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Ellis RJ, Ferland JMN, Rahman T, Landry JL, Callens JE, Pandey G, Lam T, Kanyo J, Nairn AC, Dracheva S, Hurd YL. Machine Learning Analysis of the Orbitofrontal Cortex Transcriptome of Human Opioid Users Identifies Shisa7 as a Translational Target Relevant for Heroin Seeking Leveraging a Male Rat Model. Biol Psychiatry 2025; 98:23-33. [PMID: 39725299 DOI: 10.1016/j.biopsych.2024.12.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 10/12/2024] [Accepted: 12/06/2024] [Indexed: 12/28/2024]
Abstract
BACKGROUND Identifying neurobiological targets predictive of the molecular neuropathophysiological signature of human opioid use disorder (OUD) could expedite new treatments. OUD is characterized by dysregulated cognition and goal-directed behavior mediated by the orbitofrontal cortex (OFC), and next-generation sequencing could provide insights regarding novel targets. METHODS Here, we used machine learning to evaluate human postmortem OFC RNA sequencing datasets from heroin users and control participants to identify transcripts that were predictive of heroin use. To determine a causal link to OUD-related behaviors, we examined the effects of overexpressing the top target gene in a translational rat model of heroin seeking and behavioral updating. Additionally, we determined the effects of overexpression on the rat OFC transcriptome compared with that of human heroin users. Co-immunoprecipitation/mass spectrometry (co-IP/MS) from the rat OFC elucidated the protein complex of the novel target. RESULTS Our machine learning approach identified SHISA7 as predictive of human heroin users. Shisa7 is understudied but appears to be an auxiliary protein of GABAA (gamma-aminobutyric acid A) or AMPA receptors. In rats, Shisa7 expression positively correlated with heroin-seeking behavior. Overexpressing Shisa7 in the OFC augmented heroin seeking and impaired behavioral updating for sucrose-based operant contingency. RNA sequencing of rat OFC revealed gene coexpression networks regulated by Shisa7 overexpression similar to human heroin users. Finally, co-IP/MS showed that heroin influenced Shisa7 binding to glutamatergic and GABAergic receptor subunits. Both gene expression signatures and Shisa7 protein complex emphasized perturbations of neurodegenerative and neuroimmune processes. CONCLUSIONS Our findings suggest that OFC Shisa7 is a critical driver of neurobehavioral pathology related to drug-seeking behavior and behavioral updating, thus identifying a potential therapeutic target for OUD.
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Affiliation(s)
- Randall J Ellis
- Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York; Department of Psychiatry, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York; Addiction Institute of Mount Sinai, New York, New York
| | - Jacqueline-Marie N Ferland
- Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York; Department of Psychiatry, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York; Addiction Institute of Mount Sinai, New York, New York
| | - Tanni Rahman
- Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Joseph L Landry
- Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York; Department of Psychiatry, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York; Addiction Institute of Mount Sinai, New York, New York
| | - James E Callens
- Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York; Department of Psychiatry, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York
| | - Gaurav Pandey
- Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, New York; Department of Artificial Intelligence and Human Health, Icahn School of Medicine at Mount Sinai, New York, New York
| | - TuKiet Lam
- Keck Mass Spectrometry and Proteomics Resource, WM Keck Foundation Biotechnology Resource Laboratory, Yale School of Medicine, New Haven, Connecticut; Department of Biophysics and Biochemistry, Yale University, New Haven, Connecticut
| | - Jean Kanyo
- Keck Mass Spectrometry and Proteomics Resource, WM Keck Foundation Biotechnology Resource Laboratory, Yale School of Medicine, New Haven, Connecticut
| | - Angus C Nairn
- Department of Psychiatry, Yale School of Medicine, New Haven, Connecticut
| | - Stella Dracheva
- Department of Psychiatry, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York; Research and Development, James J. Peters VA Medical Center, Bronx, New York
| | - Yasmin L Hurd
- Department of Neuroscience, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York; Department of Psychiatry, Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, New York; Addiction Institute of Mount Sinai, New York, New York.
