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Escorial M, Muriel J, Agulló L, Zandonai T, Margarit C, Morales D, Peiró AM. Clinical prediction of opioid use disorder in chronic pain patients: a cohort-retrospective study with a pharmacogenetic approach. Minerva Anestesiol 2024; 90:386-396. [PMID: 38619184 DOI: 10.23736/s0375-9393.24.17864-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/16/2024]
Abstract
BACKGROUND Opioids are widely used in chronic non-cancer pain (CNCP) management. However, they remain controversial due to serious risk of causing opioid use disorder (OUD). Our main aim was to develop a predictive model for future clinical translation that include pharmacogenetic markers. METHODS An observational study was conducted in 806 pre-screened Spanish CNCP patients, under long-term use of opioids, to compare cases (with OUD, N.=137) with controls (without OUD, N.=669). Mu-opioid receptor 1 (OPRM1, A118G, rs1799971) and catechol-O-methyltransferase (COMT, G472A, rs4680) genetic variants plus cytochrome P450 2D6 (CYP2D6) liver enzyme phenotypes were analyzed. Socio-demographic, clinical and pharmacological outcomes were also registered. A logistic regression model was performed. The model performance and diagnostic accuracy were calculated. RESULTS OPRM1-AA genotype and CYP2D6 poor and ultrarapid metabolizers together with three other potential predictors: 1) age; 2) work disability; 3) oral morphine equivalent daily dose (MEDD), were selected with a satisfactory diagnostic accuracy (sensitivity: 0.82 and specificity: 0.85), goodness of fit (P=0.87) and discrimination (0.89). Cases were ten-year younger with lower incomes, more sleep disturbances, benzodiazepines use, and history of substance use disorder in front of controls. CONCLUSIONS Functional polymorphisms related to OPRM1 variant and CYP2D6 phenotypes may predict a higher OUD risk. Established risk factors such as young age, elevated MEDD and lower incomes were identified. A predictive model is expected to be implemented in clinical setting among CNCP patients under long-term opioids use.
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Affiliation(s)
- Mónica Escorial
- Unit of Pharmacogenetics, Department of Clinical Pharmacology, Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- Institute of Bioengineering, Miguel Hernández University, Elche, Spain
| | - Javier Muriel
- Unit of Pharmacogenetics, Department of Clinical Pharmacology, Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
| | - Laura Agulló
- Unit of Pharmacogenetics, Department of Clinical Pharmacology, Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- Institute of Bioengineering, Miguel Hernández University, Elche, Spain
| | - Thomas Zandonai
- Unit of Pharmacogenetics, Department of Clinical Pharmacology, Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- Addiction Science Lab, Department of Psychology and Cognitive Science, University of Trento, Trento, Italy
| | - César Margarit
- Pain Unit, Dr. Balmis General University Hospital, Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
| | - Domingo Morales
- Operations Research Center, Miguel Hernández University, Elche, Spain
| | - Ana M Peiró
- Unit of Pharmacogenetics, Department of Clinical Pharmacology, Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain -
- Institute of Bioengineering, Miguel Hernández University, Elche, Spain
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Muriel J, Escorial M, Margarit C, Barrachina J, Carvajal C, Morales D, Peiró AM. Long-term deprescription in chronic pain and opioid use disorder patients: Pharmacogenetic and sex differences. ACTA PHARMACEUTICA (ZAGREB, CROATIA) 2023; 73:227-241. [PMID: 37307374 DOI: 10.2478/acph-2023-0018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 11/17/2022] [Indexed: 06/14/2023]
Abstract
More than half of patients with opioid use disorder for chronic non-cancer pain (CNCP) reduced their dose through a progressive opioid withdrawal supported by a rotation to buprenorphine and/or tramadol. The aim of this research is to analyse the long-term effectiveness of opioid deprescription taking into account the impact of sex and pharmacogenetics on the inter-individual variability. A cross-sectional study was carried out from October 2019 to June 2020 on CNCP patients who had previously undergone an opioid deprescription (n = 119 patients). Demographic, clinical (pain, relief and adverse events) and therapeutic (analgesic use) outcomes were collected. Effectiveness (< 50 mg per day of morphine equivalent daily dose without any aberrant opioid use behaviour) and safety (number of side-effects) were analysed in relation to sex differences and pharmacogenetic markers impact [OPRM1 genotype (rs1799971) and CYP2D6 phenotypes]. Long-term opioid deprescription was achieved in 49 % of the patients with an increase in pain relief and a reduction of adverse events. CYP2D6 poor metabolizers showed the lowest long-term opioid doses. Here, women showed a higher degree of opioid deprescription, but increased use of tramadol and neuromodulators, as well as an increased number of adverse events. Long-term deprescription was successful in half of the cases. Understanding sex and gender interaction plus a genetic impact could help to design more individualized strategies for opioid deprescription.
