Single-cell RNA sequencing (scRNA-seq) has become an essential tool for
characterizing gene expression in eukaryotes, but current methods are incompatible
with bacteria. Here, we introduce microSPLiT (microbial split-pool ligation
transcriptomics), a high-throughput scRNA-seq method for Gram-negative and
Gram-positive bacteria that can resolve heterogeneous transcriptional states. We
applied microSPLiT to >25,000 Bacillus subtilis
cells sampled at different growth stages, creating an atlas of changes in
metabolism and lifestyle. We retrieved detailed gene expression profiles
associated with known, but rare, states such as competence and prophage induction
and also identified unexpected gene expression states, including the heterogeneous
activation of a niche metabolic pathway in a subpopulation of cells. MicroSPLiT
paves the way to high-throughput analysis of gene expression in bacterial
communities that are otherwise not amenable to single-cell analysis, such as
natural microbiota.
Single-cell RNA-sequencing (scRNA-seq) has become an essential tool for characterizing multicelled eukaryotic systems but current methods are not compatible with bacteria. Here, we introduce microSPLiT, a low cost and high-throughput scRNA-seq method that works for gramnegative and gram-positive bacteria and can resolve transcriptional states that remain hidden at a population level. We applied microSPLiT to >25,000 Bacillus subtilis cells sampled from different growth stages, creating a detailed atlas of changes in metabolism and lifestyle. We not only retrieve detailed gene expression profiles associated with known but rare states such as competence and PBSX prophage induction, but also identify novel and unexpected gene expression states including heterogeneous activation of a niche metabolic pathway in a subpopulation of cells. microSPLiT empowers high-throughput analysis of gene expression in complex bacterial communities.
Herein, we describe a method to produce yeast-laden hydrogel inks for the direct-write 3D printing of cuboidal lattices for immobilized whole-cell catalysis.
The circadian oscillator, an internal time-keeping device found in most organisms, enables timely regulation of daily biological activities by maintaining synchrony with the external environment. The mechanistic basis underlying the adjustment of circadian rhythms to changing external conditions, however, has yet to be clearly elucidated. We explored the mechanism of action of nicotinamide in
Arabidopsis thaliana
, a metabolite that lengthens the period of circadian rhythms, to understand the regulation of circadian period. To identify the key mechanisms involved in the circadian response to nicotinamide, we developed a systematic and practical modeling framework based on the identification and comparison of gene regulatory dynamics. Our mathematical predictions, confirmed by experimentation, identified key transcriptional regulatory mechanisms of circadian period and uncovered the role of blue light in the response of the circadian oscillator to nicotinamide. We suggest that our methodology could be adapted to predict mechanisms of drug action in complex biological systems.
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