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1.
Proc Natl Acad Sci U S A ; 120(12): e2215914120, 2023 03 21.
Article in English | MEDLINE | ID: mdl-36917674

ABSTRACT

How bacterial strains within a complex human microbiota collectively shape intestinal T cell homeostasis is not well understood. Methods that quickly identify effector strains or species that drive specific mucosal T cell phenotypes are needed to define general principles for how the microbiota modulates host immunity. We colonize germ-free mice with defined communities of cultured strains and profile antigen-specific responses directed toward individual strains ex vivo. We find that lamina propria T cells are specific to bacterial strains at the species level and can discriminate between strains of the same species. Ex vivo restimulations consistently identify the strains within complex communities that induce Th17 responses in vivo, providing the potential to shape baseline immune tone via community composition. Using an adoptive transfer model of colitis, we find that lamina propria T cells respond to different bacterial strains in conditions of inflammation versus homeostasis. Collectively, our approach represents a unique method for efficiently predicting the relative impact of individual bacterial strains within a complex community and for parsing microbiota-dependent phenotypes into component fractions.


Subject(s)
Intestines , Microbiota , Humans , Animals , Mice , Intestines/microbiology , Mucous Membrane , Bacteria , CD4-Positive T-Lymphocytes , Phenotype , Intestinal Mucosa
2.
Cell Host Microbe ; 30(10): 1481-1498.e5, 2022 10 12.
Article in English | MEDLINE | ID: mdl-36099923

ABSTRACT

The potential of commensal bacteria to modulate host immunity remains largely uncharacterized, largely due to the vast number of strains that comprise the human gut microbiota. We have developed a screening platform to measure the innate immune responses of myeloid cells to 277 bacterial strains isolated from the gut microbiota of healthy individuals and those with inflammatory bowel diseases. The innate immune responses to gut-derived bacteria are as strong as those toward pathogenic bacteria, and they vary from phylum to strain. Myeloid cells differentially rely upon innate receptors TLR2 or TLR4 to sense taxa, with differential sensing of Bacteroidetes and Proteobacteria that predict in vivo functions. These innate immune responses can be modeled using combinations of up to 8 Toll-like receptor (TLR) agonists. Furthermore, the immunogenicity of strains is stable over time and following fecal microbiota transplantation into new human recipients. Collectively, this high-throughput approach provides an insight into how commensal microorganisms shape innate immune phenotypes.


Subject(s)
Gastrointestinal Microbiome , Bacteria , Fecal Microbiota Transplantation , Gastrointestinal Microbiome/physiology , Humans , Immunity, Innate , Toll-Like Receptor 2 , Toll-Like Receptor 4
4.
Nat Microbiol ; 6(10): 1309-1318, 2021 10.
Article in English | MEDLINE | ID: mdl-34580445

ABSTRACT

Fecal microbiota transplantation (FMT) has been successfully applied to treat recurrent Clostridium difficile infection in humans, but a precise method to measure which bacterial strains stably engraft in recipients and evaluate their association with clinical outcomes is lacking. We assembled a collection of >1,000 different bacterial strains that were cultured from the fecal samples of 22 FMT donors and recipients. Using our strain collection combined with metagenomic sequencing data from the same samples, we developed a statistical approach named Strainer for the detection and tracking of bacterial strains from metagenomic sequencing data. We applied Strainer to evaluate a cohort of 13 FMT longitudinal clinical interventions and detected stable engraftment of 71% of donor microbiota strains in recipients up to 5 years post-FMT. We found that 80% of recipient gut bacterial strains pre-FMT were eliminated by FMT and that post-FMT the strains present persisted up to 5 years later, together with environmentally acquired strains. Quantification of donor bacterial strain engraftment in recipients independently explained (precision 100%, recall 95%) the clinical outcomes (relapse or success) after initial and repeat FMT. We report a compendium of bacterial species and strains that consistently engraft in recipients over time that could be used in defined live biotherapeutic products as an alternative to FMT. Our analytical framework and Strainer can be applied to systematically evaluate either FMT or defined live bacterial therapeutic studies by quantification of strain engraftment in recipients.


