A nanomagnetic platform technology to characterize traumatic brain injury using brain derived extracellular vesicles
A nanomagnetic platform technology to characterize traumatic brain injury using brain derived extracellular vesicles
批准号:
10261451
负责人:
David Aaron Issadore
金额:
$57.1万
依托单位国家:
美国
项目类别:
财政年份:
2018
资助国家:
美国
项目状态:
已结题
起止时间:
2018-09-19 至 2023-07-31
关键词:
AddressAdvanced DevelopmentAstrocytesAxonBehavioralBenchmarkingBiological AssayBiological MarkersBiological ModelsBlindedBloodBlood VolumeBrainBrain ConcussionBrain EdemaBrain InjuriesCalibrationCar PhoneCaringCell LineCellular PhoneChronicClassificationClinicalColorDataDevelopmentDevicesDiagnosisDiagnosticDiseaseElementsEmotionalEvaluationGoalsGoldHumanImageImpairmentIndividualInflammationInflammatoryInjuryLaboratoriesMachine LearningMagnetic Resonance ImagingMeasuresMethodsMicroRNAsModelingMolecular ProfilingMonitorNeuronsNucleic AcidsOutcomePatientsPerformancePlasmaProcessProductionPrognosisRNARNA ProbesRecording of previous eventsRecoveryResearch PersonnelRiskSamplingSeizuresSeveritiesSorting - Cell MovementStreamSurfaceSystemTechnologyTestingTimeTraumatic Brain InjuryUnited StatesVesicleWorkX-Ray Computed Tomographybasebiomarker discoverybrain cellcell typecostdesigndigitaldisabilitydrug efficacyendophenotypeexosomeextracellular vesiclesimaging studyimprovedindividual responseinjuredinjury and repairinjury recoveryinnovationinnovative technologiesmachine learning algorithmmanufacturabilitymedical attentionmicroRNA biomarkersmicrochipmild traumatic brain injurymolecular markermouse modelnanomagneticnanoscaleneuropathologynext generationnoninvasive diagnosisnucleic acid detectionpoint of careprecision medicinepredict clinical outcomeprognosticprospectiveratiometricresearch clinical testingresponse to injurysample archivetechnology developmenttranscriptome sequencingvascular injury
中文摘要
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英文摘要
In the United States, 2.8 million people every year seek medical attention for traumatic brain
injury (TBI), of which 80% are considered to have a mild TBI (i.e. concussion). Even in those
with mild injuries, 10-20% of individuals will suffer long-term disability including seizures and
emotional and behavioral issues. One of the primary challenges in TBI care is appropriately
classifying this heterogeneous injury and identifying patients at risk for these chronic
impairments. Conventional imaging studies, including magnetic resonance imaging (MRI) and
computed tomography (CT), are commonly used to classify TBI, but do not reliably capture the
full extent of the injury, particularly in those patients with mild injuries. Currently, there are few
molecular markers to assist in the assessment of an individual's unique injury and subsequent
recovery and biomarkers are desperately needed in the field that correlate with these varied
endophenotypes, track the progress of the disease, and predict clinical outcomes. To address
this challenge, we propose to develop a microchip-based platform that can be used to
characterize TBI and its recovery using the RNA cargo found in brain-derived circulating
extracellular vesicles (EVs), including exosomes. Unlike prior work that has mainly focused on
single biomarkers, our approach measures a panel of circulating EV miRNA markers processed
with machine learning algorithms, to more comprehensively capture the state of the injured and
recovering brain. Our proposal combines surface marker-specific nanomagnetic isolation of
brain-derived EVs from a variety of cell types, biomarker discovery using RNA sequencing, and
machine learning processing of EV miRNA cargo to measure the state of injury and recovery in
TBI.
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