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A transcriptomic reporter assay employing neutrophils to measure immunogenic activity of septic patients’ plasma
BACKGROUND: There are diverse molecules present in blood plasma that regulate immune functions and also present a potential source of disease biomarkers and therapeutic targets. Genome-wide profiling has become a powerful method for assessing immune responses on a systems scale, but technologies tha...
Autores principales: | , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2014
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4007645/ https://www.ncbi.nlm.nih.gov/pubmed/24612859 http://dx.doi.org/10.1186/1479-5876-12-65 |
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author | Khaenam, Prasong Rinchai, Darawan Altman, Matthew C Chiche, Laurent Buddhisa, Surachat Kewcharoenwong, Chidchamai Suwannasaen, Duangchan Mason, Michael Whalen, Elizabeth Presnell, Scott Susaengrat, Wattanachai O’Brien, Kimberly Nguyen, Quynh-Ahn Gersuk, Vivian Linsley, Peter S Lertmemongkolchai, Ganjana Chaussabel, Damien |
author_facet | Khaenam, Prasong Rinchai, Darawan Altman, Matthew C Chiche, Laurent Buddhisa, Surachat Kewcharoenwong, Chidchamai Suwannasaen, Duangchan Mason, Michael Whalen, Elizabeth Presnell, Scott Susaengrat, Wattanachai O’Brien, Kimberly Nguyen, Quynh-Ahn Gersuk, Vivian Linsley, Peter S Lertmemongkolchai, Ganjana Chaussabel, Damien |
author_sort | Khaenam, Prasong |
collection | PubMed |
description | BACKGROUND: There are diverse molecules present in blood plasma that regulate immune functions and also present a potential source of disease biomarkers and therapeutic targets. Genome-wide profiling has become a powerful method for assessing immune responses on a systems scale, but technologies that can measure the plasma proteome still face considerable challenges. An alternative approach to direct proteome assessment is to measure transcriptome responses in reporter cells exposed in vitro to plasma. In this report we describe such a “transcriptomic reporter assay” to assess plasma from patients with sepsis, which is a common and severe systemic infectious process for which physicians lack efficient diagnostic or prognostic markers. METHODS: Plasma samples collected from patients with culture-confirmed bacterial sepsis and uninfected healthy controls were used to stimulate three separate cell types – neutrophils, peripheral blood mononuclear cells, and monocyte-derived dendritic cells. Whole genome microarrays were generated from stimulated cells to assess transcriptional responses. Unsupervised analysis and enriched functional networks were evaluated for each cell type. Principal component analyses were used to assess variability in responses. A random K-nearest neighbor – feature selection algorithm was used to identify markers predictive of sepsis severity, which were then validated in an independent data set. RESULTS: Neutrophils demonstrated the most distinct response to plasma from septic patients with 709 genes showing altered expression profiles, many of which are involved in established immunologic pathways. The amplitude of the neutrophil transcriptomic response was shown to be correlated with sepsis severity in two independent sets of patients comprised of 64 total septic patients. A subset of 30 transcripts selected using one set of patients was demonstrated to have a high degree of accuracy (82-90%) in predicting sepsis severity and outcomes in the other independent set. This subset included several genes previously established in sepsis pathogenesis as well as novel genes. CONCLUSIONS: These results demonstrate both the suitability and potential clinical relevance of a neutrophil reporter assay for studying plasma, in this case from septic patients. The distinctive transcriptional signature we found could potentially help predict severity of disease and guide treatment. Our findings also shed new light on mechanisms of immune dysregulation in sepsis. |
format | Online Article Text |
