grant

Impact of Social Determinants of Health in Diabetic Retinopathy

Organization JOHNS HOPKINS UNIVERSITYLocation BALTIMORE, UNITED STATESPosted 1 Jul 2022Deadline 30 Jun 2027
NIHUS FederalResearch GrantFY202521+ years oldActive Follow-upAddressAdherenceAdultAdult HumanAffectAgeAmericanAppointmentBayesian ModelingBayesian adaptive designsBayesian adaptive modelsBayesian belief networkBayesian belief updating modelBayesian frameworkBayesian hierarchical modelBayesian network modelBayesian nonparametric modelsBayesian spatial data modelBayesian spatial image modelsBayesian spatial modelsBayesian statistical modelsBayesian tracking algorithmsBiometricsBiometryBiostatisticsBlindnessCareer Development AwardsCareer Development Awards and ProgramsCareer Development Programs K-SeriesCaringCensusesCommunity SurveysData ScienceDiabetes MellitusDiabetic RetinopathyDiminished VisionEarly DiagnosisEconomic IncomeEconomical IncomeEconomicsEducationEducational aspectsEducational workshopEye ExamEye ExaminationFutureGoalsGrantGroups at riskHealthHealth CareHealth Care SystemsHealth FoodHealth InequityHealth SciencesHealth StatusHousingImprove AccessIncomeIndividualInequalities in HealthInequities in HealthInformaticsInterventionJobsK-AwardsK-Series Research Career ProgramsKnowledgeLevel of HealthLinkLow VisionMaster of ScienceMaster's DegreeMeasuresMediatingMediationMediatorMedicalMedicineMentorsMethodologyNational Institutes of HealthNegotiatingNegotiationNeighborhoodsNutritious foodOccupationsOutcomePartial SightPathway interactionsPatientsPeople at riskPersonsPersons at riskPhysical environmentPlayPopulationPopulations at RiskPrevalenceProfessional PositionsPublic HealthQOLQuality of lifeR-Series Research ProjectsR01 MechanismR01 ProgramRecommendationReduced VisionResearchResearch Career ProgramResearch GrantsResearch Project GrantsResearch ProjectsResearch ProposalsRisk FactorsRoleScientistShapesSocietiesSocio-economic statusSocioeconomic StatusSubnormal VisionTechniquesTestingTrainingTransportationUnited States National Institutes of HealthVisualVisual impairmentVulnerable PopulationsWorkWorkshopaccess to health careaccess to transportationaccessibility of health careaccessibility to health careactive followupadulthoodagesbarrier to carebarrier to health carebarrier to treatmentcareer developmentcostdaily functioningdesigndesigningdiabetesdiabetes managementdiabetes mellitus managementdiabeticdiabetic managementdisparity in healthearly detectioneconomiceffective interventioneffective therapyeffective treatmentexperiencefollow upfollow-upfollowed upfollowupfood environmentfood insecurityfood securityhealth care accesshealth care availabilityhealth care service accesshealth care service availabilityhealth disparityhealth inequalitieshealth levelhealthy foodhigh riskhigh risk grouphigh risk individualhigh risk peoplehigh risk populationhousing insecurityimprovedimproved outcomeincomesinnovateinnovationinnovativeinsecure housingintervention designlow SESlow socio-economic positionlow socio-economic statuslow socioeconomic positionlow socioeconomic statusmultidisciplinarynovelobstacle to careobstacle to health careophthalmic examinationpathwaypreventpreventingpublic health interventionscreen timeskillssocialsocial health determinantssocial rolesocio-economic positionsocioeconomic positionstructural health determinantstelevision watchingtherapy designtransportation accesstreatment designtv watchingvision impairmentvision lossvisual lossvisually impairedvouchervulnerable groupvulnerable individualvulnerable people
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Full Description

PROJECT SUMMARY
This is an application for the NIH K23 Career Development Award. The goal of the proposed project is to provide the candidate with advanced skills needed to become an independent clinician-scientist using data science techniques to examine the role of social determinants of health in diabetic retinopathy. To facilitate this long-term goal, the candidate proposes a comprehensive training plan including: 1) formal coursework and obtaining a Master of Science in Applied Health Sciences Informatics, 2) practical hands-on training overseen by her multidisciplinary mentoring team who span the fields of medicine, public health, and data science, and 3) involvement in seminars and workshops. Specific goals are to: 1) understand concepts in social determinants of health and principles of public health interventions, 2) develop skills in data science research including informatics and biostatistics, and 3) submit an NIH R01 and other non-NIH grants that build on the findings of this project.

The research project will facilitate attainment of the career development goals. Lapses in care is a major preventable cause of vision loss among patients with diabetic retinopathy (DR) and disproportionately affects individuals of the lowest socioeconomic status. Social determinants of health (SDoH) play a critical role in health outcomes and underlie these health inequities. Current attempts to systematically address SDoH in DR have been limited by two missing components: accurate prediction of the at-risk population, and identification of the most impactful SDoH.

The focus of this research proposal is to address this gap. In Aim 1) we will use an innovative approach of incorporating neighborhood-level SDoH measures, as obtained from the U.S. Census Bureau measured on the block group level, to predict lapses in care. The hypothesis is that patients from neighborhoods characterized by lower socioeconomic status, more housing and food insecurity, and difficulty with healthcare access and affordability are more likely to experience lapses in DR care.

In Aim 2) we will construct a novel comprehensive SDoH framework that links socioeconomic status to lapses in DR care through various intermediary SDoH including housing stability, food security, and healthcare (access, affordability, and quality). We will use mediation analysis to identify the intermediary SDoH that most strongly mediates the impact of socioeconomic status on lapses in DR care. The hypothesis is that transportation to access healthcare is this most critical mediator.

Grant Number: 5K23EY033440-04
NIH Institute/Center: NIH

Principal Investigator: Cindy Cai

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