1
|
Patel JN, Morris SA, Torres R, Rhead B, Vlangos C, Mueller DJ, Brown LC, Lefkofsky H, Ali M, De La Vega FM, Barnes KC, Zoghbi A, Stanton JD, Badgeley MA. Pharmacogenomic insights in psychiatric care: uncovering novel actionability, allele-specific CYP2D6 copy number variation, and phenoconversion in 15,000 patients. Mol Psychiatry 2024; 29:3495-3502. [PMID: 38783055 DOI: 10.1038/s41380-024-02588-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/15/2023] [Revised: 04/19/2024] [Accepted: 04/30/2024] [Indexed: 05/25/2024]
Abstract
Pharmacogenomic testing has emerged as an aid in clinical decision making for psychiatric providers, but more data is needed regarding its utility in clinical practice and potential impact on patient care. In this cross-sectional study, we determined the real-world prevalence of pharmacogenomic actionability in patients receiving psychiatric care. Potential actionability was based on the prevalence of CYP2C19 and CYP2D6 phenotypes, including CYP2D6 allele-specific copy number variations (CNVs). Combined actionability additionally incorporated CYP2D6 phenoconversion and the novel CYP2C-TG haplotype in patients with available medication data. Across 15,000 patients receiving clinical pharmacogenomic testing, 65% had potentially actionable CYP2D6 and CYP2C19 phenotypes, and phenotype assignment was impacted by CYP2D6 allele-specific CNVs in 2% of all patients. Of 4114 patients with medication data, 42% had CYP2D6 phenoconversion from drug interactions and 20% carried a novel CYP2C haplotype potentially altering actionability. A total of 87% had some form of potential actionability from genetic findings and/or phenoconversion. Genetic variation detected via next-generation sequencing led to phenotype reassignment in 22% of individuals overall (2% in CYP2D6 and 20% in CYP2C19). Ultimately, pharmacogenomic testing using next-generation sequencing identified potential actionability in most patients receiving psychiatric care. Early pharmacogenomic testing may provide actionable insights to aid clinicians in drug prescribing to optimize psychiatric care.
Collapse
Affiliation(s)
- Jai N Patel
- Department of Cancer Pharmacology & Pharmacogenomics, Levine Cancer Institute, Atrium Health, Charlotte, NC, USA
| | - Sarah A Morris
- Department of Cancer Pharmacology & Pharmacogenomics, Levine Cancer Institute, Atrium Health, Charlotte, NC, USA
| | | | | | | | - Daniel J Mueller
- Pharmacogenetics Research Clinic, Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, ON, Canada
- Department of Psychiatry, University of Toronto, Toronto, ON, Canada
| | | | | | | | | | | | - Anthony Zoghbi
- Department of Psychiatry and Behavioral Sciences, Baylor College of Medicine, Houston, TX, USA
| | | | | |
Collapse
|
2
|
Zhong YS, Kong QH, Wang J, Ye F, Li XY, Zhang LQ, Dai DP, Hu GX, Cai JP, Qian JC, Ji FS. Discovery and Enzyme Kinetic Characterization of Novel CYP2D6 Variants. Chem Res Toxicol 2024. [PMID: 39433447 DOI: 10.1021/acs.chemrestox.4c00298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2024]
Abstract
Cytochrome P450 2D6 (CYP2D6) exhibits rich genetic polymorphism, and functional changes caused by variations are the key reasons for differences in substrate drug systemic exposure. Discovering novel variants and defining their enzymatic kinetic characteristics can contribute to the personalized application of drugs. In this study, a data chain of variant-function-structure was established through population-based sequencing, baculovirus insect cell expression, in vitro enzymatic incubation, and ultrahigh performance liquid chromatography tandem mass spectrometry. Results revealed nine novel missense mutations in the exonic regions. After the corresponding microsomes were obtained, the kinetics of the variants were investigated using dextromethorphan as a probe substrate. It was found that the activities of CYP2D6.2, 10, 17, 35, 65, R28G, T76M, and E215K were significantly reduced, while D301V almost led to loss of enzyme function. Additionally, the relative clearance rate of R25Q was significantly increased. From the molecular structure perspective, the mutation sites are distributed outside the dextromethorphan binding pocket, suggesting that they primarily influence CYP2D6 activity via allosteric modulation. These research findings provide fundamental data for the precise application of CYP2D6 substrate drugs.
Collapse
Affiliation(s)
- Yun-Shan Zhong
- Institute of Molecular Toxicology and Pharmacology, School of Pharmaceutical Sciences, Wenzhou Medical University, Wenzhou, Zhejiang 325035, P.R. China
| | - Qi-Hui Kong
- Institute of Molecular Toxicology and Pharmacology, School of Pharmaceutical Sciences, Wenzhou Medical University, Wenzhou, Zhejiang 325035, P.R. China
| | - Jing Wang
- Institute of Molecular Toxicology and Pharmacology, School of Pharmaceutical Sciences, Wenzhou Medical University, Wenzhou, Zhejiang 325035, P.R. China
| | - Feng Ye
- Institute of Molecular Toxicology and Pharmacology, School of Pharmaceutical Sciences, Wenzhou Medical University, Wenzhou, Zhejiang 325035, P.R. China
| | - Xin-Yue Li
- Institute of Molecular Toxicology and Pharmacology, School of Pharmaceutical Sciences, Wenzhou Medical University, Wenzhou, Zhejiang 325035, P.R. China
| | - Li-Qun Zhang
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing 100005, P.R. China
| | - Da-Peng Dai
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing 100005, P.R. China
| | - Guo-Xin Hu
- Institute of Molecular Toxicology and Pharmacology, School of Pharmaceutical Sciences, Wenzhou Medical University, Wenzhou, Zhejiang 325035, P.R. China
| | - Jian-Ping Cai
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing 100005, P.R. China
| | - Jian-Chang Qian
- Institute of Molecular Toxicology and Pharmacology, School of Pharmaceutical Sciences, Wenzhou Medical University, Wenzhou, Zhejiang 325035, P.R. China
| | - Fu-Sui Ji
- The Key Laboratory of Geriatrics, Beijing Institute of Geriatrics, Beijing Hospital, National Center of Gerontology, National Health Commission, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing 100005, P.R. China
- Department of Cardiology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing 100005, P.R. China
| |
Collapse
|
3
|
Nahid NA, McDonough CW, Wei YJJ, Cicali EJ, Gong Y, Fillingim RB, Johnson JA. Use of CYP2D6 Inhibitors with CYP2D6 Opioids: Association with Emergency Department Visits for Pain. Clin Pharmacol Ther 2024; 116:1005-1012. [PMID: 38797987 PMCID: PMC11452273 DOI: 10.1002/cpt.3314] [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: 01/29/2024] [Accepted: 05/13/2024] [Indexed: 05/29/2024]
Abstract
Hydrocodone, tramadol, codeine, and oxycodone are commonly prescribed opioids that rely on activation by cytochrome P450 2D6 (CYP2D6). CYP2D6 inhibitors can significantly decrease CYP2D6 activity, leading to reduced generation of active metabolites, and impairing pain control. To understand this impact, we assessed emergency department (ED) visits in patients initiating these CYP2D6-dependent opioids while on CYP2D6-inhibitor antidepressants vs. antidepressants that do not inhibit CYP2D6. This retrospective cohort study included adult patients prescribed CYP2D6-dependent opioids utilizing electronic health records data from the University of Florida Health (2015-2021). The association between ED visits and inhibitor exposure was tested using multivariable logistic regression. The primary analysis had 12,118 patients (72% female; mean (SD) age, 55 (13.4)) in the hydrocodone/tramadol/codeine cohort and 5,547 patients (64% female; mean (SD) age, 53.6 (14.2)) in the oxycodone cohort. Hydrocodone/tramadol/codeine-treated patients exposed to CYP2D6-inhibitor antidepressants (n = 7,043) had a higher crude rate of pain-related ED visits than those taking other antidepressants (n = 5,075) (3.28% vs. 1.87%), with an adjusted odds ratio (aOR) of 1.75 (95% CI: 1.36 to 2.24). Similarly, in the oxycodone cohort, CYP2D6-inhibitor antidepressant-exposed individuals (n = 3,206) had a higher crude rate of ED visits than individuals exposed to other antidepressants (n = 2,341) (5.02% vs. 3.37%), with aOR of 1.70 (95% CI: 1.27-2.27). Similar findings were observed in secondary and sensitivity analyses. Our findings suggest patients with concomitant use of hydrocodone/tramadol/codeine or oxycodone and CYP2D6 inhibitors have more frequent ED visits for pain, which may be due to inadequate pain control.
Collapse
Affiliation(s)
- Noor Ahmed Nahid
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida College of Pharmacy, Gainesville, FL, USA
| | - Caitrin W. McDonough
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida College of Pharmacy, Gainesville, FL, USA
| | - Yu-Jung Jenny Wei
- Division of Outcomes and Translational Sciences, College of Pharmacy, The Ohio State University, Columbus, OH, USA
| | - Emily J. Cicali
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida College of Pharmacy, Gainesville, FL, USA
| | - Yan Gong
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida College of Pharmacy, Gainesville, FL, USA
| | - Roger B. Fillingim
- Department of Community Dentistry and Behavioral Science and Pain Research and Intervention Center of Excellence, University of Florida, Gainesville, FL, USA
| | - Julie A. Johnson
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida College of Pharmacy, Gainesville, FL, USA
- Division of Cardiovascular Medicine, University of Florida College of Medicine, FL, USA
| |
Collapse
|
4
|
Skaar TC, Myers RA, Fillingim RB, Callaghan JT, Cicali E, Eadon MT, Elwood EN, Ginsburg GS, Lynch S, Nguyen KA, Obeng AO, Park H, Pratt VM, Rosenman M, Sadeghpour A, Shuman S, Singh R, Tillman EM, Volpi S, Wiisanen K, Winterstein AG, Horowitz CR, Voora D, Orlando L, Chakraborty H, Van Driest S, Peterson JF, Cavallari LA, Johnson JA, Dexter PR. Implementing a pragmatic clinical trial to tailor opioids for chronic pain on behalf of the IGNITE ADOPT PGx investigators. Clin Transl Sci 2024; 17:e70005. [PMID: 39177194 PMCID: PMC11342225 DOI: 10.1111/cts.70005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2024] [Revised: 07/15/2024] [Accepted: 08/04/2024] [Indexed: 08/24/2024] Open
Abstract
Chronic pain is a prevalent condition with enormous economic burden. Opioids such as tramadol, codeine, and hydrocodone are commonly used to treat chronic pain; these drugs are activated to more potent opioid receptor agonists by the hepatic CYP2D6 enzyme. Results from clinical studies and mechanistic understandings suggest that CYP2D6-guided therapy will improve pain control and reduce adverse drug events. However, CYP2D6 is rarely used in clinical practice due in part to the demand for additional clinical trial evidence. Thus, we designed the ADOPT-PGx (A Depression and Opioid Pragmatic Trial in Pharmacogenetics) chronic pain study, a multicenter, pragmatic, randomized controlled clinical trial, to assess the effect of CYP2D6 testing on pain management. The study enrolled 1048 participants who are taking or being considered for treatment with CYP2D6-impacted opioids for their chronic pain. Participants were randomized to receive immediate or delayed (by 6 months) genotyping of CYP2D6 with clinical decision support (CDS). CDS encouraged the providers to follow the CYP2D6-guided trial recommendations. The primary study outcome is the 3-month absolute change in the composite pain intensity score assessed using Patient-Reported Outcomes Measurement Information System (PROMIS) measures. Follow-up will be completed in July 2024. Herein, we describe the design of this trial along with challenges encountered during enrollment.
