Background: Problem drinking affects nearly half the people who drink alcohol. Drinking alcohol affects a person's social behavior and brain structure, but researchers don't have a good understanding of how. They want to test a technique called neurofeedback to learn more about how to treat problem drinking. Objectives: * To study what happens in the brains of people who drink alcohol when they look at pictures of social things and of alcohol. * To learn if people can control brain activity in a magnetic resonance imaging (MRI) scanner and if this helps people with drinking. Eligibility: * Adults ages 21 to 65 who have an alcohol use disorder. * Healthy volunteers ages 21 to 65 Design: Participants will be screened with * Physical exam * Medical history * Blood, urine, and heart tests * Mental health interview * Questions about their alcohol drinking. At each session, participants will have: * A urine test for drugs and pregnancy. If they test positive, they cannot participate. * A breath alcohol test and assessment for alcohol withdrawal. Participants will complete surveys, talk to researchers about behaviors, and play games. Participants will have MRI brain scans. The scanner is a metal cylinder in a strong magnetic field. They will lie on a table that slides in and out of the scanner for 1-2 hours. Participants will do tasks in the scanner: * They will look at pictures, sometimes of alcohol. * They will try to hit a goal. Some participants will get feedback during this task. They will see how their brain activity changes or how someone else's changes. Participants may have follow-up phone questions at least 3 times over about 6 months.
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Alcohol Attention Bias Signal - Stage 1
Timeframe: On day of fMRI scan
Change in Alcohol Craving - Stage 1
Timeframe: On day of fMRI scan
Change in Alcohol Attention Bias - Stage 2
Timeframe: Week 4 - week 1
Change in Alcohol Craving - Stage 2
Timeframe: On day of scan during week 1 and week 4
Mean Alcohol Craving Score
Timeframe: 1, 3, & 6 months after discharge