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An immune dysfunction score for stratification of patients with acute infection based on whole-blood gene expression.

Eddie Cano-GamezKatie L BurnhamCyndi GohAlice AllcockZunaira H MalickLauren OverendAndrew J KwokDavid Anthony SmithHessel Peters SengersDavid B Antcliffenull nullStuart McKechnieBrendon P SciclunaTom van der PollAnthony C GordonCharles J HindsEmma E DavenportJulian C KnightNigel WebsterHelen GalleyJane TaylorSally HallJenni AddisonSian RoughtonHeather TennantAchyut GuleriNatalia WaddingtonDilshan ArawwawalaJohn DurcanAlasdair ShortKaren SwanSarah WilliamsSusan SmolenChristine Mitchell-InwangTony GordonEmily ErringtonMaie TempletonPyda VenateshGeraldine WardMarie McCauleySimon BaudouinCharley HighamJasmeet SoarSally GrierElaine HallStephen BrettDavid KitsonRobert WilsonLaura MountfordJuan MorenoPeter HallJackie HewlettStuart McKechnieChristopher GarrardJulian MilloDuncan YoungPaula HuttonPenny ParsonsAlex SmithsRoser Faras-ArrayaJasmeet SoarParizade RaymodeJonathan ThompsonSarah BowreySandra KazembeNatalie RichPrem AndreouDawn HalesEmma RobertsSimon FletcherMelissa RosbergenGeorgina GlisterJeronimo Moreno CuestaJulian BionJoanne MillarElsa Jane PerryHeather WillisNatalie MitchellSebastian RuelRonald CarreraJude WildeAnnette NilsonSarah LeesAtul KapilaNicola JacquesJane AtkinsonAbby BrownHeather ProwseAnton KrigeMartin BlandLynne BullockDonna HarrisonGary MillsJohn HumphreysKelsey ArmitageShond LahaJacqueline BaldwinAngela WalshNicola DohertyStephen DrageLaura Ortiz-Ruiz de GordoaSarah LowesCharley HighamHelen WalshVerity CalderCatherine SwanHeather PayneDavid HigginsSarah AndrewsSarah MapplebackCharles HindChris GarrardD WatsonEleanor McLeesAlice PurdyMartin StotzAdaeze Ochelli-OkpueStephen BonnerIain WhiteheadKeith HugilVictoria GoodridgeLouisa CawthorMartin KuperSheik PaharyGeoffrey BellinganRichard MarshallHugh MontgomeryJung Hyun RyuGeorgia BercadesSusan BoludaAndrew BentleyKatie MccalmanFiona JefferiesJulian KnightEmma DavenportKatie BurnhamNarelle MaugeriJayachandran RadhakrishnanYuxin MiAlice AllcockCyndi Goh
Published in: Science translational medicine (2022)
Dysregulated host responses to infection can lead to organ dysfunction and sepsis, causing millions of global deaths each year. To alleviate this burden, improved prognostication and biomarkers of response are urgently needed. We investigated the use of whole-blood transcriptomics for stratification of patients with severe infection by integrating data from 3149 samples from patients with sepsis due to community-acquired pneumonia or fecal peritonitis admitted to intensive care and healthy individuals into a gene expression reference map. We used this map to derive a quantitative sepsis response signature (SRSq) score reflective of immune dysfunction and predictive of clinical outcomes, which can be estimated using a 7- or 12-gene signature. Last, we built a machine learning framework, SepstratifieR, to deploy SRSq in adult and pediatric bacterial and viral sepsis, H1N1 influenza, and COVID-19, demonstrating clinically relevant stratification across diseases and revealing some of the physiological alterations linking immune dysregulation to mortality. Our method enables early identification of individuals with dysfunctional immune profiles, bringing us closer to precision medicine in infection.
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