Molecular phenotypes of critical illness confer prognostic and biological enrichment in sub-Saharan Africa: a prospective cohort study from Uganda
The generalisability of critical illness molecular phenotypes to low- and middle-income countries (LMICs) is unknown. We show that molecular phenotypes derived in high-income countries (hyperinflammatory and hypoinflammatory, reactive and uninflamed) stratify sepsis patients in Uganda by physiologic...
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| Vydané v: | Thorax Ročník 80; číslo 3; s. 175 - 179 |
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| Jazyk: | English |
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| Abstract | The generalisability of critical illness molecular phenotypes to low- and middle-income countries (LMICs) is unknown. We show that molecular phenotypes derived in high-income countries (hyperinflammatory and hypoinflammatory, reactive and uninflamed) stratify sepsis patients in Uganda by physiological severity, mortality risk and dysregulation of key pathobiological domains. A classifier model including data available at the LMIC bedside modestly discriminated phenotype assignment (area under the receiver operating characteristic curve (AUROC) 0.80, 95% CI 0.71 to 0.90 for hyperinflammatory vs hypoinflammatory; AUROC 0.74, 95% CI 0.65 to 0.83 for reactive vs uninflamed). Our findings highlight the potential for a globally relevant, clinicomolecular classification of critical illness and may support the inclusion of diverse populations in phenotype-targeted critical care trials. Improved laboratory capacity and access to rapid biomarker assays are likely necessary to optimise phenotype stratification in LMIC settings. |
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| AbstractList | The generalisability of critical illness molecular phenotypes to low- and middle-income countries (LMICs) is unknown. We show that molecular phenotypes derived in high-income countries (hyperinflammatory and hypoinflammatory, reactive and uninflamed) stratify sepsis patients in Uganda by physiological severity, mortality risk and dysregulation of key pathobiological domains. A classifier model including data available at the LMIC bedside modestly discriminated phenotype assignment (area under the receiver operating characteristic curve (AUROC) 0.80, 95% CI 0.71 to 0.90 for hyperinflammatory vs hypoinflammatory; AUROC 0.74, 95% CI 0.65 to 0.83 for reactive vs uninflamed). Our findings highlight the potential for a globally relevant, clinicomolecular classification of critical illness and may support the inclusion of diverse populations in phenotype-targeted critical care trials. Improved laboratory capacity and access to rapid biomarker assays are likely necessary to optimise phenotype stratification in LMIC settings. The generalisability of critical illness molecular phenotypes to low- and middle-income countries (LMICs) is unknown. We show that molecular phenotypes derived in high-income countries (hyperinflammatory and hypoinflammatory, reactive and uninflamed) stratify sepsis patients in Uganda by physiological severity, mortality risk and dysregulation of key pathobiological domains. A classifier model including data available at the LMIC bedside modestly discriminated phenotype assignment (area under the receiver operating characteristic curve (AUROC) 0.80, 95% CI 0.71 to 0.90 for hyperinflammatory vs hypoinflammatory; AUROC 0.74, 95% CI 0.65 to 0.83 for reactive vs uninflamed). Our findings highlight the potential for a globally relevant, clinicomolecular classification of critical illness and may support the inclusion of diverse populations in phenotype-targeted critical care trials. Improved laboratory capacity and access to rapid biomarker assays are likely necessary to optimise phenotype stratification in LMIC settings.The generalisability of critical illness molecular phenotypes to low- and middle-income countries (LMICs) is unknown. We show that molecular phenotypes derived in high-income countries (hyperinflammatory and hypoinflammatory, reactive and uninflamed) stratify sepsis patients in Uganda by physiological severity, mortality risk and dysregulation of key pathobiological domains. A classifier model including data available at the LMIC bedside modestly discriminated phenotype assignment (area under the receiver operating characteristic curve (AUROC) 0.80, 95% CI 0.71 to 0.90 for hyperinflammatory vs hypoinflammatory; AUROC 0.74, 95% CI 0.65 to 0.83 for reactive vs uninflamed). Our findings highlight the potential for a globally relevant, clinicomolecular classification of critical illness and may support the inclusion of diverse populations in phenotype-targeted critical care trials. Improved laboratory capacity and access to rapid biomarker assays are likely necessary to optimise phenotype stratification in LMIC settings. |
