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The host transcriptional response to Candidemia is dominated by neutrophil activation and heme biosynthesis and supports novel diagnostic approaches
BACKGROUND: Candidemia is one of the most common nosocomial bloodstream infections in the United States, causing significant morbidity and mortality in hospitalized patients, but the breadth of the host response to Candida infections in human patients remains poorly defined. METHODS: In order to bet...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8259367/ https://www.ncbi.nlm.nih.gov/pubmed/34225776 http://dx.doi.org/10.1186/s13073-021-00924-9 |
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author | Steinbrink, Julie M. Myers, Rachel A. Hua, Kaiyuan Johnson, Melissa D. Seidelman, Jessica L. Tsalik, Ephraim L. Henao, Ricardo Ginsburg, Geoffrey S. Woods, Christopher W. Alexander, Barbara D. McClain, Micah T. |
author_facet | Steinbrink, Julie M. Myers, Rachel A. Hua, Kaiyuan Johnson, Melissa D. Seidelman, Jessica L. Tsalik, Ephraim L. Henao, Ricardo Ginsburg, Geoffrey S. Woods, Christopher W. Alexander, Barbara D. McClain, Micah T. |
author_sort | Steinbrink, Julie M. |
collection | PubMed |
description | BACKGROUND: Candidemia is one of the most common nosocomial bloodstream infections in the United States, causing significant morbidity and mortality in hospitalized patients, but the breadth of the host response to Candida infections in human patients remains poorly defined. METHODS: In order to better define the host response to Candida infection at the transcriptional level, we performed RNA sequencing on serial peripheral blood samples from 48 hospitalized patients with blood cultures positive for Candida species and compared them to patients with other acute viral, bacterial, and non-infectious illnesses. Regularized multinomial regression was utilized to develop pathogen class-specific gene expression classifiers. RESULTS: Candidemia triggers a unique, robust, and conserved transcriptomic response in human hosts with 1641 genes differentially upregulated compared to healthy controls. Many of these genes corresponded to components of the immune response to fungal infection, heavily weighted toward neutrophil activation, heme biosynthesis, and T cell signaling. We developed pathogen class-specific classifiers from these unique signals capable of identifying and differentiating candidemia, viral, or bacterial infection across a variety of hosts with a high degree of accuracy (auROC 0.98 for candidemia, 0.99 for viral and bacterial infection). This classifier was validated on two separate human cohorts (auROC 0.88 for viral infection and 0.87 for bacterial infection in one cohort; auROC 0.97 in another cohort) and an in vitro model (auROC 0.94 for fungal infection, 0.96 for bacterial, and 0.90 for viral infection). CONCLUSIONS: Transcriptional analysis of circulating leukocytes in patients with acute Candida infections defines novel aspects of the breadth of the human immune response during candidemia and suggests promising diagnostic approaches for simultaneously differentiating multiple types of clinical illnesses in at-risk, acutely ill patients. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13073-021-00924-9. |
format | Online Article Text |
id | pubmed-8259367 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-82593672021-07-06 The host transcriptional response to Candidemia is dominated by neutrophil activation and heme biosynthesis and supports novel diagnostic approaches Steinbrink, Julie M. Myers, Rachel A. Hua, Kaiyuan Johnson, Melissa D. Seidelman, Jessica L. Tsalik, Ephraim L. Henao, Ricardo Ginsburg, Geoffrey S. Woods, Christopher W. Alexander, Barbara D. McClain, Micah T. Genome Med Research BACKGROUND: Candidemia is one of the most common nosocomial bloodstream infections in the United States, causing significant morbidity and mortality in hospitalized patients, but the breadth of the host response to Candida infections in human patients remains poorly defined. METHODS: In order to better define the host response to Candida infection at the transcriptional level, we performed RNA sequencing on serial peripheral blood samples from 48 hospitalized patients with blood cultures positive for Candida species and compared them to patients with other acute viral, bacterial, and non-infectious illnesses. Regularized multinomial regression was utilized to develop pathogen class-specific gene expression classifiers. RESULTS: Candidemia triggers a unique, robust, and conserved transcriptomic response in human hosts with 1641 genes differentially upregulated compared to healthy controls. Many of these genes corresponded to components of the immune response to fungal infection, heavily weighted toward neutrophil activation, heme biosynthesis, and T cell signaling. We developed pathogen class-specific classifiers from these unique signals capable of identifying and differentiating candidemia, viral, or bacterial infection across a variety of hosts with a high degree of accuracy (auROC 0.98 for candidemia, 0.99 for viral and bacterial infection). This classifier was validated on two separate human cohorts (auROC 0.88 for viral infection and 0.87 for bacterial infection in one cohort; auROC 0.97 in another cohort) and an in vitro model (auROC 0.94 for fungal infection, 0.96 for bacterial, and 0.90 for viral infection). CONCLUSIONS: Transcriptional analysis of circulating leukocytes in patients with acute Candida infections defines novel aspects of the breadth of the human immune response during candidemia and suggests promising diagnostic approaches for simultaneously differentiating multiple types of clinical illnesses in at-risk, acutely ill patients. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13073-021-00924-9. BioMed Central 2021-07-05 /pmc/articles/PMC8259367/ /pubmed/34225776 http://dx.doi.org/10.1186/s13073-021-00924-9 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Steinbrink, Julie M. Myers, Rachel A. Hua, Kaiyuan Johnson, Melissa D. Seidelman, Jessica L. Tsalik, Ephraim L. Henao, Ricardo Ginsburg, Geoffrey S. Woods, Christopher W. Alexander, Barbara D. McClain, Micah T. The host transcriptional response to Candidemia is dominated by neutrophil activation and heme biosynthesis and supports novel diagnostic approaches |
title | The host transcriptional response to Candidemia is dominated by neutrophil activation and heme biosynthesis and supports novel diagnostic approaches |
title_full | The host transcriptional response to Candidemia is dominated by neutrophil activation and heme biosynthesis and supports novel diagnostic approaches |
title_fullStr | The host transcriptional response to Candidemia is dominated by neutrophil activation and heme biosynthesis and supports novel diagnostic approaches |
title_full_unstemmed | The host transcriptional response to Candidemia is dominated by neutrophil activation and heme biosynthesis and supports novel diagnostic approaches |
title_short | The host transcriptional response to Candidemia is dominated by neutrophil activation and heme biosynthesis and supports novel diagnostic approaches |
title_sort | host transcriptional response to candidemia is dominated by neutrophil activation and heme biosynthesis and supports novel diagnostic approaches |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8259367/ https://www.ncbi.nlm.nih.gov/pubmed/34225776 http://dx.doi.org/10.1186/s13073-021-00924-9 |
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