Machine learning methods for identifying person-level mechanisms of alcohol use among sexual and gender minority intersections
Project Number4R00AA030052-03
Former Number5K99AA030052-02
Contact PI/Project LeaderMCCABE, CONNOR J
Awardee OrganizationUNIVERSITY OF WASHINGTON
Description
Abstract Text
The long-term objective of this Pathway to Independence Award is to support candidate Dr. McCabe
in building an independent research program and to facilitate his transition into an independent faculty
research position. To date, Dr. McCabe’s research has focused on 1.) refining quantitative methods applied in
addictions research, and 2.) understanding individual differences in stress, developing self-regulation, and their
associations with alcohol use (AU) among sexual minority and non-minority communities. Dr. McCabe seeks to
expand his training in AU development, minority stress theory, and applied quantitative methods to a new
emphasis on intersectionality and sexual and gender minority (SGM) AU risk, machine learning and multilevel
methodologies, and ecological factors influencing AU disparities. This long-term objective will be achieved
through a five-year training plan involving a carefully selected mentorship team as well as targeted coursework
and hands-on training experiences. The goals of the proposed research are to 1) distinguish SGM subgroups
and intersections at heightened risk for AU (e.g., bisexuals and trans persons, SGM young women of color), 2)
assess the role of state policies in moderating AU risk, and 3) delineate moderators and mechanisms of
heightened AU across SGM populations within and beyond the coronavirus pandemic. The mentored phase
(K99) will involve cross-sectional analysis of the All of Us Research Program (AURP), a large (N=331,360) and
diverse national dataset. Aim 1 will identify heterogeneity in alcohol and other substance use behaviors among
sexual (1a; n=38,820 non-heterosexual) and gender minority (1b; n=2,660 transgender or nonbinary)
communities. It will then test race/ethnicity and age as intersectional moderators of SGM inequities (1c) and
state-level policies impacting SGM communities (1d; e.g., hate crime laws enumerating SGM identity) that
further differentiate AU risk among SGM groups. During the independent phase, findings will be extended to
address mediators and moderators of AU in the monthly AURP COVID-19 Participant Experience Survey (Aim
2; n=100,340) as well as the longitudinal, biennial AURP data that extends beyond the pandemic into 2027
(Aim 3). Aim 2 will test pandemic stressors as mediators of between-person AU among SGM intersections
(2a) and examine intersectional (2b) and multilevel moderators (2c) of within-person AU. Aim 3 will test
differences in post-pandemic recovery in AU among SGM intersections (3a) and determine pandemic
mediators (3b) and moderators (3c) of this change. Findings will serve as the foundation for an NIAAA R01
submission during the R00 phase focused on geocoded neighborhood-level factors influencing developing
alcohol risk across adolescence and young adulthood across SGM intersections. Mentors (Drs. Rhew, Lee,
Helm) and consultants (Drs. Grimm, Bauer, Raifman) are committed to the candidate’s training, each providing
unique expertise to the research and training plan. This award will support the candidate’s development as an
independent cross-disciplinary prevention scientist in AU disparities and quantitative methods.
Public Health Relevance Statement
PROJECT NARRATIVE
Alcohol use among sexual and genderminorities is a significant public health concern, yet individual
differences and processes of risk among these communities remain unclear. In this proposal, we aim to identify
intersectional, systemic, and minority stress factors driving of alcohol risk in these communities using novel
machine learning methods in longitudinal national data preceding, during, and after the coronavirus pandemic.
This will identify for whom and why alcohol risk is greatest among these underserved populations, informing
specialized strategies for alcohol prevention and responsive public health intervention during future global health
crises.
NIH Spending Category
No NIH Spending Category available.
Project Terms
AddressAdolescenceAdultAdvocacyAgeAlcohol consumptionAlcoholsAll of Us Research ProgramAutomobile DrivingAwardBehaviorBisexualBlack, Indigenous, People of ColorCOVID-19COVID-19 pandemicCommunitiesComplexConsensusCross-Sectional StudiesDataData SetDevelopmentDiscriminationDiseaseDisparityEmploymentEquationEthnic OriginFemaleFinancial HardshipFoundationsFutureGenderGoalsGrowthHealthHeterogeneityHeterosexualsHousingIndividualIndividual DifferencesInequityInformal Social ControlK-Series Research Career ProgramsLawsLesbian Gay BisexualLinkMachine LearningMediatingMediatorMentorsMentorshipMethodologyMethodsModelingNational Institute on Alcohol Abuse and AlcoholismNeighborhoodsParticipantPathway interactionsPersonsPhasePoliciesPopulationPositioning AttributePreventionProcessPublic HealthRaceRecoveryReportingResearchResourcesRiskRisk FactorsRoleSamplingScientistSexismSexual and GenderMinoritiesSocial statusSocial supportStigmatizationStressSubgroupSurveysSymptomsTestingTrainingUnderserved PopulationUnited States National Institutes of HealthWomanWorkaddictionalcohol misusealcohol preventionalcohol riskblack womencareercisgendercopingcoronavirus pandemicdiscrete dataexperiencefaculty researchforestgender minoritygender minority communitygender minority groupgender minority menglobal healthhate crimeshigh dimensionalityhigh riskintersectionalitymachine learning methodmarginalizationminority stressminority stressornon-heterosexualnonbinarynovelpandemic diseasepandemic impactpandemic stresspandemic stressorpost-pandemicpre-pandemicprogramspsychologicpublic health interventionracismrandom forestsexsexual minoritysexual minority groupsocialstressorsubstance usetheoriestransgendertransgender womenwomen of coloryoung adultyoung woman
National Institute on Alcohol Abuse and Alcoholism
CFDA Code
273
DUNS Number
605799469
UEI
HD1WMN6945W6
Project Start Date
19-September-2022
Project End Date
28-February-2027
Budget Start Date
15-March-2024
Budget End Date
28-February-2025
Project Funding Information for 2024
Total Funding
$249,000
Direct Costs
$167,604
Indirect Costs
$93,020
Year
Funding IC
FY Total Cost by IC
2024
National Institute on Alcohol Abuse and Alcoholism
$249,000
Year
Funding IC
FY Total Cost by IC
Sub Projects
No Sub Projects information available for 4R00AA030052-03
Publications
Publications are associated with projects, but cannot be identified with any particular year of the project or fiscal year of funding. This is due to the continuous and cumulative nature of knowledge generation across the life of a project and the sometimes long and variable publishing timeline. Similarly, for multi-component projects, publications are associated with the parent core project and not with individual sub-projects.
No Publications available for 4R00AA030052-03
Patents
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Outcomes
The Project Outcomes shown here are displayed verbatim as submitted by the Principal Investigator (PI) for this award. Any opinions, findings, and conclusions or recommendations expressed are those of the PI and do not necessarily reflect the views of the National Institutes of Health. NIH has not endorsed the content below.
No Outcomes available for 4R00AA030052-03
Clinical Studies
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