Subject(s)
Bacteria/isolation & purification , Fecal Microbiota Transplantation , Algorithms , Bacteria/classification , Bacteria/genetics , Benchmarking , Clostridioides difficile/physiology , Clostridium Infections/microbiology , Clostridium Infections/therapy , Fecal Microbiota Transplantation/methods , Feces/microbiology , Gastrointestinal Microbiome , Humans , Longitudinal Studies , Metagenome/genetics , Recurrence , Tissue Donors , Treatment Outcome
5.
Sci Rep ; 11(1): 13308, 2021 06 25.
Article in English | MEDLINE | ID: mdl-34172783

ABSTRACT

Gastrointestinal symptoms are common in COVID-19 patients but the nature of the gut immune response to SARS-CoV-2 remains poorly characterized, partly due to the difficulty of obtaining biopsy specimens from infected individuals. In lieu of tissue samples, we measured cytokines, inflammatory markers, viral RNA, microbiome composition, and antibody responses in stool samples from a cohort of 44 hospitalized COVID-19 patients. SARS-CoV-2 RNA was detected in stool of 41% of patients and more frequently in patients with diarrhea. Patients who survived had lower fecal viral RNA than those who died. Strains isolated from stool and nasopharynx of an individual were the same. Compared to uninfected controls, COVID-19 patients had higher fecal levels of IL-8 and lower levels of fecal IL-10. Stool IL-23 was higher in patients with more severe COVID-19 disease, and we found evidence of intestinal virus-specific IgA responses associated with more severe disease. We provide evidence for an ongoing humeral immune response to SARS-CoV-2 in the gastrointestinal tract, but little evidence of overt inflammation.


Subject(s)
COVID-19 , Feces , Gastrointestinal Microbiome , Nasopharynx/virology , RNA, Viral/isolation & purification , Aged , Biomarkers/metabolism , COVID-19/epidemiology , COVID-19/immunology , Cohort Studies , Cytokines/metabolism , Feces/virology , Female , Humans , Immunoglobulin A/blood , Immunoglobulin A/immunology , Male , Middle Aged , New York City/epidemiology , SARS-CoV-2/isolation & purification
6.
medRxiv ; 2020 Dec 09.
Article in English | MEDLINE | ID: mdl-32909002

ABSTRACT

We sought to characterize the role of the gastrointestinal immune system in the pathogenesis of the inflammatory response associated with COVID-19. We measured cytokines, inflammatory markers, viral RNA, microbiome composition and antibody responses in stool from a cohort of 44 hospitalized COVID-19 patients. SARS-CoV-2 RNA was detected in stool of 41% of patients and more frequently in patients with diarrhea. Patients who survived had lower fecal viral RNA than those who died. Strains isolated from stool and nasopharynx of an individual were the same. Compared to uninfected controls, COVID-19 patients had higher fecal levels of IL-8 and lower levels of fecal IL-10. Stool IL-23 was higher in patients with more severe COVID-19 disease, and we found evidence of intestinal virus-specific IgA responses associated with more severe disease. We provide evidence for an ongoing humeral immune response to SARS-CoV-2 in the gastrointestinal tract, but little evidence of overt inflammation.

7.
Cell Host Microbe ; 27(3): 467-475.e6, 2020 Mar 11.
Article in English | MEDLINE | ID: mdl-32075742

ABSTRACT

Fecal IgA production depends on colonization by a gut microbiota. However, the bacterial strains that drive gut IgA production remain largely unknown. Here, we assessed the IgA-inducing capacity of a diverse set of human gut microbial strains by monocolonizing mice with each strain. We identified Bacteroides ovatus as the species that best induced gut IgA production. However, this induction varied bimodally across different B. ovatus strains. The high IgA-inducing B. ovatus strains preferentially elicited more IgA production in the large intestine through the T cell-dependent B cell-activation pathway. Remarkably, a low-IgA phenotype in mice could be robustly and consistently converted into a high-IgA phenotype by transplanting a multiplex cocktail of high IgA-inducing B. ovatus strains but not individual ones. Our results highlight the critical importance of microbial strains in driving phenotype variation in the mucosal immune system and provide a strategy to robustly modify a gut immune phenotype, including IgA production.