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Affiliation(s)
- Javier Muriel
- 1Neuropharmacology applied to Pain (NED) Alicante Institute for Health and Biomedical Research (ISABIAL), c/Pintor Baeza, 12 03010, Alicante, Spain
| | - Mónica Escorial
- 1Neuropharmacology applied to Pain (NED) Alicante Institute for Health and Biomedical Research (ISABIAL), c/Pintor Baeza, 12 03010, Alicante, Spain
- 2Institute of Bioengineering, Miguel Hernández University, Avda. de la Universidad s/n, 03202, Elche, Spain
| | - César Margarit
- 1Neuropharmacology applied to Pain (NED) Alicante Institute for Health and Biomedical Research (ISABIAL), c/Pintor Baeza, 12 03010, Alicante, Spain
- 3Pain Unit, Dr. Balmis General University Hospital, ISABIAL, c/Pintor Baeza, 12 03010, Alicante, Spain
| | - Jordi Barrachina
- 1Neuropharmacology applied to Pain (NED) Alicante Institute for Health and Biomedical Research (ISABIAL), c/Pintor Baeza, 12 03010, Alicante, Spain
- 2Institute of Bioengineering, Miguel Hernández University, Avda. de la Universidad s/n, 03202, Elche, Spain
| | - Cristian Carvajal
- 2Institute of Bioengineering, Miguel Hernández University, Avda. de la Universidad s/n, 03202, Elche, Spain
| | - Domingo Morales
- 4Operations Research Centre, Miguel Hernández University, Avda. de la Universidad s/n, 03202, Elche, Spain
| | - Ana M Peiró
- 1Neuropharmacology applied to Pain (NED) Alicante Institute for Health and Biomedical Research (ISABIAL), c/Pintor Baeza, 12 03010, Alicante, Spain
- 2Institute of Bioengineering, Miguel Hernández University, Avda. de la Universidad s/n, 03202, Elche, Spain
- 3Pain Unit, Dr. Balmis General University Hospital, ISABIAL, c/Pintor Baeza, 12 03010, Alicante, Spain
- 5Clinical Pharmacology Department, Dr. Balmis General University Hospital ISABIAL, c/Pintor Baeza, 12, 03010 Alicante, Spain
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Muriel J, Barrachina J, Del Barco G, Carvajal C, Escorial M, Margarit C, Ballester P, Peiró AM. Impact of CYP2D6 genotype on opioid use disorder deprescription: an observational prospective study in chronic pain with sex-differences. Front Pharmacol 2023; 14:1200430. [PMID: 37324467 PMCID: PMC10264765 DOI: 10.3389/fphar.2023.1200430] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Accepted: 05/15/2023] [Indexed: 06/17/2023] Open
Abstract
Introduction: Opioid deprescription is the process of supervised tapering and safe withdrawal when a potentially inappropriate use is detected. This represents a challenge in chronic non-cancer pain (CNCP) patients who may respond differently to the procedure. Our aim was to analyze the potential impact of CYP2D6 phenotypes and sex on the clinical and safety outcomes during an opioid use disorder (OUD) tapering process. Methods: A prospective observational study was conducted on CNCP ambulatory OUD patients (cases, n = 138) who underwent a 6-month opioid dose reduction and discontinuation. Pain intensity, relief and quality of life (Visual analogue scale, VAS 0-100 mm), global activity (GAF, 0-100 scores), morphine equivalent daily dose (MEDD), analgesic drugs adverse events (AEs) and opioid withdrawal syndrome (OWS, 0-96 scores) were recorded at basal and final visits. Sex differences and CYP2D6 phenotypes (poor (PM), extensive (EM) and ultrarapid (UM) metabolizers based on CYP2D6*1, *2, *3, *4, *5, *6, *10, *17, *41, 2D6*5, 2D6 × N, 2D6*4 × 2 gene variants) were analyzed. Results: Although CYP2D6-UM consumed three-times less basal MEDD [40 (20-123) mg/day, p = 0.04], they showed the highest number of AEs [7 (6-11), p = 0.02] and opioid withdrawal symptoms (46 ± 10 scores, p = 0.01) after deprescription. This was inversely correlated with their quality of life (r = -0.604, p < 0.001). Sex-differences were evidenced with a tendency to a lower analgesic tolerability in females and lower quality of life in men. Discussion: These data support the potential benefits of CYP2D6-guided opioid deprescription, in patients with CNCP when OUD is detected. Further studies are required to understand a sex/gender interaction.
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Affiliation(s)
- Javier Muriel
- Pharmacogenetic Unit, Clinical Pharmacology Unit, Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
| | - Jordi Barrachina
- Pharmacogenetic Unit, Clinical Pharmacology Unit, Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- Occupational Observatory, University Miguel Hernández, Elche, Spain
| | | | | | - Mónica Escorial
- Pharmacogenetic Unit, Clinical Pharmacology Unit, Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- Occupational Observatory, University Miguel Hernández, Elche, Spain
| | - César Margarit
- Pharmacogenetic Unit, Clinical Pharmacology Unit, Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- Pain Unit, Department of Health of Alicante-General Hospital, Alicante, Spain
| | - Pura Ballester
- Pharmacogenetic Unit, Clinical Pharmacology Unit, Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
| | - Ana María Peiró
- Pharmacogenetic Unit, Clinical Pharmacology Unit, Alicante Institute for Health and Biomedical Research (ISABIAL), Alicante, Spain
- Pain Unit, Department of Health of Alicante-General Hospital, Alicante, Spain
- Bioengineering Institute, Toxicology and Environmental Health, University Miguel Hernández, Elche, Spain
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Vidic Z, Goricar K, Strazisar B, Besic N, Dolzan V. Association of OPRM1, MIR23B, and MIR107 genetic variability with acute pain, chronic pain and adverse effects after postoperative tramadol and paracetamol treatment in breast cancer. Radiol Oncol 2023; 57:111-120. [PMID: 36942908 PMCID: PMC10039478 DOI: 10.2478/raon-2023-0003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Accepted: 09/28/2022] [Indexed: 03/23/2023] Open
Abstract