Collapse
Affiliation(s)
- Todd C. Skaar
- Division of Clinical PharmacologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Rachel A. Myers
- Department of Medicine, Clinical Research UnitDuke University School of Medicine, Duke UniversityDurhamNorth CarolinaUSA
| | - Roger B. Fillingim
- Department of Community Dentistry and Behavioral ScienceUniversity of Florida College of DentistryGainesvilleFloridaUSA
| | - John T. Callaghan
- Division of Clinical PharmacologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Emily Cicali
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Michael T. Eadon
- Division of Clinical PharmacologyIndiana University School of MedicineIndianapolisIndianaUSA
- Division of NephrologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Erica N. Elwood
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | | | - Sheryl Lynch
- Division of Clinical PharmacologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Khoa A. Nguyen
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Aniwaa Owusu Obeng
- Pharmacy DepartmentMount Sinai Health SystemNew YorkNew YorkUSA
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
- Department of Medicine, Division of General Internal MedicineIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
| | - Haesuk Park
- Department of Pharmaceutical Outcomes and PolicyCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
- Center for Drug Evaluation and SafetyUniversity of FloridaGainesvilleFloridaUSA
| | - Victoria M. Pratt
- Department of Medical & Molecular GeneticsIndiana University School of MedicineIndianapolisIndianaUSA
| | - Marc Rosenman
- Department of PediatricsIndiana University School of MedicineIndianapolisIndianaUSA
- Ann & Robert H. Lurie Children's Hospital of Chicago and Feinberg School of Medicine, Northwestern UniversityChicagoIllinoisUSA
| | - Azita Sadeghpour
- Duke Precision Medicine Program, Department of MedicineDuke UniversityDurhamNorth CarolinaUSA
| | | | - Rajbir Singh
- Department of MedicineMeharry Medical CollegeNashvilleTennesseeUSA
| | - Emma M. Tillman
- Division of Clinical PharmacologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Simona Volpi
- Division of Genomic MedicineNational Human Genome Research InstituteBethesdaMarylandUSA
| | - Kristin Wiisanen
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Almut G. Winterstein
- Department of Pharmaceutical Outcomes and PolicyCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
- Center for Drug Evaluation and SafetyUniversity of FloridaGainesvilleFloridaUSA
| | - Carol R. Horowitz
- Institute for Health Equity Research, Icahn School of Medicine at Mount SinaiNew York CityNew YorkUSA
| | - Deepak Voora
- Duke Precision Medicine Program, Department of MedicineDuke UniversityDurhamNorth CarolinaUSA
| | - Lori Orlando
- Duke Precision Medicine Program, Department of MedicineDuke UniversityDurhamNorth CarolinaUSA
| | | | - Sara Van Driest
- Department of PediatricsVanderbilt University Medical CenterNashvilleTennesseeUSA
- Present address:
All of Us Research Program, Office of the DirectorNational Institutes of HealthBethesdaMarylandUSA
| | - Josh F. Peterson
- Department of Biomedical InformaticsVanderbilt University Medical CenterNashvilleTennesseeUSA
| | - Larisa A. Cavallari
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Julie A. Johnson
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
- Present address:
Center for Clinical and Translational ScienceColleges of Medicine and Pharmacy, The Ohio State UniversityColumbusOhioUSA
| | - Paul R. Dexter
- Department of MedicineIndiana University School of MedicineIndianapolisIndianaUSA
- Regenstrief Institute, Inc.IndianapolisIndianaUSA
| | | |
Collapse
|
5
|
Muriel J, Escorial M, Carratalá C, Margarit C, Barrachina J, López A, Gallardo E, Kringen MK, Peiró AM. Use of CYP2D6 substrates and inhibitors during pain management with analgesic opioids: Drug-drug interactions that lead to lack of analgesic effectiveness. Biomed Pharmacother 2024; 176:116882. [PMID: 38876046 DOI: 10.1016/j.biopha.2024.116882] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/13/2024] [Revised: 05/15/2024] [Accepted: 06/03/2024] [Indexed: 06/16/2024] Open
Abstract
BACKGROUND Several opioids have pharmacogenetic and drug-drug interactions which may compromise their analgesic effectiveness, but are not routinely implemented into supportive pain management. We hypothesized that CYP2D6 phenotypes and concomitant use of CYP2D6 substrates or inhibitors would correlate with opioid analgesic outcomes. MATERIALS AND METHODS An observational cross-sectional study was conducted with 263 adult chronic non cancer pain (CNCP) patients from a real-world pain unit under long-term CYP2D6-related opioid treatment (tramadol, hydromorphone, tapentadol or oxycodone). Metabolizer phenotype (ultrarapid [UM], normal [NM], intermediate [IM] or poor [PM]) was determined by the CYP2D6 genotype. The socio-demographic (sex, age, employment status), clinical (pain intensity and relief, neuropathic component, quality of life, disability, anxiety and depression), pharmacological (opioid doses and concomitant pharmacotherapy) and safety (adverse events) variables were recorded. RESULTS The whole population (66 % female, 65 (14) years old, 70 % retired and 63 % attended for low back pain) were classified as PM (5 %), IM (32 %), NM (56 %) and UM (6 %). Multiple linear and logistic regressions showed higher pain intensity and neuropathic component at younger ages when using any CYP2D6 substrate (p = 0.022) or inhibitor (p = 0.030) drug, respectively, with poorer pain relief when CYP2D6 inhibitors (p=0.030) were present. CONCLUSION The concomitant use of CYP2D6 substrates or inhibitors during opioid therapy for CNCP may result in lack of analgesic effectiveness. This aspect could be relevant for pharmacological decision making during CNCP management.
Collapse
Affiliation(s)
- J Muriel
- Pharmacogenetic Unit, Clinical Pharmacology Department, Alicante Institute for Health and Biomedical Research (ISABIAL), Dr. Balmis General University Hospital, c/Pintor Baeza, 12, Alicante 03010, Spain
| | - M Escorial
- Pharmacogenetic Unit, Clinical Pharmacology Department, Alicante Institute for Health and Biomedical Research (ISABIAL), Dr. Balmis General University Hospital, c/Pintor Baeza, 12, Alicante 03010, Spain; Occupational Observatory, University Miguel Hernández, Avda. de la Universidad s/n, Elche 03202, Spain
| | - C Carratalá
- Occupational Observatory, University Miguel Hernández, Avda. de la Universidad s/n, Elche 03202, Spain
| | - C Margarit
- Pharmacogenetic Unit, Clinical Pharmacology Department, Alicante Institute for Health and Biomedical Research (ISABIAL), Dr. Balmis General University Hospital, c/Pintor Baeza, 12, Alicante 03010, Spain; Pain Unit, Dr. Balmis General University Hospital, c/ Pintor Baeza, 12, Alicante 03010, Spain
| | - J Barrachina
- Pharmacogenetic Unit, Clinical Pharmacology Department, Alicante Institute for Health and Biomedical Research (ISABIAL), Dr. Balmis General University Hospital, c/Pintor Baeza, 12, Alicante 03010, Spain
| | - A López
- Pharmacogenetic Unit, Clinical Pharmacology Department, Alicante Institute for Health and Biomedical Research (ISABIAL), Dr. Balmis General University Hospital, c/Pintor Baeza, 12, Alicante 03010, Spain; Occupational Observatory, University Miguel Hernández, Avda. de la Universidad s/n, Elche 03202, Spain
| | - E Gallardo
- Centro de Investigação em Ciências da Saúde, Universidade da Beira Interior (CICS-UBI), Av. Infante D. Henrique, Covilhã 6201-506, Portugal
| | - M K Kringen
- Department of Psychopharmacology, Diakonhjemmet Hospital, Forskningsveien 7, Oslo 0373, Norway
| | - A M Peiró
- Pharmacogenetic Unit, Clinical Pharmacology Department, Alicante Institute for Health and Biomedical Research (ISABIAL), Dr. Balmis General University Hospital, c/Pintor Baeza, 12, Alicante 03010, Spain; Pain Unit, Dr. Balmis General University Hospital, c/ Pintor Baeza, 12, Alicante 03010, Spain; Clinical Pharmacology, Toxicology and Chemical Safety Unit, Institute of Bioengineering, Miguel Hernández University, Avda. de la Universidad s/n, Elche 03202, Spain.
| |
Collapse
|
6
|
Rosendo LM, Rosado T, Zandonai T, Rincon K, Peiró AM, Barroso M, Gallardo E. Opioid Monitoring in Clinical Settings: Strategies and Implications of Tailored Approaches for Therapy. Int J Mol Sci 2024; 25:5925. [PMID: 38892112 PMCID: PMC11173075 DOI: 10.3390/ijms25115925] [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: 04/26/2024] [Revised: 05/25/2024] [Accepted: 05/27/2024] [Indexed: 06/21/2024] Open
Abstract
This review emphasises the importance of opioid monitoring in clinical practice and advocates for a personalised approach based on pharmacogenetics. Beyond effectively managing pain, meticulous oversight is required to address concerns about side effects, specially due to opioid-crisis-related abuse and dependence. Various monitoring techniques, along with pharmacogenetic considerations, are critical for personalising treatment and optimising pain relief while reducing misuse and addiction risks. Future perspectives reveal both opportunities and challenges, with advances in analytical technologies holding promise for increasing monitoring efficiency. The integration of pharmacogenetics has the potential to transform pain management by allowing for a precise prediction of drug responses. Nevertheless, challenges such as prominent pharmacogenetic testing and guideline standardisation persist. Collaborative efforts are critical for transforming scientific advances into tangible improvements in patient care. Standardised protocols and interdisciplinary collaboration are required to ensure consistent and evidence-based opioid monitoring. Future research should look into the long-term effects of opioid therapy, as well as the impact of genetic factors on individual responses, to help guide personalised treatment plans and reduce adverse events. Lastly, embracing innovation and collaboration can improve the standard of care in chronic pain management by striking a balance between pain relief and patient safety.