Subject(s)
Bacteroides/classification , Feces , Gastrointestinal Microbiome , Immunoglobulin A/immunology , Intestine, Large/immunology , Animals , B-Lymphocytes/immunology , Bacteroides/immunology , CD4-Positive T-Lymphocytes/immunology , Germ-Free Life , Humans , Intestine, Large/microbiology , Mice , Mice, Inbred C57BL
8.
Gut ; 69(1): 42-51, 2020 01.
Article in English | MEDLINE | ID: mdl-31036757

ABSTRACT

BACKGROUND AND AIMS: Prenatal and early life bacterial colonisation is thought to play a major role in shaping the immune system. Furthermore, accumulating evidence links early life exposures to the risk of developing IBD later in life. We aimed to assess the effect of maternal IBD on the composition of the microbiome during pregnancy and on the offspring's microbiome. METHODS: We prospectively examined the diversity and taxonomy of the microbiome of pregnant women with and without IBD and their babies at multiple time points. We evaluated the role of maternal IBD diagnosis, the mode of delivery, antibiotic use and feeding behaviour on the microbiome composition during early life. To assess the effects of IBD-associated maternal and infant microbiota on the enteric immune system, we inoculated germ-free mice (GFM) with the respective stool and profiled adaptive and innate immune cell populations in the murine intestines. RESULTS: Pregnant women with IBD and their offspring presented with lower bacterial diversity and altered bacterial composition compared with control women and their babies. Maternal IBD was the main predictor of the microbiota diversity in the infant gut at 7, 14, 30, 60 and 90 days of life. Babies born to mothers with IBD demonstrated enrichment in Gammaproteobacteria and depletion in Bifidobacteria. Finally, GFM inoculated with third trimester IBD mother and 90-day infant stools showed significantly reduced microbial diversity and fewer class-switched memory B cells and regulatory T cells in the colon. CONCLUSION: Aberrant gut microbiota composition persists during pregnancy with IBD and alters the bacterial diversity and abundance in the infant stool. The dysbiotic microbiota triggered abnormal imprinting of the intestinal immune system in GFM.


Subject(s)
Gastrointestinal Microbiome/immunology , Inflammatory Bowel Diseases/microbiology , Pregnancy Complications/microbiology , Prenatal Exposure Delayed Effects/microbiology , Adaptive Immunity , Adult , Animals , Bacteria/classification , Bacteria/isolation & purification , Dysbiosis/immunology , Dysbiosis/microbiology , Fecal Microbiota Transplantation/methods , Feces/microbiology , Female , Follow-Up Studies , Gastrointestinal Tract/immunology , Gastrointestinal Tract/microbiology , Germ-Free Life , Humans , Infant, Newborn , Inflammatory Bowel Diseases/immunology , Male , Maternal-Fetal Exchange , Pregnancy , Pregnancy Complications/immunology , Prenatal Exposure Delayed Effects/immunology , Prospective Studies
9.
Inflamm Bowel Dis ; 25(6): 969-979, 2019 05 04.
Article in English | MEDLINE | ID: mdl-30852592

ABSTRACT

BACKGROUND: Recurrent and severe Clostridium difficile infections (CDI) are treated with fecal microbiota transplant (FMT). Uncertainty exists regarding FMT effectiveness for CDI with underlying inflammatory bowel disease (IBD) and regarding its effects on disease activity and effectiveness in transferring the donor microbiota to patients with and without IBD. METHODS: Subjects with and without IBD who underwent FMT for recurrent or severe CDI between 2013 and 2016 at The Mount Sinai Hospital were followed for up to 6 months. The primary outcome was CDI recurrence 6 months after FMT. Secondary outcomes were (1) CDI recurrence 2 months after FMT; (2) frequency of IBD flare after FMT; (3) microbiota engraftment after FMT; (and 4) predictors of CDI recurrence. RESULTS: One hundred thirty-four patients, 46 with IBD, were treated with FMT. Follow-up was available in 83 and 118 patients at 6 and 2 months, respectively. There was no difference in recurrence in patients with and without IBD at 6 months (38.7% vs 36.5%; P > 0.99) and 2 months (22.5% vs 17.9%; P = 0.63). Proton pump inhibitor use, severe CDI, and comorbid conditions were predictors of recurrence. Pre-FMT microbiota was not predictive of CDI recurrence. Subjects with active disease requiring medication escalation had reduced engraftment, with no difference in engraftment based on CDI recurrence or IBD endoscopic severity at FMT. CONCLUSIONS: Inflammatory bowel disease did not affect CDI recurrence rates 6 months after FMT. Pre-FMT microbiota was not predictive of recurrence, and microbial engraftment was impacted in those requiring IBD treatment escalation, though not by CDI recurrence or IBD disease severity.


