Multivariate pattern analysis links drug use severity to distributed cortical hypoactivity during emotional inhibitory control in opioid use disorder

•Cortical hypoactivity during inhibitory control predicted greater opioid use severity.•Frontoparietal brain networks significantly contributed to the prediction of severity.•Brain marker of severity predicted subsequent on-treatment opioid craving.•Brain marker predicted on-treatment craving better than clinical severity did.