Evidence map›Paper›PMID 41032574›Full record

ReviewAnnual review of psychology2026

The Impaired Response Inhibition and Salience Attribution Model of Drug Addiction: Recent Neuroimaging Evidence and Future Directions.

Ahmet O Ceceli, Yuefeng Huang, Greg Kronberg, Natalie McClain, Sarah G King, Eduardo R Butelman, Nelly Alia-Klein, Rita Z Goldstein

Abstract readReview
In one paragraph

Review in Annual review of psychology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed, 2 pooled it
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

8 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
  2. Pooled it
  3. Peer-guided movie neurofeedback to facilitate recovery in opioid use disorder.medRxiv : the preprint server for health sciences · 2026
    Article
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  6. Review
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  8. Review
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Ahmet O CeceliDepartment of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA; email: rita.goldstein@mssm.edu.
Yuefeng HuangDepartment of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA; email: rita.goldstein@mssm.edu.
Greg KronbergDepartment of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA; email: rita.goldstein@mssm.edu.
Natalie McClainDepartment of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Sarah G KingDepartment of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA; email: rita.goldstein@mssm.edu.
Eduardo R ButelmanDepartment of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA; email: rita.goldstein@mssm.edu.
Nelly Alia-KleinDepartment of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Rita Z GoldsteinDepartment of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Funding

Integrative Single Cell isoform and chromatin accessibility Mapping of Chronic Opioid Exposure in Cognitive Brain Areas in HIVU01DA053625 · NIDA · WEILL MEDICAL COLL OF CORNELL UNIV · PI MILNER, TERESA A, NDHLOVU, LISHOMWA C · 2021 to 2025
$4.0M
Atherosclerosis in cocaine addiction: imaging risk with PET/MRR01DA049547 · NIDA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Nelly Alia-Klein, Zahi A. Fayad · 2022 to 2026
$3.9M
Neuroimaging response inhibition and salience attribution changes during mindfulness-based treatment of human heroin addictionR01AT010627 · NCCIH · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI GOLDSTEIN, RITA Z · 2019 to 2023
$3.8M
Sex differences in the neural correlates underlying impairments in response inhibition and salience attribution in cocaine addictionR01DA048301 · NIDA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI GOLDSTEIN, RITA Z · 2020 to 2024
$3.4M
Training Program in Substance Use DisordersT32DA053558 · NIDA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Paul J. Kenny · 2021 to 2026
$2.6M
Training the next generation of clinical neuroscientistsT32MH122394 · NIMH · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Rene S. Kahn, ANTONIA S NEW · 2020 to 2026
$2.5M
Cognitively-enhanced tDCS of the dorsolateral prefrontal cortex to reduce craving in cocaine addictionR01DA060914 · NIDA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Rita Z Goldstein · 2025 to 2026
$1.8M
Targeting neural, behavioral and pharmacological mechanisms of drug memories in cocaine addictionR21DA054281 · NIDA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI GOLDSTEIN, RITA Z · 2022 to 2023
$465k
Brain-to-brain neurofeedback during naturalistic dynamic stimuli to reduce craving in heroin addictionR21DA058801 · NIDA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI GOLDSTEIN, RITA Z · 2023 to 2024
$465k
Predicting craving and relapse using neurobehavioral markers of goals and habits in opioid use disorderK99DA060948 · NIDA · ICAHN SCHOOL OF MEDICINE AT MOUNT SINAI · PI Ahmet Oguz Ceceli · 2025 to 2026
$320k
NCCIH NIH HHS R01 AT010627NIDA NIH HHS K99 DA060948NIDA NIH HHS R01 DA048301NIDA NIH HHS R01 DA049547NIDA NIH HHS R01 DA060914NIDA NIH HHS R21 DA054281NIDA NIH HHS R21 DA058801NIDA NIH HHS T32 DA053558NIDA NIH HHS U01 DA053625NIMH NIH HHS T32 MH122394
6 · The paper itself

Abstract

Originally postulated in 2001, the impaired response inhibition and salience attribution (iRISA) model of addiction highlights the prefrontal cortex (especially the orbitofrontal, dorsolateral, anterior cingulate, and inferior frontal regions) as central to drug addiction symptomatology. Accordingly, drug cues assume a heightened salience and value that overpower alternative reinforcers, with a concomitant decrease in inhibitory control, especially in a drug-related context. These processes may manifest in metacognitive impairments (e.g., self-awareness of choice), obstructing insight into illness, as a function of recency of drug use. In this review, we update the neurobehavioral evidence for iRISA two decades later, emphasizing the robust measurement of the iRISA interaction (between a drug-related cue/context and a cognitive-behavioral function), and highlight relevant individual differences (e.g., drug use severity, craving). Crucially, we describe data suggesting functional recovery (with abstinence, treatment, and other emerging modalities) and the need for identifying valid outcome biomarkers. We end by highlighting recent developments in artificial intelligence (e.g., natural language processing applied to spontaneous speech) and computational modeling, and call for enhanced ecological validity to facilitate dynamic and clinically meaningful neural explorations in drug addiction.

Indexed as

Inhibition, PsychologicalNeuroimagingPrefrontal CortexSubstance-Related DisordersCuesHumansaddictioncravinginhibitory controlprefrontal cortexsalience attributionsubstance use disorders

Identifiers

PMID41032574
PMCPMC13099233

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.