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2
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Bartlett M, Jauncey M, Brett J, Wood W, Roxburgh A. Response to "Do We Need On-Site Drug Analysis Within Supervised Injecting Facilities?". Drug Alcohol Rev 2025; 44:1296-1297. [PMID: 40325952 DOI: 10.1111/dar.14067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/27/2025] [Revised: 04/09/2025] [Accepted: 04/09/2025] [Indexed: 05/07/2025]
Affiliation(s)
- Mark Bartlett
- Uniting Medically Supervised Injecting Centre, Sydney, New South Wales, Australia
| | - Marianne Jauncey
- Uniting Medically Supervised Injecting Centre, Sydney, New South Wales, Australia
| | - Jonathan Brett
- Drug Health Service, St Vincent's Hospital Sydney, Sydney, New South Wales, Australia
- St Vincent's Clinical School, Faculty of Medicine, UNSW Sydney, Sydney, New South Wales, Australia
| | - Will Wood
- Uniting Medically Supervised Injecting Centre, Sydney, New South Wales, Australia
| | - Amanda Roxburgh
- Harm and Risk Reduction, Burnet Institute, Melbourne, Victoria, Australia
- Monash Addiction Research Centre, Monash University, Melbourne, Victoria, Australia
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Cernea M, Nikonov G, Ataiants J, Ştefănuţ C, Abernethy J, Voronkov M. Nalbuphine Potentiates Reversal of Fentanyl Overdose by Naloxone. Pharmaceuticals (Basel) 2024; 17:866. [PMID: 39065717 PMCID: PMC11279547 DOI: 10.3390/ph17070866] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2024] [Revised: 06/14/2024] [Accepted: 06/21/2024] [Indexed: 07/28/2024] Open
Abstract
Developing an effective antidote for fentanyl-induced overdose to achieve timely reversal is an unmet public health need. Previously, we found that naloxone derivative NX90 with mild κ-opioid agonistic properties was three-fold more effective than the parent naloxone in reversing a fentanyl overdose in rats. To investigate whether κ-agonistic properties could indeed augment the robustness of overdose reversal, we evaluated a κ-agonist/µ-antagonist nalbuphine (NB) as well as its combinations with naloxone (NX) in a fentanyl overdose model in rodents. An administration of either NB or NX as single agents at 0.1 mg/kg doses produced a full recovery in 90 ± 9.9 min and 11.4 ± 2.7 min, respectively. A higher dose of NX at 0.2 mg/kg reversed an overdose within 4.8 ± 1.0 min. In contrast to that, the coadministration of NB and NX at 0.1 mg/kg each produced a synergistic effect, with overdose reversal in 3.4 ± 0.2 min. The coadministration of NX and NB at sub-therapeutic doses of 0.05 mg/kg each was also 1.2-fold more effective than NX at 0.2 mg/kg. We further found that co-administration of NB at different doses (0.025, 0.05, 0.1 mg/kg) and ratios (1:4 and 1:1) with NX had differential effects on overdose reversal, cardiorespiratory liabilities, and analgesia.
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Affiliation(s)
- Mihai Cernea
- Department of Pharmacology, Faculty of Veterinary Medicine, University of Agricultural Sciences and Veterinary Medicine, 400372 Cluj-Napoca, Romania; (M.C.)
| | | | - Janna Ataiants
- Dornsife School of Public Health, Drexel University, Philadelphia, PA 19104, USA
| | - Cristina Ştefănuţ
- Department of Pharmacology, Faculty of Veterinary Medicine, University of Agricultural Sciences and Veterinary Medicine, 400372 Cluj-Napoca, Romania; (M.C.)
