Understanding CNS Stimulant Use and Safety in Veterans with TBI
Understanding CNS Stimulant Use and Safety in Veterans with TBI
批准号:
10538168
负责人:
ALI AHMED
金额:
$0.0万
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 2027-04-30
关键词:
AccountingAcuteAddressAdverse effectsAgeAmphetaminesAntidepressive AgentsAntipsychotic AgentsAttention deficit hyperactivity disorderBenzodiazepinesBlindedCentral Nervous SystemCentral Nervous System DiseasesCentral Nervous System StimulantsCharacteristicsChildClinicalClinical Practice GuidelineComplexComputersCongressesDataDemographic FactorsDextroamphetamineDiagnosisEducational MaterialsEnrollmentEvaluationGuidelinesHomogeneously Staining RegionHospitalizationIndividualInternational Classification of Disease CodesInterventionKnowledgeMachine LearningMeasuresMethodologyModafinilModelingMorbidity - disease rateNeurocognitiveOutcomePatientsPatternPharmaceutical PreparationsPolypharmacyPopulationProviderPublicationsRaceRandomized, Controlled TrialsRecommendationRecording of previous eventsRegistriesResearch PriorityRiskRisk AssessmentRisk ReductionRitalinSafetyScreening procedureSoftware ToolsSourceStimulantSubstance Use DisorderSymptomsSystemTBI PatientsTestingTimeTraumatic Brain InjuryUnited States Centers for Medicare and Medicaid ServicesVeteransWorkassociated symptomcare seekingcohortcostdata registrydesigndisabilityevidence basefollow-uphigh riskinnovationmachine learning predictionmedication safetymild traumatic brain injurymilitary veteranmortalitypersistent symptompredictive modelingprescription stimulantsrandomized controlled designrisk prediction modelsexstimulant use
中文摘要
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英文摘要
Project Summary/Abstract
Background: The use of central nervous system (CNS) stimulants such as amphetamine, dextroamphetamine,
methylphenidate, armodafinil and modafinil is discouraged in patients with traumatic brain injury (TBI) as they
have no proven benefits and carries the FDA black-box warning of a higher risk for developing substance use
disorders (SUD).
Significance: TBI is a major source of morbidity and mortality for Veterans, and a top HA/ORD/HSR&D priority.
Our preliminary data suggest that as of May 2021, nationwide 728,065 Veterans had a diagnosis of TBI in their
EHR. The TBI registry estimates that 81% of the Veterans have mild TBI. Veterans with TBI are more likely to
receive CNS stimulants than those without TBI. Our preliminary data suggests that 5.8% (42,437/728,065) of
the Veterans with TBI received prescriptions for CNS stimulants, which is over 10 times higher than that in
Veterans without TBI (0.56%). Findings of our preliminary study also suggest that compared to non-users of
CNS stimulants, users have a higher risk of SUD. Currently, there is no evidence-based therapy for treatment of
mild TBI and the VA mild TBI guidelines discourages the use of medications to ameliorate neurocognitive
symptoms. However, many Veterans with TBI receive prescriptions for CNS stimulants but less is known about
the safety of these drugs in Veterans with TBI.
Innovation & Impact: To the best of our knowledge, the study questions have never been answered before.
The key innovation of the proposed study is in the filling of the scientific knowledge gap, the potential clinical
implications of the findings, and the relevance to the Veteran population. Our methodological innovation will
include the use of deep machine learning approaches including the impact and the interaction scores developed
by our team to quantify the results of deep learning.
Specific Aims: 1) To characterize stimulant prescription pattern in Veterans with mild TBI; 2) To test the
hypothesis that initiation of stimulant therapy is associated with a higher risk of incident SUD, hospitalization,
and mortality in Veterans with mild TBI; and 3) To develop an explainable machine (deep) learning risk prediction
model that will allow a more accurate and precise assessment of clinical benefits vs. risk of stimulants in
individual Veterans.
Methodology: These aims will be achieved by using the VA TBI registry and EHR data. For Aims 1 and 3, we
will use all Veterans with a TBI diagnosis and any use of stimulants. For Aim 2, we will emulate the design of an
RCT, using Veterans with TBI free of prevalent SUD and new prescriptions of CNS stimulants after mild TBI
diagnosis. We will then conduct sensitivity analysis in the subset of Veterans with mild TBI using the
Comprehensive TBI Evaluation (CTBIE) tables. Propensity score matching will be used for outcome-blinded
assembly of cohorts balanced on measured covariates, and sensitivity analyses will be used to estimate impact
of unmeasured confounders. Centers for Medicare & Medicaid Services (CMS) data will be used to validate the
generalizability of our prediction model.
Next Steps/Implementation: In additions to the traditional dissemination approaches through presentations and
publications, we will share our software tools with the VA AI center for dissemination and work with our
operational partners to incorporate the findings of the proposed project into clinician education materials.
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