Phenotyping ARDS, Pneumonia, and Sepsis over time to elucidate shared and distinct trajectories ofillness and recovery
Phenotyping ARDS, Pneumonia, and Sepsis over time to elucidate shared and distinct trajectories ofillness and recovery
批准号:
10649194
负责人:
Michael Oscar Harhay
金额:
$15.93万
依托单位国家:
美国
项目类别:
财政年份:
2023
资助国家:
美国
项目状态:
未结题
起止时间:
2023-05-01 至 2029-04-30
关键词:
2019-nCoVAcuteAcute Renal Failure with Renal Papillary NecrosisAcute Respiratory Distress SyndromeAddressAgeAutoantibodiesBiologicalBlood VesselsCOVID-19 patientCellsCessation of lifeCharacteristicsClinicalClinical DataCognitiveCohort StudiesCollaborationsCritical IllnessCritical PathwaysDataData CollectionDimensionsEmergency SituationEmotionalEnrollmentEtiologyEventFailureFibrinolysisFlow CytometryGene ExpressionGenetic TranscriptionGenomicsGlycocalyxHealthHeterogeneityHospitalizationHumanHuman ResourcesImmuneImmune responseImmunologic MarkersIndividualInformaticsInfrastructureInjuryIntensive Care UnitsInterventionInvestigationJointsLeukocytesLongitudinal cohort studyLymphoidMachine LearningMalignant NeoplasmsMediatingMediationMendelian randomizationMethodsModelingMolecularMolecular ProfilingMorbidity - disease rateMyelogenousMyelopoiesisOrgan SurvivalOrgan failureOutcomePathway interactionsPatientsPatternPharmacotherapyPhenotypePhysiologicalPlasmaPneumoniaPopulationPositioning AttributePrecision therapeuticsPreventionProductivityProteinsProteomeProteomicsQuality of lifeRecording of previous eventsRecoveryReportingReproducibilityRisk AssessmentRisk FactorsRoleSepsisSeveritiesSiteSourceStratificationStreamSurvivorsSyndromeTestingTimeVascular DiseasesVascular PermeabilitiesWorkcandidate markerclinical centerclinical phenotypecohortcomorbiditydisabilityfunctional statushigh dimensionalityhigh riskimmune healthimprovedindividual responseinflammatory markermolecular markermolecular phenotypemolecular subtypesmortalitymortality riskmultiple omicsnerve injuryneuromuscularnovelpathogenperformance testsperipheral bloodpersonalized medicinepharmacologicprognosticresponsesarcopeniaseptic patientsskillssuccesstooltraittranscriptomicstreatment responsevascular contributionsvascular factorvascular injury
中文摘要
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英文摘要
This proposal is to support a robust human cohort enrolling subjects with acute respiratory distress syndrome
(ARDS), pneumonia, or sepsis (collectively termed APS) as part of the APS Consortium, and to identify clinical
and molecular features that better predict, stratify, and explain organ failure, mortality, and disability following
APS. We hypothesize that distinct and reproducible molecular subtypes are common and detectable across all
3 APS syndromes, and that we will identify the pathways that maximally contribute to organ failure and
recovery trajectory through this well-powered molecular cohort. As part of the Consortium-Wide Longitudinal
Cohort study, we propose to develop new tools for risk assessment, stratification, and recovery from APS. In
aim 1a, we will use joint modeling to integrate multiple plasma markers of inflammation, vascular dysregulation,
sarcopenia, and neural injury to identify the combinations most associated with organ failure, infer which
plasma intermediates might contribute causally to organ failures, and identify the proportion of mortality risk
mediated by specific organ failures. In aim 1b we focus on better prediction of long term disability post-APS,
testing the ability of Katz- and Lawson-informed functional status features to predict persistent disability and
asking whether prediction of disability is enhanced by added plasma markers of inflammation, vascular injury,
or neuromuscular injury. Our Center-specific aims employ novel molecular phenotyping to better explain organ
failure, death, and disability post-APS. In aim 2a we test specific hypothesis-driven candidate markers of
immune dysregulation as potential organ failure markers. Aim 2b identifies patterns of host immune health
during recovery using high dimensional flow cytometry to understand the peripheral blood host immune
response, and asks whether immune cell trajectory associates with disability or recovery. Aim 2c focuses on
vascular injury markers, and asks which components of vascular injury associate with specific organ failures
and with post-APS disabilities. In aim 3, we integrate multiple streams of biologic data and identify patterns of
response across APS acutely and during recovery, use machine learning to select the most informative
features for joint modeling, and test the performance of the model of acute or long term disability in different
APS states. Our site will make a lasting contribution to the APS Consortium and our completed aims will
advance the prevention and personalized treatment of ARDS, pneumonia, and sepsis to improve overall
health.
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会议论文
Advancing the design, analysis, and interpretation of acute respiratory distress syndrome trials using modern statistical tools
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批准号:10633978
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项目类别:
-
资助金额:$77.97万
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财政年份:2023
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负责人:Michael Oscar Harhay
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依托单位:
Improving the measurement and analysis of long-term, patient-centered outcomes following acute respiratory failure
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批准号:10370292
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项目类别:
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资助金额:$24.9万
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财政年份:2018
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负责人:Michael Oscar Harhay
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依托单位:
Improving the measurement and analysis of long-term, patient-centered outcomes following acute respiratory failure
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批准号:10064003
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项目类别:
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资助金额:$24.9万
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财政年份:2018
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负责人:Michael Oscar Harhay
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依托单位:
Methods to improve the detection of treatment effects in ARDS clinical trials
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批准号:8907567
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项目类别:
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资助金额:$4.31万
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财政年份:2015
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负责人:Michael Oscar Harhay
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依托单位:
海外基金