Subject(s)
Bacteria/classification , Clostridioides difficile/physiology , Clostridium Infections/therapy , Fecal Microbiota Transplantation/methods , Inflammatory Bowel Diseases/complications , Adult , Clostridium Infections/complications , Clostridium Infections/microbiology , Female , Follow-Up Studies , Humans , Inflammatory Bowel Diseases/microbiology , Longitudinal Studies , Male , Middle Aged , Recurrence , Retrospective Studies , Treatment Outcome
10.
Immunity ; 50(1): 212-224.e4, 2019 01 15.
Article in English | MEDLINE | ID: mdl-30650377

ABSTRACT

Microbiota are thought to influence the development and progression of inflammatory bowel disease (IBD), but determining generalizable effects of microbiota on IBD etiology requires larger-scale functional analyses. We colonized germ-free mice with intestinal microbiotas from 30 healthy and IBD donors and determined the homeostatic intestinal T cell response to each microbiota. Compared to microbiotas from healthy donors, transfer of IBD microbiotas into germ-free mice increased numbers of intestinal Th17 cells and Th2 cells and decreased numbers of RORγt+ Treg cells. Colonization with IBD microbiotas exacerbated disease in a model where colitis is induced upon transfer of naive T cells into Rag1-/- mice. The proportions of Th17 and RORγt+ Treg cells induced by each microbiota were predictive of human disease status and accounted for disease severity in the Rag1-/- colitis model. Thus, an impact on intestinal Th17 and RORγt+ Treg cell compartments emerges as a unifying feature of IBD microbiotas, suggesting a general mechanism for microbial contribution to IBD pathogenesis.


Subject(s)
Colitis/microbiology , Gastrointestinal Microbiome/genetics , Inflammatory Bowel Diseases/immunology , Inflammatory Bowel Diseases/microbiology , RNA, Ribosomal, 16S/genetics , T-Lymphocytes, Regulatory/immunology , Th17 Cells/metabolism , Animals , Cell Differentiation , Colitis/chemically induced , Colitis/immunology , Disease Models, Animal , Disease Progression , Homeostasis , Humans , Mice , Mice, Inbred C57BL , Nuclear Receptor Subfamily 1, Group F, Member 3/metabolism
11.
Elife ; 82019 01 22.
Article in English | MEDLINE | ID: mdl-30666957

ABSTRACT

To identify factors that regulate gut microbiota density and the impact of varied microbiota density on health, we assayed this fundamental ecosystem property in fecal samples across mammals, human disease, and therapeutic interventions. Physiologic features of the host (carrying capacity) and the fitness of the gut microbiota shape microbiota density. Therapeutic manipulation of microbiota density in mice altered host metabolic and immune homeostasis. In humans, gut microbiota density was reduced in Crohn's disease, ulcerative colitis, and ileal pouch-anal anastomosis. The gut microbiota in recurrent Clostridium difficile infection had lower density and reduced fitness that were restored by fecal microbiota transplantation. Understanding the interplay between microbiota and disease in terms of microbiota density, host carrying capacity, and microbiota fitness provide new insights into microbiome structure and microbiome targeted therapeutics. Editorial note: This article has been through an editorial process in which the authors decide how to respond to the issues raised during peer review. The Reviewing Editor's assessment is that all the issues have been addressed (see decision letter).