BACKGROUND Tramadol is an opioid analgesic often used for pain management after breast cancer surgery. Its analgesic activity is due to the activation of the μ-opioid receptor, encoded by the OPRM1 gene. This study investigated the association of genetic variability in OPRM1 and its regulatory miRNA genes with outcomes of tramadol/paracetamol treatment after breast cancer surgery with axillary lymphadenectomy. PATIENTS AND METHODS The study included 113 breast cancer patients after breast cancer surgery with axillary lymphadenectomy treated with either 75/650 mg or 37.5/325 mg of tramadol with paracetamol for pain relief within the randomized clinical trial KCT 04/2015-DORETAonko/si at the Institute of Oncology Ljubljana. All patients were genotyped for OPRM1 rs1799971 and rs677830, MIR23B rs1011784, and MIR107 rs2296616 using competitive allele-specific PCR. The association of genetic factors with acute and chronic pain as well as adverse effects of tramadol treatment was evaluated using logistic regression, Fisher's exact test, and Mann-Whitney test. RESULTS The investigated OPRM1 related polymorphisms were not associated with acute pain assessed with the VAS scale within four weeks after surgery (all P > 0.05). Carriers of at least one polymorphic OPRM1 rs1799971 allele had a higher risk of constipation in the first four weeks after surgery compared to non-carriers (OR = 4.5, 95% CI = 1.6-12.64, P = 0.004). Carriers of at least one polymorphic OPRM1 rs677830 allele had a higher risk of constipation after third week of tramadol treatment (OR = 3.11, 95% CI = 1.08-8.89, P = 0.035). Furthermore, carriers of two polymorphic MIR23B rs1011784 alleles had a higher risk of nausea after 28 days of tramadol treatment (OR = 7.35, 95% CI = 1.27-42.6, P = 0.026), while heterozygotes for MIR107 rs2296616 allele had a lower risk of nausea after 21 days of tramadol treatment (OR = 0.21, 95% CI = 0.05-0.87, P = 0.031). In carriers of two polymorphic MIR107 rs2296616 alleles, chronic pain was significantly more common than in carriers of two wild-type alleles (P = 0.004). Carriers of at least one polymorphic MIR23B rs1011784 allele experienced more neuropathic pain after adjustment for tramadol dose (OR = 2.85, 95% CI = 1.07-7.59, P = 0.036), while carriers of at least one polymorphic OPRM1 rs677830 allele experienced less neuropathic pain compared to carriers of two wild-type alleles (OR = 0.38, 95% CI = 0.15-0.99, P = 0.047). CONCLUSIONS Genetic variability of OPRM1 and genes coding for miRNAs that could affect OPRM1 expression may be associated with adverse effects of tramadol/paracetamol treatment as well as with chronic and neuropathic pain after breast cancer surgery with axillary lymphadenectomy.
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Affiliation(s)
- Zala Vidic
- Pharmacogenetics Laboratory, Institute of Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Katja Goricar
- Pharmacogenetics Laboratory, Institute of Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | | | | | - Vita Dolzan
- Pharmacogenetics Laboratory, Institute of Biochemistry and Molecular Genetics, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
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Therapeutic alliance impact on analgesic outcomes in a real-world clinical setting: An observational study. ACTA PHARMACEUTICA (ZAGREB, CROATIA) 2022; 72:529-545. [PMID: 36651362 DOI: 10.2478/acph-2022-0035] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 03/19/2022] [Indexed: 01/20/2023]
Abstract
A good therapeutic alliance is relevant for healthcare providers exposed to patients' suffering, especially since patients and physicians may understand the painful experience differently. Our aim was to explore the impact of therapeutic alliance on analgesic outcomes in a real-world interdisciplinary pain unit (PU). A cross-sectional observational study was conducted on outpatients (n = 69) using opioids on a long-term basis for the treatment of chronic non-cancer pain, where clinical pharmacologists and pharmacists advised patients about their opioid treatment. Responses to the patient-doctor relationship questionnaire (PDRQ), sociodemographic and clinical information (pain level, quality of life and hospital use) were collected, whereas pharmacology data (analgesic prescription, adverse events, and compliance) were obtained from electronic health records. Patients were predominantly middle-aged (75 % women, 72 % retired), experiencing moderate pain (VAS 40-70 mm) on average, and under a high morphine equianalgesic dosage (95 ± 88 mg per day, mainly tapentadol or fentanyl). Patients with better PDRQ outcomes, and therefore better therapeutic alliance, showed lower pain intensity than patients with worse PDRQ outcomes (pain intensity: high scores 60 ± 47 mm and medium scores 60 ± 45 mm vs. low scores 80 ± 75 mm, p < 0.01). Along with this, pain intensity was lower when patients affirmed that, thanks to the health-care providers, they "gained new insight", "felt better", or "felt content with their doctor's treatment". What´s more, patients who affirmed "I benefit from the treatment" experienced increased pain relief (benefit 40 ± 30 vs. non-benefit 19 ± 26 mm, p = 0.010) and improved quality of life (benefit 33 ± 25 vs. non-benefit 18 ± 16 mm, p = 0.031). However, there was a percentage of patients who did not fully understand the provided information, which is something to be taken into account to improve in clinical routine. Therapeutic alliance supported by pharmacist experts on pain management can be an effective strategy to improve analgesic outcomes. Further efforts are needed to improve communication strategies for pain management. Future directions of research should include the analysis of the role of the pharmacist in poly-professional consultations as related to the advice of patients about their medication, and the mutual trust with the patients.
