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Identifying ADRD intervention targets by characterizing neurobiological mechanisms of social isolation, loneliness, and social environment using novel imaging, molecular markers, and machine learning

Identifying ADRD intervention targets by characterizing neurobiological mechanisms of social isolation, loneliness, and social environment using novel imaging, molecular markers, and machine learning
使用新颖的成像、分子标记和机器学习来表征社会孤立、孤独和社会环境的神经生物学机制,从而确定 ADRD 干预目标
批准号:
10525514
负责人:
Hugo Javier Aparicio
金额:
$69.65万
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:
2022-09-15 至 2027-05-31
关键词:
AddressAdultAgeAgingAlgorithmsAlzheimer&aposs DiseaseAlzheimer&aposs disease related dementiaAmyloid beta-ProteinAnatomyAutomated IndexingBiologicalBiological MarkersBiological ProcessBiologyBlindedBloodBrainBrain imagingCOVID-19 pandemicCensusesClinicalClinical TrialsCognitiveCohort StudiesCommunitiesComplementComputer AnalysisComputer Vision SystemsComputing MethodologiesDataData SetDementiaDimensionsEnrollmentFundingFutureGenerationsGeneticGenetic RiskHealthHealth ResourcesHealth behaviorHumanImageImpaired cognitionIncidenceIndividualInflammationInflammatoryInformation NetworksInterventionIntervention StudiesIntervention TrialLinkLonelinessLong-Term EffectsLongevityMachine LearningMagnetic Resonance ImagingMeasuresMethodsMolecularMolecular ProfilingMultiomic DataNerve DegenerationNeurocognitiveNeuronal PlasticityNeuropsychologyParticipantPathway interactionsPatternPerfusionPlant RootsPopulation StudyPositron-Emission TomographyPrevalencePreventionProcessProteomicsPsychosocial FactorPublic HealthResearchResearch PriorityResourcesRiskRoleSocial EnvironmentSocial NetworkSocial isolationSocioeconomic FactorsStressStructureTimeTranslatingTreatment/Psychosocial EffectsUnited States National Institutes of HealthValidationVascular DiseasesVisionWorkaging brainamyloid imagingbasebrain healthcognitive functioncohortcytotoxicdata sharingdatabase of Genotypes and Phenotypesdementia riskethnic diversityfollow-uphealth equityimaging biomarkerindexinginnovationinterestmachine learning methodmethod developmentmolecular markermulti-ethnicmultiple omicsneurobiological mechanismnovelopen datapopulation healthpre-clinicalprogramspsychosocialpublic health relevanceracial and ethnicracial diversityrepairedresilienceresponsesocialsocial relationshipssocioeconomic disparitysocioeconomicstau Proteinstrend

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PROJECT SUMMARY Social isolation, loneliness, and social environment continue to emerge as important factors in Alzheimer’s disease and related dementias (ADRD), more so with the COVID-19 pandemic and observed trends in the prevalence of social isolation, loneliness, and ADRD. Although there is increasing recognition these factors can impact the aging brain, represent early expression of ADRD neuropathological changes, and influence health behaviors and resource access, less is known about the biological mechanisms involved. Our overarching hypothesis is that social isolation, loneliness, and social environment are distinct factors that alter brain biology and influence trajectories of healthy neurocognitive aging and ADRD vulnerability. Because understanding causal pathways and the cumulative role of these critical psychosocial factors through decades-long human experimental trials is infeasible, here we propose a unique and innovative approach to comprehensively assess these psychosocial determinants and temporally relate them to dynamic profiles of ADRD vulnerability, leveraging one of the largest biologically well-characterized community-based cohorts in the US, the Framingham Study (FS). Since 1948, FS has enrolled 3 generations of participants (ages 20-50) and 2 multi- ethnic cohorts, examined them regularly for cognitive decline and dementia, and collected an exquisite array of in-depth and cutting-edge “multi-omic”, imaging, and other data over their lifespan and before clinical ADRD onset. The FS has a 70-year legacy of unique contributions to public health, and will continue make breakthroughs in ADRD through its Brain Aging Program (3U19AG068753-02S1). We seek to leverage these resources through the following specific aims: AIM 1 is to examine and explain associations of social isolation, loneliness, and social network structure with ADRD vulnerability over a lifetime. Our prior work in FS suggests a molecular pathway related to neural plasticity/repair and cognitive resilience might be involved in these mechanisms. We will collect a new wave of data on these factors—partially harmonized with the NIH Toolbox and integrate this data with relevant psychosocial information at multiple previous exams. AIM 2 is to identify and validate these biological pathways using causal inference analyses and machine-learning methods on the extensive multi-omics data available. AIM 3 is to characterize social environment’s cumulative role in psychosocial mechanisms of ADRD risk across the adult lifespan by developing a latent social environment index with a validated geocode-based method and conducting sophisticated analyses. We will validate our findings with other multi-ethnic cohort datasets and share all data through dbGaP and bioLINCC. We expect to meaningfully evaluate whether and how these psychosocial factors influence the biology of healthy neurocognitive aging and ADRD vulnerability and identify new pathways that may serve as targets for intervention in the preclinical stage of ADRD. This will advance our understanding of the long-term effects of psychosocial determinants, ADRD prevention, and how to address the root causes of disparities in ADRD.
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Expanding the Pipeline to Graduate Research in Alzheimer's Disease and Related Dementias (EPGRAD) Program
  • 批准号:
    10628447
  • 项目类别:
  • 资助金额:
    $36.0万
  • 财政年份:
    2023
  • 负责人:
    Hugo Javier Aparicio
  • 依托单位:
Precursors of Stroke Incidence and Prognosis
  • 批准号:
    10660510
  • 项目类别:
  • 资助金额:
    $150.94万
  • 财政年份:
    1981
  • 负责人:
    Hugo Javier Aparicio
  • 依托单位:
海外基金