Selective transcriptomic recovery by ( 2R,6R )-hydroxynorketamine in opioid-abstinent mice: Machine learning identifies predictive biomarkers
Anna Onisiforou, Morfeas Koumas, Andria Michael, Panos Zanos
bioRxiv (Cold Spring Harbor Laboratory) June 8, 2025 preprint DOI: 10.1101/2025.06.04.657935 via OpenAlex
Summary
A single dose of (2R,6R)-hydroxynorketamine (HNK) reverses some but not all gene expression changes in the hippocampus of mice after three weeks of opioid abstinence, while also normalizing their behavior. Transcriptomic analysis identified 206 differentially expressed genes in untreated abstinent mice compared to controls; after HNK treatment, 55 of those genes were reversed, including Transthyretin and Cd5. However, 186 residual differentially expressed genes remained, enriched for immune and fear regulation pathways, indicating an intermediate molecular state despite behavioral recovery. Machine learning highlighted Il1rapl1 and Ctla2b as top predictors of treatment response. HNK did not alter behavior in opioid-naive mice, showing its context-dependent effects.
Study at a glance
| Characteristics | Randomized controlled trial |
|---|---|
| Population | Male C57BL/6J mice |
| Intervention | (2R |
| Dose | 10 mg/kg, i.p. |
| Duration | 3-week opioid abstinence paradigm, single injection on day 28 |
| Keywords | Transcriptome Μ-opioid receptor Internal medicine Endocrinology Psychology |
| Key finding | (2R,6R)-HNK reverses 55 differentially expressed genes in the ventral hippocampus of opioid-abstinent mice and normalizes sucrose and social preference behaviors, but leaves persistent dysregulation of neuroimmune and emotion-related pathways. |
Abstract
Abstract Background Opioid abstinence induces persistent emotional disturbances and widespread neuroplastic changes, in areas of the brain including the hippocampus. Although ketamine and its metabolite ( 2R,6R )-hydroxynorketamine (HNK) show potential in reversing opioid abstinence-related deficits in rodents, the molecular mechanisms underlying their efficacy remain poorly understood. Methods Male C57BL/6J mice underwent a 3-week opioid abstinence paradigm, followed by a single (2R,6R)-HNK (10 mg/kg, i.p.) or saline injection on day 28. Sucrose and social preference tests were used to assess behavioral deficits. We conducted RNA sequencing of ventral hippocampal tissue from these mice, followed by differential gene expression and functional enrichment analyses. Additionally, Random Forest machine was applied to identify predictive differentially expressed genes (DEGs) associated with ( 2R,6R )-HNK treatment response. Results Transcriptomic analysis identified 206 DEGs in morphine-abstinent mice without treatment compared to opioid-naïve controls (MOR-SAL vs. SAL-SAL), implicating altered immune signaling, synaptic function, and structural plasticity. Comparison of opioid-abstinent mice treated with ( 2R,6R )-HNK to opioid-naive controls (MOR-HNK vs. SAL-SAL) revealed 186 residual DEGs, enriched for Th17-mediated immune and fear regulation pathways, suggesting a persistent intermediate molecular phenotype despite normalized behavioural scores. DEGs overlap analysis between MOR-HNK vs . MOR-SAL and MOR-SAL vs . SAL-SAL indicated that ( 2R,6R )-HNK treatment reversed 55 DEGs in opioid-abstinent mice, including Transthyretin ( Ttr ) and T-cell surface glycoprotein ( Cd5 ) expression levels. Machine learning identified interleukin 1 receptor accessory protein-like 1 ( Il1rapl1) and cytotoxic T lymphocyte-associated protein 2 beta ( Ctla2b) as top predictors of ( 2R,6R )-HNK’s treatment response. Notably, while (2R,6R)-HNK induces transcriptional changes in opioid-naive mice (SAL-HNK), it does not affect behavior compared to untreated controls (SAL-SAL). In contrast, its therapeutic effects are evident in morphine-abstinent mice (MOR-HNK), highlighting its context-dependent efficacy. Conclusion (2R,6R)-HNK promotes both transcriptional and behavioral recovery in opioid-abstinent mice, reversing key gene expression changes. However, persistent dysregulation of neuroimmune and emotion-related pathways suggests an intermediate molecular state, reflecting ongoing recovery.