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Sex-Differences in Pain and Opioid Use Disorder Management: A Cross-Sectional Real-World Study. Biomedicines 2022; 10:biomedicines10092302. [PMID: 36140403 PMCID: PMC9496267 DOI: 10.3390/biomedicines10092302] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2022] [Revised: 09/08/2022] [Accepted: 09/14/2022] [Indexed: 11/17/2022] Open
Abstract
(1) Background: It is essential to focus attention on sex-specific factors which are clinically relevant in pain management, especially with regards to opioid use disorder (OUD) risk. The aim of this study was to explore potential sex-differences in chronic non-cancer pain (CNCP) outpatients. (2) Methods: An observational cross-sectional study was conducted under CNCP outpatients with long-term prescribed opioids (n = 806), wherein 137 patients had an OUD diagnosis (cases, 64% females) and 669 did not (controls, 66% females). Socio-demographic, clinical, and pharmacological outcomes were analyzed. (3) Results: Female controls presented an older age and less intensive pain therapy but higher psychotropic prescriptions and emergency department visits compared to male controls. Meanwhile, cases demonstrated a younger age, higher work disability, double morphine equivalent daily dose, and benzodiazepine use compared with controls. Here, female cases showed an 8% greater substance use disorder (OR 2.04 [1.11–3.76]) and 24% lower tramadol use, while male cases presented a 22% higher fentanyl use (OR 2.97 [1.52–5.81]) and reported the highest number of adverse drug reactions (24%, OR 2.40 [1.12–5.16]) compared with controls. (4) Conclusions: An OUD individual risk profile was evidenced with sex-differences to take into consideration to design equal prevention programs.
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7
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Avery N, McNeilage AG, Stanaway F, Ashton-James CE, Blyth FM, Martin R, Gholamrezaei A, Glare P. Efficacy of interventions to reduce long term opioid treatment for chronic non-cancer pain: systematic review and meta-analysis. BMJ 2022; 377:e066375. [PMID: 35379650 PMCID: PMC8977989 DOI: 10.1136/bmj-2021-066375] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
OBJECTIVE To review interventions to reduce long term opioid treatment in people with chronic non-cancer pain, considering efficacy on dose reduction and discontinuation, pain, function, quality of life, withdrawal symptoms, substance use, and adverse events. DESIGN Systematic review and meta-analysis of randomised controlled trials and non-randomised studies of interventions. DATA SOURCES Medline, Embase, PsycINFO, CINAHL, and the Cochrane Library searched from inception to July 2021. Reference lists and previous reviews were also searched and experts were contacted. ELIGIBILITY CRITERIA FOR STUDY SELECTION Original research in English. Case reports and cross sectional studies were excluded. DATA EXTRACTION AND SYNTHESIS Two authors independently selected studies, extracted data, and used the Cochrane risk-of-bias tools for randomised and non-randomised studies (RoB 2 and ROBINS-I). Authors grouped interventions into five categories (pain self-management, complementary and alternative medicine, pharmacological and biomedical devices and interventions, opioid replacement treatment, and deprescription methods), estimated pooled effects using random effects meta-analytical models, and appraised the certainty of evidence using GRADE (grading of recommendations, assessment, development, and evaluation). RESULTS Of 166 studies meeting inclusion criteria, 130 (78%) were considered at critical risk of bias and were excluded from the evidence synthesis. Of the 36 included studies, few had comparable treatment arms and sample sizes were generally small. Consequently, the certainty of the evidence was low or very low for more than 90% (41/44) of GRADE outcomes, including for all non-opioid patient outcomes. Despite these limitations, evidence of moderate certainty indicated that interventions to support prescribers' adherence to guidelines increased the likelihood of patients discontinuing opioid treatment (adjusted odds ratio 1.5, 95% confidence interval 1.0 to 2.1), and that these prescriber interventions as well as pain self-management programmes reduced opioid dose more than controls (intervention v control, mean difference -6.8 mg (standard error 1.6) daily oral morphine equivalent, P<0.001; pain programme v control, -14.31 mg daily oral morphine equivalent, 95% confidence interval -21.57 to -7.05). CONCLUSIONS Evidence on the reduction of long term opioid treatment for chronic pain continues to be constrained by poor study methodology. Of particular concern is the lack of evidence relating to possible harms. Agreed standards for designing and reporting studies on the reduction of opioid treatment are urgently needed. REVIEW REGISTRATION PROSPERO CRD42020140943.
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Affiliation(s)
- Nicholas Avery
- Sydney Medical School, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia
- Pain Management Research Institute, Kolling Institute, University of Sydney, Sydney, NSW, Australia
| | - Amy G McNeilage
- Sydney Medical School, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia
- Pain Management Research Institute, Kolling Institute, University of Sydney, Sydney, NSW, Australia
| | - Fiona Stanaway
- School of Public Health, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia
| | - Claire E Ashton-James
- Sydney Medical School, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia
- Pain Management Research Institute, Kolling Institute, University of Sydney, Sydney, NSW, Australia
| | - Fiona M Blyth
- Pain Management Research Institute, Kolling Institute, University of Sydney, Sydney, NSW, Australia
- School of Public Health, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia
| | - Rebecca Martin
- Michael J Cousins Pain Management and Research Centre, Royal North Shore Hospital, Sydney, NSW, Australia
| | - Ali Gholamrezaei
- Sydney Medical School, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia
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Graham DP, Harding MJ, Nielsen DA. Pharmacogenetics of Addiction Therapy. Methods Mol Biol 2022; 2547:437-490. [PMID: 36068473 DOI: 10.1007/978-1-0716-2573-6_16] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Drug addiction is a serious relapsing disease that has high costs to society and to the individual addicts. Treatment of these addictions is still in its nascency, with only a few examples of successful therapies. Therapeutic response depends upon genetic, biological, social, and environmental components. A role for genetic makeup in the response to treatment has been shown for several addiction pharmacotherapies with response to treatment based on individual genetic makeup. In this chapter, we will discuss the role of genetics in pharmacotherapies, specifically for cocaine, alcohol, and opioid dependences. The continued elucidation of the role of genetics should aid in the development of new treatments and increase the efficacy of existing treatments.
