Racial/Ethnic Disparities in the Alzheimer's Disease Link with Heart Disease and Stroke
Racial/Ethnic Disparities in the Alzheimer's Disease Link with Heart Disease and Stroke
批准号:
10558653
负责人:
Chathura Siriwardhana
金额:
$15.72万
依托单位国家:
美国
项目类别:
财政年份:
2022
资助国家:
美国
项目状态:
未结题
起止时间:
2022-02-01 至 2025-01-31
关键词:
Acute myocardial infarctionAffectAgeAlzheimer&aposs DiseaseAlzheimer&aposs disease patientAlzheimer&aposs disease riskAtrial FibrillationBehaviorBrainCardiovascular systemCessation of lifeCohort AnalysisCongestive Heart FailureControl GroupsDataDatabasesDementiaDependenceDeveloped CountriesDevelopmentDisadvantagedDiseaseDisease ProgressionElderlyEpidemiologyEthnic OriginEthnic PopulationEventFunctional disorderHawaiiHeartHeart DiseasesImpairmentIncidenceIndividualInvestigationJointsLeadLifeLife ExpectancyLinkLiteratureLocationMachine LearningMedicareMemoryMinorityModelingMyocardial IschemiaMyocardial dysfunctionNative Hawaiian or Other Pacific IslanderOccupationalPathway interactionsPatient CarePatientsPerformancePopulationPrevention strategyProbabilityRaceRecording of previous eventsRelative RisksResearchRetrospective cohortRiskStrokeSubgroupTestingTimeTrainingUnited StatesWorkethnic differenceethnic disparityethnic diversityethnic health disparityhazardheart disease riskhigh riskhigh risk populationimprovedmachine learning modelmortalitymulti-ethnicpredictive modelingracial differenceracial disparityracial health disparitystroke eventstroke risk
中文摘要
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英文摘要
Abstract:
Alzheimer’s disease (AD) is the major subtype of dementia, which accounts for 60-80% of dementia cases in
the United States (US). With the increased life expectancy in developed countries, AD is becoming a major
issue at the late stage of life. Heart disease and stroke events are another two growing issues among the
elderly population. There is an expanding body of literature implicating heart disease and stroke as risk factors
for AD, highlighting significant pathways at the cellular level. However, further research is needed on the
association between heart, stroke, and development of AD to improve our understanding of epidemiological
features of this link, which could lead us to identify high-risk subgroups who potentially disadvantaged from
such dependencies. Hawaii's population is one of the most diverse ethnic populations in the US and there exist
significant racial/ethnic health disparities in this multiethnic population. Especially, Native Hawaiians and
Pacific Islanders (NHPI) are a well-known high-risk group for many disease conditions, including
cardiovascular conditions and stroke. Links between heart dysfunction and stroke on developing AD makes
NHPI potentially a high-risk group for AD. We propose a study to explore the AD risk for patients age 65 and
above those who had major heart events and stroke, based on the Hawaii Medicare database. The proposed
work will be conducted under a time-to-event multistate model framework while accounting for competing risks
for acquiring unbiassed estimations and inferencing. Nine years of Hawaii Medicare data from 2009 to 2017
will be utilized to gather important time-to-event details for the proposed work, which allows us to conduct
comprehensive time-to-event analyses on several aspects: progression from heart disease or stroke to AD; AD
mortality; heart disease and stroke risks for AD. A key feature of the proposed study is the investigation of
racial/ethnic dependency on AD, heart disease, and stroke links. We also propose to develop machine
learning-driven predictive models for predicting transitions and mortality based on subject profiles.
期刊论文(1)
专著(0)
科研奖励(0)
会议论文
DOI:
10.3233/adr-230003
发表时间:
2023
期刊:
JOURNAL OF ALZHEIMERS DISEASE REPORTS
影响因子:
3.2
作者:
[Siriwardhana, Chathura, Carrazana, Enrique, Liow, Kore, Chen, John J]
通讯作者:
Chen, John J
Racial/Ethnic Disparities in the Alzheimer's Disease Link with Heart Disease and Stroke
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批准号:10337980
-
项目类别:
-
资助金额:$15.7万
-
财政年份:2022
-
负责人:Chathura Siriwardhana
-
依托单位:
海外基金