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 (opens in new tab)
Study at a glance
AI-extracted from the abstract| 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 |
| Measures | Sucrose preference test, social preference test |
| Topics | Ketamine |
| Keywords | Transcriptome Μ-opioid receptor Endocrinology Pharmacology Gene expression |
| Key findings | (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.
Comparable studies
Other preclinical and animal studies on ketamine, most cited first.
| Study | Year | Design | Participants |
|---|---|---|---|
| mTOR-Dependent Synapse Formation Underlies the Rapid Antidepressant Effects of NMDA Antagonists Rats | 2010 | Observational study | |
| Activation of Glutamatergic Neurotransmission by Ketamine: A Novel Step in the Pathway from NMDA Receptor Blockade to Dopaminergic and Cognitive Disruptions Associated with the Prefrontal Cortex Conscious rats | 1997 | Dose-response study with microdialysis and behavioral testing | |
| NMDAR inhibition-independent antidepressant actions of ketamine metabolites Mice | 2016 | Preclinical study | |
| The dissociative anaesthetics, ketamine and phencyclidine, selectively reduce excitation of central mammalian neurones by N‐methyl‐aspartate Spinal neurons in decerebrate or pentobarbitone-anaesthetized cats and rats | 1983 | Experimental study | |
| R-ketamine: a rapid-onset and sustained antidepressant without psychotomimetic side effects Mice | 2015 | Experimental study |
Citations in the library
Cites 10
- NMDAR inhibition-independent antidepressant actions of ketamine metabolites Nature April 24, 2016
- Mechanisms of Ketamine Action as an Antidepressant Molecular Psychiatry March 13, 2018
- Ketamine and Rapid-Acting Antidepressants: A Window into a New Neurobiology for Mood Disorder Therapeutics Annual Review of Medicine October 23, 2014
- Ketamine psychotherapy for heroin addiction: immediate effects and two-year follow-up. Journal of Substance Abuse Treatment December 1, 2002
- Single Versus Repeated Sessions of Ketamine-Assisted Psychotherapy for People with Heroin Dependence Journal of Psychoactive Drugs March 1, 2007
and 5 more in the library