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Affiliation(s)
- David P Graham
- Michael E. DeBakey Veterans Affairs Medical Center, and the Menninger Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
| | - Mark J Harding
- Michael E. DeBakey Veterans Affairs Medical Center, and the Menninger Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
| | - David A Nielsen
- Michael E. DeBakey Veterans Affairs Medical Center, and the Menninger Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA.
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Veerappa A, Pendyala G, Guda C. A systems omics-based approach to decode substance use disorders and neuroadaptations. Neurosci Biobehav Rev 2021; 130:61-80. [PMID: 34411560 PMCID: PMC8511293 DOI: 10.1016/j.neubiorev.2021.08.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/21/2021] [Revised: 07/23/2021] [Accepted: 08/14/2021] [Indexed: 11/15/2022]
Abstract
Substance use disorders (SUDs) are a group of neuropsychiatric conditions manifesting due to excessive dependence on potential drugs of abuse such as psychostimulants, opioids including prescription opioids, alcohol, inhalants, etc. Experimental studies have generated enormous data in the area of SUDs, but outcomes from such data have remained largely fragmented. In this review, we attempt to coalesce these data points providing an important first step towards our understanding of the etiology of SUDs. We propose and describe a 'core addictome' pathway that behaves central to all SUDs. Besides, we also have made some notable observations paving way for several hypotheses; MECP2 behaves as a master switch during substance use; five distinct gene clusters were identified based on respective substance addiction; a central cluster of genes serves as a hub of the addiction pathway connecting all other substance addiction clusters. In addition to describing these findings, we have emphasized the importance of some candidate genes that are of substantial interest for further investigation and serve as high-value targets for translational efforts.
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Affiliation(s)
- Avinash Veerappa
- Department of Genetics, Cell Biology and Anatomy, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Gurudutt Pendyala
- Department of Genetics, Cell Biology and Anatomy, University of Nebraska Medical Center, Omaha, NE, 68198, USA; Department of Anesthesiology, University of Nebraska Medical Center, Omaha, NE, 68198, USA; Child Health Research Institute, University of Nebraska Medical Center, Omaha, NE, 68198, USA
| | - Chittibabu Guda
- Department of Genetics, Cell Biology and Anatomy, University of Nebraska Medical Center, Omaha, NE, 68198, USA; Center for Biomedical Informatics Research and Innovation, University of Nebraska Medical Center, Omaha, NE, 68198, USA.
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A review of the existing literature on buprenorphine pharmacogenomics. THE PHARMACOGENOMICS JOURNAL 2020; 21:128-139. [PMID: 33154520 DOI: 10.1038/s41397-020-00198-1] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Revised: 09/29/2020] [Accepted: 10/13/2020] [Indexed: 12/21/2022]
Abstract
Buprenorphine is an effective treatment for opioid dependence; however, it demonstrates individual variability in efficacy. Pharmacogenomics may explain this drug response variability and could allow for tailored therapy on an individual basis. The Food and Drug Administration and the Clinical Pharmacogenomics Implementation Consortium have guidelines on pharmacogenomic testing for some opioids (e.g., codeine); however, no guidelines exist for the partial opioid agonist buprenorphine. Pharmacogenomic testing targets for buprenorphine include pharmacodynamic genes like the mu-opioid receptor (MOP receptor) and catechol-O-methyltransferase (COMT), as well as the pharmacokinetic genes like the CYP enzymes. In this review we identified genotypes in patients with opioid addiction receiving buprenorphine that may result in altered therapeutic dosing and increased rate of relapse. The OPRM1 A118G single nucleotide polymorphism (SNP rs1799971) gene variant encoding the N40D MOP receptor has been associated with variable efficacy and response to treatment in both adult and neonatal patients receiving buprenorphine for treatment of opioid withdrawal. An SNP associated with rs678849 of OPRD1, coding for the delta opioid receptor, was associated with opioid relapse as indicated by opioid positive urine drug screens; there was also sex specific SNP identified at rs581111 and rs529520 in the European American population. COMT variability, particularly in rs4680, has been associated with length of stay and need for opioid treatment in patients with neonatal abstinence syndrome. Variations of the pharmacokinetic gene for CYP3A4 showed that the ultrarapid metabolizer phenotype required higher doses of buprenorphine. Genotyping of patients may allow us to appropriately tailor buprenorphine therapy to individual patients and lead to improved patient outcomes; however, further research on the pharmacogenomics of buprenorphine is needed.
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11
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Glare P, Ashton-James C, Han E, Nicholas M. Deprescribing long-term opioid therapy in patients with chronic pain. Intern Med J 2020; 50:1185-1191. [PMID: 33111411 DOI: 10.1111/imj.15023] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2020] [Revised: 08/02/2020] [Accepted: 08/03/2020] [Indexed: 11/30/2022]
Abstract
Proposed regulatory changes will limit the access to opioids by Australian patients with chronic pain, many of whom are under the care of consultant physicians. This review summarises points of consensus on opioid deprescribing that emerged from the interaction of an expert panel and the audience at a symposium on the topic held in Sydney in 2019. Each of these consensus points speaks to the need for an individualised, patient-centred approach. In other words, 'treat the patient, not the pill count'.
