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1.
Nat Microbiol ; 9(4): 1130-1144, 2024 Apr.
Artículo en Inglés | MEDLINE | ID: mdl-38528147

RESUMEN

Plasticity in gene expression allows bacteria to adapt to diverse environments. This is particularly relevant in the dynamic niche of the human intestinal tract; however, transcriptional networks remain largely unknown for gut-resident bacteria. Here we apply differential RNA sequencing (RNA-seq) and conventional RNA-seq to the model gut bacterium Bacteroides thetaiotaomicron to map transcriptional units and profile their expression levels across 15 in vivo-relevant growth conditions. We infer stress- and carbon source-specific transcriptional regulons and expand the annotation of small RNAs (sRNAs). Integrating this expression atlas with published transposon mutant fitness data, we predict conditionally important sRNAs. These include MasB, which downregulates tetracycline tolerance. Using MS2 affinity purification and RNA-seq, we identify a putative MasB target and assess its role in the context of the MasB-associated phenotype. These data-publicly available through the Theta-Base web browser ( http://micromix.helmholtz-hiri.de/bacteroides/ )-constitute a valuable resource for the microbiome community.


Asunto(s)
Bacteroides thetaiotaomicron , Humanos , Bacteroides thetaiotaomicron/genética , Transcriptoma , ARN , Inhibidores de la Síntesis de la Proteína , Tetraciclinas
2.
mBio ; 14(2): e0355722, 2023 04 25.
Artículo en Inglés | MEDLINE | ID: mdl-36880749

RESUMEN

Bulk RNA sequencing technologies have provided invaluable insights into host and bacterial gene expression and associated regulatory networks. Nevertheless, the majority of these approaches report average expression across cell populations, hiding the true underlying expression patterns that are often heterogeneous in nature. Due to technical advances, single-cell transcriptomics in bacteria has recently become reality, allowing exploration of these heterogeneous populations, which are often the result of environmental changes and stressors. In this work, we have improved our previously published bacterial single-cell RNA sequencing (scRNA-seq) protocol that is based on multiple annealing and deoxycytidine (dC) tailing-based quantitative scRNA-seq (MATQ-seq), achieving a higher throughput through the integration of automation. We also selected a more efficient reverse transcriptase, which led to reduced cell loss and higher workflow robustness. Moreover, we successfully implemented a Cas9-based rRNA depletion protocol into the MATQ-seq workflow. Applying our improved protocol on a large set of single Salmonella cells sampled over different growth conditions revealed improved gene coverage and a higher gene detection limit compared to our original protocol and allowed us to detect the expression of small regulatory RNAs, such as GcvB or CsrB at a single-cell level. In addition, we confirmed previously described phenotypic heterogeneity in Salmonella in regard to expression of pathogenicity-associated genes. Overall, the low percentage of cell loss and high gene detection limit makes the improved MATQ-seq protocol particularly well suited for studies with limited input material, such as analysis of small bacterial populations in host niches or intracellular bacteria. IMPORTANCE Gene expression heterogeneity among isogenic bacteria is linked to clinically relevant scenarios, like biofilm formation and antibiotic tolerance. The recent development of bacterial single-cell RNA sequencing (scRNA-seq) enables the study of cell-to-cell variability in bacterial populations and the mechanisms underlying these phenomena. Here, we report a scRNA-seq workflow based on MATQ-seq with increased robustness, reduced cell loss, and improved transcript capture rate and gene coverage. Use of a more efficient reverse transcriptase and the integration of an rRNA depletion step, which can be adapted to other bacterial single-cell workflows, was instrumental for these improvements. Applying the protocol to the foodborne pathogen Salmonella, we confirmed transcriptional heterogeneity across and within different growth phases and demonstrated that our workflow captures small regulatory RNAs at a single-cell level. Due to low cell loss and high transcript capture rates, this protocol is uniquely suited for experimental settings in which the starting material is limited, such as infected tissues.


