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
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
中文摘要
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英文摘要
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.
期刊论文(0)
专著(0)
科研奖励(0)
会议论文
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批准号:10501245
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依托单位:
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Interactive machine learning methods for clinical natural language processing
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批准号:8818096
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依托单位:
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批准号:9132834
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批准号:8077875
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批准号:7866149
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资助金额:$38.75万
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依托单位:
Real-time Disambiguation of Abbreviations in Clinical Notes
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依托单位:
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批准号:7726747
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财政年份:2009
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依托单位:
An in-silico method for epidemiological studies using Electronic Medical Records
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负责人:HUA XU
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依托单位:
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依托单位:
海外基金