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Affiliation(s)
- Paul Glare
- Pain Management Research Institute, Faculty of Medicine and Health, University of Sydney, New South Wales, Australia.,Michael J Cousins Pain Management Research Centre, Royal North Shore Hospital, St Leonards, New South Wales, Australia
| | - Claire Ashton-James
- Pain Management Research Institute, Faculty of Medicine and Health, University of Sydney, New South Wales, Australia
| | - Esther Han
- Drug and Alcohol Services, Northern Sydney Local Health District, Royal North Shore Hospital, Sydney, New South Wales, Australia
| | - Michael Nicholas
- Pain Management Research Institute, Faculty of Medicine and Health, University of Sydney, New South Wales, Australia.,Michael J Cousins Pain Management Research Centre, Royal North Shore Hospital, St Leonards, New South Wales, Australia
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12
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Seguí HA, Melin K, Quiñones DS, Duconge J. A review of the pharmacogenomics of buprenorphine for the treatment of opioid use disorder. JOURNAL OF TRANSLATIONAL GENETICS AND GENOMICS 2020; 4:263-277. [PMID: 33274315 PMCID: PMC7709797 DOI: 10.20517/jtgg.2020.35] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
As the opioid epidemic continues to grow across the United States, the number of patients requiring treatment for opioid use disorder continues to climb. Although medication-assisted treatment presents a highly effective tool that can help address this epidemic, its use has been limited. Nonetheless, with easier dosing protocols (compared to the more complex dosing required of methadone due to its long and variable half-life) and fewer prescribing limitations (may be prescribed outside the setting of federally approved clinics), the increase in buprenorphine use in the United States has been dramatic in recent years. Despite buprenorphine's demonstrated efficacy, patient-specific factors can alter the response to the medications, which may lead to treatment failure in some patients. Clinical characteristics (sex, concurrent medications, and mental health comorbidities) as well as social determinants of health (housing status, involvement with the criminal justice system, and socioeconomic status) may impact treatment outcomes. Furthermore, a growing body of data suggests that genetic variations can alter pharmacological effects and influence therapeutic response. This review will cover the available pharmacogenomic data for the use of buprenorphine in the management of opioid use disorders. Pharmacogenomic determinants that affect opioid receptors, the dopaminergic system, metabolism of buprenorphine, and adverse events are discussed. Although much of the existing data comes from observational studies, clinical research is ongoing. Nevertheless, the development of pharmacogenomic-guided strategies has the potential to reduce opioid misuse, improve clinical outcomes, and save healthcare resources.
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Affiliation(s)
| | - Kyle Melin
- Department of Pharmacy Practice, School of Pharmacy, University of Puerto Rico Medical Sciences Campus, San Juan, PR 00936, USA
| | - Darlene Santiago Quiñones
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Puerto Rico Medical Sciences Campus, San Juan, PR 00936, USA
| | - Jorge Duconge
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Puerto Rico Medical Sciences Campus, San Juan, PR 00936, USA
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13
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Role of OPRM1, clinical and anthropometric variants in neonatal pain reduction. Sci Rep 2020; 10:7091. [PMID: 32341423 PMCID: PMC7184594 DOI: 10.1038/s41598-020-63790-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2019] [Accepted: 03/30/2020] [Indexed: 12/13/2022] Open
Abstract
An increased awareness on neonatal pain-associated complications has led to the development of pain scales adequate to assess the level of pain experienced by newborns such as the ABC score. A commonly used analgesic procedure is to administer a 33% oral dextrose solution to newborns prior to the painful intervention. Although this procedure is very successful, not in all subjects it reaches complete efficacy. A possible explanation for the different response to the treatment could be genetic variability. We have investigated the genetic variability of the OPRM1 gene in 1077 newborns in relation to non-pharmacologic pain relief treatment. We observed that the procedure was successful in 966 individuals and there was no association between the genotypes and the analgesic efficacy when comparing individuals that had an ABC score = 0 and ABC score >0. However, considering only the individuals with ABC score>0, we found that the homozygous carriers of the G allele of the missense variant SNP rs1799971 (A118G) showed an interesting association with higher ABC score. We also observed that individuals fed with formula milk were more likely to not respond to the analgesic treatment compared to those that had been breastfed.
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14
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Welsch L, Bailly J, Darcq E, Kieffer BL. The Negative Affect of Protracted Opioid Abstinence: Progress and Perspectives From Rodent Models. Biol Psychiatry 2020; 87:54-63. [PMID: 31521334 PMCID: PMC6898775 DOI: 10.1016/j.biopsych.2019.07.027] [Citation(s) in RCA: 33] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/16/2019] [Revised: 07/04/2019] [Accepted: 07/30/2019] [Indexed: 12/20/2022]
Abstract
Opioid use disorder (OUD) is characterized by the development of a negative emotional state that develops after a history of long-term exposure to opioids. OUD represents a true challenge for treatment and relapse prevention. Human research has amply documented emotional disruption in individuals with an opioid substance use disorder, at both behavioral and brain activity levels; however, brain mechanisms underlying this particular facet of OUD are only partially understood. Animal research has been instrumental in elucidating genes and circuits that adapt to long-term opioid use or are modified by acute withdrawal, but research on long-term consequences of opioid exposure and their relevance to the negative affect of OUD remains scarce. In this article, we review the literature with a focus on two questions: 1) Do we have behavioral models in rodents, and what do they tell us? and 2) What do we know about the neuronal populations involved? Behavioral rodent models have successfully recapitulated behavioral signs of the OUD-related negative affect, and several neurotransmitter systems were identified (i.e., serotonin, dynorphin, corticotropin-releasing factor, oxytocin). Circuit mechanisms driving the negative mood of prolonged abstinence likely involve the 5 main reward-aversion brain centers (i.e., nucleus accumbens, bed nucleus of the stria terminalis, amygdala, habenula, and raphe nucleus), all of which express mu opioid receptors and directly respond to opioids. Future work will identify the nature of these mu opioid receptor-expressing neurons throughout reward-aversion networks, characterize their adapted phenotype in opioid abstinent animals, and hopefully position these primary events in the broader picture of mu opioid receptor-associated brain aversion networks.