Collapse
Affiliation(s)
- Luana M. Rosendo
- Centro de Investigação em Ciências da Saúde, Universidade da Beira Interior (CICS-UBI), 6200-506 Covilhã, Portugal;
- Laboratório de Fármaco-Toxicologia, UBIMedical, Universidade da Beira Interior, EM506, 6200-000 Covilhã, Portugal
| | - Tiago Rosado
- Centro de Investigação em Ciências da Saúde, Universidade da Beira Interior (CICS-UBI), 6200-506 Covilhã, Portugal;
- Laboratório de Fármaco-Toxicologia, UBIMedical, Universidade da Beira Interior, EM506, 6200-000 Covilhã, Portugal
- Centro Académico Clínico das Beiras (CACB), Grupo de Problemas Relacionados com Toxicofilias, 6200-000 Covilhã, Portugal
| | - Thomas Zandonai
- Pharmacogenetic Unit, Clinical Pharmacology Department, Alicante Institute for Health and Biomedical Research (ISABIAL), Dr. Balmis General University Hospital, 03010 Alicante, Spain; (T.Z.); (K.R.); (A.M.P.)
- Addiction Science Lab, Department of Psychology and Cognitive Science, University of Trento, 38060 Trento, Italy
- Department of Pharmacology, Paediatrics and Organic Chemistry, Miguel Hernandez University of Elche, 03550 Alicante, Spain
| | - Karem Rincon
- Pharmacogenetic Unit, Clinical Pharmacology Department, Alicante Institute for Health and Biomedical Research (ISABIAL), Dr. Balmis General University Hospital, 03010 Alicante, Spain; (T.Z.); (K.R.); (A.M.P.)
- Clinical Pharmacology Unit, Department of Health of Alicante, University General Hospital Dr. Balmis, 03010 Alicante, Spain
| | - Ana M. Peiró
- Pharmacogenetic Unit, Clinical Pharmacology Department, Alicante Institute for Health and Biomedical Research (ISABIAL), Dr. Balmis General University Hospital, 03010 Alicante, Spain; (T.Z.); (K.R.); (A.M.P.)
- Department of Pharmacology, Paediatrics and Organic Chemistry, Miguel Hernandez University of Elche, 03550 Alicante, Spain
- Clinical Pharmacology Unit, Department of Health of Alicante, University General Hospital Dr. Balmis, 03010 Alicante, Spain
| | - Mário Barroso
- Serviço de Química e Toxicologia Forenses, Instituto Nacional de Medicina Legal e Ciências Forenses-Delegação do Sul, 1169-201 Lisboa, Portugal;
| | - Eugenia Gallardo
- Centro de Investigação em Ciências da Saúde, Universidade da Beira Interior (CICS-UBI), 6200-506 Covilhã, Portugal;
- Laboratório de Fármaco-Toxicologia, UBIMedical, Universidade da Beira Interior, EM506, 6200-000 Covilhã, Portugal
- Centro Académico Clínico das Beiras (CACB), Grupo de Problemas Relacionados com Toxicofilias, 6200-000 Covilhã, Portugal
| |
Collapse
|
7
|
Wixson RL, Dunnenberger HM, Dickerson DM, Tauchen AJ, Heshmat CM, Koh JL. Pain and Opioid use Following Total Knee Arthroplasty: Psycho-Social Factors are More Predictive Than Pharmacogenomics. J Arthroplasty 2024; 39:1214-1219. [PMID: 38081553 DOI: 10.1016/j.arth.2023.12.011] [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: 09/06/2023] [Revised: 12/05/2023] [Accepted: 12/06/2023] [Indexed: 01/13/2024] Open
Abstract
BACKGROUND This prospective, observational study was designed to assess the phenotype variation of the genes associated with pain and opioid use following total knee arthroplasty (TKA) in comparison to psycho-social elements. METHODS Preoperative demographic data and Patient-Reported Outcomes Measurement Information System-43 scores were obtained on 305 elective TKA patients. Patient visual analog scale pain scores and opioid use were extracted from the hospital record. Following discharge, participants completed a daily log of visual analog scale pain score, and medications used over 30 days. Pharmacogenomic testing was performed for three genes, CYP2D6, COMT, and OPRM1, which are involved in the opioid pathway and pain modulation. RESULTS Other than increased pain seen in the COMT high activity group while in the hospital, none of the phenotype variations of the three genes were significantly associated with the participants' pain or opioid use. The Patient-Reported Outcomes Measurement Information System-43 domains of pain interference and anxiety were significantly associated with pain and opioid use using multiple logistic regression. CONCLUSIONS Pharmacogenomic testing in this study was not predictive of pain and opioid use following TKA compared with psycho-social variables.
Collapse
Affiliation(s)
- Richard L Wixson
- NorthShore Orthopaedic and Spine Institute, NorthShore University Health System, Skokie, Illinois
| | - Henry M Dunnenberger
- Mark R Neaman Center for Personalized Medicine, NorthShore University Health System, Evanston, Illinois
| | - David M Dickerson
- NorthShore Orthopaedic and Spine Institute, NorthShore University Health System, Skokie, Illinois
| | | | - Claire M Heshmat
- Biostatistics Division, Research Institute, NorthShore University Health System, Evanston, Illinois
| | - Jason L Koh
- NorthShore Orthopaedic and Spine Institute, NorthShore University Health System, Skokie, Illinois
| |
Collapse
|
8
|
Glaser GE, Maddy B, Kumar A, Ishitani K, Lemens MA, Hanson K, Moyer AM, Habermann E, Dowdy SC. Impact of pharmacogenomic profiles on post-surgical pain following laparotomy for gynecologic pathology. Gynecol Oncol 2024; 183:9-14. [PMID: 38479169 DOI: 10.1016/j.ygyno.2024.03.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2023] [Revised: 02/23/2024] [Accepted: 03/03/2024] [Indexed: 06/07/2024]
Abstract
OBJECTIVES The aim of this prospective study was to compare perioperative opioid use in women by status of CYP2D6, a highly polymorphic pharmacogene relevant to opioid metabolism. METHODS Patients undergoing laparotomy were prospectively recruited and provided a preoperative saliva swab for a pharmacogenomic (PGx) gene panel. Postoperative opioid usage and pain scores were evaluated via chart review and a phone survey. Pharmacogenes known to be relevant to opioid metabolism were genotyped, and opioid metabolizing activity predicted by CYP2D6 genotyping. Patient and procedural factors were compared using Fisher's exact and Kruskal-Wallis tests. RESULTS The 96 enrolled patients were classified as ultra-rapid (N = 3, 3%), normal (58, 60%), intermediate (27, 28%), and poor (8, 8%) opioid metabolizers. There was no difference in surgical complexity across CYP2D6 categories (p = 0.61). Morphine Milligram Equivalents (MME) consumed during the first 24 h after peri-operative suite exit were significantly different between groups: ultrarapid metabolizers had the highest median MME (75, IQR 45-88) compared to the other three groups (normal metabolizers 23 [8-45], intermediate metabolizers 48 [20-63], poor metabolizers 31 [12-53], p = 0.03). Opioid requirements were clinically greater in ultrarapid metabolizers during the second 24 h and last 24 h but were statistically similar (p = 0.07). There was no difference in MME prescribed at discharge (p = 0.22) or patient satisfaction with pain control (p = 0.64) between groups. CONCLUSIONS A positive association existed between increased CYP2D6 activity and in-hospital opioid requirements, especially in the first 24 h after surgery. This provides important information to further individualize opioid prescriptions for patients undergoing laparotomy for gynecologic pathology.
Collapse
Affiliation(s)
- Gretchen E Glaser
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Mayo Clinic, Rochester, MN, United States of America.
| | - Brandon Maddy
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Mayo Clinic, Rochester, MN, United States of America
| | - Amanika Kumar
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Mayo Clinic, Rochester, MN, United States of America
| | - Karen Ishitani
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Mayo Clinic, Rochester, MN, United States of America
| | - Maureen A Lemens
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Mayo Clinic, Rochester, MN, United States of America
| | - Kristine Hanson
- Robert D. and Patricia E. Kern Center for the Science of Healthcare Delivery, Mayo Clinic, 200 First St. SW, Rochester, MN 55905, USA
| | - Ann M Moyer
- Division of Laboratory Genetics/Genomics, Department of Laboratory Medicine and Pathology, Mayo Clinic, Rochester, MN, United States of America
| | - Elizabeth Habermann
- Robert D. and Patricia E. Kern Center for the Science of Healthcare Delivery, Mayo Clinic, 200 First St. SW, Rochester, MN 55905, USA
| | - Sean C Dowdy
- Division of Gynecologic Oncology, Department of Obstetrics and Gynecology, Mayo Clinic, Rochester, MN, United States of America; Robert D. and Patricia E. Kern Center for the Science of Healthcare Delivery, Mayo Clinic, 200 First St. SW, Rochester, MN 55905, USA
| |
Collapse
|
9
|
Kanegusuku ALG, Chan CW, O'Donnell PH, Yeo KTJ. Implementation of pharmacogenomics testing for precision medicine. Crit Rev Clin Lab Sci 2024; 61:89-106. [PMID: 37776898 DOI: 10.1080/10408363.2023.2255279] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2023] [Accepted: 08/31/2023] [Indexed: 10/02/2023]
Abstract
Great strides have been made in the past decade to lower barriers to clinical pharmacogenomics implementation. Nevertheless, PGx consultation prior to prescribing therapeutics is not yet mainstream. This review addresses the current climate surrounding PGx implementation, focusing primarily on strategies for implementation at academic institutions, particularly at The University of Chicago, and provides an up-to-date guide of resources supporting the development of PGx programs. Remaining challenges and recent strategies for overcoming these challenges to implementation are discussed.