Subject(s)
Clostridium Infections/microbiology , Crohn Disease/microbiology , Fecal Microbiota Transplantation , Gastrointestinal Microbiome , Adiposity , Adult , Aged , Aged, 80 and over , Animals , Clostridioides difficile , Female , Homeostasis , Humans , Ileum/microbiology , Immune System , Inflammatory Bowel Diseases , Male , Mice , Mice, Inbred C57BL , Microbiota , Middle Aged , Mucous Membrane/microbiology , Phenotype , RNA, Ribosomal, 16S/metabolism , Species Specificity , Young Adult
12.
J Nutr Biochem ; 64: 170-181, 2019 02.
Article in English | MEDLINE | ID: mdl-30530257

ABSTRACT

The intestinal microbiota actively converts dietary flavanols into phenolic acids, some of which are bioavailable in vivo and may promote resilience to select neurological disorders by interfering with key pathologic mechanisms. Since every person harbors a unique set of gut bacteria, we investigated the influence of the gut microbiota's interpersonal heterogeneity on the production and bioavailability of flavonoid metabolites that may interfere with the misfolding of alpha (α)-synuclein, a process that plays a central role in Parkinson's disease and other α-synucleinopathies. We generated two experimental groups of humanized gnotobiotic mice with compositionally diverse gut bacteria and orally treated the mice with a flavanol-rich preparation (FRP). The two gnotobiotic mouse groups exhibited distinct differences in the generation and bioavailability of FRP-derived microbial phenolic acid metabolites that have bioactivity towards interfering with α-synuclein misfolding or inflammation. We also demonstrated that these bioactive phenolic acids are effective in modulating the development and progression of motor dysfunction in a Drosophila model of α-synucleinopathy. Lastly, through in vitro bacterial fermentation studies, we identified select bacteria that are capable of supporting the generation of these bioavailable and bioactive phenolic acids. Outcomes from our studies provide a better understanding of how interpersonal heterogeneity in the gut microbiota differentially modulates the efficacy of dietary flavanols to protect against select pathologic mechanisms. Collectively, our findings provide the basis for future developments of probiotic, prebiotic, or synbiotic approaches for modulating the onset and/or progression of α-synucleinopathies and other neurological disorders involving protein misfolding and/or inflammation.


Subject(s)
Gastrointestinal Microbiome/physiology , Polyphenols/pharmacokinetics , Synucleinopathies/metabolism , alpha-Synuclein/metabolism , alpha-Synuclein/toxicity , Animals , Animals, Genetically Modified , Biological Availability , Brain/drug effects , Brain/metabolism , Brain/pathology , Disease Models, Animal , Drosophila , Female , Humans , Male , Mice, Inbred C57BL , Parkinson Disease/metabolism , Parkinson Disease/pathology , Polyphenols/metabolism , Protein Aggregation, Pathological/metabolism , Protein Folding , Specific Pathogen-Free Organisms , Synucleinopathies/pathology , alpha-Synuclein/chemistry , alpha-Synuclein/genetics
13.
Article in English | MEDLINE | ID: mdl-30241072

ABSTRACT

Accumulating evidence indicates that the health impact of dietary phenolic compounds, including the principal grape-derived polyphenols, (+)­catechin and (-)­epicatechin, is exerted by not only the parent compounds but also their phenolic metabolites generated by the gut microbiota. In this work, a new high-throughput, sensitive and reproducible analytical method was developed employing ultra-high performance liquid chromatography coupled with triple quadrupole tandem mass spectrometry (UHPLC-QqQ-MS/MS) for the simultaneous analysis of 16 microbial-generated phenolic acid metabolites (PAMs) along with their precursors, catechin and epicatechin. Following optimizing the solvent system, LC conditions and MS parameters, method validation was carried out to evaluate the sensitivity, selectivity, accuracy and precision of the proposed method, and to ensure promising recovery of all analytes extracted from the matrix prior to bioanalysis. Results showed that the optimized analytical method allowed successful confirmation and quantitation of all analytes under dynamic multiple reaction monitoring mode using trans­cinnamic acid­d7 as an internal standard (I.S.). Excellent sensitivity and linearity were obtained for all analytes, with lower limits of detection (LLODs) and lower limits of quantification (LLOQs) in the ranges of 0.225-2.053 ng/mL and 0.698-8.116 ng/mL, respectively. By examining blank matrix spiked with standard mixture at different concentration levels, promising recoveries at two spiking levels (low level, 91.2-115%; high level 90.2-121%), and excellent precision (RSD < 10%) were obtained. This method was then successfully applied to an in vitro study where catechin/epicatechin-enriched broth samples were anaerobically fermented with gut microbes procured from healthy human donors. All sources of bacteria employed showed remarkable activity in metabolizing grape polyphenols and distinct variations in the production of PAMs. The successful application of this method in the in vitro fermentation assays demonstrates its suitability for high-throughput analysis of polyphenol metabolites, particularly catechin/epicatechin-derived PAMs, in biological studies.


