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Prokaryotic and eukaryotic cells represent two fundamental types of cellular organization, differing significantly in structure, complexity, and function. These distinctions underpin the biological diversity seen across domains of life.Prokaryotic Cell CharacteristicsProkaryotic cells, exemplified by bacteria and archaea, are structurally simple and lack membrane-bound organelles, including a nucleus. Their genetic material consists of a single, circular DNA molecule in the nucleoid region,...
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Single-cell transcriptomics and data analyses for prokaryotes-Past, present and future concepts.

Julia M Münch1, Morgan S Sobol2, Benedikt Brors3

  • 1Institute for Biological Interfaces 5, Karlsruhe Institute of Technology, Eggenstein-Leopoldshafen, Germany; Division of Applied Bioinformatics, German Cancer Research Center (DKFZ), Heidelberg, Germany; Faculty of Biosciences, Heidelberg University, Heidelberg, Germany; HIDSS4Health - Helmholtz Information and Data Science School for Health, Karlsruhe/Heidelberg, Germany.

Advances in Applied Microbiology
|July 3, 2023
PubMed
Summary

Single-cell RNA sequencing (scRNA-seq) offers insights into gene expression but faces challenges in prokaryotes due to cell walls and RNA properties. Ongoing research aims to refine scRNA-seq methods for bacteria, improving data accuracy and enabling multi-omics studies.

Keywords:
Amplification biasBioinformaticsMicrobial dark matterMulti-omicsRNA-sequencing

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Area of Science:

  • Molecular Biology
  • Genomics
  • Microbiology

Background:

  • Single-cell RNA sequencing (scRNA-seq) is a powerful technique for studying gene expression at an individual cell level.
  • Established methods for eukaryotes present significant challenges when applied to prokaryotes.
  • Prokaryotic scRNA-seq is hindered by rigid cell walls, lack of polyadenylated transcripts, and small RNA quantities necessitating amplification.

Purpose of the Study:

  • To review the current state and challenges of applying single-cell RNA sequencing (scRNA-seq) to prokaryotic organisms.
  • To highlight the experimental and data analysis hurdles that need to be overcome for accurate prokaryotic gene expression studies.
  • To underscore the potential of improved scRNA-seq for advancing prokaryotic research and single-cell multi-omics.

Main Methods:

  • Review of recent literature on prokaryotic single-cell RNA sequencing approaches.
  • Analysis of common experimental workflow and data processing challenges.
  • Discussion of amplification bias and its impact on distinguishing technical noise from biological variation.

Main Results:

  • Several promising scRNA-seq methods for bacteria have emerged despite inherent difficulties.
  • Amplification bias remains a significant issue, complicating the interpretation of gene expression data.
  • Distinguishing technical noise from true biological variation is a persistent challenge in prokaryotic scRNA-seq.

Conclusions:

  • Further optimization of experimental protocols and data analysis algorithms is crucial for advancing prokaryotic scRNA-seq.
  • Improved scRNA-seq will enhance our understanding of prokaryotic biology and gene expression.
  • This advancement is vital for addressing 21st-century challenges in biotechnology and health through prokaryotic single-cell multi-omics.