Susceptibility and adverse health outcomes related to climate-sensitive events among older Medicare beneficiaries with Alzheimer and Dementia
Susceptibility and adverse health outcomes related to climate-sensitive events among older Medicare beneficiaries with Alzheimer and Dementia
批准号:
10607424
负责人:
Michelle L Bell
金额:
$237.85万
依托单位:
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:
2022-12-15 至 2025-11-30
关键词:
AddressAffectAgeAgingAir PollutantsAir PollutionAlzheimer&aposs DiseaseAlzheimer&aposs disease related dementiaAlzheimer&aposs disease riskAreaBurn injuryChargeChronicClimateCodeComputer softwareDataDementiaDependenceDevelopmentElderlyEmergency SituationEnvironmental ImpactEthnic OriginEventExposure toFrequenciesFutureGoalsHealthHeat WavesHispanic AmericansHomeHospitalizationHospitalsImageryIndividualKnowledgeLate Onset Alzheimer DiseaseLinkLiteratureMachine LearningMedicareMethodologyMethodsModelingMonitorNitrogen DioxideNursing HomesOutcomeOzonePatient-Focused OutcomesPersonsPhysiologicalPopulationPredispositionPublic HealthRaceRacial SegregationReadinessRecoveryRegulationReportingResearchRisk EstimateScienceSeriesSmokeSocioeconomic StatusStatistical Data InterpretationSubgroupSymptomsTimeVulnerable PopulationsWeatherWildfireWorkWorld Health Organizationbeneficiarybrain healthclimate changeclimate impactcohortcommunity-level factordesigneffective interventionenvironmental health disparityenvironmental justiceextreme heatextreme temperaturefine particlesfrailtyhealth managementhospital readmissionland useloved onesmachine learning algorithmmeteorological datamortalitymortality riskmultiple chronic conditionsnovelresponsesexspatiotemporalstructural determinants
中文摘要
点击翻译按钮获取中文摘要
英文摘要
The WHO listed air pollution and climate change as two of the top ten threats in 2019, and earlier research
indicates links between climate change exposures and brain health. Further, the burden of older persons with
Alzheimer’s disease (AD) and related dementias (ADRD) is expected to double by 2060, with the largest
increase for Hispanic Americans. Simultaneously, wildfires are increasing in frequency, intensity, and duration.
In summary, the environmental impact of climate change could become a brain health emergency that we are
unprepared to tackle. To date, little is known regarding impacts of heat or air pollution, including wildfire smoke,
on the elderly with AD/ADRD. Most studies on climate change related vulnerability investigated a single factor
at a time rather than the real-world settings characterized by multiple factors (co-occurring air pollution and
heat, socio-economic status, frailty, chronic conditions, race/ethnicity). Further, previous studies have not
leveraged recent developments in satellite imagery, machine learning, and causal inference methods, which
can increase the rigor and validity of statistical analysis. We propose to address these scientific gaps using a
large, validated cohort of US Medicare beneficiaries (>65y) with AD/ADRD (approx. 10 million for the period
2000-2019) and spatially resolved weather data combined with state-of-the-science machine learning for
estimates of air pollution exposure, which leverages satellite imagery, land use data, and monitors. Our long-
term goals are to characterize the vulnerability and health impacts of climate change-related exposures within
a large cohort of older adults with AD/ADRD. First, we will estimate the impacts of short-term exposure to heat
and heatwaves on cause-specific hospital admissions, readmissions, mortality, and a novel patient-centered
outcomes of days-at-home, and develop machine learning algorithms to identify which subpopulations with
AD/ADRD are most vulnerable with respect to several individual- and community-level factors (e.g., sex,
chronic conditions, race/ethnicity, frailty). Next, we will estimate vulnerability of older persons with AD/ADRD to
air pollution including wildfire smoke using our state-of-the-science approach to estimate air pollution and
wildfire smoke exposure. We then estimate the impacts and vulnerabilities from co-occurring heat and air
pollution (including heat waves and wildfire smoke) by developing Bayesian hierarchical spatio-temporal
models to quantify synergistic effects. Finally, we will disseminate all methods, exposure data, and statistical
software, making them publicly available free of charge. Characterizing the factors that increase vulnerability
for older persons with AD/ADRD will allow decisionmakers to design effective interventions. Findings will
inform impact assessments of climate change, which is anticipated to increase heat and air pollution including
wildfires, and for understanding environmental health disparities (i.e., environmental justice). Our results will
have implications for management of health during co-occurring heat and air pollution events, including
wildfires, and increase knowledge on weather and air pollution preparedness, response, and recovery.
