Matthew J Cummings,Julius J Lutwama,Alin S Tomoiaga,Meng Zhao,Nicholas Owor,Xuan Lu,Peter James Eliku,Jesse E Ross,Christopher Nsereko,Irene Nayiga,Stephen Kyebambe,John Bosco Nsubuga,Joseph Shinyale,Ignatius Asasira,Tonny Kiyingi,Thomas Ochar,Moses Kiwubeyi,Rittah Nankwanga,Steven J Reynolds,Martina Cathy Nakibuuka,John Kayiwa,Mercy Haumba,Joweria Nakaseegu,Xiaoyu Che,Kai Nie,Seunghee Kim-Schulze,Sankar Ghosh,W Ian Lipkin,Max R O'Donnell,Barnabas Bakamutumaho
{"title":"Identification of transcriptomic sepsis endotypes in sub-Saharan Africa: derivation, validation, and global alignment in two Ugandan cohorts.","authors":"Matthew J Cummings,Julius J Lutwama,Alin S Tomoiaga,Meng Zhao,Nicholas Owor,Xuan Lu,Peter James Eliku,Jesse E Ross,Christopher Nsereko,Irene Nayiga,Stephen Kyebambe,John Bosco Nsubuga,Joseph Shinyale,Ignatius Asasira,Tonny Kiyingi,Thomas Ochar,Moses Kiwubeyi,Rittah Nankwanga,Steven J Reynolds,Martina Cathy Nakibuuka,John Kayiwa,Mercy Haumba,Joweria Nakaseegu,Xiaoyu Che,Kai Nie,Seunghee Kim-Schulze,Sankar Ghosh,W Ian Lipkin,Max R O'Donnell,Barnabas Bakamutumaho","doi":"10.1007/s00134-025-08047-0","DOIUrl":null,"url":null,"abstract":"PURPOSE\r\nSub-Saharan Africa carries the highest global burden of critical illness, yet transcriptomic sepsis endotypes have not been defined in the region. Their clinical relevance and alignment with endotypes identified in high-income countries (HICs) remain unknown.\r\n\r\nMETHODS\r\nWe analyzed data from two prospective observational cohorts of critically ill adults with sepsis in Uganda (discovery cohort [Tororo, rural], N = 243; validation cohort [Entebbe, urban], N = 112). Unsupervised clustering of whole-blood RNAseq data was used to identify endotypes in the discovery cohort. A random forest classifier was used to predict endotype assignment in the validation cohort. Differential gene expression, pathway enrichment, and digital cytometry were used to define endotype pathobiology and determine overlap with HIC-derived endotypes.\r\n\r\nRESULTS\r\nTwo endotypes-Uganda Sepsis Endotypes 1 (USE-1) and 2 (USE-2)-were identified in the discovery cohort. USE-2, marked by neutrophil-driven innate immune activation and lymphocyte suppression, was associated with greater physiological severity and higher mortality (41.3% vs. 22.0%; absolute difference 19.3%, 95% CI 7.6-30.9%), irrespective of HIV, tuberculosis, or malaria infection. A 13-gene classifier (misclassification rate 1.43%) replicated two endotypes in the validation cohort with similar biological and clinical profiles. USE-2 showed strong transcriptional overlap with SRS1 and inflammopathic endotypes but only modest concordance in patient-level assignments. Overlap with Mars1 was variable.\r\n\r\nCONCLUSIONS\r\nWe identified two transcriptomic sepsis endotypes in Uganda that reflect inter-individual differences in targetable pathobiology and confer prognostic enrichment across high-burden infections. Divergence from HIC-derived endotypes highlights the need for sepsis classifications that are both globally relevant and locally responsive.","PeriodicalId":13665,"journal":{"name":"Intensive Care Medicine","volume":"144 1","pages":""},"PeriodicalIF":21.2000,"publicationDate":"2025-07-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Intensive Care Medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1007/s00134-025-08047-0","RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CRITICAL CARE MEDICINE","Score":null,"Total":0}
引用次数: 0
Abstract
PURPOSE
Sub-Saharan Africa carries the highest global burden of critical illness, yet transcriptomic sepsis endotypes have not been defined in the region. Their clinical relevance and alignment with endotypes identified in high-income countries (HICs) remain unknown.
METHODS
We analyzed data from two prospective observational cohorts of critically ill adults with sepsis in Uganda (discovery cohort [Tororo, rural], N = 243; validation cohort [Entebbe, urban], N = 112). Unsupervised clustering of whole-blood RNAseq data was used to identify endotypes in the discovery cohort. A random forest classifier was used to predict endotype assignment in the validation cohort. Differential gene expression, pathway enrichment, and digital cytometry were used to define endotype pathobiology and determine overlap with HIC-derived endotypes.
RESULTS
Two endotypes-Uganda Sepsis Endotypes 1 (USE-1) and 2 (USE-2)-were identified in the discovery cohort. USE-2, marked by neutrophil-driven innate immune activation and lymphocyte suppression, was associated with greater physiological severity and higher mortality (41.3% vs. 22.0%; absolute difference 19.3%, 95% CI 7.6-30.9%), irrespective of HIV, tuberculosis, or malaria infection. A 13-gene classifier (misclassification rate 1.43%) replicated two endotypes in the validation cohort with similar biological and clinical profiles. USE-2 showed strong transcriptional overlap with SRS1 and inflammopathic endotypes but only modest concordance in patient-level assignments. Overlap with Mars1 was variable.
CONCLUSIONS
We identified two transcriptomic sepsis endotypes in Uganda that reflect inter-individual differences in targetable pathobiology and confer prognostic enrichment across high-burden infections. Divergence from HIC-derived endotypes highlights the need for sepsis classifications that are both globally relevant and locally responsive.
期刊介绍:
Intensive Care Medicine is the premier publication platform fostering the communication and exchange of cutting-edge research and ideas within the field of intensive care medicine on a comprehensive scale. Catering to professionals involved in intensive medical care, including intensivists, medical specialists, nurses, and other healthcare professionals, ICM stands as the official journal of The European Society of Intensive Care Medicine. ICM is dedicated to advancing the understanding and practice of intensive care medicine among professionals in Europe and beyond. The journal provides a robust platform for disseminating current research findings and innovative ideas in intensive care medicine. Content published in Intensive Care Medicine encompasses a wide range, including review articles, original research papers, letters, reviews, debates, and more.