# Droplet-based high-throughput single microbe RNA sequencing by smRandom-seq

**Authors:** Ziye Xu, Yuting Wang, Kuanwei Sheng, Raoul Rosenthal, Nan Liu, Xiaoting Hua, Tianyu Zhang, Jiaye Chen, Mengdi Song, Yuexiao Lv, Shunji Zhang, Yingjuan Huang, Zhaolun Wang, Ting Cao, Yifei Shen, Yan Jiang, Yunsong Yu, Yu Chen, Guoji Guo, Peng Yin, David A. Weitz, Yongcheng Wang

PMC · DOI: 10.1038/s41467-023-40137-9 · Nature Communications · 2023-08-23

## TL;DR

This paper introduces smRandom-seq, a new method for studying gene activity in individual bacteria, revealing hidden differences in bacterial populations.

## Contribution

The novel smRandom-seq method enables high-throughput single-microbe RNA sequencing with high specificity and sensitivity.

## Key findings

- smRandom-seq achieves 99% species specificity and detects ~1000 genes per single E. coli cell.
- The method successfully identifies antibiotic-resistant subpopulations with distinct gene expression patterns.
- CRISPR-based rRNA depletion reduces rRNA percentage to 32%, improving mRNA detection.

## Abstract

Bacteria colonize almost all parts of the human body and can differ significantly. However, the population level transcriptomics measurements can only describe the average bacteria population behaviors, ignoring the heterogeneity among bacteria. Here, we report a droplet-based high-throughput single-microbe RNA-seq assay (smRandom-seq), using random primers for in situ cDNA generation, droplets for single-microbe barcoding, and CRISPR-based rRNA depletion for mRNA enrichment. smRandom-seq showed a high species specificity (99%), a minor doublet rate (1.6%), a reduced rRNA percentage (32%), and a sensitive gene detection (a median of ~1000 genes per single E. coli). Furthermore, smRandom-seq successfully captured transcriptome changes of thousands of individual E. coli and discovered a few antibiotic resistant subpopulations displaying distinct gene expression patterns of SOS response and metabolic pathways in E. coli population upon antibiotic stress. smRandom-seq provides a high-throughput single-microbe transcriptome profiling tool that will facilitate future discoveries in microbial resistance, persistence, microbe-host interaction, and microbiome research.

Population level transcriptomics measurements miss bacterial heterogeneity. Here the authors report smRandom-seq, a droplet-based high-throughput single-microbe RNA-seq assay, using random primers for in situ cDNA generation, droplets for single-microbe barcoding, and CRISPR-based rRNA depletion.

## Full-text entities

- **Genes:** LYZ (lysozyme) [NCBI Gene 4069] {aka AMYLD5, LYZF1, LZM}, Cat [NCBI Gene 2847485]
- **Diseases:** toxicity (MESH:D064420), bacterial infection (MESH:D001424)
- **Chemicals:** AMP (MESH:D000667), 5-cyano-2,3-ditolyltetrazolium chloride (MESH:C075453), PFA (MESH:C003043), poly(T) (MESH:D011071), oligonucleotide (MESH:D009841), PI (MESH:D011419), ammonium persulfate (MESH:C031276), propionate (MESH:D011422), acrylamide (MESH:D020106), fluoroquinolone (MESH:D024841), poly(dA) (MESH:C015465), PBS (MESH:D007854), PFO (MESH:C076994), water (MESH:D014867), PDMS (-), CoCl2 (MESH:C018021), (dT) (MESH:D013936), glyoxylates (MESH:D006038), dA (MESH:C025953), beta-lactam (MESH:D047090), TEMED (MESH:C005798), APS (MESH:D000250), glycerol (MESH:D005990), dATP (MESH:C026600), oil (MESH:D009821), glyoxylate (MESH:C031150), bis-acrylamide (MESH:C021221), ROS (MESH:D017382), CIP (MESH:D002939), poly(A) (MESH:D011061), silicon (MESH:D012825), Tween-20 (MESH:D011136),  (MESH:D000900),  (MESH:D017931)
- **Species:** Klebsiella pneumoniae (species) [taxon 573], Salmonella (genus) [taxon 590], Bacteria Latreille et al. 1825 (Bacteria stick insect, genus) [taxon 629395], Pseudomonas aeruginosa PAO1 (strain) [taxon 208964], Homo sapiens (human, species) [taxon 9606], Acinetobacter baumannii (species) [taxon 470], Acinetobacter baumannii ATCC 17978 (strain) [taxon 400667], Escherichia coli BW25113 (no rank) [taxon 679895], Pseudomonas aeruginosa (species) [taxon 287], Bacillus subtilis (species) [taxon 1423], Escherichia coli (E. coli, species) [taxon 562]
- **Mutations:** M0315S, M5505S, M0243S, M0202S, M0386S

## Full text

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## Figures

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## References

5 references — full list in the complete paper: https://tomesphere.com/paper/PMC10447461/full.md

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Source: https://tomesphere.com/paper/PMC10447461