Asunto(s)
Sistemas CRISPR-Cas , Análisis de Expresión Génica de una Sola Célula , Secuenciación de Nucleótidos de Alto Rendimiento/métodos , ARN/genética , ARN Ribosómico , Perfilación de la Expresión Génica/métodos , Bacterias/genética , Análisis de Secuencia de ARN/métodos , ADN Polimerasa Dirigida por ARN/genética , Análisis de la Célula Individual/métodos
3.
bioRxiv ; 2023 Feb 16.
Artículo en Inglés | MEDLINE | ID: mdl-36824877

RESUMEN

Gene expression plasticity allows bacteria to adapt to diverse environments, tie their metabolism to available nutrients, and cope with stress. This is particularly relevant in a niche as dynamic and hostile as the human intestinal tract, yet transcriptional networks remain largely unknown in gut Bacteroides spp. Here, we map transcriptional units and profile their expression levels in Bacteroides thetaiotaomicron over a suite of 15 defined experimental conditions that are relevant in vivo , such as variation of temperature, pH, and oxygen tension, exposure to antibiotic stress, and growth on simple carbohydrates or on host mucin-derived glycans. Thereby, we infer stress- and carbon source-specific transcriptional regulons, including conditional expression of capsular polysaccharides and polysaccharide utilization loci, and expand the annotation of small regulatory RNAs (sRNAs) in this organism. Integrating this comprehensive expression atlas with transposon mutant fitness data, we identify conditionally important sRNAs. One example is MasB, whose inactivation led to increased bacterial tolerance of tetracyclines. Using MS2 affinity purification coupled with RNA sequencing, we predict targets of this sRNA and discuss their potential role in the context of the MasB-associated phenotype. Together, this transcriptomic compendium in combination with functional sRNA genomics-publicly available through a new iteration of the 'Theta-Base' web browser (www.helmholtz-hiri.de/en/datasets/bacteroides-v2)-constitutes a valuable resource for the microbiome and sRNA research communities alike.

4.
Nucleic Acids Res ; 50(11): 6435-6452, 2022 06 24.
Artículo en Inglés | MEDLINE | ID: mdl-35687096

RESUMEN

Antisense peptide nucleic acids (PNAs) that target mRNAs of essential bacterial genes exhibit specific bactericidal effects in several microbial species, but our mechanistic understanding of PNA activity and their target gene spectrum is limited. Here, we present a systematic analysis of PNAs targeting 11 essential genes with varying expression levels in uropathogenic Escherichia coli (UPEC). We demonstrate that UPEC is susceptible to killing by peptide-conjugated PNAs, especially when targeting the widely-used essential gene acpP. Our evaluation yields three additional promising target mRNAs for effective growth inhibition, i.e.dnaB, ftsZ and rpsH. The analysis also shows that transcript abundance does not predict target vulnerability and that PNA-mediated growth inhibition is not universally associated with target mRNA depletion. Global transcriptomic analyses further reveal PNA sequence-dependent but also -independent responses, including the induction of envelope stress response pathways. Importantly, we show that 9mer PNAs are generally as effective in inhibiting bacterial growth as their 10mer counterparts. Overall, our systematic comparison of a range of PNAs targeting mRNAs of different essential genes in UPEC suggests important features for PNA design, reveals a general bacterial response to PNA conjugates and establishes the feasibility of using PNA antibacterials to combat UPEC.


Asunto(s)
Oligonucleótidos Antisentido , Ácidos Nucleicos de Péptidos , Escherichia coli Uropatógena , Antibacterianos/química , Antibacterianos/farmacología , Genes Esenciales , Oligonucleótidos Antisentido/química , Oligonucleótidos Antisentido/farmacología , Ácidos Nucleicos de Péptidos/química , Ácidos Nucleicos de Péptidos/farmacología , Escherichia coli Uropatógena/efectos de los fármacos , Escherichia coli Uropatógena/genética
5.
Sci Rep ; 11(1): 10399, 2021 05 17.
Artículo en Inglés | MEDLINE | ID: mdl-34001998

