Machine learning methods for identifying person-level mechanisms of alcohol use among sexual and gender minority intersections

NIH Pandemic-Era Grants

Pandemic Era Grants

2024

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Principal Investigator: Connor J McCabe
Organization: UNIVERSITY OF WASHINGTON
Fiscal Year: 2024
Award: $249,000
Funding agency: National Institute on Alcohol Abuse and Alcoholism

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.

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Program><Research Resources><Resources><Risk><Risk Factors><Role><SARS-CoV-2 epidemic><SARS-CoV-2 global health crisis><SARS-CoV-2 global pandemic><SARS-CoV-2 pandemic><SARS-coronavirus-2 epidemic><SARS-coronavirus-2 pandemic><Sampling><Scientist><Self Regulation><Severe Acute Respiratory Syndrome CoV 2 epidemic><Severe Acute Respiratory Syndrome CoV 2 pandemic><Severe acute respiratory syndrome coronavirus 2 epidemic><Severe acute respiratory syndrome coronavirus 2 pandemic><Sexism><Sexual and Gender Minorities><Social status><Social support><Stigmatization><Stress><Subgroup><Survey Instrument><Surveys><Symptoms><Testing><Tissue Growth><Training><Underserved Population><United States National Institutes of Health><White Females><White Women><Woman><Women in adulthood><Work><addiction><addictive disorder><adolescence (12-20)><adult youth><adulthood><ages><alcohol ingestion><alcohol intake><alcohol misuse><alcohol prevention><alcohol product use><alcohol risk><alcohol use><alcoholic 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