| Author | Lipkin, W Ian Tomoiaga, Alin S Owor, Nicholas Che, Xiaoyu O’Donnell, Max R Nie, Kai Nsereko, Christopher Cummings, Matthew J Ross, Jesse E Kim-Schulze, Seunghee Muwanga, Moses Kayiwa, John Lu, Xuan Nayiga, Irene Wayengera, Misaki Lutwama, Julius J Bakamutumaho, Barnabas |
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| References | Rudd, Johnson, Agesa (R2) 2020; 395 Maslove, Tang, Shankar-Hari (R4) 2022; 28 Prescott, Calfee, Thompson (R9) 2016; 194 Bos, Schouten, van Vught (R8) 2017; 72 Cummings, Bakamutumaho, Price (R5) 2022; 26 Cummings, Lutwama, Owor (R6) 2024 Sinha, Kerchberger, Willmore (R10) 2023; 11 Sinha, Delucchi, McAuley (R7) 2020; 8 Reddy, Sinha, O’Kane (R1) 2020; 8 Riviello, Kiviri, Twagirumugabe (R3) 2016; 193 2024122608100155000_thorax-2024-222412v1.4 2024122608100155000_thorax-2024-222412v1.3 2024122608100155000_thorax-2024-222412v1.2 2024122608100155000_thorax-2024-222412v1.1 2024122608100155000_thorax-2024-222412v1.10 2024122608100155000_thorax-2024-222412v1.9 2024122608100155000_thorax-2024-222412v1.8 Cummings (2024122608100155000_thorax-2024-222412v1.5) 2022; 26 2024122608100155000_thorax-2024-222412v1.7 2024122608100155000_thorax-2024-222412v1.6 |
| References_xml | – volume: 11 start-page: 965 year: 2023 ident: R10 article-title: Identifying molecular phenotypes in sepsis: an analysis of two prospective observational cohorts and secondary analysis of two randomised controlled trials publication-title: Lancet Respir Med doi: 10.1016/S2213-2600(23)00237-0 – volume: 395 start-page: 200 year: 2020 ident: R2 article-title: Global, regional, and national sepsis incidence and mortality, 1990-2017: analysis for the Global Burden of Disease Study publication-title: Lancet doi: 10.1016/S0140-6736(19)32989-7 – volume: 8 start-page: 247 year: 2020 ident: R7 article-title: Development and validation of parsimonious algorithms to classify acute respiratory distress syndrome phenotypes: a secondary analysis of randomised controlled trials publication-title: Lancet Respir Med doi: 10.1016/S2213-2600(19)30369-8 – volume: 8 start-page: 631 year: 2020 ident: R1 article-title: Subphenotypes in critical care: translation into clinical practice publication-title: Lancet Respir Med doi: 10.1016/S2213-2600(20)30124-7 – volume: 28 start-page: 1141 year: 2022 ident: R4 article-title: Redefining critical illness publication-title: Nat Med doi: 10.1038/s41591-022-01843-x – year: 2024 ident: R6 article-title: Unsupervised Classification of the Host Response Identifies Dominant Pathobiological Signatures of Sepsis in Sub-Saharan Africa publication-title: Am J Respir Crit Care Med doi: 10.1164/rccm.202407-1394OC – volume: 194 start-page: 147 year: 2016 ident: R9 article-title: Toward Smarter Lumping and Smarter Splitting: Rethinking Strategies for Sepsis and Acute Respiratory Distress Syndrome Clinical Trial Design publication-title: Am J Respir Crit Care Med doi: 10.1164/rccm.201512-2544CP – volume: 72 start-page: 876 year: 2017 ident: R8 article-title: Identification and validation of distinct biological phenotypes in patients with acute respiratory distress syndrome by cluster analysis publication-title: Thorax doi: 10.1136/thoraxjnl-2016-209719 – volume: 193 start-page: 52 year: 2016 ident: R3 article-title: Hospital Incidence and Outcomes of the Acute Respiratory Distress Syndrome Using the Kigali Modification of the Berlin Definition publication-title: Am J Respir Crit Care Med doi: 10.1164/rccm.201503-0584OC – volume: 26 year: 2022 ident: R5 article-title: Multidimensional analysis of the host response reveals prognostic and pathogen-driven immune subtypes among adults with sepsis in Uganda publication-title: Crit Care doi: 10.1186/s13054-022-03907-3 – ident: 2024122608100155000_thorax-2024-222412v1.4 doi: 10.1038/s41591-022-01843-x – ident: 2024122608100155000_thorax-2024-222412v1.7 doi: 10.1016/S2213-2600(19)30369-8 – ident: 2024122608100155000_thorax-2024-222412v1.1 doi: 10.1016/S2213-2600(20)30124-7 – ident: 2024122608100155000_thorax-2024-222412v1.10 doi: 10.1016/S2213-2600(23)00237-0 – ident: 2024122608100155000_thorax-2024-222412v1.9 doi: 10.1164/rccm.201512-2544CP – volume: 26 year: 2022 ident: 2024122608100155000_thorax-2024-222412v1.5 article-title: Multidimensional analysis of the host response reveals prognostic and pathogen-driven immune subtypes among adults with sepsis in Uganda publication-title: Crit Care doi: 10.1186/s13054-022-03907-3 – ident: 2024122608100155000_thorax-2024-222412v1.3 doi: 10.1164/rccm.201503-0584OC – ident: 2024122608100155000_thorax-2024-222412v1.6 doi: 10.1164/rccm.202407-1394OC – ident: 2024122608100155000_thorax-2024-222412v1.2 doi: 10.1016/S0140-6736(19)32989-7 – ident: 2024122608100155000_thorax-2024-222412v1.8 doi: 10.1136/thoraxjnl-2016-209719 |
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| Title | Molecular phenotypes of critical illness confer prognostic and biological enrichment in sub-Saharan Africa: a prospective cohort study from Uganda |
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