RESUMEN

Dual RNA-seq experiments examining viral and bacterial pathogens are increasing, but vary considerably in their experimental designs, such as infection rates and RNA depletion methods. Here, we have applied dual RNA-seq to Chlamydia trachomatis infected epithelial cells to examine transcriptomic responses from both organisms. We compared two time points post infection (1 and 24 h), three multiplicity of infection (MOI) ratios (0.1, 1 and 10) and two RNA depletion methods (rRNA and polyA). Capture of bacterial-specific RNA were greatest when combining rRNA and polyA depletion, and when using a higher MOI. However, under these conditions, host RNA capture was negatively impacted. Although it is tempting to use high infection rates, the implications on host cell survival, the potential reduced length of infection cycles and real world applicability should be considered. This data highlights the delicate nature of balancing host-pathogen RNA capture and will assist future transcriptomic-based studies to achieve more specific and relevant infection-related biological insights.


Asunto(s)
Infecciones por Chlamydia/genética , Chlamydia trachomatis/aislamiento & purificación , Interacciones Huésped-Patógeno/genética , RNA-Seq/métodos , Supervivencia Celular/genética , Infecciones por Chlamydia/microbiología , Chlamydia trachomatis/genética , Células Epiteliales/microbiología , Regulación Bacteriana de la Expresión Génica , Humanos , Poli A/genética , Poli A/aislamiento & purificación , Poli A/metabolismo , ARN Bacteriano/genética , ARN Ribosómico/genética , ARN Ribosómico/aislamiento & purificación , ARN Ribosómico/metabolismo , Secuenciación del Exoma
6.
Epigenetics Chromatin ; 13(1): 45, 2020 10 27.
Artículo en Inglés | MEDLINE | ID: mdl-33109274

RESUMEN

Chlamydia are Gram-negative, obligate intracellular bacterial pathogens responsible for a broad spectrum of human and animal diseases. In humans, Chlamydia trachomatis is the most prevalent bacterial sexually transmitted infection worldwide and is the causative agent of trachoma (infectious blindness) in disadvantaged populations. Over the course of its developmental cycle, Chlamydia extensively remodels its intracellular niche and parasitises the host cell for nutrients, with substantial resulting changes to the host cell transcriptome and proteome. However, little information is available on the impact of chlamydial infection on the host cell epigenome and global gene regulation. Regions of open eukaryotic chromatin correspond to nucleosome-depleted regions, which in turn are associated with regulatory functions and transcription factor binding. We applied formaldehyde-assisted isolation of regulatory elements enrichment followed by sequencing (FAIRE-Seq) to generate temporal chromatin maps of C. trachomatis-infected human epithelial cells in vitro over the chlamydial developmental cycle. We detected both conserved and distinct temporal changes to genome-wide chromatin accessibility associated with C. trachomatis infection. The observed differentially accessible chromatin regions include temporally-enriched sets of transcription factors, which may help shape the host cell response to infection. These regions and motifs were linked to genomic features and genes associated with immune responses, re-direction of host cell nutrients, intracellular signalling, cell-cell adhesion, extracellular matrix, metabolism and apoptosis. This work provides another perspective to the complex response to chlamydial infection, and will inform further studies of transcriptional regulation and the epigenome in Chlamydia-infected human cells and tissues.


Asunto(s)
Infecciones por Chlamydia/genética , Ensamble y Desensamble de Cromatina , Cromatina/metabolismo , Células Epiteliales/metabolismo , Chlamydia/patogenicidad , Cromatina/química , Epigenoma , Células Epiteliales/parasitología , Células Hep G2 , Humanos
7.
Toxins (Basel) ; 12(5)2020 05 14.
Artículo en Inglés | MEDLINE | ID: mdl-32422990