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Affiliation(s)
- Lola Welsch
- Douglas Mental Health Institute, Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Julie Bailly
- Douglas Mental Health Institute, Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Emmanuel Darcq
- Douglas Mental Health Institute, Department of Psychiatry, McGill University, Montreal, Quebec, Canada
| | - Brigitte Lina Kieffer
- Douglas Mental Health Institute, Department of Psychiatry, McGill University, Montreal, Quebec, Canada.
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15
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Gender based differences, pharmacogenetics and adverse events in chronic pain management. THE PHARMACOGENOMICS JOURNAL 2019; 20:320-328. [PMID: 31745220 DOI: 10.1038/s41397-019-0118-9] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/07/2018] [Revised: 10/08/2019] [Accepted: 11/06/2019] [Indexed: 12/28/2022]
Abstract
Safety data in chronic non-cancer pain (CNCP) with long-term opioid therapy has been poorly studied and can be differently influenced by gender. Furthermore, pharmacogenetics (PGx) could possibly be used to tailor pain medication based on the individual's genetic background. The aim was to assess whether PGx applied to a pharmacovigilance system could help to improve a patient's security profile. A pharmacovigilance data recording system was conducted over 24 months, including genotyping of OPRM1 variants (opioid receptor, A118G) and COMT (enzyme that degrades catecholamines such as norepinephrine, G1947A). Pain intensity (visual analogue scale, VAS), morphine equivalent daily dose (MEDD), adverse events (AEs) and suspected adverse drug reactions (ADRs) were recorded and analysed by gender. The Ethics Committee approved the study and data were analysed with R 3.6.0 software. A total of 748 patients were recruited in the study (67% female, VAS 62 ± 29 mm, MEDD 119 ± 114 mg/day) reporting a median of 6 (3.5-9) AEs/patient. Women presented more nausea, headaches, insomnia, loss of appetite, weight change, depression and dizziness than men. Analysis by genotype demonstrated that PGx influenced the prevalence of vomiting and depression in men, dizziness in women and sexual dysfunction in both. Physicians notified 150 ADRs mostly in females (79%) related to nervous system disorders. PGx applied to a pharmacovigilance recording system provides important information to achieve a better knowledge about AEs in CNCP pharmacological therapy. OPRM1 and COMT polymorphisms were associated with AEs in CNCP patients that differed according to gender.
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16
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Margarit C, Roca R, Inda MDM, Muriel J, Ballester P, Moreu R, Conte AL, Nuñez A, Morales D, Peiró AM. Genetic Contribution in Low Back Pain: A Prospective Genetic Association Study. Pain Pract 2019; 19:836-847. [PMID: 31269327 DOI: 10.1111/papr.12816] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2019] [Revised: 05/19/2019] [Accepted: 06/06/2019] [Indexed: 11/25/2022]
Abstract
OBJECTIVES Chronic pain is one of the most common reasons individuals seek medical attention. It is a major issue because of the wide interindividual variability in the analgesic response. This might be partly explained by the presence of variants in genes encoding molecules involved in pharmacodynamics and pharmacokinetics. The aim was to analyze opioid effectiveness in chronic low back pain (CLBP) relief after opioid titration, unveiling the impact of pharmacogenetics. METHODS The study included 231 opioid-naïve patients from the Spine Unit; age 63 ± 14 years, 64% female, body mass index 29 ± 6 kg/m2 , visual analog scale pain intensity score 73 ± 16 mm. Clinical data were collected at baseline, 3 months after opioid titration, and after 2 to 4 years of follow-up concerning pain (intensity and relief), quality of life, disability, comorbidities, and drug prescription (opioid dose, rotations, and adverse events). The genotype influence of OPRM1, COMT, UGT2B7, ABCB1, KCNJ6, and CYP3A5*3A in analgesic response was analyzed by reverse-transcription polymerase chain reaction genotyping. RESULTS Patients with the COMT G472A-AA genotype (rs4680) and KCNJ6 A1032G-A allele (rs2070995) CLBP responded differently to opioid titration, with higher pain intensity requiring higher dosing. Furthermore, GG- genotypes of A118G (OPRM1, rs1799971) and A854G (UGT2B7, rs776746) influenced the neuropathic component. After opioid titration, CLBP intensity, neuropathic component, low back pain disability, anxiety, and depression significantly decreased, while quality of life improved. CONCLUSION Single-nucleotide polymorphisms in genes involved in pain transmission and opioid metabolism might predispose to exaggerated sensitivity and differences in the opioid analgesic effect in patients with CLBP. We encourage clinical trials for their clinical application in chronic pain management.