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Xavier CG, Kuo M, Desai R, Palis H, Regan G, Zhao B, Moe J, Scheuermeyer FX, Gan WQ, Sabeti S, Meilleur L, Buxton JA, Slaunwhite AK. Association between toxic drug events and encephalopathy in British Columbia, Canada: a cross-sectional analysis. Subst Abuse Treat Prev Policy 2023; 18:42. [PMID: 37420239 PMCID: PMC10329314 DOI: 10.1186/s13011-023-00544-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 06/03/2023] [Indexed: 07/09/2023] Open
Abstract
BACKGROUND Encephalopathy can occur from a non-fatal toxic drug event (overdose) which results in a partial or complete loss of oxygen to the brain, or due to long-term substance use issues. It can be categorized as a non-traumatic acquired brain injury or toxic encephalopathy. In the context of the drug toxicity crisis in British Columbia (BC), Canada, measuring the co-occurrence of encephalopathy and drug toxicity is challenging due to lack of standardized screening. We aimed to estimate the prevalence of encephalopathy among people who experienced a toxic drug event and examine the association between toxic drug events and encephalopathy. METHODS Using a 20% random sample of BC residents from administrative health data, we conducted a cross-sectional analysis. Toxic drug events were identified using the BC Provincial Overdose Cohort definition and encephalopathy was identified using ICD codes from hospitalization, emergency department, and primary care records between January 1st 2015 and December 31st 2019. Unadjusted and adjusted log-binomial regression models were employed to estimate the risk of encephalopathy among people who had a toxic drug event compared to people who did not experience a toxic drug event. RESULTS Among people with encephalopathy, 14.6% (n = 54) had one or more drug toxicity events between 2015 and 2019. After adjusting for sex, age, and mental illness, people who experienced drug toxicity were 15.3 times (95% CI = 11.3, 20.7) more likely to have encephalopathy compared to people who did not experience a drug toxicity event. People who were 40 years and older, male, and had a mental illness were at increased risk of encephalopathy. CONCLUSIONS There is a need for collaboration between community members, health care providers, and key stakeholders to develop a standardized approach to define, screen, and detect neurocognitive injury related to drug toxicity.
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Affiliation(s)
- Chloé G Xavier
- BC Centre for Disease Control, 655 West 12th Avenue, Vancouver, BC, V5Z 4R4, Canada.
| | - Margot Kuo
- BC Centre for Disease Control, 655 West 12th Avenue, Vancouver, BC, V5Z 4R4, Canada
- Overdose Emergency Response Centre, Ministry of Mental Health and Addictions, 655 West 12th Avenue, Vancouver, BC, V5Z 4R4, Canada
| | - Roshni Desai
- BC Centre for Disease Control, 655 West 12th Avenue, Vancouver, BC, V5Z 4R4, Canada
| | - Heather Palis
- BC Centre for Disease Control, 655 West 12th Avenue, Vancouver, BC, V5Z 4R4, Canada
- Department of Psychiatry, University of British Columbia, 2255 Wesbrook Mall, Vancouver, BC, V6T 2A1, Canada
| | - Gemma Regan
- Faculty of Medicine, University of British Columbia, 317-2194 Health Sciences Mall, Vancouver, BC, Canada
- Woodward Instructional Resource Centre, Vancouver, BC, V6T 1Z3, Canada
| | - Bin Zhao
- BC Centre for Disease Control, 655 West 12th Avenue, Vancouver, BC, V5Z 4R4, Canada
| | - Jessica Moe
- BC Centre for Disease Control, 655 West 12th Avenue, Vancouver, BC, V5Z 4R4, Canada
- Department of Emergency Medicine, University of British Columbia, 2775 Laurel Street, Vancouver, BC, V5Z 1M9, Canada
- Department of Emergency Medicine, Vancouver General Hospital, 899 West 12th Avenue, Vancouver, BC, V5Z 1M9, Canada