RESUMEN

A critical hurdle in ant venom proteomic investigations is the lack of databases to comprehensively and specifically identify the sequence and function of venom proteins and peptides. To resolve this, we used venom gland transcriptomics to generate a sequence database that was used to assign the tandem mass spectrometry (MS) fragmentation spectra of venom peptides and proteins to specific transcripts. This was performed alongside a shotgun liquid chromatography-mass spectrometry (LC-MS/MS) analysis of the venom to confirm that these assigned transcripts were expressed as proteins. Through the combined transcriptomic and proteomic investigation of Paraponera clavata venom, we identified four times the number of proteins previously identified using 2D-PAGE alone. In addition to this, by mining the transcriptomic data, we identified several novel peptide sequences for future pharmacological investigations, some of which conform with inhibitor cysteine knot motifs. These types of peptides have the potential to be developed into pharmaceutical or bioinsecticide peptides.


Asunto(s)
Venenos de Hormiga/química , Hormigas/metabolismo , Perfilación de la Expresión Génica , Proteínas de Insectos/análisis , Neurotoxinas/análisis , Proteoma , Proteómica , Transcriptoma , Animales , Venenos de Hormiga/genética , Venenos de Hormiga/toxicidad , Hormigas/genética , Calcio/metabolismo , Células Cultivadas , Cromatografía Líquida de Alta Presión , Cromatografía de Fase Inversa , Bases de Datos Genéticas , Ganglios Espinales/efectos de los fármacos , Ganglios Espinales/metabolismo , Proteínas de Insectos/genética , Proteínas de Insectos/toxicidad , Ratones Endogámicos C57BL , Neurotoxinas/genética , Neurotoxinas/toxicidad , Espectrometría de Masas en Tándem
8.
Artículo en Inglés | MEDLINE | ID: mdl-31803632

RESUMEN

Chlamydia are Gram-negative obligate intracellular bacterial pathogens responsible for a variety of disease in humans and animals worldwide. Chlamydia trachomatis causes trachoma in disadvantaged populations, and is the most common bacterial sexually transmitted infection in humans, causing reproductive tract disease. Antibiotic therapy successfully treats diagnosed chlamydial infections, however asymptomatic infections are common. High-throughput transcriptomic approaches have explored chlamydial gene expression and infected host cell gene expression. However, these were performed on large cell populations, averaging gene expression profiles across all cells sampled and potentially obscuring biologically relevant subsets of cells. We generated a pilot dataset, applying single cell RNA-Seq (scRNA-Seq) to C. trachomatis infected and mock-infected epithelial cells to assess the utility, pitfalls and challenges of single cell approaches applied to chlamydial biology, and to potentially identify early host cell biomarkers of chlamydial infection. Two hundred sixty-four time-matched C. trachomatis-infected and mock-infected HEp-2 cells were collected and subjected to scRNA-Seq. After quality control, 200 cells were retained for analysis. Two distinct clusters distinguished 3-h cells from 6- and 12-h. Pseudotime analysis identified a possible infection-specific cellular trajectory for Chlamydia-infected cells, while differential expression analyses found temporal expression of metallothioneins and genes involved with cell cycle regulation, innate immune responses, cytoskeletal components, lipid biosynthesis and cellular stress. We find that changes to the host cell transcriptome at early times of C. trachomatis infection are readily discernible by scRNA-Seq, supporting the utility of single cell approaches to identify host cell biomarkers of chlamydial infection, and to further deconvolute the complex host response to infection.


Asunto(s)
Infecciones por Chlamydia/genética , Infecciones por Chlamydia/microbiología , Chlamydia trachomatis/genética , Células Epiteliales/metabolismo , Células Epiteliales/microbiología , Interacciones Huésped-Patógeno/genética , Transcripción Genética , Línea Celular , Análisis por Conglomerados , Análisis de la Célula Individual
9.
Methods Mol Biol ; 2042: 123-135, 2019.
Artículo en Inglés | MEDLINE | ID: mdl-31385273

