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Leveraging Longitudinal Data and Informatics Technology to Understand the Role of Bilingualism in Cognitive Resilience, Aging and Dementia

Leveraging Longitudinal Data and Informatics Technology to Understand the Role of Bilingualism in Cognitive Resilience, Aging and Dementia
利用纵向数据和信息学技术了解双语在认知弹性、衰老和痴呆中的作用
批准号:
10583170
负责人:
HUA XU
金额:
$141.18万
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:
2023-02-15 至 2028-01-31
关键词:
AddressAdultAffectAgeAge of OnsetAge-associated memory impairmentAgingAlgorithmsAlzheimer&aposs disease related dementiaAmericanBehavioralBostonCaliforniaCharacteristicsClinicalCognitionCognitiveComplexComputing MethodologiesConfounding Factors (Epidemiology)DataDementiaDisciplineEducationElderlyElectronic Health RecordElectronicsEnvironmentFaceFutureGenerationsGeographyHealthHealth Care CostsHealth SciencesHealth Services ResearchHealth systemHealthcare SystemsImmigrantImpaired cognitionIndividualInformaticsInstitutionInterventionInvestigationKnowledgeLanguageLifeLife StyleLongitudinal SurveysMachine LearningMapsMeasuresMethodsMorbidity - disease rateNatural Language ProcessingNatureNeeds AssessmentNeurologicNeurologyNeuropsychologyOutcomePathway interactionsPatient RecruitmentsPatientsPhenotypePhysical activityPopulationPopulation HeterogeneityPreventionProcessProspective StudiesProspective, cohort studyPsychiatryPsychologyQuality of lifeRegistriesReproducibilityResearchResearch SupportRoleSample SizeSiteSocial supportStandardizationStressSurveysTechnologyTestingTexasTextTimeTranslatingUS StateUniversitiesWorkage relatedage related cognitive changeage related neurodegenerationaging populationbilingualismbrain healthcase findingcognitive changecognitive enhancementcognitive functioncognitive processcognitive reservecohortcomorbiditycopingcostdesigndisabilitydisorder preventionelectronic health record systemelectronic structureethnic diversityexperiencehealth care deliveryimprovedinnovationinsightinstrumentinterdisciplinary approachmachine learning algorithmneuralnovelnovel therapeutic interventionobservational cohort studyprimary outcomeprotective factorspsychologicracial diversityrecruitresiliencescreeningsocialsocial health determinantsstatisticstheoriestime usetool

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Project Summary Alzheimer’s Disease and Related Dementias (ADRD) along with other age-related neurodegenerative diseases contribute to significant morbidity and costs for the aging population worldwide. Advances in this field have uncovered that bilingualism is a protective factor that delays onset of ADRD and may enhance cognitive reserve. Still, little is clearly known about the direct impact of bilingualism on cognitive reserve and ADRD progression; multiple, entangled confounding variables, such as lifestyle and psychological resilience, complicate the relationship between bilingualism and cognition and warrant further investigation. Other major shortcomings in previous studies include small sample size, lack of population diversity and insufficient data on relevant covariates. We aim to address these critical gaps via the following specific aims. In Aim 1, we will leverage advanced informatics and longitudinal electronic health records (EHRs) from millions of patients across three geographically and demographically diverse sites (i.e., MGB [Boston, MA], UTHealth [Houston, TX], and UC Davis [Sacramento, CA]). We will develop robust algorithms to identify potential monolingual and bilingual cohorts and their phenotypes. We will disseminate reproducible informatics methods to support research cross-institutionally. In Aim 2, we will conduct a prospective cohort study to evaluate the dynamic cognitive changes in monolingual and bilingual older adults. We will explore potential pathways by which bilingualism impacts cognitive decline over time using comprehensive instruments and surveys to repeatedly measure cognitive resilience, cognitive reserve, and related factors, including social support, psychological resilience, and physical activity. In Aim 3, we will develop and validate machine learning algorithms to identify onset of age-related cognitive decline and dementia using EHR data. We will apply the validated language classifier for all participating EHR systems to examine the role of bilingualism in relation to the progression of cognitive decline and the effect of other factors recorded in EHR data. By integrating multiple disciplines to explore the influence of bilingualism on cognitive reserve, this proposed design will address major gaps and challenges in this field. Such research has the potential to transform the current understanding of neural and behavioral pathways in relation to language, culture, and environment. Furthermore, the knowledge gained may translate to improvements in existing interventions and novel therapeutic approaches for ADRD.
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Detecting synergistic effects of pharmacological and non-pharmacological interventions for AD/ADRD
  • 批准号:
    10501245
  • 项目类别:
  • 资助金额:
    $78.15万
  • 财政年份:
    2022
  • 负责人:
    HUA XU
  • 依托单位:
Engagement and outreach to achieve a FAIR data ecosystem for the BICAN
Interactive machine learning methods for clinical natural language processing
Interactive machine learning methods for clinical natural language processing
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