Collapse
Affiliation(s)
| | - Clarence W Chan
- Departments of Pathology, The University of Chicago, Chicago, IL, USA
| | - Peter H O'Donnell
- Department of Medicine, The University of Chicago, Chicago, IL, USA
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA
| | - Kiang-Teck J Yeo
- Departments of Pathology, The University of Chicago, Chicago, IL, USA
- Center for Personalized Therapeutics, The University of Chicago, Chicago, IL, USA
| |
Collapse
|
10
|
Mosley SA, Cicali E, Del Cueto A, Portman DG, Donovan KA, Gong Y, Langaee T, Gopalan P, Schmit J, Starr JS, Silver N, Chang YD, Rajasekhara S, Smith JE, Soares HP, Clare-Salzler M, Starostik P, George TJ, McLeod HL, Fillingim RB, Hicks JK, Cavallari LH. CYP2D6-guided opioid therapy for adults with cancer pain: A randomized implementation clinical trial. Pharmacotherapy 2023; 43:1286-1296. [PMID: 37698371 PMCID: PMC10840965 DOI: 10.1002/phar.2875] [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: 04/05/2023] [Revised: 07/31/2023] [Accepted: 08/02/2023] [Indexed: 09/13/2023]
Abstract
INTRODUCTION The CYP2D6 enzyme metabolizes opioids commonly prescribed for cancer-related pain, and CYP2D6 polymorphisms may contribute to variability in opioid response. We evaluated the feasibility of implementing CYP2D6-guided opioid prescribing for patients with cancer and reported pilot outcome data. METHODS Adult patients from two cancer centers were prospectively enrolled into a hybrid implementation-effectiveness clinical trial and randomized to CYP2D6-genotype-guided opioid selection, with clinical recommendations, or usual care. Implementation metrics, including provider response, medication changes consistent with recommendations, and patient-reported pain and symptom scores at baseline and up to 8 weeks, were assessed. RESULTS Most (87/114, 76%) patients approached for the study agreed to participate. Of 85 patients randomized, 71% were prescribed oxycodone at baseline. The median (range) time to receive CYP2D6 test results was 10 (3-37) days; 24% of patients had physicians acknowledge genotype results in a clinic note. Among patients with CYP2D6-genotype-guided recommendations to change therapy (n = 11), 18% had a change congruent with recommendations. Among patients who completed baseline and follow-up questionnaires (n = 48), there was no difference in change in mean composite pain score (-1.01 ± 2.1 vs. -0.41 ± 2.5; p = 0.19) or symptom severity at last follow-up (3.96 ± 2.18 vs. 3.47 ± 1.78; p = 0.63) between the usual care arm (n = 26) and genotype-guided arm (n = 22), respectively. CONCLUSION Our study revealed high acceptance of pharmacogenetic testing as part of a clinical trial among patients with cancer pain. However, provider response to genotype-guided recommendations was low, impacting assessment of pain-related outcomes. Addressing barriers to utility of pharmacogenetics results and clinical recommendations will be critical for implementation success.
Collapse
Affiliation(s)
- Scott A Mosley
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, Florida, USA
- Department of Clinical Pharmacy, University of Southern California, Los Angeles, California, USA
| | - Emily Cicali
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, Florida, USA
| | - Alex Del Cueto
- Department of Individualized Cancer Management, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Diane G Portman
- Department of Supportive Care Medicine, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Kristine A Donovan
- Department of Supportive Care Medicine, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Yan Gong
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, Florida, USA
| | - Taimour Langaee
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, Florida, USA
| | - Priya Gopalan
- Division of Hematology and Oncology, Department of Medicine, College of Medicine, University of Florida, Gainesville, Florida, USA
| | - Jessica Schmit
- Division of Hematology and Oncology, Department of Medicine, College of Medicine, University of Florida, Gainesville, Florida, USA
| | - Jason S Starr
- Division of Hematology/Oncology, Mayo Clinic, Jacksonville, Florida, USA
| | - Natalie Silver
- Department of Otolaryngology, College of Medicine, University of Florida, Gainesville, Florida, USA
| | - Young D Chang
- Department of Supportive Care Medicine, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Sahana Rajasekhara
- Department of Supportive Care Medicine, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Joshua E Smith
- Department of Supportive Care Medicine, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Heloisa P Soares
- Department of Gastrointestinal Oncology, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Michael Clare-Salzler
- Department of Pathology, Immunology & Laboratory Medicine, College of Medicine, University of Florida, Gainesville, Florida, USA
| | - Petr Starostik
- Department of Pathology, Immunology & Laboratory Medicine, College of Medicine, University of Florida, Gainesville, Florida, USA
| | - Thomas J George
- Division of Hematology and Oncology, Department of Medicine, College of Medicine, University of Florida, Gainesville, Florida, USA
| | | | - Roger B Fillingim
- Department of Community Dentistry and Behavioral Science, College of Dentistry, Gainesville, Florida, USA
- Clinical and Translational Science Institute, University of Florida, Gainesville, Florida, USA
| | - J Kevin Hicks
- Department of Individualized Cancer Management, H. Lee Moffitt Cancer Center and Research Institute, Tampa, Florida, USA
| | - Larisa H Cavallari
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, Florida, USA
| |
Collapse
|
11
|
Jatta N, Stanslas J, Yong ACH, Ho WC, Wan Ahmad Kammal WSL, Chua EW, How KN. Whole blood hydroxychloroquine: Does genetic polymorphism of cytochrome P450 enzymes have a role? Clin Exp Med 2023; 23:4141-4152. [PMID: 37480404 DOI: 10.1007/s10238-023-01142-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Accepted: 07/12/2023] [Indexed: 07/24/2023]
Abstract
Systemic lupus erythematosus (SLE) is a chronic autoimmune disease with a wide range of clinical manifestations and multifactorial etiologies ranging from environmental to genetic. SLE is associated with dysregulated immunological reactions, with increased immune complex formation leading to end-organ damages such as lupus nephritis, cutaneous lupus, and musculoskeletal disorders. Lupus treatment aims to reduce disease activity, prevent organ damage, and improve long-term patient survival and quality of life. Antimalarial, hydroxychloroquine (HCQ) is used as a first-line systemic treatment for lupus. It has shown profound efficacy in lupus and its associated conditions. However, wide variation in terms of clinical response to this drug has been observed among this group of patients. This variability has limited the potential of HCQ to achieve absolute clinical benefits. Several factors, including genetic polymorphisms of cytochrome P450 enzymes, have been stipulated as key entities leading to this inter-individual variation. Thus, there is a need for more studies to understand the role of genetic polymorphisms in CYP450 enzymes in the clinical response to HCQ. Focusing on the role of genetic polymorphism on whole blood HCQ in lupus disorder, this review aims to highlight up-to-date pathophysiology of SLE, the mechanism of action of HCQ, and finally the role of genetic polymorphism of CYP450 enzymes on whole blood HCQ level as well as clinical response in lupus.
Collapse
Affiliation(s)
- Njundu Jatta
- Department of Medicine, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia
| | - Johnson Stanslas
- Department of Medicine, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia
| | - Audrey Chee Hui Yong
- School of Pharmacy, MAHSA University, Bandar Saujana Putra, Jenjarom, Selangor, Malaysia
| | - Wen Chung Ho
- Department of Medicine, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia
- Dermatology Unit, Hospital Sultan Abdul Aziz Shah, Universiti Putra Malaysia, Serdang, Malaysia
| | - Wan Syazween Lyana Wan Ahmad Kammal
- Department of Medicine, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia
- Dermatology Unit, Hospital Sultan Abdul Aziz Shah, Universiti Putra Malaysia, Serdang, Malaysia
| | - Eng Wee Chua
- Faculty of Pharmacy, Universiti Kebangsaan Malaysia, Jalan Raja Muda Abdul Aziz, Kuala Lumpur, Malaysia
| | - Kang Nien How
- Department of Medicine, Faculty of Medicine and Health Sciences, Universiti Putra Malaysia, 43400, Serdang, Selangor, Malaysia.
- Dermatology Unit, Hospital Sultan Abdul Aziz Shah, Universiti Putra Malaysia, Serdang, Malaysia.
| |
Collapse
|
12
|
Sheikh S, Fernandez R, Smotherman C, Brailsford J, Langaee T, Velasquez E, Henson M, Munson T, Bertrand A, Hendry P, Anton S, Fillingim RB, Cavallari LH. A pilot study to identify pharmacogenomic and clinical risk factors associated with opioid related falls and adverse effects in older adults. Clin Transl Sci 2023; 16:2331-2344. [PMID: 37705211 PMCID: PMC10651658 DOI: 10.1111/cts.13634] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2023] [Revised: 07/01/2023] [Accepted: 08/30/2023] [Indexed: 09/15/2023] Open
Abstract
Given the high prevalence of pain in older adults and current trends in opioid prescribing, inclusion of genetic information in risk prediction tools may improve opioid risk assessment. Our objectives were to (1) determine the feasibility of recruiting socioeconomically disadvantaged and racially diverse middle aged and older adult populations for a study seeking to identify risk factors for opioid-related falls and other serious adverse effects and (2) explore potential associations between the Risk Index for Overdose or Serious Opioid-induced Respiratory Depression (CIP-RIOSORD) risk class and other patient factors with falls and serious opioid adverse effects. This was an observational study of 44 participants discharged home from the emergency department with an opioid prescription for acute pain and followed for 30 days. We found pain interference may predict opioid-related falls or serious adverse effects within older, opioid-treated patients. If validated, pain interference may prove to be a beneficial marker for risk stratification of older adults initiated on opioids for acute pain.
