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
基本信息
- 批准号:10583170
- 负责人:
- 金额:$ 141.18万
- 依托单位:
- 依托单位国家:美国
- 项目类别:
- 财政年份:2023
- 资助国家:美国
- 起止时间:2023-02-15 至 2028-01-31
- 项目状态:未结题
- 来源:
- 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
项目摘要
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.
项目总结
项目成果
期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
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{{ truncateString('HUA XU', 18)}}的其他基金
Detecting synergistic effects of pharmacological and non-pharmacological interventions for AD/ADRD
检测 AD/ADRD 药物和非药物干预措施的协同效应
- 批准号:
10501245 - 财政年份:2022
- 资助金额:
$ 141.18万 - 项目类别:
Engagement and outreach to achieve a FAIR data ecosystem for the BICAN
参与和推广,为 BICAN 实现公平的数据生态系统
- 批准号:
10523908 - 财政年份:2022
- 资助金额:
$ 141.18万 - 项目类别:
Interactive machine learning methods for clinical natural language processing
用于临床自然语言处理的交互式机器学习方法
- 批准号:
8818096 - 财政年份:2010
- 资助金额:
$ 141.18万 - 项目类别:
Interactive machine learning methods for clinical natural language processing
用于临床自然语言处理的交互式机器学习方法
- 批准号:
9132834 - 财政年份:2010
- 资助金额:
$ 141.18万 - 项目类别:
Real-time Disambiguation of Abbreviations in Clinical Notes
临床记录中缩写词的实时消歧
- 批准号:
8077875 - 财政年份:2010
- 资助金额:
$ 141.18万 - 项目类别:
Real-time Disambiguation of Abbreviations in Clinical Notes
临床记录中缩写词的实时消歧
- 批准号:
7866149 - 财政年份:2010
- 资助金额:
$ 141.18万 - 项目类别:
Real-time Disambiguation of Abbreviations in Clinical Notes
临床记录中缩写词的实时消歧
- 批准号:
8589822 - 财政年份:2010
- 资助金额:
$ 141.18万 - 项目类别:
Real-time Disambiguation of Abbreviations in Clinical Notes
临床记录中缩写词的实时消歧
- 批准号:
8305149 - 财政年份:2010
- 资助金额:
$ 141.18万 - 项目类别:
An in-silico method for epidemiological studies using Electronic Medical Records
使用电子病历进行流行病学研究的计算机方法
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8110041 - 财政年份:2009
- 资助金额:
$ 141.18万 - 项目类别:
An in-silico method for epidemiological studies using Electronic Medical Records
使用电子病历进行流行病学研究的计算机方法
- 批准号:
7726747 - 财政年份:2009
- 资助金额:
$ 141.18万 - 项目类别:
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