI to investigate biofilm heterogeneity, distinctive subpopulations marked by unique genes within biofilms were successfully identified. Notably, PdeI, a marker for the cell-surface attachment subpopulation, was observed to elevate cyclic diguanylate (c-di-GMP) levels, promoting persister cell formation. Thus, we address a persistent challenge in bacterial single-cell RNA-seq regarding rRNA abundance, exemplifying the utility of this method in exploring biofilm heterogeneity. Our method effectively tackles a long-standing issue in bacterial scRNA-seq: the overwhelming abundance of rRNA. This advancement significantly enhances our ability to investigate the intricate heterogeneity within biofilms at unprecedented resolution.

Keywords: bacterial scRNA-seq; bacterial scrna-seq; biofilms; heterogeneity; infectious disease; microbiology.

MeSH terms

  • Bacteria / classification
  • Bacteria / genetics
  • Biofilms* / growth & development
  • Cyclic GMP / analogs & derivatives
  • Cyclic GMP / metabolism
  • Escherichia coli / genetics
  • Escherichia coli / physiology
  • RNA, Bacterial / genetics
  • RNA, Ribosomal / genetics
  • RNA-Seq* / methods
  • Sequence Analysis, RNA / methods
  • Single-Cell Analysis* / methods
  • Single-Cell Gene Expression Analysis

Substances

  • RNA, Bacterial
  • Cyclic GMP
  • RNA, Ribosomal
  • bis(3',5')-cyclic diguanylic acid

Associated data

  • GEO/GSE260458
  • GEO/GSE151940
  • GEO/GSE141018
  • GEO/GSE231935
  • GEO/GSE119888
  • GEO/GSE180237