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会议论文
Air Pollution, Heat, Cold, and Health: Disparities in the Rural South
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批准号:10670746
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项目类别:
-
资助金额:$67.45万
-
财政年份:2022
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负责人:Michelle L Bell
-
依托单位:
Enhancing SPACE, an innovative python package to account for spatial confounding used to estimate climate-sensitive events among older Medicare
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批准号:10839707
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项目类别:
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资助金额:$26.27万
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财政年份:2022
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负责人:Michelle L Bell
-
依托单位:
Containerizing tasks to ensure robust AI/ML data curation pipelines to estimate environmental disparities in the rural south
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批准号:10842665
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项目类别:
-
资助金额:$34.38万
-
财政年份:2022
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负责人:Michelle L Bell
-
依托单位:
Connecting weather-related health risk and climate change projections in relation to rural health disparities
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批准号:10838844
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项目类别:
-
资助金额:$63.06万
-
财政年份:2022
-
负责人:Michelle L Bell
-
依托单位:
Air Pollution, Heat, Cold, and Health: Disparities in the Rural South
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批准号:10390562
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项目类别:
-
资助金额:$70.58万
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财政年份:2022
-
负责人:Michelle L Bell
-
依托单位:
Environmental Health Disparities in an Older Population
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批准号:10196974
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项目类别:
-
资助金额:$74.72万
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财政年份:2017
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负责人:Michelle L Bell
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依托单位:
Vulnerability to Health Effects of Wildfires under a Changing Climate in Western
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批准号:8471704
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项目类别:
-
资助金额:$20.26万
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财政年份:2012
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负责人:Michelle L Bell
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依托单位:
Vulnerability to Health Effects of Wildfires under a Changing Climate in Western
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批准号:8266997
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项目类别:
-
资助金额:$26.39万
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财政年份:2012
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负责人:Michelle L Bell
-
依托单位:
Effects of Fine Particle Composition on Birth Outcomes
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批准号:8625750
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项目类别:
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资助金额:$55.87万
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财政年份:2011
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负责人:Michelle L Bell
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依托单位:
Effects of Fine Particle Composition on Birth Outcomes
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批准号:8828687
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项目类别:
-
资助金额:$42.64万
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财政年份:2011
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负责人:Michelle L Bell
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依托单位:
National Assessment of the Mortality and Morbidity Effects of Tropospheric Ozone
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批准号:7488418
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项目类别:
-
资助金额:$8.8万
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财政年份:2006
-
负责人:Michelle L Bell
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依托单位:
National Assessment of the Mortality and Morbidity Effects of Tropospheric Ozone
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批准号:7678565
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项目类别:
-
资助金额:$10.07万
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财政年份:2006
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负责人:Michelle L Bell
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依托单位:
National Assessment of the Mortality and Morbidity Effects of Tropospheric Ozone
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批准号:7163095
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项目类别:
-
资助金额:$8.95万
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财政年份:2006
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负责人:Michelle L Bell
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依托单位:
National Assessment of the Mortality and Morbidity Effects of Tropospheric Ozone
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批准号:7283028
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项目类别:
-
资助金额:$8.46万
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财政年份:2006
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负责人:Michelle L Bell
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依托单位:
National Assessment of the Mortality and Morbidity Effects of Tropospheric Ozone
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批准号:7924148
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项目类别:
-
资助金额:$11.41万
-
财政年份:2006
-
负责人:Michelle L Bell
-
依托单位:
海外基金