Collapse
Affiliation(s)
- Sophia Sheikh
- Department of Emergency MedicineUniversity of Florida College of Medicine‐JacksonvilleJacksonvilleFloridaUSA
| | - Rosemarie Fernandez
- Department of Emergency MedicineUniversity of Florida College of MedicineGainesvilleFloridaUSA
| | - Carmen Smotherman
- Center for Data SolutionsUniversity of Florida, College of Medicine‐JacksonvilleJacksonvilleFloridaUSA
| | - Jennifer Brailsford
- Center for Data SolutionsUniversity of Florida, College of Medicine‐JacksonvilleJacksonvilleFloridaUSA
| | - Taimour Langaee
- Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics and Precision MedicineUniversity of Florida College of PharmacyGainesvilleFloridaUSA
| | - Esteban Velasquez
- Department of Emergency MedicineUniversity of Florida College of Medicine‐JacksonvilleJacksonvilleFloridaUSA
| | - Morgan Henson
- Department of Emergency MedicineUniversity of Florida College of Medicine‐JacksonvilleJacksonvilleFloridaUSA
| | - Taylor Munson
- Department of Emergency MedicineUniversity of Florida College of Medicine‐JacksonvilleJacksonvilleFloridaUSA
| | - Andrew Bertrand
- Department of Emergency MedicineUniversity of Florida College of Medicine‐JacksonvilleJacksonvilleFloridaUSA
| | - Phyllis Hendry
- Department of Emergency MedicineUniversity of Florida College of Medicine‐JacksonvilleJacksonvilleFloridaUSA
| | - Stephen Anton
- Department of Physiology and AgingUniversity of FloridaGainesvilleFloridaUSA
| | - Roger B. Fillingim
- Department of Community Dentistry and Behavioral ScienceUniversity of Florida College of DentistryGainesvilleFloridaUSA
| | - Larisa H. Cavallari
- Department of Pharmacotherapy and Translational Research, Center for Pharmacogenomics and Precision MedicineUniversity of Florida College of PharmacyGainesvilleFloridaUSA
| |
Collapse
|
13
|
Padmanabhan S, du Toit C, Dominiczak AF. Cardiovascular precision medicine - A pharmacogenomic perspective. CAMBRIDGE PRISMS. PRECISION MEDICINE 2023; 1:e28. [PMID: 38550953 PMCID: PMC10953758 DOI: 10.1017/pcm.2023.17] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/06/2023] [Revised: 05/24/2023] [Accepted: 06/12/2023] [Indexed: 05/16/2024]
Abstract
Precision medicine envisages the integration of an individual's clinical and biological features obtained from laboratory tests, imaging, high-throughput omics and health records, to drive a personalised approach to diagnosis and treatment with a higher chance of success. As only up to half of patients respond to medication prescribed following the current one-size-fits-all treatment strategy, the need for a more personalised approach is evident. One of the routes to transforming healthcare through precision medicine is pharmacogenomics (PGx). Around 95% of the population is estimated to carry one or more actionable pharmacogenetic variants and over 75% of adults over 50 years old are on a prescription with a known PGx association. Whilst there are compelling examples of pharmacogenomic implementation in clinical practice, the case for cardiovascular PGx is still evolving. In this review, we shall summarise the current status of PGx in cardiovascular diseases and look at the key enablers and barriers to PGx implementation in clinical practice.
Collapse
Affiliation(s)
- Sandosh Padmanabhan
- BHF Glasgow Cardiovascular Research Centre, School of Cardiovascular and Metabolic Health, University of Glasgow, Glasgow, UK
| | - Clea du Toit
- BHF Glasgow Cardiovascular Research Centre, School of Cardiovascular and Metabolic Health, University of Glasgow, Glasgow, UK
| | - Anna F. Dominiczak
- BHF Glasgow Cardiovascular Research Centre, School of Cardiovascular and Metabolic Health, University of Glasgow, Glasgow, UK
| |
Collapse
|
14
|
Agulló L, Aguado I, Muriel J, Margarit C, Gómez A, Escorial M, Sánchez A, Fernández A, Peiró AM. Pharmacogenetic Guided Opioid Therapy Improves Chronic Pain Outcomes and Comorbid Mental Health: A Randomized, Double-Blind, Controlled Study. Int J Mol Sci 2023; 24:10754. [PMID: 37445931 DOI: 10.3390/ijms241310754] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2023] [Revised: 06/20/2023] [Accepted: 06/25/2023] [Indexed: 07/15/2023] Open
Abstract
Interindividual variability in analgesic response is at least partly due to well-characterized polymorphisms that are associated with opioid dosing and adverse outcomes. The Clinical Pharmacogenetics Implementation Consortium (CPIC) has put forward recommendations for the CYP2D6 phenotype, but the list of studied drug-gene pairs continues to grow. This clinical trial randomized chronic pain patients (n = 60), referred from primary care to pain unit care into two opioid prescribing arms, one guided by CYP2D6, μ-opioid receptor (OPRM1), and catechol-O-methyl transferase (COMT) genotypes vs. one with clinical routine. The genotype-guided treatment reduced pain intensity (76 vs. 59 mm, p < 0.01) by improving pain relief (28 vs. 48 mm, p < 0.05), increased quality of life (43 vs. 56 mm p < 0.001), and lowered the incidence of clinically relevant adverse events (3 [1-5] vs. 1 [0-2], p < 0.01) and 42% opioid dose (35 [22-61] vs. 60 [40-80] mg/day, p < 0.05) as opposed to usual prescribing arm. The final health utility score was significantly higher (0.71 [0.58-0.82] vs. 0.51 [0.13-0.67] controls, p < 0.05) by improving sleepiness and depression comorbidity, with a significant reduction of 30-34% for headache, dry mouth, nervousness, and constipation. A large-scale implementation analysis could help clinical translation, together with a pharmaco-economic evaluation.
Collapse
Affiliation(s)
- Laura Agulló
- Pharmacogenetic Unit, Clinical Pharmacology Department, Alicante Institute for Health and Biomedical Research (ISABIAL), General University Hospital of Alicante, c/Pintor Baeza, 12, 03010 Alicante, Spain
- Clinical Pharmacology, Toxicology and Chemical Safety Unit, Institute of Bioengineering, Miguel Hernández University, Avda. de la Universidad s/n, 03202 Elche, Spain
| | - Isidro Aguado
- Pharmacogenetic Unit, Clinical Pharmacology Department, Alicante Institute for Health and Biomedical Research (ISABIAL), General University Hospital of Alicante, c/Pintor Baeza, 12, 03010 Alicante, Spain
| | - Javier Muriel
- Pharmacogenetic Unit, Clinical Pharmacology Department, Alicante Institute for Health and Biomedical Research (ISABIAL), General University Hospital of Alicante, c/Pintor Baeza, 12, 03010 Alicante, Spain
- Clinical Pharmacology, Toxicology and Chemical Safety Unit, Institute of Bioengineering, Miguel Hernández University, Avda. de la Universidad s/n, 03202 Elche, Spain
| | - César Margarit
- Pain Unit, Department of Health of Alicante, General University Hospital of Alicante, c/Pintor Baeza, 12, 03010 Alicante, Spain
| | - Alba Gómez
- Clinical Pharmacology, Toxicology and Chemical Safety Unit, Institute of Bioengineering, Miguel Hernández University, Avda. de la Universidad s/n, 03202 Elche, Spain
| | - Mónica Escorial
- Pharmacogenetic Unit, Clinical Pharmacology Department, Alicante Institute for Health and Biomedical Research (ISABIAL), General University Hospital of Alicante, c/Pintor Baeza, 12, 03010 Alicante, Spain
- Clinical Pharmacology, Toxicology and Chemical Safety Unit, Institute of Bioengineering, Miguel Hernández University, Avda. de la Universidad s/n, 03202 Elche, Spain
| | - Astrid Sánchez
- San Vicente del Raspeig II Health Center, c/Alicante, 78, Sant Vicent del Raspeig, 03690 Alicante, Spain
| | - Alicia Fernández
- San Vicente del Raspeig II Health Center, c/Alicante, 78, Sant Vicent del Raspeig, 03690 Alicante, Spain
| | - Ana M Peiró
- Pharmacogenetic Unit, Clinical Pharmacology Department, Alicante Institute for Health and Biomedical Research (ISABIAL), General University Hospital of Alicante, c/Pintor Baeza, 12, 03010 Alicante, Spain
- Clinical Pharmacology, Toxicology and Chemical Safety Unit, Institute of Bioengineering, Miguel Hernández University, Avda. de la Universidad s/n, 03202 Elche, Spain
| |
Collapse
|
15
|
Morris SA, Nguyen DG, Patel JN. Pharmacogenomics in allogeneic hematopoietic stem cell transplantation: Implications on supportive therapies and conditioning regimens. Best Pract Res Clin Haematol 2023; 36:101470. [PMID: 37353294 DOI: 10.1016/j.beha.2023.101470] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 04/17/2023] [Accepted: 04/17/2023] [Indexed: 06/25/2023]
Abstract
Allogeneic hematopoietic stem cell transplantation mortality has declined over the years, though prevention and management of treatment-related toxicities and post-transplant complications remains challenging. Applications of pharmacogenomic testing can potentially mitigate adverse drug outcomes due to interindividual variability in drug metabolism and response. This review summarizes clinical pharmacogenomic applications relevant to hematopoietic stem cell transplantation, including antifungals, immunosuppressants, and supportive care management, as well as emerging pharmacogenomic evidence with conditioning regimens.
Collapse
Affiliation(s)
- Sarah A Morris
- Department of Cancer Pharmacology & Pharmacogenomics Levine Cancer Institute, Atrium Health, 1021 Morehead Medical Drive, Charlotte, NC, 28204, USA.
| | - D Grace Nguyen
- Department of Cancer Pharmacology & Pharmacogenomics Levine Cancer Institute, Atrium Health, 1021 Morehead Medical Drive, Charlotte, NC, 28204, USA.
| | - Jai N Patel
- Department of Cancer Pharmacology & Pharmacogenomics Levine Cancer Institute, Atrium Health, 1021 Morehead Medical Drive, Charlotte, NC, 28204, USA.
| |
Collapse
|
16
|
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.
