Cargando…
Multidimensional analysis of the host response reveals prognostic and pathogen-driven immune subtypes among adults with sepsis in Uganda
BACKGROUND: The global burden of sepsis is concentrated in sub-Saharan Africa, where severe infections disproportionately affect young, HIV-infected adults and high-burden pathogens are unique. In this context, poor understanding of sepsis immunopathology represents a crucial barrier to development...
Autores principales: | , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8822787/ https://www.ncbi.nlm.nih.gov/pubmed/35130948 http://dx.doi.org/10.1186/s13054-022-03907-3 |
_version_ | 1784646672282812416 |
---|---|
author | Cummings, Matthew J. Bakamutumaho, Barnabas Price, Adam Owor, Nicholas Kayiwa, John Namulondo, Joyce Byaruhanga, Timothy Muwanga, Moses Nsereko, Christopher Sameroff, Stephen Tokarz, Rafal Wong, Wai Shah, Shivang S. Larsen, Michelle H. Lipkin, W. Ian Lutwama, Julius J. O’Donnell, Max R. |
author_facet | Cummings, Matthew J. Bakamutumaho, Barnabas Price, Adam Owor, Nicholas Kayiwa, John Namulondo, Joyce Byaruhanga, Timothy Muwanga, Moses Nsereko, Christopher Sameroff, Stephen Tokarz, Rafal Wong, Wai Shah, Shivang S. Larsen, Michelle H. Lipkin, W. Ian Lutwama, Julius J. O’Donnell, Max R. |
author_sort | Cummings, Matthew J. |
collection | PubMed |
description | BACKGROUND: The global burden of sepsis is concentrated in sub-Saharan Africa, where severe infections disproportionately affect young, HIV-infected adults and high-burden pathogens are unique. In this context, poor understanding of sepsis immunopathology represents a crucial barrier to development of locally-effective treatment strategies. We sought to determine inter-individual immunologic heterogeneity among adults hospitalized with sepsis in a sub-Saharan African setting, and characterize associations between immune subtypes, infecting pathogens, and clinical outcomes. METHODS: Among a prospective observational cohort of 288 adults hospitalized with suspected sepsis in Uganda, we applied machine learning methods to 14 soluble host immune mediators, reflective of key domains of sepsis immunopathology (innate and adaptive immune activation, endothelial dysfunction, fibrinolysis), to identify immune subtypes in randomly-split discovery (N = 201) and internal validation (N = 87) sub-cohorts. In parallel, we applied similar methods to whole-blood RNA-sequencing data from a consecutive subset of patients (N = 128) to identify transcriptional subtypes, which we characterized using biological pathway and immune cell-type deconvolution analyses. RESULTS: Unsupervised clustering consistently identified two immune subtypes defined by differential activation of pro-inflammatory innate and adaptive immune pathways, with transcriptional evidence of concomitant CD56(-)/CD16( +) NK-cell expansion, T-cell exhaustion, and oxidative-stress and hypoxia-induced metabolic and cell-cycle reprogramming in the hyperinflammatory subtype. Immune subtypes defined by greater pro-inflammatory immune activation, T-cell exhaustion, and metabolic reprogramming were consistently associated with a high-prevalence of severe and often disseminated HIV-associated tuberculosis, as well as more extensive organ dysfunction, worse functional outcomes, and higher 30-day mortality. CONCLUSIONS: Our results highlight unique host- and pathogen-driven features of sepsis immunopathology in sub-Saharan Africa, including the importance of severe HIV-associated tuberculosis, and reinforce the need to develop more biologically-informed treatment strategies in the region, particularly those incorporating immunomodulation. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13054-022-03907-3. |
format | Online Article Text |
id | pubmed-8822787 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-88227872022-02-08 Multidimensional analysis of the host response reveals prognostic and pathogen-driven immune subtypes among adults with sepsis in Uganda Cummings, Matthew J. Bakamutumaho, Barnabas Price, Adam Owor, Nicholas Kayiwa, John Namulondo, Joyce Byaruhanga, Timothy Muwanga, Moses Nsereko, Christopher Sameroff, Stephen Tokarz, Rafal Wong, Wai Shah, Shivang S. Larsen, Michelle H. Lipkin, W. Ian Lutwama, Julius J. O’Donnell, Max R. Crit Care Research BACKGROUND: The global burden of sepsis is concentrated in sub-Saharan Africa, where severe infections disproportionately affect young, HIV-infected adults and high-burden pathogens are unique. In this context, poor understanding of sepsis immunopathology represents a crucial barrier to development of locally-effective treatment strategies. We sought to determine inter-individual immunologic heterogeneity among adults hospitalized with sepsis in a sub-Saharan African setting, and characterize associations between immune subtypes, infecting pathogens, and clinical outcomes. METHODS: Among a prospective observational cohort of 288 adults hospitalized with suspected sepsis in Uganda, we applied machine learning methods to 14 soluble host immune mediators, reflective of key domains of sepsis immunopathology (innate and adaptive immune activation, endothelial dysfunction, fibrinolysis), to identify immune subtypes in randomly-split discovery (N = 201) and internal validation (N = 87) sub-cohorts. In parallel, we applied similar methods to whole-blood RNA-sequencing data from a consecutive subset of patients (N = 128) to identify transcriptional subtypes, which we characterized using biological pathway and immune cell-type deconvolution analyses. RESULTS: Unsupervised clustering consistently identified two immune subtypes defined by differential activation of pro-inflammatory innate and adaptive immune pathways, with transcriptional evidence of concomitant CD56(-)/CD16( +) NK-cell expansion, T-cell exhaustion, and oxidative-stress and hypoxia-induced metabolic and cell-cycle reprogramming in the hyperinflammatory subtype. Immune subtypes defined by greater pro-inflammatory immune activation, T-cell exhaustion, and metabolic reprogramming were consistently associated with a high-prevalence of severe and often disseminated HIV-associated tuberculosis, as well as more extensive organ dysfunction, worse functional outcomes, and higher 30-day mortality. CONCLUSIONS: Our results highlight unique host- and pathogen-driven features of sepsis immunopathology in sub-Saharan Africa, including the importance of severe HIV-associated tuberculosis, and reinforce the need to develop more biologically-informed treatment strategies in the region, particularly those incorporating immunomodulation. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s13054-022-03907-3. BioMed Central 2022-02-08 /pmc/articles/PMC8822787/ /pubmed/35130948 http://dx.doi.org/10.1186/s13054-022-03907-3 Text en © The Author(s) 2022 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 Cummings, Matthew J. Bakamutumaho, Barnabas Price, Adam Owor, Nicholas Kayiwa, John Namulondo, Joyce Byaruhanga, Timothy Muwanga, Moses Nsereko, Christopher Sameroff, Stephen Tokarz, Rafal Wong, Wai Shah, Shivang S. Larsen, Michelle H. Lipkin, W. Ian Lutwama, Julius J. O’Donnell, Max R. Multidimensional analysis of the host response reveals prognostic and pathogen-driven immune subtypes among adults with sepsis in Uganda |
title | Multidimensional analysis of the host response reveals prognostic and pathogen-driven immune subtypes among adults with sepsis in Uganda |
title_full | Multidimensional analysis of the host response reveals prognostic and pathogen-driven immune subtypes among adults with sepsis in Uganda |
title_fullStr | Multidimensional analysis of the host response reveals prognostic and pathogen-driven immune subtypes among adults with sepsis in Uganda |
title_full_unstemmed | Multidimensional analysis of the host response reveals prognostic and pathogen-driven immune subtypes among adults with sepsis in Uganda |
title_short | Multidimensional analysis of the host response reveals prognostic and pathogen-driven immune subtypes among adults with sepsis in Uganda |
title_sort | multidimensional analysis of the host response reveals prognostic and pathogen-driven immune subtypes among adults with sepsis in uganda |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8822787/ https://www.ncbi.nlm.nih.gov/pubmed/35130948 http://dx.doi.org/10.1186/s13054-022-03907-3 |
work_keys_str_mv | AT cummingsmatthewj multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda AT bakamutumahobarnabas multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda AT priceadam multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda AT owornicholas multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda AT kayiwajohn multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda AT namulondojoyce multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda AT byaruhangatimothy multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda AT muwangamoses multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda AT nserekochristopher multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda AT sameroffstephen multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda AT tokarzrafal multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda AT wongwai multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda AT shahshivangs multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda AT larsenmichelleh multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda AT lipkinwian multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda AT lutwamajuliusj multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda AT odonnellmaxr multidimensionalanalysisofthehostresponserevealsprognosticandpathogendrivenimmunesubtypesamongadultswithsepsisinuganda |