id | pubmed-4007645 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-40076452014-05-03 A transcriptomic reporter assay employing neutrophils to measure immunogenic activity of septic patients’ plasma Khaenam, Prasong Rinchai, Darawan Altman, Matthew C Chiche, Laurent Buddhisa, Surachat Kewcharoenwong, Chidchamai Suwannasaen, Duangchan Mason, Michael Whalen, Elizabeth Presnell, Scott Susaengrat, Wattanachai O’Brien, Kimberly Nguyen, Quynh-Ahn Gersuk, Vivian Linsley, Peter S Lertmemongkolchai, Ganjana Chaussabel, Damien J Transl Med Research BACKGROUND: There are diverse molecules present in blood plasma that regulate immune functions and also present a potential source of disease biomarkers and therapeutic targets. Genome-wide profiling has become a powerful method for assessing immune responses on a systems scale, but technologies that can measure the plasma proteome still face considerable challenges. An alternative approach to direct proteome assessment is to measure transcriptome responses in reporter cells exposed in vitro to plasma. In this report we describe such a “transcriptomic reporter assay” to assess plasma from patients with sepsis, which is a common and severe systemic infectious process for which physicians lack efficient diagnostic or prognostic markers. METHODS: Plasma samples collected from patients with culture-confirmed bacterial sepsis and uninfected healthy controls were used to stimulate three separate cell types – neutrophils, peripheral blood mononuclear cells, and monocyte-derived dendritic cells. Whole genome microarrays were generated from stimulated cells to assess transcriptional responses. Unsupervised analysis and enriched functional networks were evaluated for each cell type. Principal component analyses were used to assess variability in responses. A random K-nearest neighbor – feature selection algorithm was used to identify markers predictive of sepsis severity, which were then validated in an independent data set. RESULTS: Neutrophils demonstrated the most distinct response to plasma from septic patients with 709 genes showing altered expression profiles, many of which are involved in established immunologic pathways. The amplitude of the neutrophil transcriptomic response was shown to be correlated with sepsis severity in two independent sets of patients comprised of 64 total septic patients. A subset of 30 transcripts selected using one set of patients was demonstrated to have a high degree of accuracy (82-90%) in predicting sepsis severity and outcomes in the other independent set. This subset included several genes previously established in sepsis pathogenesis as well as novel genes. CONCLUSIONS: These results demonstrate both the suitability and potential clinical relevance of a neutrophil reporter assay for studying plasma, in this case from septic patients. The distinctive transcriptional signature we found could potentially help predict severity of disease and guide treatment. Our findings also shed new light on mechanisms of immune dysregulation in sepsis. BioMed Central 2014-03-11 /pmc/articles/PMC4007645/ /pubmed/24612859 http://dx.doi.org/10.1186/1479-5876-12-65 Text en Copyright © 2014 Khaenam et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Khaenam, Prasong Rinchai, Darawan Altman, Matthew C Chiche, Laurent Buddhisa, Surachat Kewcharoenwong, Chidchamai Suwannasaen, Duangchan Mason, Michael Whalen, Elizabeth Presnell, Scott Susaengrat, Wattanachai O’Brien, Kimberly Nguyen, Quynh-Ahn Gersuk, Vivian Linsley, Peter S Lertmemongkolchai, Ganjana Chaussabel, Damien A transcriptomic reporter assay employing neutrophils to measure immunogenic activity of septic patients’ plasma |
title | A transcriptomic reporter assay employing neutrophils to measure immunogenic activity of septic patients’ plasma |
title_full | A transcriptomic reporter assay employing neutrophils to measure immunogenic activity of septic patients’ plasma |
title_fullStr | A transcriptomic reporter assay employing neutrophils to measure immunogenic activity of septic patients’ plasma |
title_full_unstemmed | A transcriptomic reporter assay employing neutrophils to measure immunogenic activity of septic patients’ plasma |
title_short | A transcriptomic reporter assay employing neutrophils to measure immunogenic activity of septic patients’ plasma |
title_sort | transcriptomic reporter assay employing neutrophils to measure immunogenic activity of septic patients’ plasma |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4007645/ https://www.ncbi.nlm.nih.gov/pubmed/24612859 http://dx.doi.org/10.1186/1479-5876-12-65 |
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