Collapse
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
| |
Collapse
|
17
|
Malcangi G, Patano A, Guglielmo M, Sardano R, Palmieri G, Di Pede C, de Ruvo E, Inchingolo AD, Mancini A, Inchingolo F, Bordea IR, Dipalma G, Inchingolo AM. Precision Medicine in Oral Health and Diseases: A Systematic Review. J Pers Med 2023; 13:jpm13050725. [PMID: 37240895 DOI: 10.3390/jpm13050725] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2023] [Revised: 04/23/2023] [Accepted: 04/24/2023] [Indexed: 05/28/2023] Open
Abstract
Precision medicine (PM) is personalized medicine that can develop targeted medical therapies for the individual patient, in which "omics" sciences lead to an integration of data that leads to highly predictive models of the functioning of the individual biological system. They enable rapid diagnosis, assessment of disease dynamics, identification of targeted treatment protocols, and reduction of costs and psychological stress. "Precision dentistry" (DP) is one promising application that need further investigation; the purpose of this paper is therefore to give physicians an overview of the knowledge they need to enhance treatment planning and patient response to therapy. A systematic literature review was conducted on the PubMed, Scopus, and Web of Science databases by analyzing the articles examining the role of precision medicine in dentistry. PM aims to shed light on cancer prevention strategies, by identifying risk factors, and on malformations such as orofacial cleft. Another application is pain management by repurposing drugs created for other diseases to target biochemical mechanisms. The significant heritability of traits regulating bacterial colonization and local inflammatory responses is another result of genomic research, and is useful for DP in the field of caries and periodontitis. This approach may also be useful in the field of orthodontics and regenerative dentistry. The possibility of creating an international network of databases will lead to the diagnosis, prediction, and prevention of disease outbreaks, providing significant economic savings for the world's health care systems.
Collapse
Affiliation(s)
- Giuseppina Malcangi
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", 70121 Bari, Italy
| | - Assunta Patano
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", 70121 Bari, Italy
| | | | - Roberta Sardano
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", 70121 Bari, Italy
| | - Giulia Palmieri
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", 70121 Bari, Italy
| | - Chiara Di Pede
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", 70121 Bari, Italy
| | - Elisabetta de Ruvo
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", 70121 Bari, Italy
| | | | - Antonio Mancini
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", 70121 Bari, Italy
| | - Francesco Inchingolo
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", 70121 Bari, Italy
| | - Ioana Roxana Bordea
- Department of Oral Rehabilitation, Faculty of Dentistry, Iuliu Hațieganu University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania
| | - Gianna Dipalma
- Department of Interdisciplinary Medicine, University of Bari "Aldo Moro", 70121 Bari, Italy
| | | |
Collapse
|
18
|
Mir JF, Rodríguez-Caba C, Estrada-Campmany M, Fernández de Gamarra-Martínez E, Mangues MA, Bagaría G, Riera P. An Integrated Multidisciplinary Circuit Led by Hospital and Community Pharmacists to Implement Clopidogrel Pharmacogenetics in Clinical Practice. PHARMACY 2023; 11:pharmacy11020076. [PMID: 37104082 PMCID: PMC10146470 DOI: 10.3390/pharmacy11020076] [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: 03/17/2023] [Revised: 04/04/2023] [Accepted: 04/06/2023] [Indexed: 04/28/2023] Open
Abstract
The use of pharmacogenetics to optimize pharmacotherapy is growing rapidly. This study evaluates the feasibility and operability of a collaborative circuit involving hospital and community pharmacists to implement clopidogrel pharmacogenetics in Barcelona, Catalonia, Spain. We aimed to enroll patients with a clopidogrel prescription from cardiologists at the collaborating hospital. Community pharmacists collected patients' pharmacotherapeutic profiles and saliva samples, which were then sent to the hospital for CYP2C19 genotyping. Hospital pharmacists collated the obtained data with patients' clinical records. Data were analyzed jointly with a cardiologist to assess the suitability of clopidogrel. The provincial pharmacists' association coordinated the project and provided IT and logistic support. The study began in January 2020. However, it was suspended in March 2020 due to the COVID-19 pandemic. At that moment, 120 patients had been assessed, 16 of whom met the inclusion criteria and were enrolled in the study. The processing of samples obtained before the pandemic had an average delay of 13.8 ± 5.4 days. A total of 37.5% patients were intermediate metabolizers and 18.8% were ultrarapid metabolizers. No poor metabolizers were detected. Pharmacists rated their experience with a 7.3 ± 2.7 likelihood of recommending that fellow pharmacists participate. The net promoter score among participating pharmacists was +10%. Our results show that the circuit is feasible and operable for further initiatives.
Collapse
Affiliation(s)
- Joan Francesc Mir
- Professional Projects and Research Area, Col·legi de Farmacèutics de Barcelona/Barcelona Pharmacists' Association, 08009 Barcelona, Spain
- Blanquerna School of Health Sciences, Universitat Ramon Llull, 08022 Barcelona, Spain
| | - Cristina Rodríguez-Caba
- Professional Projects and Research Area, Col·legi de Farmacèutics de Barcelona/Barcelona Pharmacists' Association, 08009 Barcelona, Spain
| | - Maria Estrada-Campmany
- Professional Projects and Research Area, Col·legi de Farmacèutics de Barcelona/Barcelona Pharmacists' Association, 08009 Barcelona, Spain
| | | | - Maria Antònia Mangues
- Pharmacy Department, Institut d'Investigació Biomèdica Sant Pau (IIB-Sant Pau), Hospital de la Santa Creu i Sant Pau, 08025 Barcelona, Spain
| | - Guillermo Bagaría
- Professional Projects and Research Area, Col·legi de Farmacèutics de Barcelona/Barcelona Pharmacists' Association, 08009 Barcelona, Spain
| | - Pau Riera
- Pharmacy Department, Institut d'Investigació Biomèdica Sant Pau (IIB-Sant Pau), Hospital de la Santa Creu i Sant Pau, 08025 Barcelona, Spain
- CIBER de Enfermedades Raras (CIBERER), Instituto de Salud Carlos III, 28029 Madrid, Spain
| |
Collapse
|
19
|
Smith DM, Figg WD. Evidence Regarding Pharmacogenetics in Pain Management and Cancer. Oncologist 2023; 28:189-192. [PMID: 36718020 PMCID: PMC10020807 DOI: 10.1093/oncolo/oyac277] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Accepted: 12/15/2022] [Indexed: 02/01/2023] Open
Abstract
Patients experience interindividual variation in response to analgesics, which may be partially explained by genetics. This commentary discusses a recently published trial on COMT genotype and opioid dose requirements and describes the potential role for COMT and other genes (eg, CYP2D6) on opioid therapy and the current evidence for germline pharmacogenetics and resources for opioid pharmacogenetics.
Collapse
Affiliation(s)
- D Max Smith
- Corresponding author: D. Max Smith, PharmD, MedStar Health, 3007 Tilden Street NW, Suite 7L, Washington, DC 20008, USA.
| | - William D Figg
- Molecular Pharmacology Section, Genitourinary Malignancies Branch, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Bethesda, MD, USA
| |
Collapse
|
20
|
Reeves AA, Hopefl R, Deb S. Evaluation of pharmacogenomic evidence for drugs related to ADME genes in CPIC database. Drug Metab Pers Ther 2023; 38:65-78. [PMID: 36257916 DOI: 10.1515/dmpt-2022-0123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2022] [Accepted: 08/19/2022] [Indexed: 02/21/2023]
Abstract
OBJECTIVES Clinical Pharmacogenetics Implementation Consortium (CPIC) is a platform that advances the pharmacogenomics (PGx) practice by developing evidence-based guidelines. The purpose of this study was to analyze the CPIC database for ADME related genes and their corresponding drugs, and evidence level for drug-gene pairs; and to determine the presence of these drug-gene pairs in the highest mortality diseases in the United States. METHODS CPIC database was evaluated for drug-gene pairs related to absorption, distribution, metabolism, and excretion (ADME) properties. National Vital Statistics from Centers for Disease Control and Prevention was used to identify the diseases with the highest mortality. CPIC levels are assigned to different drug-gene pairs based on varying levels of evidence as either A, B, C, or D. All drug-gene pairs assigned with A/B, B/C, or C/D mixed levels were excluded from this study. A stepwise exclusion process was followed to determine the prevalence of various ADME drug-gene pairs among phase I/II enzymes or transporters and stratify the drug-gene pairs relevant to different disease conditions most commonly responsible for death in the United States. RESULTS From a total of 442 drug-gene pairs in the CPIC database, after exclusion of 86 drug-gene pairs with levels A/B, B/C, or C/D, and 211 non-ADME related genes, 145 ADME related drug-gene pairs resulted. From the 145 ADME related drug-genes pairs, the following were the distribution of levels: Level A: 43 (30%), Level B: 22 (15%), Level C: 59 (41%), Level D: 21 (14%). The most prevalent ADME gene with CPIC level A classification was cytochrome P450 2C9 (CYP2C9) (26%) and overall, the most prevalent ADME gene in the CPIC database was CYP2D6 (30%). The most prevalent diseases related to the CPIC evidence related drugs were cancer and depression. CONCLUSIONS We found that there is an abundance of ADME related genes in the CPIC database, including in the high mortality disease states of cancer and depression. There is a differential level of pharmacogenomic evidence in drug-gene pairs enlisted in CPIC where levels A and D having the greatest number of drug-gene pairs. CYP2D6 was the most common ADME gene with CPIC evidence for drug-gene pairs. Pharmacogenomic applications of CPIC evidence can be leveraged to individualize patient therapy and lower adverse effect events.