Subject(s)
Chromatography, High Pressure Liquid/methods , Polyphenols/analysis , Tandem Mass Spectrometry/methods , Vitis/chemistry , Vitis/microbiology , Limit of Detection , Linear Models , Reproducibility of Results
14.
J Pharm Biomed Anal ; 159: 374-383, 2018 Sep 10.
Article in English | MEDLINE | ID: mdl-30032004

ABSTRACT

Grape-derived products contain a wide array of bioactive phenolic compounds which are of significant interest to consumers and researchers for their multiple health benefits. The majority of bioavailable grape polyphenols, including the most abundant flavan-3-ols, i.e. (+)-catechin and (-)-epicatechin, undergo extensive microbial metabolism in the gut, forming metabolites that can be highly bioavailable and bioactive. To gain a better understanding in microbial metabolism of grape polyphenols and to identify bioactive metabolites, advanced analytical methods are needed to accurately quantitate microbial-derived metabolites, particularly at trace levels, in addition to their precursors. This work describes the development and validation of a high-throughput, sensitive and reproducible GC-QqQ/MS method operated under MRM mode that allowed the identification and quantification of 16 phenolic acid metabolites, along with (+)-catechin and (-)-epicatechin, in flavanol-enriched broth samples anaerobically fermented with human intestinal bacteria. Excellent sensitivity was achieved with low limits of detection and low limits of quantification in the range of 0.24-6.18 ng/mL and 0.480-12.37 ng/mL, respectively. With the exception of hippuric acid, recoveries of most analytes were greater than 85%. The percent accuracies for almost all analytes were within ±23% and precision results were all below 18%. Application of the developed method to in vitro samples fermented with different human gut microbiota revealed distinct variations in the extent of flavanol catabolism, as well as production of bioactive phenolic acid metabolites. These results support that intestinal microbiota have a significant impact on the production of flavanol metabolites. The successful application of the established method demonstrates its applicability and robustness for analysis of grape flavanols and their microbial metabolites in biological samples.


Subject(s)
Gas Chromatography-Mass Spectrometry/methods , Hydroxybenzoates/metabolism , Intestinal Mucosa/metabolism , Polyphenols/analysis , Polyphenols/metabolism , Vitis/chemistry , Biological Availability , Catechin/analysis , Humans , Intestines/microbiology , Limit of Detection , Microbiota
15.
Nat Biotechnol ; 36(1): 61-69, 2018 01.
Article in English | MEDLINE | ID: mdl-29227468

ABSTRACT

Shotgun metagenomics methods enable characterization of microbial communities in human microbiome and environmental samples. Assembly of metagenome sequences does not output whole genomes, so computational binning methods have been developed to cluster sequences into genome 'bins'. These methods exploit sequence composition, species abundance, or chromosome organization but cannot fully distinguish closely related species and strains. We present a binning method that incorporates bacterial DNA methylation signatures, which are detected using single-molecule real-time sequencing. Our method takes advantage of these endogenous epigenetic barcodes to resolve individual reads and assembled contigs into species- and strain-level bins. We validate our method using synthetic and real microbiome sequences. In addition to genome binning, we show that our method links plasmids and other mobile genetic elements to their host species in a real microbiome sample. Incorporation of DNA methylation information into shotgun metagenomics analyses will complement existing methods to enable more accurate sequence binning.


