Data Integration Methods for Environmental Exposures with Applications to Air Pollution and Asthma Morbidity
Data Integration Methods for Environmental Exposures with Applications to Air Pollution and Asthma Morbidity
批准号:
10288264
负责人:
Howard H Chang
金额:
$15.13万
依托单位:
依托单位国家:
美国
项目类别:
财政年份:
2021
资助国家:
美国
项目状态:
已结题
起止时间:
2021-05-28 至 2023-01-31
关键词:
Accident and Emergency departmentAcuteAdultAgeAirAir PollutantsAir PollutionAlzheimer&aposs DiseaseAlzheimer&aposs disease related dementiaAmericanArizonaAsthmaBiometryCaliforniaCardiovascular DiseasesCardiovascular systemCaregiversCaringCause of DeathCessation of lifeChronic DiseaseChronic Kidney FailureCitiesCodeCommunitiesDataData SetDatabasesDementiaDiabetes MellitusDiagnosisDisease OutcomeEconomic BurdenEconomicsElderlyEmergency department visitEnvironmental EpidemiologyEnvironmental ExposureEnvironmental ImpactEnvironmental Risk FactorEpidemiologyEventExposure toFutureGeographic LocationsGeographic stateGoalsHealthHealthcare SystemsHeat WavesHigh PrevalenceHospitalizationImageryImpairmentIndividualKidneyMarylandMeasurementMeasuresMedicareMedicare/MedicaidMeteorologyMethodsModificationMonitorMorbidity - disease rateNational Institute of Environmental Health SciencesNevadaNew JerseyNew YorkNitrogen DioxideNorth CarolinaOutcomeOzonePatientsPilot ProjectsPollutionPolypharmacyPopulationPresenile Alzheimer DementiaPrevalencePrevention strategyPublic HealthRecordsReportingResearchResource AllocationRiskRisk AssessmentRisk FactorsServicesSymptomsSystemTemperatureTime Series AnalysisUncertaintyUtahVariantWeatherWildfireWorkacute careage groupambient air pollutionbehavioral impairmentbehavioral responsebuilt environmentcomorbiditycopingdata integrationdata streamseconomic evaluationepidemiology studyextreme heatextreme weatherfine particleshealth care service utilizationhealth warninghigh riskimprovedmodels and simulationmodifiable riskmultiple chronic conditionsparent projectpatient populationpaymentresource guidesrespiratoryresponsesecondary analysissocial
中文摘要
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英文摘要
ABSTRACT
Dementia is a major public health issue with substantial societal and economic burdens. Alzheimer's disease
(AD) contributes to about two-thirds of dementia cases and is the sixth leading cause of death in the US. A small
but growing number of studies have reported increased risks of hospitalizations among AD and Alzheimer's-
related dementias (ADRD) patients following days with high ambient air pollution and high ambient temperature.
AD/ADRD patients may be more vulnerable to acute environmental insults because of multimorbidity and
polypharmacy, poorer management of chronic diseases, and impaired behavioral responses to reduce exposure.
Given the projected increase in AD/ADRD prevalence, there is a pressing need to support patients and their
caregivers by identifying modifiable risk factors, such as environmental exposures, that may reduce morbidity
and improve care. The overarching aim of this 1-year pilot project is to examine associations between short-
term environmental exposures and emergency department (ED) visits for AD/ADRD. We will leverage a
unique patient-level database compiled under the parent project (R01ES027892), originally for examining air
pollution exposure and asthma morbidity. The dataset includes over 330 million ED visit records from 10 US
states, covering 33% of the US population. We will expand the parent's project's analyses by conducting multi-
city time-series analyses to estimate associations between daily AD/ADRD ED visits and short-term (up to 7
days) environmental exposures, including fine particulate matter pollution, nitrogen dioxide, ozone, and
temperature (daily minimum and maximum). We will first identify AD/ADRD ED visits using diagnosis codes,
and then using patient residential ZIP code, we will assign exposure estimates with state-of-the-art air quality
and meteorology products derived from the integration of monitoring measurements, satellite imagery, and
numerical model simulations. Stratified analyses will be conducted by age group, by whether the AD/ADRD ED
visit led to hospitalization, and by geographical region. In secondary analyses, we will also conduct analyses
with ED visits of broad disease outcome groups (cardiovascular, respiratory, kidney-related, diabetes) to
examine whether environmental exposure-related risks are higher among patients with an AD/ADRD diagnosis.
