对宿主反应的无监督分类确定了撒哈拉以南非洲败血症的主要病理生物学特征。

IF 19.3 1区 医学 Q1 CRITICAL CARE MEDICINE American journal of respiratory and critical care medicine Pub Date : 2024-11-08 DOI:10.1164/rccm.202407-1394OC
Matthew J Cummings, Julius J Lutwama, Nicholas Owor, Alin S Tomoiaga, Jesse E Ross, Moses Muwanga, Christopher Nsereko, Irene Nayiga, Stephen Kyebambe, Joseph Shinyale, Thomas Ochar, Moses Kiwubeyi, Rittah Nankwanga, Kai Nie, Hui Xie, Sam Miake-Lye, Bryan Villagomez, Jingjing Qi, Steven J Reynolds, Martina Cathy Nakibuuka, Xuan Lu, John Kayiwa, Mercy Haumba, Joweria Nakaseegu, Xiaoyu Che, Misaki Wayengera, Sankar Ghosh, Seunghee Kim-Schulze, W Ian Lipkin, Barnabas Bakamutumaho, Max R O'Donnell
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引用次数: 0

摘要

理由:脓毒症的全球负担主要集中在撒哈拉以南非洲地区,那里的致病病原体多种多样,艾滋病病毒合并感染是导致不良后果的主要原因。在这种情况下,脓毒症固有的生物学异质性还没有得到很好的界定:目的:确定撒哈拉以南非洲脓毒症的主要病理生物学特征及其与临床表型、患者预后和高收入国家(HICs)确定的脓毒症生物学分类之间的关系:我们分析了在乌干达不同环境中因败血症(qSOFA 评分≥1 的严重感染)住院的两个前瞻性成人队列(发现队列 [恩德培,城市],N=242;验证队列 [托罗罗,农村],N=253)。为了确定发现队列中的病理生物学特征,我们对 173 种可溶性蛋白质进行了无监督聚类,这些蛋白质反映了宿主应对严重感染的关键领域。随机森林分类器用于预测验证队列中的特征分配:在发现队列中确定了两个特征(乌干达败血症特征 [USS]-1 和 USS-2),它们通过参与髓系细胞和炎性体活化、T 细胞协同刺激和衰竭以及内皮屏障功能障碍的蛋白质表达来区分。五种蛋白分类器(AUROC 0.97)在验证队列中再现了两个具有相似生物学特征的特征。在这两个队列中,USS-2 与更严重的临床表型相关,与 HIV 和相关免疫抑制、严重结核病和 30 天死亡风险增加有关。USS-2与HICs中发现的高炎症性和反应性败血症表型之间存在大量生物学重叠:我们在乌干达不同感染和艾滋病高发的败血症患者中发现了预后丰富的病理生物学特征。需要在全球范围内开展调查,以确定脓毒症病理生物学的可推广性和特定环境机制,从而改善精准医学治疗策略的可及性。
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Unsupervised Classification of the Host Response Identifies Dominant Pathobiological Signatures of Sepsis in Sub-Saharan Africa.

Rationale: The global burden of sepsis is concentrated in sub-Saharan Africa, where inciting pathogens are diverse and HIV co-infection is a major driver of poor outcomes. Biological heterogeneity inherent to sepsis in this setting is poorly defined.

Objectives: 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).

Methods: We analyzed two prospective cohorts of adults hospitalized with sepsis (severe infection with qSOFA score≥1) at disparate settings in Uganda (discovery cohort [Entebbe,urban], N=242; validation cohort [Tororo,rural], N=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.

Measurements and main results: 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 co-stimulation and exhaustion, and endothelial barrier dysfunction. A five-protein classifier (AUROC 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.

Conclusions: We identified prognostically-enriched pathobiological signatures among sepsis patients 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.

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来源期刊
CiteScore
27.30
自引率
4.50%
发文量
1313
审稿时长
3-6 weeks
期刊介绍: The American Journal of Respiratory and Critical Care Medicine focuses on human biology and disease, as well as animal studies that contribute to the understanding of pathophysiology and treatment of diseases that affect the respiratory system and critically ill patients. Papers that are solely or predominantly based in cell and molecular biology are published in the companion journal, the American Journal of Respiratory Cell and Molecular Biology. The Journal also seeks to publish clinical trials and outstanding review articles on areas of interest in several forms. The State-of-the-Art review is a treatise usually covering a broad field that brings bench research to the bedside. Shorter reviews are published as Critical Care Perspectives or Pulmonary Perspectives. These are generally focused on a more limited area and advance a concerted opinion about care for a specific process. Concise Clinical Reviews provide an evidence-based synthesis of the literature pertaining to topics of fundamental importance to the practice of pulmonary, critical care, and sleep medicine. Images providing advances or unusual contributions to the field are published as Images in Pulmonary, Critical Care, Sleep Medicine and the Sciences. A recent trend and future direction of the Journal has been to include debates of a topical nature on issues of importance in pulmonary and critical care medicine and to the membership of the American Thoracic Society. Other recent changes have included encompassing works from the field of critical care medicine and the extension of the editorial governing of journal policy to colleagues outside of the United States of America. The focus and direction of the Journal is to establish an international forum for state-of-the-art respiratory and critical care medicine.
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