Subject(s)
DNA Methylation/genetics , Metagenome/genetics , Metagenomics , Microbiota/genetics , Algorithms , Bacteria/genetics , Cluster Analysis , Environmental Microbiology , Genome, Bacterial/genetics , Humans , Plasmids/genetics , Sequence Analysis, DNA
16.
Cell ; 167(2): 444-456.e14, 2016 Oct 06.
Article in English | MEDLINE | ID: mdl-27716507

ABSTRACT

While conventional pathogenic protists have been extensively studied, there is an underappreciated constitutive protist microbiota that is an integral part of the vertebrate microbiome. The impact of these species on the host and their potential contributions to mucosal immune homeostasis remain poorly studied. Here, we show that the protozoan Tritrichomonas musculis activates the host epithelial inflammasome to induce IL-18 release. Epithelial-derived IL-18 promotes dendritic cell-driven Th1 and Th17 immunity and confers dramatic protection from mucosal bacterial infections. Along with its role as a "protistic" antibiotic, colonization with T. musculis exacerbates the development of T-cell-driven colitis and sporadic colorectal tumors. Our findings demonstrate a novel mutualistic host-protozoan interaction that increases mucosal host defenses at the cost of an increased risk of inflammatory disease.


Subject(s)
Colitis/immunology , Colitis/parasitology , Host-Parasite Interactions , Inflammasomes/immunology , Intestinal Mucosa/parasitology , Microbiota/immunology , Trichomonas Infections/immunology , Trichomonas/immunology , Animals , Colitis/microbiology , Dientamoeba/immunology , Immunity, Mucosal , Interleukin-18/immunology , Intestinal Mucosa/immunology , Intestinal Mucosa/microbiology , Mice , Mice, Inbred C57BL , Salmonella Infections/immunology , Salmonella typhimurium/immunology , Symbiosis , Th1 Cells/immunology , Th17 Cells/immunology
17.
PLoS One ; 9(7): e102202, 2014.
Article in English | MEDLINE | ID: mdl-25062021

ABSTRACT

Cell-to-cell variance in protein levels (noise) is a ubiquitous phenomenon that can increase fitness by generating phenotypic differences within clonal populations of cells. An important challenge is to identify the specific molecular events that control noise. This task is complicated by the strong dependence of a protein's cell-to-cell variance on its mean expression level through a power-law like relationship (σ2∝µ1.69). Here, we dissect the nature of this relationship using a stochastic model parameterized with experimentally measured values. This framework naturally recapitulates the power-law like relationship (σ2∝µ1.6) and accurately predicts protein variance across the yeast proteome (r2 = 0.935). Using this model we identified two distinct mechanisms by which protein variance can be increased. Variables that affect promoter activation, such as nucleosome positioning, increase protein variance by changing the exponent of the power-law relationship. In contrast, variables that affect processes downstream of promoter activation, such as mRNA and protein synthesis, increase protein variance in a mean-dependent manner following the power-law. We verified our findings experimentally using an inducible gene expression system in yeast. We conclude that the power-law-like relationship between noise and protein mean is due to the kinetics of promoter activation. Our results provide a framework for understanding how molecular processes shape stochastic variation across the genome.


Subject(s)
Models, Theoretical , Protein Biosynthesis/genetics , RNA, Messenger/genetics , Saccharomyces cerevisiae/genetics , Gene Expression Regulation, Fungal/genetics , Genetic Fitness , Promoter Regions, Genetic , Proteome/metabolism , RNA, Messenger/biosynthesis
18.
Genome Res ; 23(11): 1908-15, 2013 Nov.
Article in English | MEDLINE | ID: mdl-23921661

ABSTRACT

Gene promoters typically contain multiple transcription factor binding sites (TFBSs), which may vary in affinity for their cognate transcription factors (TFs). One major challenge in studying cis-regulation is to understand how TFBS variants affect gene expression. We studied the in vivo effects of TFBS variants on cis-regulation using synthetic promoters coupled with a thermodynamic model of TF binding. We measured expression driven by each promoter with RNA-seq of transcribed sequence barcodes. This allowed reporter genes to be highly multiplexed and increased our statistical power to detect the effects of TFBS variants. We analyzed the effects of TFBS variants using a thermodynamic framework that models both TF-DNA interactions and TF-TF interactions. We found that this system accurately estimates the in vivo relative affinities of TFBSs and predicts unexpected interactions between several TFBSs. Our results reveal that binding site variants can have complex effects on gene expression due to differences in TFBS affinity for cognate TFs and differences in TFBS specificity for noncognate TFs.


