ArticlemBio2014
Unprecedented high-resolution view of bacterial operon architecture revealed by RNA sequencing.
Article in mBio, 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 118 papers.
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Who cites it
118 citing papers in PubMed, 200 citations in OpenAlex.
- Identification of conserved RNA regulatory switches in living cells using RNA secondary structure ensemble mapping and covariation analysis.Nature biotechnology · 2026Article
- A transcription unit based systems biology study onFrontiers in microbiology · 2026Article
- The PA2803-encoded PcrP exhibits a novel non-catalytic function and contributes to polymyxin B resistance inJournal of bacteriology · 2025Article
- Cyclic-di-GMP interferes with DNA-MucR-DNA bridging to derepress genes targeted by the xenogeneic silencer MucR.Nucleic acids research · 2025Article
- Dynamics of bacterial operons during genome-wide stresses is influenced by premature terminations and internal promoters.Science advances · 2025Article
- De novo virulence feature discovery and risk assessment in Klebsiella pneumoniae based on microbial genome vectorization.Communications biology · 2025Article
- OpDetect: A convolutional and recurrent neural network classifier for precise and sensitive operon detection from RNA-seq data.PloS one · 2025Article
- PIPETS: a statistically informed, gene-annotation agnostic analysis method to study bacterial termination using 3'-end sequencing.BMC bioinformatics · 2024Article
- Pathological R-loops in bacteria from engineered expression of endogenous antisense RNAs whose synthesis is ordinarily terminated by Rho.Nucleic acids research · 2024Article
- PIPETS: A statistically informed, gene-annotation agnostic analysis method to study bacterial termination using 3'-end sequencing.bioRxiv : the preprint server for biology · 2024Article
- Article
- Analysis of bacterial transcriptome and epitranscriptome using nanopore direct RNA sequencing.Nucleic acids research · 2024Article
- Genetic evidence for functional diversification of gram-negative intermembrane phospholipid transporters.PLoS genetics · 2024Article
- Genetic evidence for functional diversification of gram-negative intermembrane phospholipid transporters.bioRxiv : the preprint server for biology · 2024Article
- Cross-evaluation of E. coli's operon structures via a whole-cell model suggests alternative cellular benefits for low- versus high-expressing operons.Cell systems · 2024Article
- Polyphosphate kinase regulates LPS structure and polymyxin resistance during starvation in E. coli.PLoS biology · 2024Article
- Improved prediction of bacterial CRISPRi guide efficiency from depletion screens through mixed-effect machine learning and data integration.Genome biology · 2024Article
- Genomic SELEX Screening of Regulatory Targets of Transcription Factors.Methods in molecular biology (Clifton, N.J.) · 2024Article
- RNA polymerase sliding on DNA can couple the transcription of nearby bacterial operons.Proceedings of the National Academy of Sciences of the United States of America · 2023Article
- Improved RNA stability estimation indicates that transcriptional interference is frequent in diverse bacteria.Communications biology · 2023Article
58 more citing papers are in PubMed but not listed here.
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Authors and funding
12 authors at 5 institutions in 2 countries.
Funding
Abstract
We analyzed the transcriptome of Escherichia coli K-12 by strand-specific RNA sequencing at single-nucleotide resolution during steady-state (logarithmic-phase) growth and upon entry into stationary phase in glucose minimal medium. To generate high-resolution transcriptome maps, we developed an organizational schema which showed that in practice only three features are required to define operon architecture: the promoter, terminator, and deep RNA sequence read coverage. We precisely annotated 2,122 promoters and 1,774 terminators, defining 1,510 operons with an average of 1.98 genes per operon. Our analyses revealed an unprecedented view of E. coli operon architecture. A large proportion (36%) of operons are complex with internal promoters or terminators that generate multiple transcription units. For 43% of operons, we observed differential expression of polycistronic genes, despite being in the same operons, indicating that E. coli operon architecture allows fine-tuning of gene expression. We found that 276 of 370 convergent operons terminate inefficiently, generating complementary 3' transcript ends which overlap on average by 286 nucleotides, and 136 of 388 divergent operons have promoters arranged such that their 5' ends overlap on average by 168 nucleotides. We found 89 antisense transcripts of 397-nucleotide average length, 7 unannotated transcripts within intergenic regions, and 18 sense transcripts that completely overlap operons on the opposite strand. Of 519 overlapping transcripts, 75% correspond to sequences that are highly conserved in E. coli (>50 genomes). Our data extend recent studies showing unexpected transcriptome complexity in several bacteria and suggest that antisense RNA regulation is widespread. Importance: We precisely mapped the 5' and 3' ends of RNA transcripts across the E. coli K-12 genome by using a single-nucleotide analytical approach. Our resulting high-resolution transcriptome maps show that ca. one-third of E. coli operons are complex, with internal promoters and terminators generating multiple transcription units and allowing differential gene expression within these operons. We discovered extensive antisense transcription that results from more than 500 operons, which fully overlap or extensively overlap adjacent divergent or convergent operons. The genomic regions corresponding to these antisense transcripts are highly conserved in E. coli (including Shigella species), although it remains to be proven whether or not they are functional. Our observations of features unearthed by single-nucleotide transcriptome mapping suggest that deeper layers of transcriptional regulation in bacteria are likely to be revealed in the future.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.