Collapse
Affiliation(s)
- Anthony Allen Reeves
- Department of Pharmaceutical Sciences, College of Pharmacy, Larkin University, Miami, FL, USA
| | - Robert Hopefl
- Department of Pharmaceutical Sciences, College of Pharmacy, Larkin University, Miami, FL, USA
| | - Subrata Deb
- Department of Pharmaceutical Sciences, College of Pharmacy, Larkin University, Miami, FL, USA
| |
Collapse
|
21
|
Obeng AO, Scott SA, Kaszemacher T, Ellis SB, Mejia A, Gomez A, Nadukuru R, Abul-Husn NS, Vega A, Waite E, Gottesman O, Cho J, Bottinger EP. Prescriber Adoption of SLCO1B1 Genotype-Guided Simvastatin Clinical Decision Support in a Clinical Pharmacogenetics Program. Clin Pharmacol Ther 2023; 113:321-327. [PMID: 36372942 DOI: 10.1002/cpt.2773] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2022] [Accepted: 10/08/2022] [Indexed: 11/15/2022]
Abstract
Pharmacogenetic implementation programs are increasingly feasible due to the availability of clinical guidelines for implementation research. The utilization of these resources has been reported with selected drug-gene pairs; however, little is known about how prescribers respond to pharmacogenetic recommendations for statin therapy. We prospectively assessed prescriber interaction with point-of-care clinical decision support (CDS) to guide simvastatin therapy for a diverse cohort of primary care patients enrolled in a clinical pharmacogenetics program. Of the 1,639 preemptively genotyped patients, 298 (18.2%) had an intermediate function (IF) OATP1B1 phenotype and 25 (1.53%) had a poor function (PF) phenotype, predicted by a common single nucleotide variant in the SLCO1B1 gene (c.521T>C; rs4149056). Clinicians were presented with CDS when simvastatin was prescribed for patients with IF or PF through the electronic health record. Importantly, 64.2% of the CDS deployed at the point-of-care was accepted by the prescribers and resulted in prescription changes. Statin intensity was found to significantly influence prescriber adoption of the pharmacogenetic-guided CDS, whereas patient gender or race, prescriber type, or pharmacogenetic training status did not significantly influence adoption. This study demonstrates that primary care providers readily adopt pharmacogenetic information to guide statin therapy for the majority of patients with preemptive genotype data.
Collapse
Affiliation(s)
- Aniwaa Owusu Obeng
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA.,Pharmacy Department, The Mount Sinai Hospital, New York, New York, USA.,Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Stuart A Scott
- Department of Pathology, Stanford University, Stanford, California, USA.,Clinical Genomics Laboratory, Stanford Health Care, Palo Alto, California, USA
| | - Tom Kaszemacher
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Stephen B Ellis
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Ana Mejia
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Alanna Gomez
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Rajiv Nadukuru
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Noura S Abul-Husn
- Institute for Genomic Health, Icahn School of Medicine at Mount Sinai, New York, New York, USA.,Division of Genomic Medicine, Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA.,23andMe Inc., Sunnyvale, California, USA
| | - Aida Vega
- Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA.,Mount Sinai Faculty Practice Associates, Primary Care Program, The Mount Sinai Health system, New York, New York, USA
| | - Eva Waite
- Mount Sinai Faculty Practice Associates, Primary Care Program, The Mount Sinai Health system, New York, New York, USA
| | - Omri Gottesman
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA.,Department of Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA.,Empirico Inc., San Diego, California, USA
| | - Judy Cho
- The Charles Bronfman Institute for Personalized Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA.,Department of Pathology, Molecular and Cell-Based Medicine, Icahn School of Medicine at Mount Sinai, New York, New York, USA
| | - Erwin P Bottinger
- Hasso Plattner Institute for Digital Health at Mount Sinai, Icahn School of Medicine at Mount Sinai, New York, New York, USA.,Digital Health Center, Hasso Plattner Institute, University of Potsdam, Potsdam, Germany
| |
Collapse
|
22
|
Case Report: Performing a Medication Safety Review Assisted by Pharmacogenomics to Explain a Prescribing Cascade Resulting in a Patient Fall. MEDICINA (KAUNAS, LITHUANIA) 2023; 59:medicina59010118. [PMID: 36676742 PMCID: PMC9863497 DOI: 10.3390/medicina59010118] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/18/2022] [Revised: 12/31/2022] [Accepted: 01/03/2023] [Indexed: 01/11/2023]
Abstract
Pharmacotherapy for major depressive disorder (MDD) typically consists of trial-and-error and clinician preference approaches, where patients often fail one or more antidepressants before finding an optimal regimen. Pharmacogenomics (PGx) can assist in prescribing appropriate antidepressants, thereby reducing the time to MDD remission and occurrence of adverse drug events. Since many antidepressants are metabolized by and/or inhibit cytochrome P450 enzymes (e.g., CYP2C19 or CYP2D6), drug-induced phenoconversion is common in patients on antidepressant combinations. This condition influences the interpretation of a patient's PGx results, overall risk of ineffective/adverse medication response due to multi-drug interactions, and the recommendations. This complex case describes a patient with MDD, generalized anxiety disorder, and chronic pain who experienced a fall due to excessive sedation following a prescribing cascade of fluoxetine, bupropion, and doxepin. These antidepressants delivered a significant additive sedative effect and interacted with the patient's hydrocodone, potentially contributing to uncontrolled pain, upward dose titration of hydrocodone, and a higher overall sedative burden. The PGx results and drug-induced phenoconversion described in this case report explain the patient's excessive sedation and possibly ineffective/toxic antidepressant and opioid treatment. This case report also illustrates how a more timely multi-drug interaction assessment (preferably in conjunction with preemptive PGx testing) may have informed a different prescribing pattern, reduced/avoided a prescribing cascade, and potentially prevented a drug-related fall.
Collapse
|
23
|
Rodriguez-Monguio R, Lun Z, Dickinson DT, Do C, Hyland B, Kocharyan E, Liu L, Steinman MA. Safety implications of concomitant administration of antidepressants and opioid analgesics in surgical patients. Expert Opin Drug Saf 2023; 22:477-484. [PMID: 36803512 PMCID: PMC11059447 DOI: 10.1080/14740338.2023.2181333] [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: 08/01/2022] [Accepted: 01/31/2023] [Indexed: 02/22/2023]
Abstract
BACKGROUND Commonly prescribed antidepressants (paroxetine, fluoxetine, duloxetine, bupropion) inhibit bioconversion of several prodrug opioid medications to their active metabolite, potentially decreasing analgesic effect. There is a paucity of studies assessing the risk-benefit of concomitant administration of antidepressants and opioids. RESEARCH DESIGN AND METHODS Observational study of adult patients taking antidepressants prior to scheduled surgery using 2017-2019 electronic medical record data to assess perioperative use of opioids and to determine the incidence and risk factors for developing postoperative delirium. We conducted a generalized linear regression with the Gamma log-link to assess the association between use of antidepressants and opioids and a logistic regression to assess the association between antidepressants use and the likelihood of developing postoperative delirium. RESULTS After controlling for patient demographic and clinical characteristics, and postoperative pain, use of inhibiting antidepressants was associated with 1.67 times greater use of opioids per hospitalization day (p = 0.00154), a two-fold increase in the risk for developing postoperative delirium (p = 0.0224), and an estimated average of four additional days of hospitalization (p < 0.00001) compared to use of non-inhibiting antidepressants. CONCLUSIONS Careful consideration to drug-drug interactions and risk of related adverse events remains critical in the safe and optimal management of postoperative pain in patients taking concomitantly antidepressants.
Collapse
Affiliation(s)
- Rosa Rodriguez-Monguio
- Department of Clinical Pharmacy, School of Pharmacy, University of California San Francisco, California, USA
- Medication Outcomes Center, University of California San Francisco, California, USA
- Philip R. Lee Institute for Health Policy Studies, the University of California San Francisco, California, USA
| | - Zhixin Lun
- Medication Outcomes Center, University of California San Francisco, California, USA
| | - Drew T Dickinson
- Department of Clinical Pharmacy, School of Pharmacy, University of California San Francisco, California, USA
| | - Connie Do
- Department of Clinical Pharmacy, School of Pharmacy, University of California San Francisco, California, USA
| | - Bailey Hyland
- Department of Clinical Pharmacy, School of Pharmacy, University of California San Francisco, California, USA
| | - Eline Kocharyan
- Department of Clinical Pharmacy, School of Pharmacy, University of California San Francisco, California, USA
| | - Leanne Liu
- Department of Clinical Pharmacy, School of Pharmacy, University of California San Francisco, California, USA
| | - Michael A Steinman
- Division of Geriatrics, School of Medicine, University of California San Francisco, California, USA
| |
Collapse
|
24
|
Merchant S, Prows CA, Yang F, Ding L, MacDonald J, Zhang X, Sadhasivam S, Garcia V, Sturm P, Chidambaran V. Association of CYP2D6 genotype predicted phenotypes with oxycodone requirements and side effects in children undergoing surgery. ANNALS OF TRANSLATIONAL MEDICINE 2022; 10:1262. [PMID: 36618804 PMCID: PMC9816853 DOI: 10.21037/atm-2022-58] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/03/2022] [Accepted: 10/23/2022] [Indexed: 11/21/2022]
Abstract
Background Oxycodone is a commonly used oral opioid in children for treating postoperative pain. Highly polymorphic gene CYP2D6 metabolizes oxycodone into its more potent metabolite, oxymorphone. We hypothesized that altered activity due to CYP2D6 polymorphisms will influence oxycodone requirements {relative oxycodone use [oxycodone morphine equivalents (MEq)/total MEq] to maintain analgesia} (primary outcome) and risk for oxycodone induced side-effects such as respiratory depression (RD) and emesis (secondary outcomes). We also explored the influence of genotype availability and provider guidance on oral opioid prescription patterns. Methods Patients who underwent Nuss procedure and spine fusion with CYP2D6 genotyping results available preoperatively were included. Data on demographics, genotypes, oral opioids, pain scores, RD and emesis were collected. Univariate and multivariable regression for comparison of CYP2D6 genotype predicted poor, ultrarapid, intermediate metabolizers (PM, UM and IM) phenotype with normal metabolizers (NM) for outcomes were performed. Stratified logistic regression was conducted in low (oxycodone/total MEq <0.5) and high (and oxycodone/total MEq >0.5) oxycodone use groups for RD and emesis, with application of firth correction due to quasi-complete separations. Breslow-Day test was used to evaluate odds ratios for prescribing genotype directed opioid between control group (2012-15) (where providers were alerted to genotyping results availability but not directed to use them while prescribing) and genotype directed groups (2016-18) (where providers were directed to use the genotyping results available to them while prescribing oxycodone after surgery). Results Of 193 subjects (age 15.9±0.25 years, 28.5% female, 93.78% White; 101 NM, 76 IM, 10 PM and 6 UM), 77.72% underwent pectus surgery. CYP2D6 phenotype was associated with oxycodone MEq/total MEq requirements (P<0.001). Both PM and UM phenotypes had lower oxycodone requirements compared to NM [-0.316 (SE 0.098), P=0.005 and -0.432 (SE 0.113), P<0.001 respectively]. CYP2D6 phenotype was associated with RD in high use oxycodone group (P=0.018) but not low use oxycodone groups (P=0.634). No phenotype association was found for emesis. Oxycodone was prescribed to 91.24% of NM/IM vs. 66.67% of PM/UM (P=0.129) in control group and 94.64% of NM/IM vs. 28.57% of PM/UM (P<0.001) in the genotype-directed group. PM/UM phenotypes in genotype directed group had a lower chance of being prescribed oxycodone (effect size =-2.775; SE 1.566; P=0.076). Conclusions Our findings suggest CYP2D6 genotypes are associated with oxycodone requirements for analgesia and may influence risk for RD. Genotype availability and guidance likely influence oral opioid prescription pattern after surgery. Our findings are limited by small sample size for UM/PM groups.