Subject(s)
Binding Sites/genetics , Promoter Regions, Genetic , Transcription Factors/genetics , Cloning, Molecular , DNA-Binding Proteins/genetics , Databases, Genetic , Gene Expression Regulation , Genes, Reporter , Genetic Variation , Models, Molecular , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae Proteins/genetics , Thermodynamics
19.
Proc Natl Acad Sci U S A ; 109(47): 19498-503, 2012 Nov 20.
Article in English | MEDLINE | ID: mdl-23129659

ABSTRACT

Cis-regulatory elements (CREs) control gene expression by recruiting transcription factors (TFs) and other DNA binding proteins. We aim to understand how individual nucleotides contribute to the function of CREs. Here we introduce CRE analysis by sequencing (CRE-seq), a high-throughput method for producing and testing large numbers of reporter genes in mammalian cells. We used CRE-seq to assay >1,000 single and double nucleotide mutations in a 52-bp CRE in the Rhodopsin promoter that drives strong and specific expression in mammalian photoreceptors. We find that this particular CRE is remarkably complex. The majority (86%) of single nucleotide substitutions in this sequence exert significant effects on regulatory activity. Although changes in the affinity of known TF binding sites explain some of these expression changes, we present evidence for complex phenomena, including binding site turnover and TF competition. Analysis of double mutants revealed complex, nucleotide-specific interactions between residues in different TF binding sites. We conclude that some mammalian CREs are finely tuned by evolution and function through complex, nonadditive interactions between bound TFs. CRE-seq will be an important tool to uncover the rules that govern these interactions.


Subject(s)
Genetic Variation , Mammals/genetics , Nucleotides/genetics , Regulatory Sequences, Nucleic Acid/genetics , Animals , Basic-Leucine Zipper Transcription Factors/metabolism , Binding Sites/genetics , Eye Proteins/metabolism , Gene Expression , Genes, Reporter , Homeodomain Proteins/metabolism , Mice , Mutation/genetics , Protein Binding/genetics , Rhodopsin/genetics , Sequence Analysis, DNA , Trans-Activators/metabolism
20.
Genome Res ; 20(10): 1391-7, 2010 Oct.
Article in English | MEDLINE | ID: mdl-20627890

ABSTRACT

The expression of most genes is regulated by multiple transcription factors. The interactions between transcription factors produce complex patterns of gene expression that are not always obvious from the arrangement of cis-regulatory elements in a promoter. One critical element of promoters is the TATA box, the docking site for the RNA polymerase holoenzyme. Using a synthetic promoter system coupled to a thermodynamic model of combinatorial regulation, we analyze the effects of different strength TATA boxes on various aspects of combinatorial cis-regulation. The thermodynamic model explains 75% of the variance in gene expression in synthetic promoter libraries with different strength TATA boxes, suggesting that many of the salient aspects of cis-regulation are captured by the model. Our results demonstrate that the effect of changing the TATA box on gene expression is the same for all synthetic promoters regardless of the arrangement of cis-regulatory sites we studied. Our analysis also showed that in our synthetic system the strength of the RNA polymerase-TATA interaction does not alter the combinatorial interactions between transcription factors, or between transcription factors and RNA polymerase. Finally, we show that although stronger TATA boxes increase expression in a predictable fashion, stronger TATA boxes have very little effect on noise in our synthetic promoters, regardless of the arrangement of cis-regulatory sites. Our results support a modular model of promoter function, where cis-regulatory elements can be mixed and matched (programmed) with outcomes on expression that are predictable based on the rules of simple protein-protein and protein-DNA interactions.


Subject(s)
Enhancer Elements, Genetic/genetics , Promoter Regions, Genetic/genetics , TATA Box/genetics , Binding Sites , Codon, Initiator , DNA-Directed RNA Polymerases/genetics , DNA-Directed RNA Polymerases/metabolism , Flow Cytometry , Gene Expression Regulation, Fungal , Gene Library , Genes, Synthetic , Models, Genetic , Peroxidases/genetics , Saccharomyces cerevisiae/genetics , Saccharomyces cerevisiae Proteins/genetics , Thermodynamics , Transcription Factors/genetics , Transcription Factors/metabolism
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