Because our ED visit database includes all ages, we will also capture patients with early-onset AD or mild
dementia without prior diagnosis by clinicians. To our knowledge, the proposed multi-city ED visit analyses will
be the largest study to examine short-term associations between air pollution, temperature, and AD/ADRD ED
visits in the US. Past findings on hospitalizations, which represent severe cases, do not fully quantify impacts of
AD/ADRD morbidity burden on healthcare systems. Finally, results from our 1-year project can provide support
for future studies to consider additional environmental exposures (e.g. other air pollutants, the built environment,
and extreme weather events). Additional epidemiology studies may also examine effect modification by
individual-level and community-level factors that may confer enhanced vulnerability among AD/ADRD patients.
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A Multivariate Dynamic Spatial Factor Model for Speciated Pollutants and Adverse Birth Outcomes.
特定污染物和不良出生结果的多元动态空间因素模型。
DOI:
10.3390/ijerph14091046
发表时间:
2017
期刊:
International journal of environmental research and public health
影响因子:
--
作者:
[Kaufeld,KimberlyA, Fuentes,Montse, Reich,BrianJ, Herring,AmyH, Shaw,GaryM, Terres,MariaA]
通讯作者:
Terres,MariaA
A Bayesian framework for incorporating exposure uncertainty into health analyses with application to air pollution and stillbirth.
将暴露不确定性纳入健康分析并应用于空气污染和死产的贝叶斯框架。
DOI:
10.1093/biostatistics/kxac034
发表时间:
2023
期刊:
Biostatistics (Oxford, England)
影响因子:
--
作者:
[Comess,Saskia, Chang,HowardH, Warren,JoshuaL]
通讯作者:
Warren,JoshuaL
DOI:
10.1214/21-aoas1560
发表时间:
2022-09
期刊:
The annals of applied statistics
影响因子:
--
作者:
[]
通讯作者:
Spatial PM2.5 mobile source impacts using a calibrated indicator method.
使用校准指标方法进行空间 PM2.5 移动源影响。
DOI:
10.1080/10962247.2018.1532468
发表时间:
2019
期刊:
Journal of the Air & Waste Management Association (1995)
影响因子:
--
作者:
[Zhai,Xinxin, Mulholland,JamesA, Friberg,MarielD, Holmes,HeatherA, Russell,ArmisteadG, Hu,Yongtao]
通讯作者:
Hu,Yongtao
DOI:
10.1097/ee9.0000000000000031
发表时间:
2018-12
期刊:
Environmental epidemiology (Philadelphia, Pa.)
影响因子:
--
作者:
[Nealy BE, Warren JL, Strickland MJ, Darrow LA, Chang HH]
通讯作者:
Chang HH
共 9 条
Methods for Estimating Disease Burden of Seasonal Influenza
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批准号:10682150
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资助金额:$24.7万
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财政年份:2023
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Climate & Health Actionable Research and Translation Center
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Data Management and Analysis Core
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Neighborhood transportation vulnerability and geographic patterns of diabetes-related limb loss
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资助金额:$23.48万
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Neighborhood transportation vulnerability and geographic patterns of diabetes-related limb loss
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批准号:10539547
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资助金额:$19.52万
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财政年份:2022
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Climate Penalty: Climate-driven Increases in Ozone and PM2.5 Levels and Mortality
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批准号:10372176
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Dust storms and emergency department visits in four southwestern US states
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Extreme heat events and pregnancy duration: a national study
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海外基金