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Affiliation(s)
- César Margarit
- Pain Unit, Department of Health of Alicante, Alicante General Hospital, Alicante, Spain.,Neuropharmacology in Pain (NED) Group, Alicante Institute for Health and Biomedical Research (ISABIAL-FISABIO Foundation), Alicante, Spain
| | - Reyes Roca
- Neuropharmacology in Pain (NED) Group, Alicante Institute for Health and Biomedical Research (ISABIAL-FISABIO Foundation), Alicante, Spain
| | - María-Del-Mar Inda
- Neuropharmacology in Pain (NED) Group, Alicante Institute for Health and Biomedical Research (ISABIAL-FISABIO Foundation), Alicante, Spain
| | - Javier Muriel
- Neuropharmacology in Pain (NED) Group, Alicante Institute for Health and Biomedical Research (ISABIAL-FISABIO Foundation), Alicante, Spain
| | - Pura Ballester
- Neuropharmacology in Pain (NED) Group, Alicante Institute for Health and Biomedical Research (ISABIAL-FISABIO Foundation), Alicante, Spain
| | - Rocío Moreu
- Clinical Pharmacology Unit, Department of Health of Alicante, Alicante General Hospital, Alicante, Spain
| | - Anna Lucia Conte
- Occupational Observatory, Miguel Hernández University of Elche, Alicante, Spain
| | - Angela Nuñez
- Operations Research Center, Miguel Hernández University of Elche, Elche, Spain
| | - Domingo Morales
- Operational Centre, Miguel Hernandez University, Elche, Spain
| | - Ana M Peiró
- Pain Unit, Department of Health of Alicante, Alicante General Hospital, Alicante, Spain.,Neuropharmacology in Pain (NED) Group, Alicante Institute for Health and Biomedical Research (ISABIAL-FISABIO Foundation), Alicante, Spain.,Clinical Pharmacology Unit, Department of Health of Alicante, Alicante General Hospital, Alicante, Spain
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17
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Burns JA, Kroll DS, Feldman DE, Kure Liu C, Manza P, Wiers CE, Volkow ND, Wang GJ. Molecular Imaging of Opioid and Dopamine Systems: Insights Into the Pharmacogenetics of Opioid Use Disorders. Front Psychiatry 2019; 10:626. [PMID: 31620026 PMCID: PMC6759955 DOI: 10.3389/fpsyt.2019.00626] [Citation(s) in RCA: 40] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/15/2019] [Accepted: 08/05/2019] [Indexed: 12/21/2022] Open
Abstract
Opioid use in the United States has steadily risen since the 1990s, along with staggering increases in addiction and overdose fatalities. With this surge in prescription and illicit opioid abuse, it is paramount to understand the genetic risk factors and neuropsychological effects of opioid use disorder (OUD). Polymorphisms disrupting the opioid and dopamine systems have been associated with increased risk for developing substance use disorders. Molecular imaging studies have revealed how these polymorphisms impact the brain and contribute to cognitive and behavioral differences across individuals. Here, we review the current molecular imaging literature to assess how genetic variations in the opioid and dopamine systems affect function in the brain's reward, cognition, and stress pathways, potentially resulting in vulnerabilities to OUD. Continued research of the functional consequences of genetic variants and corresponding alterations in neural mechanisms will inform prevention and treatment of OUD.
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Affiliation(s)
- Jamie A Burns
- National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, United States
| | - Danielle S Kroll
- National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, United States
| | - Dana E Feldman
- National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, United States
| | | | - Peter Manza
- National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, United States
| | - Corinde E Wiers
- National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, United States
| | - Nora D Volkow
- National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, United States.,National Institute on Drug Abuse, Bethesda, MD, United States
| | - Gene-Jack Wang
- National Institute on Alcohol Abuse and Alcoholism, Bethesda, MD, United States
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18
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Muriel J, Margarit C, Barrachina J, Ballester P, Flor A, Morales D, Horga JF, Fernández E, Peiró A. Pharmacogenetics and prediction of adverse events in prescription opioid use disorder patients. Basic Clin Pharmacol Toxicol 2018; 124:439-448. [DOI: 10.1111/bcpt.13155] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2018] [Accepted: 10/11/2018] [Indexed: 01/09/2023]
Affiliation(s)
- Javier Muriel
- Neuropharmacology on Pain (NED) Alicante Institute for Health and Biomedical Research (ISABIAL‐FISABIO Foundation) Alicante Spain
- Occupational Observatory Miguel Hernández University of Elche Elche Spain
| | - César Margarit
- Neuropharmacology on Pain (NED) Alicante Institute for Health and Biomedical Research (ISABIAL‐FISABIO Foundation) Alicante Spain
- Pain Unit Department of Health of Alicante‐General Hospital Alicante Spain
| | - Jordi Barrachina
- Occupational Observatory Miguel Hernández University of Elche Elche Spain
| | - Pura Ballester
- Neuropharmacology on Pain (NED) Alicante Institute for Health and Biomedical Research (ISABIAL‐FISABIO Foundation) Alicante Spain
- Occupational Observatory Miguel Hernández University of Elche Elche Spain
| | - Andrea Flor
- Pain Unit Department of Health of Alicante‐General Hospital Alicante Spain
| | - Domingo Morales
- Operations Research Centre Miguel Hernández University of Elche Elche Spain
| | - José F. Horga
- Clinical Pharmacology Unit Department of Health of Alicante‐General Hospital Alicante Spain
| | - Eduardo Fernández
- Biomedical Neuroengineering Research Group (nBio) Systems Engineering and Automation Department of Miguel Hernandez University Elche Spain
| | - Ana M. Peiró
- Neuropharmacology on Pain (NED) Alicante Institute for Health and Biomedical Research (ISABIAL‐FISABIO Foundation) Alicante Spain
- Pain Unit Department of Health of Alicante‐General Hospital Alicante Spain
- Clinical Pharmacology Unit Department of Health of Alicante‐General Hospital Alicante Spain
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