“…As with other psychiatric disorders, SUDs are complex, arising over time from multiple cognitive, brain, genetic, and environmental factors whose interactions are not yet well understood (Gelernter and Polimanti, 2021 ; Heilig et al, 2021 ; Rawls et al, 2021 ; Ray and Grodin, 2021 ). Current models of SUD, mainly based on functional magnetic resonance imaging (fMRI; Devoto et al, 2020 ; Lin et al, 2020 ; Hill-Bowen et al, 2021 ; Klugah-Brown et al, 2021 ; Le et al, 2021 ; Sehl et al, 2021 ; Tolomeo and Yu, 2022 ) suggest chronic alterations in brain systems associated with reward processing (Luijten et al, 2017 ), salience attribution (Zilverstand and Goldstein, 2020 ), inhibitory control (Luijten et al, 2014 ; Le et al, 2021 ) and executive function (Quaglieri et al, 2020 ), which underpin disease-specific behaviors such as craving, compulsive drug-taking, and relapse (Zilverstand and Goldstein, 2020 ; Ceceli et al, 2022 ). However, to date there are no established brain-based biomarkers for precision SUD treatment monitoring and outcome evaluation, partly because these brain systems also show dysregulation in a range of other psychiatric disorders, making SUD-specific biomarker development and validation difficult (García-Gutiérrez et al, 2020 ; Niculescu and Le-Niculescu, 2022 ).…”