Single-cell transcriptomics and data analyses for prokaryotes-Past, present and future concepts.

2区 生物学 Q1 Immunology and Microbiology Advances in applied microbiology Pub Date : 2023-01-01 DOI:10.1016/bs.aambs.2023.04.002
Julia M Münch, Morgan S Sobol, Benedikt Brors, Anne-Kristin Kaster
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Abstract

Transcriptomics, or more specifically mRNA sequencing, is a powerful tool to study gene expression at the single-cell level (scRNA-seq) which enables new insights into a plethora of biological processes. While methods for single-cell RNA-seq in eukaryotes are well established, application to prokaryotes is still challenging. Reasons for that are rigid and diverse cell wall structures hampering lysis, the lack of polyadenylated transcripts impeding mRNA enrichment, and minute amounts of RNA requiring amplification steps before sequencing. Despite those obstacles, several promising scRNA-seq approaches for bacteria have been published recently, albeit difficulties in the experimental workflow and data processing and analysis remain. In particular, bias is often introduced by amplification which makes it difficult to distinguish between technical noise and biological variation. Future optimization of experimental procedures and data analysis algorithms are needed for the improvement of scRNA-seq but also to aid in the emergence of prokaryotic single-cell multi-omics. to help address 21st century challenges in the biotechnology and health sector.

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单细胞转录组学和原核生物的数据分析-过去,现在和未来的概念。
转录组学,或者更具体地说,mRNA测序,是研究单细胞水平基因表达(scRNA-seq)的有力工具,它使人们对大量生物过程有了新的认识。虽然在真核生物中单细胞RNA-seq方法已经建立,但在原核生物中的应用仍然具有挑战性。其原因是刚性和多样化的细胞壁结构阻碍了裂解,缺乏聚腺苷化转录物阻碍了mRNA的富集,以及在测序前需要扩增步骤的微量RNA。尽管存在这些障碍,最近已经发表了几种有前途的细菌scRNA-seq方法,尽管在实验工作流程和数据处理和分析方面仍然存在困难。特别是,偏倚往往是由放大引起的,这使得很难区分技术噪声和生物变异。未来需要优化实验程序和数据分析算法,以提高scRNA-seq,同时也有助于原核单细胞多组学的出现。帮助应对21世纪生物技术和卫生部门的挑战。
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来源期刊
Advances in applied microbiology
Advances in applied microbiology 生物-生物工程与应用微生物
CiteScore
8.20
自引率
0.00%
发文量
16
审稿时长
>12 weeks
期刊介绍: Advances in Applied Microbiology offers intensive reviews of the latest techniques and discoveries in this rapidly moving field. The editors are recognized experts and the format is comprehensive and instructive. Published since 1959, Advances in Applied Microbiology continues to be one of the most widely read and authoritative review sources in microbiology. Recent areas covered include bacterial diversity in the human gut, protozoan grazing of freshwater biofilms, metals in yeast fermentation processes and the interpretation of host-pathogen dialogue through microarrays.
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