| | - Frank X Scheuermeyer
- St Paul's Hospital and the Department of Emergency Medicine, University of British Columbia, 2775 Laurel Street, Vancouver, BC, V5Z 1M9, Canada
- Centre for Health Evaluation & Outcomes Sciences, St Paul's Hospital, 588-1081 Burrard Street, Vancouver, BC, V6Z 1Y6, Canada
| | - Wen Qi Gan
- BC Centre for Disease Control, 655 West 12th Avenue, Vancouver, BC, V5Z 4R4, Canada
| | - Soha Sabeti
- Health Surveillance, First Nations Health Authority, 100 Park Royal S, West Vancouver, BC, V7T 1A2, Canada
| | - Louise Meilleur
- Health Surveillance, First Nations Health Authority, 100 Park Royal S, West Vancouver, BC, V7T 1A2, Canada
| | - Jane A Buxton
- BC Centre for Disease Control, 655 West 12th Avenue, Vancouver, BC, V5Z 4R4, Canada
- School of Population and Public Health, University of British Columbia, 2206 E Mall, Vancouver, BC, V6T 1Z3, Canada
| | - Amanda K Slaunwhite
- BC Centre for Disease Control, 655 West 12th Avenue, Vancouver, BC, V5Z 4R4, Canada
- School of Population and Public Health, University of British Columbia, 2206 E Mall, Vancouver, BC, V6T 1Z3, Canada
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Hauser KF, Ohene-Nyako M, Knapp PE. Accelerated brain aging with opioid misuse and HIV: New insights on the role of glially derived pro-inflammation mediators and neuronal chloride homeostasis. Curr Opin Neurobiol 2023; 78:102653. [PMID: 36584655 PMCID: PMC9933139 DOI: 10.1016/j.conb.2022.102653] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 10/26/2022] [Accepted: 11/10/2022] [Indexed: 12/29/2022]
Abstract
Opioid use disorder (OUD) has become a national crisis and contributes to the spread of human immunodeficiency virus (HIV) infection. Emerging evidence and advances in experimental models, methodology, and our understanding of disease processes at the molecular and cellular levels reveal that opioids per se can directly exacerbate the pathophysiology of neuroHIV. Despite substantial inroads, the impact of OUD on the severity, development, and prognosis of neuroHIV and HIV-associated neurocognitive disorders is not fully understood. In this review, we explore current evidence that OUD and neuroHIV interact to accelerate cognitive deficits and enhance the neurodegenerative changes typically seen with aging, through their effects on neuroinflammation. We suggest new thoughts on the processes that may underlie accelerated brain aging, including dysregulation of neuronal inhibition, and highlight findings suggesting that opioids, through actions at the μ-opioid receptor, interact with HIV in the central nervous system to promote unique structural and functional comorbid deficits not seen in either OUD or neuroHIV alone.
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Affiliation(s)
- Kurt F Hauser
- Department of Pharmacology and Toxicology, School of Medicine, Virginia Commonwealth University, Richmond, VA 23298-0613, USA; Department of Anatomy and Neurobiology, School of Medicine, Virginia Commonwealth University, Richmond, VA 23298-0709, USA; Institute for Drug and Alcohol Studies, Virginia Commonwealth University, 203 East Cary Street, Richmond, Virginia 23298-0059, USA
| | - Michael Ohene-Nyako
- Department of Pharmacology and Toxicology, School of Medicine, Virginia Commonwealth University, Richmond, VA 23298-0613, USA
| | - Pamela E Knapp
- Department of Pharmacology and Toxicology, School of Medicine, Virginia Commonwealth University, Richmond, VA 23298-0613, USA; Department of Anatomy and Neurobiology, School of Medicine, Virginia Commonwealth University, Richmond, VA 23298-0709, USA; Institute for Drug and Alcohol Studies, Virginia Commonwealth University, 203 East Cary Street, Richmond, Virginia 23298-0059, USA.
