7 research outputs found
A miRNA Host Response Signature Accurately Discriminates Acute Respiratory Infection Etiologies
Background: Acute respiratory infections (ARIs) are the leading indication for antibacterial prescriptions despite a viral etiology in the majority of cases. The lack of available diagnostics to discriminate viral and bacterial etiologies contributes to this discordance. Recent efforts have focused on the host response as a source for novel diagnostic targets although none have explored the ability of host-derived microRNAs (miRNA) to discriminate between these etiologies.Methods: In this study, we compared host-derived miRNAs and mRNAs from human H3N2 influenza challenge subjects to those from patients with Streptococcus pneumoniae pneumonia. Sparse logistic regression models were used to generate miRNA signatures diagnostic of ARI etiologies. Generalized linear modeling of mRNAs to identify differentially expressed (DE) genes allowed analysis of potential miRNA:mRNA relationships. High likelihood miRNA:mRNA interactions were examined using binding target prediction and negative correlation to further explore potential changes in pathway regulation in response to infection.Results: The resultant miRNA signatures were highly accurate in discriminating ARI etiologies. Mean accuracy was 100% [88.8–100; 95% Confidence Interval (CI)] in discriminating the healthy state from S. pneumoniae pneumonia and 91.3% (72.0–98.9; 95% CI) in discriminating S. pneumoniae pneumonia from influenza infection. Subsequent differential mRNA gene expression analysis revealed alterations in regulatory networks consistent with known biology including immune cell activation and host response to viral infection. Negative correlation network analysis of miRNA:mRNA interactions revealed connections to pathways with known immunobiology such as interferon regulation and MAP kinase signaling.Conclusion: We have developed novel human host-response miRNA signatures for bacterial and viral ARI etiologies. miRNA host response signatures reveal accurate discrimination between S. pneumoniae pneumonia and influenza etiologies for ARI and integrated analyses of the host-pathogen interface are consistent with expected biology. These results highlight the differential miRNA host response to bacterial and viral etiologies of ARI, offering new opportunities to distinguish these entities
An integrated transcriptome and expressed variant analysis of sepsis survival and death
BackgroundSepsis, a leading cause of morbidity and mortality, is not a homogeneous disease but rather a syndrome encompassing many heterogeneous pathophysiologies. Patient factors including genetics predispose to poor outcomes, though current clinical characterizations fail to identify those at greatest risk of progression and mortality.MethodsThe Community Acquired Pneumonia and Sepsis Outcome Diagnostic study enrolled 1,152 subjects with suspected sepsis. We sequenced peripheral blood RNA of 129 representative subjects with systemic inflammatory response syndrome (SIRS) or sepsis (SIRS due to infection), including 78 sepsis survivors and 28 sepsis non-survivors who had previously undergone plasma proteomic and metabolomic profiling. Gene expression differences were identified between sepsis survivors, sepsis non-survivors, and SIRS followed by gene enrichment pathway analysis. Expressed sequence variants were identified followed by testing for association with sepsis outcomes.ResultsThe expression of 338 genes differed between subjects with SIRS and those with sepsis, primarily reflecting immune activation in sepsis. Expression of 1,238 genes differed with sepsis outcome: non-survivors had lower expression of many immune function-related genes. Functional genetic variants associated with sepsis mortality were sought based on a common disease-rare variant hypothesis. VPS9D1, whose expression was increased in sepsis survivors, had a higher burden of missense variants in sepsis survivors. The presence of variants was associated with altered expression of 3,799 genes, primarily reflecting Golgi and endosome biology.ConclusionsThe activation of immune response-related genes seen in sepsis survivors was muted in sepsis non-survivors. The association of sepsis survival with a robust immune response and the presence of missense variants in VPS9D1 warrants replication and further functional studies.Trial registrationClinicalTrials.gov NCT00258869. Registered on 23 November 2005.Electronic supplementary materialThe online version of this article (doi:10.1186/s13073-014-0111-5) contains supplementary material, which is available to authorized users
Proteomic Analysis of Primary Human Airway Epithelial Cells Exposed to the Respiratory Toxicant Diacetyl
Occupational
exposures
to the diketone flavoring agent, diacetyl,
have been associated with bronchiolitis obliterans, a rare condition
of airway fibrosis. Model studies in rodents have suggested that the
airway epithelium is a major site of diacetyl toxicity, but the effects
of diacetyl exposure upon the human airway epithelium are poorly characterized.
Here we performed quantitative LC–MS/MS-based proteomics to
study the effects of repeated diacetyl vapor exposures on 3D organotypic
cultures of human primary tracheobronchial epithelial cells. Using
a label-free approach, we quantified approximately 3400 proteins and
5700 phosphopeptides in cell lysates across four independent donors.
Altered expression of proteins and phosphopeptides were suggestive
of loss of cilia and increased squamous differentiation in diacetyl-exposed
cells. These phenomena were confirmed by immunofluorescence staining
of culture cross sections. Hyperphosphorylation and cross-linking
of basal cell keratins were also observed in diacetyl-treated cells,
and we used parallel reaction monitoring to confidently localize and
quantify previously uncharacterized sites of phosphorylation in keratin
6. Collectively, these data identify numerous molecular changes in
the epithelium that may be important to the pathogenesis of flavoring-induced
bronchiolitis obliterans. More generally, this study highlights the
utility of quantitative proteomics for the study of in vitro models
of airway injury and disease
Proteomic Analysis of Primary Human Airway Epithelial Cells Exposed to the Respiratory Toxicant Diacetyl
Occupational
exposures
to the diketone flavoring agent, diacetyl,
have been associated with bronchiolitis obliterans, a rare condition
of airway fibrosis. Model studies in rodents have suggested that the
airway epithelium is a major site of diacetyl toxicity, but the effects
of diacetyl exposure upon the human airway epithelium are poorly characterized.
Here we performed quantitative LC–MS/MS-based proteomics to
study the effects of repeated diacetyl vapor exposures on 3D organotypic
cultures of human primary tracheobronchial epithelial cells. Using
a label-free approach, we quantified approximately 3400 proteins and
5700 phosphopeptides in cell lysates across four independent donors.
Altered expression of proteins and phosphopeptides were suggestive
of loss of cilia and increased squamous differentiation in diacetyl-exposed
cells. These phenomena were confirmed by immunofluorescence staining
of culture cross sections. Hyperphosphorylation and cross-linking
of basal cell keratins were also observed in diacetyl-treated cells,
and we used parallel reaction monitoring to confidently localize and
quantify previously uncharacterized sites of phosphorylation in keratin
6. Collectively, these data identify numerous molecular changes in
the epithelium that may be important to the pathogenesis of flavoring-induced
bronchiolitis obliterans. More generally, this study highlights the
utility of quantitative proteomics for the study of in vitro models
of airway injury and disease