Unsupervised Classification of the Host Response Identifies Dominant Pathobiological Signatures of Sepsis in Sub-Saharan Africa
<b>Rationale:</b> The global burden of sepsis is concentrated in sub-Saharan Africa, where inciting pathogens are diverse and HIV coinfection is a major driver of poor outcomes. Biological heterogeneity inherent to sepsis in this setting is poorly defined. <b>Objectives:</b> To identify dominant pathobiological signatures of sepsis in sub-Saharan Africa and their relationship to clinical phenotypes, patient outcomes, and biological classifications of sepsis identified in high-income countries (HICs). <b>Methods:</b> We analyzed two prospective cohorts of adults hospitalized with sepsis (severe infection with quick Sepsis-related Organ Failure Assessment score ⩾1) at disparate settings in Uganda (discovery cohort [Entebbe, urban], <i>n</i> = 242; validation cohort [Tororo, rural], <i>n</i> = 253). To identify pathobiological signatures in the discovery cohort, we applied unsupervised clustering to 173 soluble proteins reflecting key domains of the host response to severe infection. A random forest-derived classifier was used to predict signature assignment in the validation cohort. <b>Measurements and Main Results:</b> Two signatures (Uganda Sepsis Signature [USS]-1 and USS-2) were identified in the discovery cohort, distinguished by expression of proteins involved in myeloid cell and inflammasome activation, T-cell costimulation and exhaustion, and endothelial barrier dysfunction. A five-protein classifier (area under the receiver operating characteristic curve, 0.97) reproduced two signatures in the validation cohort with similar biological profiles. In both cohorts, USS-2 mapped to a more severe clinical phenotype associated with HIV and related immunosuppression, severe tuberculosis, and increased risk of 30-day mortality. Substantial biological overlap was observed between USS-2 and hyperinflammatory and reactive sepsis phenotypes identified in HICs. <b>Conclusions:</b> We identified prognostically enriched pathobiological signatures among patients with sepsis with diverse infections and high HIV prevalence in Uganda. Globally inclusive investigations are needed to define generalizable and context-specific mechanisms of sepsis pathobiology, with the goal of improving access to precision medicine treatment strategies.
Authors
- Joweria Nakaseegu (ORCID: https://orcid.org/0000-0001-9864-0679)
- Barnabas Bakamutumaho (ORCID: https://orcid.org/0000-0003-4259-8509)
- Misaki Wayengera (ORCID: https://orcid.org/0000-0001-7239-8079)
- John Kayiwa (ORCID: https://orcid.org/0000-0002-1840-1801)
- Jingjing Qi (ORCID: https://orcid.org/0000-0002-9368-1882)
- Matthew J. Cummings (ORCID: https://orcid.org/0000-0003-2906-0966)
- Sankar Ghosh (ORCID: https://orcid.org/0000-0002-3227-0588)
- Alin S. Tomoiaga (ORCID: https://orcid.org/0000-0003-2221-8484)
- Julius J. Lutwama (ORCID: https://orcid.org/0000-0002-3210-722X)
- Seunghee Kim‐Schulze (ORCID: https://orcid.org/0000-0003-0192-4400)
- Hui Xie (ORCID: https://orcid.org/0000-0002-3941-4150)
- Irene Nayiga
- Martina Cathy Nakibuuka
- Moses Muwanga
- Nicholas Owor
- Stephen Kyebambe
- Max R. O’Donnell (ORCID: https://orcid.org/0000-0002-1232-3718)
- Xiaoyu Che (ORCID: https://orcid.org/0000-0003-0001-4122)
- Walter Ian Lipkin (ORCID: https://orcid.org/0000-0002-8768-9386)
- Steven J. Reynolds (ORCID: https://orcid.org/0000-0002-5403-2759)
- Joseph Shinyale
- Mercy Haumba
- Xuan Lu (ORCID: https://orcid.org/0000-0003-3716-3017)
- Jesse Ross (ORCID: https://orcid.org/0009-0008-3405-0897)
- Thomas Ochar
- Moses Kiwubeyi
- Rittah Nankwanga
- Christopher Nsereko
- Kai Nie (ORCID: https://orcid.org/0000-0002-7963-8431)
- Bryan Villagomez
- Sam Miake-Lye
Institutions
- National Institutes of Health (US)
- Johns Hopkins University (US)
- National University of Computer and Emerging Sciences (PK)
- Columbia University Irving Medical Center (US)
- Johns Hopkins Medicine (US)
- Busitema University (UG)
- Ministry of Agriculture, Animal Industry and Fisheries (UG)
- Ministry of Health (UG)
- Cancer Research And Biostatistics (US)
- Rakai Health Sciences Program (UG)
- Pulmonary and Allergy Associates (US)
- National Institute of Allergy and Infectious Diseases (US)
- Institute of Infection and Immunity (CA)
- Royal College of Physicians (GB)
- Manhattan University (US)
- Makerere University (UG)
- Columbia University (US)
- Uganda Virus Research Institute (UG)
- Icahn School of Medicine at Mount Sinai (US)
Publication Details
- Journal
- American Journal of Respiratory and Critical Care Medicine
- Published
- 2024-11-08
- DOI
- https://doi.org/10.1164/rccm.202407-1394oc
- Citations
- 9
- Primary Topic
- Digital Imaging for Blood Diseases
- Type
- article
- Field-Weighted Citation Impact
- 2.24