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6
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Chen Z, Wang S, Meng Z, Ye Y, Shan G, Wang X, Zhao X, Jin Y. Tau protein plays a role in the mechanism of cognitive disorders induced by anesthetic drugs. Front Neurosci 2023; 17:1145318. [PMID: 36937655 PMCID: PMC10015606 DOI: 10.3389/fnins.2023.1145318] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Accepted: 02/13/2023] [Indexed: 03/08/2023] Open
Abstract
Cognitive disorders are mental health disorders that can affect cognitive ability. Surgery and anesthesia have been proposed to increase the incidence of cognitive dysfunction, including declines in memory, learning, attention and executive function. Tau protein is a microtubule-associated protein located in the axons of neurons and is important for microtubule assembly and stability; its biological function is mainly regulated by phosphorylation. Phosphorylated tau protein has been associated with cognitive dysfunction mediated by disrupting the stability of the microtubule structure. There is an increasing consensus that anesthetic drugs can cause cognitive impairment. Herein, we reviewed the latest literature and compared the relationship between tau protein and cognitive impairment caused by different anesthetics. Our results substantiated that tau protein phosphorylation is essential in cognitive dysfunction caused by anesthetic drugs, and the possible mechanism can be summarized as "anesthetic drugs-kinase/phosphatase-p-Tau-cognitive impairment".
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Jauncey M, Bartlett M, Roxburgh A. Commentary on Skulberg et al.: Naloxone administration-finding the balance. Addiction 2022; 117:1668-1669. [PMID: 35388569 DOI: 10.1111/add.15887] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Accepted: 03/22/2022] [Indexed: 01/19/2023]
Affiliation(s)
- Marianne Jauncey
- Uniting Medically Supervised Injecting Centre, Sydney, Australia.,Discipline of Addiction Medicine, the Central Clinical School, Sydney Medical School, the Faculty of Medicine and Health, University of Sydney, Sydney, Australia.,National Drug and Alcohol Research Centre, UNSW, Sydney, Australia
| | - Mark Bartlett
- Uniting Medically Supervised Injecting Centre, Sydney, Australia
| | - Amanda Roxburgh
- Discipline of Addiction Medicine, the Central Clinical School, Sydney Medical School, the Faculty of Medicine and Health, University of Sydney, Sydney, Australia.,National Drug and Alcohol Research Centre, UNSW, Sydney, Australia.,Health Risks Program, Burnet Institute, Melbourne, Australia.,Monash Addiction Research Centre, Monash University, Melbourne, Australia
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Voronkov M, Nikonov G, Ataiants J, Isakulyan L, Stefanut C, Cernea M, Abernethy J. Modifying naloxone to reverse fentanyl-induced overdose. Int J Pharm 2022; 611:121326. [PMID: 34848365 DOI: 10.1016/j.ijpharm.2021.121326] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2021] [Revised: 11/04/2021] [Accepted: 11/24/2021] [Indexed: 11/16/2022]
Abstract
Developing an effective antidote for fentanyl-induced overdose (OD) is an unmet medical need that requires both lipophilicity comparable to fentanyl and fast onset of overdose reversal. We synthesized and evaluated a bioreversible derivative of naloxone (NX-90) in silico, in vitro and in vivo to yield a robust reversal of fentanyl-induced OD in rats. All monitored reflexes along with the heart rate (HR) and respiratory rate (RR) were fully restored faster in the NX-90 groups than in naloxone groups on equimolar bases when given intranasally. In NX-90 treated rats RR over the time of observation (RR AUC) was significantly higher at all respective doses with no re-narcotization observed. Apart from the enhanced pharmacodynamics profile, NX-90 was found to have lower circulating levels of naloxone, clean profile in in vitro selectivity panels, as well as Ames and CYP450 counter screens. Finally, we demonstrated a robust release of the parent naloxone in brain matrix, as well as lower peripheral naloxone levels after NX-90 iv administration. With the demonstrated pharmacological profile superior yet congruent to naloxone we nominated NX-90 for preclinical development as an effective intranasal fentanyl antidote.
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Affiliation(s)
| | | | - Janna Ataiants
- Drexel University, Philadelphia, PA 19104, United States
| | | | - Cristina Stefanut
- University of Agricultural Sciences and Veterinary Medicine, Cluj-Napoca 400372, Romania
| | - Mihai Cernea
- University of Agricultural Sciences and Veterinary Medicine, Cluj-Napoca 400372, Romania
| | - John Abernethy
- Serodopa Therapeutics Inc., Gainesville, FL 32601, United States
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