Predictors of Low-risk Phenotypes after Traumatic Brain Injury Incorporating Proteomic Biomarker Signatures
Predictors of Low-risk Phenotypes after Traumatic Brain Injury Incorporating Proteomic Biomarker Signatures
批准号:
9975580
负责人:
Holly Elaine Hinson
金额:
$18.91万
依托单位国家:
美国
项目类别:
财政年份:
2020
资助国家:
美国
项目状态:
未结题
起止时间:
2020-06-01 至 2025-05-31
关键词:
AccountingAcuteAcute Brain InjuriesAdmission activityAgeBenignBiological MarkersBloodBlood VesselsBrain InjuriesCause of DeathCell Adhesion MoleculesClassificationClinicalClinical DataClinical ResearchClinical TrialsComplementComplexDataDeteriorationDevelopmentDisease modelEnrollmentEventExclusion CriteriaGlasgow Outcome ScaleGoalsHeadHealth SciencesHeterogeneityHollyHourImageImmuneImmune responseInjuryInterleukin-6InterventionIntracranial HemorrhagesIon TransportMagnetic Resonance ImagingMass Spectrum AnalysisMeasurableMeasuresMediator of activation proteinMentorsMetabolismMethodsModelingMolecularNervous System TraumaNeurologicNeurologistOregonOutcomeOutcome MeasurePatient CarePatient SelectionPatient riskPatientsPeripheralPhenotypePopulationProteinsProteomicsROC CurveRandomized Controlled Clinical TrialsResearch Project GrantsRiskRisk stratificationSeriesSignaling ProteinSpecific qualifier valueStructureTBI treatmentTechnologyTestingTherapeutic Clinical TrialTranexamic AcidTraumatic Brain InjuryUniversitiesVascular Cell Adhesion Molecule-1analogbaseblood-based biomarkerclinical phenotypeclinical riskclinically actionablecohortcytokinedigitaleffective therapyhigh dimensionalityimmunoregulationimprovedinclusion criteriainnovationinsightmortalitymultidisciplinarynovelpatient oriented researchpatient stratificationperipheral bloodplacebo grouppredictive modelingprogramsprospectiveproteomic signatureresponsesensorsingle moleculeskillssupervised learning
中文摘要
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英文摘要
PROJECT SUMMARY
Traumatic brain injury (TBI) is a leading cause of death in the US, and treatment options are limited.
Therapeutic clinical trials in TBI have yielded disappointing results owing in part to the difficulty in accounting
for clinically important heterogeneity within TBI. Early delivery of therapy is essential after TBI to reduce
secondary brain injury, but unrestricted treatment of all brain injuries could be harmful. TBI stimulates a
complex cascade of immunologic responses, both centrally and peripherally. These peripheral immune
responses to TBI could serve as an early sensor of risk phenotype given the rapid, readily measurable
response in the blood. An improved ability to risk-stratify patients on admission will streamline patient selection
for aggressive interventions—such as invasive neuromonitoring—versus selection of those patients who can
safely be observed reducing potential harms.
Holly E Hinson, MD MCR is a Neurologist and Neurointensivist at Oregon Health and Science University where
she cares for patients with severe acute brain injury. The objective of this application is to develop supervised
learning models of actionable short- and long-term outcomes post-TBI and to interrogate if pre-specified
immunoregulatory proteins add predictive power to the models over clinical features alone. Her central
hypothesis is that immunoregulatory proteomic signatures improve our ability to classify a low-risk clinical
phenotype after TBI. Dr. Hinson’s preliminary data suggest peripheral cytokine levels are associated with
actionable clinical events acutely after TBI. The project employs a highly-sensitive, single molecule
immunoarray (SIMOA) to detect immunoregulatory proteins complemented with an unbiased proteomic
approach utilizing global discovery mass spectrometry. She will develop and assess a series of models
incorporating proteomic signatures to classify: acute progressive intracranial hemorrhage (Aim 1A), acute
neurologic deterioration (Aim 1B), and long-term outcomes measured by the 6-month Glasgow Outcome Scale
(Aim 2). She will develop these models in a well-defined, clinical trial population (development set), and test
their ability to correctly classify outcome in an independent, prospectively enrolled cohort at OHSU (test set).
Under a multidisciplinary team of expert mentors, the project will generate new insights into low-risk phenotype
recognition and outcome classification after acute TBI. The proposed patient-oriented research project will be
enhanced by a structured didactic program in the principles of predictive modeling and patient phenotyping
(including proteomics), which will provide Dr. Hinson with the critical skills she will need to conduct
independent, innovative translational clinical research in the field of neurotrauma.
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Predictors of Low-risk Phenotypes after Traumatic Brain Injury Incorporating Proteomic Biomarker Signatures.
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批准号:10891945
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项目类别:
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资助金额:$22.4万
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财政年份:2023
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负责人:Holly Elaine Hinson
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依托单位:
Predictors of Low-risk Phenotypes after Traumatic Brain Injury Incorporating Proteomic Biomarker Signatures
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批准号:10417043
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项目类别:
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资助金额:$18.38万
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财政年份:2020
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负责人:Holly Elaine Hinson
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依托单位:
Predictors of Low-risk Phenotypes after Traumatic Brain Injury Incorporating Proteomic Biomarker Signatures
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批准号:10155597
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项目类别:
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资助金额:$18.87万
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财政年份:2020
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负责人:Holly Elaine Hinson
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依托单位:
海外基金