RESUMEN

During the infection of a host cell by a bacterial pathogen, a cascading series of gene expression changes occurs as each organism manipulates or responds to the other via defense or survival strategies. Unraveling this complex interplay is key for our understanding of bacterial virulence and host response pathways for the development of novel therapeutics. Dual RNA sequencing (dual RNA-Seq) has recently been developed to simultaneously capture host and bacterial transcriptomes from an infected cell. Leveraging the sensitivity and resolution allowed by RNA-seq, dual RNA-Seq can be applied to any bacteria-eukaryotic host interaction. We pioneered dual RNA-Seq to simultaneously capture Chlamydia and host expression profiles during an in vitro infection as proof of principle. Here we provide a detailed laboratory protocol and bioinformatics analysis guidelines for dual RNA-seq experiments focusing on Chlamydia as the organism of interest.


Asunto(s)
Infecciones por Chlamydia/genética , Chlamydia/genética , RNA-Seq/métodos , Transcriptoma , Chlamydia/fisiología , Infecciones por Chlamydia/microbiología , Células HeLa , Interacciones Huésped-Patógeno , Humanos
10.
Sci Rep ; 8(1): 2749, 2018 02 09.
Artículo en Inglés | MEDLINE | ID: mdl-29426939

RESUMEN

Seagrasses and aquatic plants are important clades of higher plants, significant for carbon sequestration and marine ecological restoration. They are valuable in the sense that they allow us to understand how plants have developed traits to adapt to high salinity and photosynthetically challenged environments. Here, we present a large-scale phylogenetically profiled transcriptomics repository covering seagrasses and aquatic plants. SeagrassDB encompasses a total of 1,052,262 unigenes with a minimum and maximum contig length of 8,831 bp and 16,705 bp respectively. SeagrassDB provides access to 34,455 transcription factors, 470,568 PFAM domains, 382,528 prosite models and 482,121 InterPro domains across 9 species. SeagrassDB allows for the comparative gene mining using BLAST-based approaches and subsequent unigenes sequence retrieval with associated features such as expression (FPKM values), gene ontologies, functional assignments, family level classification, Interpro domains, KEGG orthology (KO), transcription factors and prosite information. SeagrassDB is available to the scientific community for exploring the functional genic landscape of seagrass and aquatic plants at: http://115.146.91.129/index.php .


Asunto(s)
Organismos Acuáticos/clasificación , Organismos Acuáticos/genética , Bases de Datos Genéticas , Plantas/clasificación , Plantas/genética , Biología Marina , Filogenia , Transcriptoma/genética
11.
Brief Bioinform ; 19(6): 1115-1129, 2018 11 27.
Artículo en Inglés | MEDLINE | ID: mdl-28535295

RESUMEN

Bacterial pathogens subvert host cells by manipulating cellular pathways for survival and replication; in turn, host cells respond to the invading pathogen through cascading changes in gene expression. Deciphering these complex temporal and spatial dynamics to identify novel bacterial virulence factors or host response pathways is crucial for improved diagnostics and therapeutics. Dual RNA sequencing (dRNA-Seq) has recently been developed to simultaneously capture host and bacterial transcriptomes from an infected cell. This approach builds on the high sensitivity and resolution of RNA sequencing technology and is applicable to any bacteria that interact with eukaryotic cells, encompassing parasitic, commensal or mutualistic lifestyles. Several laboratory protocols have been presented that outline the collection, extraction and sequencing of total RNA for dRNA-Seq experiments, but there is relatively little guidance available for the detailed bioinformatic analyses required. This protocol outlines a typical dRNA-Seq experiment, based on a Chlamydia trachomatis-infected host cell, with a detailed description of the necessary bioinformatic analyses with currently available software tools.


Asunto(s)
Chlamydia trachomatis/genética , Biología Computacional , Interacciones Huésped-Patógeno , ARN Bacteriano/genética , Análisis de Secuencia de ARN/métodos , Células Epiteliales/microbiología , Regulación Bacteriana de la Expresión Génica , Programas Informáticos , Transcriptoma
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