Evidence map›Paper›PMID 41805566›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2026

Predicting individual incubation of opioid craving by whole-brain functional connectivity.

Ying Duan, Pei-Jung Tsai, Zilu Ma, Ida Fredriksson, Danni Wang, Hanbing Lu, Yavin Shaham, Yihong Yang

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Ying Duan *Neuroimaging Research Branch, Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD 21224.
Pei-Jung Tsai *Neuroimaging Research Branch, Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD 21224.
Zilu MaNeuroimaging Research Branch, Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD 21224.ORCID 0000-0001-6400-3671
Ida FredrikssonCenter for Social and Affective Neuroscience, Linköping University, Linköping 58183, Sweden.
Danni WangNeuroimaging Research Branch, Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD 21224.ORCID 0000-0002-1071-0888
Hanbing LuNeuroimaging Research Branch, Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD 21224.ORCID 0000-0003-0469-4321
Yavin ShahamBehavioral Neuroscience Branch, Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD 21224.ORCID 0000-0002-8242-3319
Yihong YangNeuroimaging Research Branch, Intramural Research Program, National Institute on Drug Abuse, Baltimore, MD 21224.ORCID 0000-0002-1035-5038

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

A high risk of relapse triggered by craving during abstinence remains a main challenge in opioid addiction treatment. Multiple brain regions have been implicated in opioid craving, but the brain-wide neural mechanisms underlying this process remain poorly understood. Using resting-state fMRI and connectome-based predictive modeling, we identified a whole-brain connectome that predicted the time-dependent increases (incubation) in oxycodone craving in individual rats after voluntary abstinence induced by exposure to an electric barrier. Incubation of oxycodone craving was operationally defined as the increase in nonreinforced lever pressing during relapse tests from early (day 1) to late (day 15) abstinence (incubation score). We found that changes in whole-brain functional connectivity during abstinence, but not during oxycodone self-administration, predicted the incubation score. Greater decreases in functional connectivity were associated with higher incubation scores. The predictive connectome involved complex interactions across multiple brain systems, including frontal-striatal, frontal-insula, insula-striatal, and hippocampal and sensorimotor circuits. To test causality of the predictive connectome, we examined the effect of pharmacological inactivation of dorsomedial striatum (DMS), which significantly decreased oxycodone seeking after electric barrier-induced abstinence. DMS inactivation increased connectivity strength within the predictive connectome, supporting a causal role of this connectome in incubation of oxycodone craving. The predictive connectome did not predict food-reward seeking after electric barrier-induced abstinence, indicating specificity to oxycodone craving. Our findings identify a brain-wide connectome marker that predicts individual differences in the incubation of opioid craving and provide potential targets for developing personalized interventions and monitoring therapeutic outcomes in opioid addiction treatment.

Indexed as

BrainCravingOpioid-Related DisordersOxycodoneAnalgesics, OpioidAnimalsConnectomeMagnetic Resonance ImagingMaleRatsRats, Sprague-DawleySelf AdministrationAnalgesics, OpioidOxycodonefMRIfunctional connectivityincubation of cravingoxycodonevoluntary abstinence

Identifiers

PMID41805566
PMCPMC12993951

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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.