Collapse
Affiliation(s)
- Soroush Merchant
- Department of Anesthesia, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Cynthia A. Prows
- Division of Human Genetics, Department of Pediatrics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Fang Yang
- Division of Biostatistics and Epidemiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA;,Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
| | - Lili Ding
- Division of Biostatistics and Epidemiology, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA;,Department of Pediatrics, College of Medicine, University of Cincinnati, Cincinnati, OH, USA
| | | | - Xue Zhang
- Division of Human Genetics, Department of Pediatrics, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Senthilkumar Sadhasivam
- Department of Anesthesia, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Victor Garcia
- Division of Pediatric General and Thoracic Surgery, Department of Surgery, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Peter Sturm
- Division of Orthopedic Surgery, Department of Surgery, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Vidya Chidambaran
- Department of Anesthesia, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| |
Collapse
|
25
|
Black K, Brenn BR, Gaedigk A, Wanderer JP, Van Driest SL. Pediatric CYP2D6 metabolizer status and post-tonsillectomy nausea and vomiting after ondansetron. Clin Transl Sci 2022; 16:269-278. [PMID: 36350309 PMCID: PMC9926081 DOI: 10.1111/cts.13447] [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: 06/06/2022] [Revised: 09/28/2022] [Accepted: 10/10/2022] [Indexed: 11/10/2022] Open
Abstract
The goal of this study was to determine whether CYP2D6 metabolizer status within the ondansetron-treated pediatric tonsillectomy population is associated with risk of postoperative nausea and vomiting (PONV) in the post-anesthesia care unit. We conducted a retrospective cohort study of pediatric patients (<18 years) who underwent tonsillectomy and received ondansetron on the day of the procedure. Data were obtained from BioVU, an institutional biobank that links DNA to de-identified electronic health record data. Subjects were tested for 10 CYP2D6 allelic variants and copy number variation, and genotype data translated into CYP2D6 metabolizer status. The cohort included 652 individuals, 105 (16.1%) of whom had PONV. Rates of PONV were similar across groups: ultrarapid metabolizers (UMs), 1 of 9 (11.1%); normal metabolizers (NMs), 64 of 354 (18.1%); intermediate metabolizers (IMs), 33 of 234 (14.1%); poor metabolizers (PMs), 6 of 39 (15.4%); and ambiguous phenotypes, 1 of 16 (6.3%). In multivariable analysis adjusted for age, sex, and time under anesthesia, CYP2D6 metabolizer status was not associated with PONV, with an odds ratio of 1.37 (95% confidence interval 0.9, 2.1) when comparing PM/IM versus NM/UM. In this large pediatric population, no significant differences were detected for PONV based on CYP2D6 metabolizer status. Further investigation is needed to determine mechanisms for ondansetron inefficacy in children.
Collapse
Affiliation(s)
- Katherine Black
- Department of Pediatrics, Division of Pediatric Gastroenterology, Hepatology, and NutritionVanderbilt University Medical CenterNashvilleTennesseeUSA
| | - B. Randall Brenn
- Division of Pediatric AnesthesiaShriner's Hospitals for Children‐PhiladelphiaPhiladelphiaPennsylvaniaUSA
| | - Andrea Gaedigk
- Division of Clinical Pharmacology, Toxicology & Therapeutic Innovation, Children's Mercy Kansas City and Department of PediatricsUniversity of Missouri‐Kansas CityKansas CityMissouriUSA
| | - Jonathan P. Wanderer
- Departments of Anesthesiology and Biomedical InformaticsVanderbilt University Medical CenterNashvilleTennesseeUSA
| | - Sara L. Van Driest
- Departments of Pediatrics and Medicine, and the Center for Pediatric Precision MedicineVanderbilt University Medical CenterNashvilleTennesseeUSA
| |
Collapse
|
26
|
Characterizing OPRM1 DNA methylation in prescription opioid users with chronic musculoskeletal pain. Pain Rep 2022; 7:e1046. [PMID: 36447952 PMCID: PMC9699511 DOI: 10.1097/pr9.0000000000001046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Revised: 08/03/2022] [Accepted: 09/14/2022] [Indexed: 01/25/2023] Open
Abstract
Introduction Many patients with chronic pain use prescription opioids. Epigenetic modification of the μ-opioid receptor 1 (OPRM1) gene, which codes for the target protein of opioids, may influence vulnerability to opioid abuse and response to opioid pharmacotherapy, potentially affecting pain outcomes. Objective Our objective was to investigate associations of clinical and sociodemographic factors with OPRM1 DNA methylation in patients with chronic musculoskeletal pain on long-term prescription opioids. Methods Sociodemographic variables, survey data (Rapid Estimate of Adult Health Literacy in Medicine-Short Form, Functional Comorbidity Index [FCI], PROMIS 43v2.1 Profile, Opioid Risk Tool, and PROMIS Prescription Pain Medication Misuse), and saliva samples were collected. The genomic DNA extracted from saliva samples were bisulfite converted, amplified by polymerase chain reaction, and processed for OPRM1-targeted DNA methylation analysis on a Pyrosequencing instrument (Qiagen Inc, Valencia, CA). General linear models were used to examine the relationships between the predictors and OPRM1 DNA methylation. Results Data from 112 patients were analyzed. The best-fitted multivariable model indicated, compared with their counterparts, patients with > eighth grade reading level, degenerative disk disease, substance abuse comorbidity, and opioid use < 1 year (compared with >5 years), had average methylation levels that were 7.7% (95% confidence interval [CI] 0.95%, 14.4%), 11.7% (95% CI 2.7%, 21.1%), 21.7% (95% CI 10.7%, 32.5%), and 16.1% (95% CI 3.3%, 28.8%) higher than the reference groups, respectively. Methylation levels were 2.2% (95% CI 0.64%, 3.7%) lower for every 1 unit increase in FCI and greater by 0.45% (95% CI 0.08%, 0.82%) for every fatigue T score unit increase. Conclusions OPRM1 methylation levels varied by several patient factors. Further studies are warranted to replicate these findings and determine potential clinical utility.
Collapse
|
27
|
Nahid NA, Johnson JA. CYP2D6 pharmacogenetics and phenoconversion in personalized medicine. Expert Opin Drug Metab Toxicol 2022; 18:769-785. [PMID: 36597259 PMCID: PMC9891304 DOI: 10.1080/17425255.2022.2160317] [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: 10/18/2022] [Accepted: 12/15/2022] [Indexed: 01/05/2023]
Abstract
INTRODUCTION CYP2D6 contributes to the metabolism of approximately 20-25% of drugs. However, CYP2D6 is highly polymorphic and different alleles can lead to impacts ranging from null to increase in activity. Moreover, there are commonly used drugs that potently inhibit the CYP2D6, thus causing 'phenoconversion' which can convert the genotypic normal metabolizer into phenotypic poor metabolizer. Despite growing literature on the clinical implications of non-normal CYP2D6 genotype and phenoconversion on patient-related outcomes, implementation of CYP2D6 pharmacogenetics and phenoconversion to guide prescribing is rare. This review focuses on providing the clinical importance of CYP2D6 pharmacogenetics and phenoconversion in precision medicine and summarizes the challenges and approaches to implement these into clinical practice. AREAS COVERED A literature search was performed using PubMed and clinical studies documenting the effects of CYP2D6 genotypes and/or CYP2D6 inhibitors on pharmacokinetics, pharmacodynamics or treatment outcomes of CYP2D6-metabolized drugs, and studies on implementation challenges and approaches. EXPERT OPINION Considering the extent and impact of genetic polymorphisms of CYP2D6, phenoconversion by the comedications, and contribution of CYP2D6 in drug metabolism, CYP2D6 pharmacogenetics is essential to ensure drug safety and efficacy. Utilization of proper guidelines incorporating both CYP2D6 pharmacogenetics and phenoconversion in clinical care assists in optimizing drug therapy.
Collapse
Affiliation(s)
- Noor A. Nahid
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida College of Pharmacy, Gainesville, FL, USA
| | - Julie A. Johnson
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida College of Pharmacy, Gainesville, FL, USA
- Division of Cardiovascular Medicine, University of Florida College of Medicine, FL, USA
| |
Collapse
|
28
|
Alshabeeb MA, Alyabsi M, Aziz MA, Abohelaika S. Pharmacogenes that demonstrate high association evidence according to CPIC, DPWG, and PharmGKB. Front Med (Lausanne) 2022; 9:1001876. [PMID: 36388934 PMCID: PMC9640910 DOI: 10.3389/fmed.2022.1001876] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2022] [Accepted: 09/22/2022] [Indexed: 12/20/2023] Open
Abstract
BACKGROUND Different levels of evidence related to the variable responses of individuals to drug treatment have been reported in various pharmacogenomic (PGx) databases. Identification of gene-drug pairs with strong association evidence can be helpful in prioritizing the implementation of PGx guidelines and focusing on a gene panel. This study aimed to determine the pharmacogenes with the highest evidence-based association and to indicate their involvement in drug-gene interactions. METHODOLOGY The publicly available datasets CPIC, DPWG, and PharmGKB were selected to determine the pharmacogenes with the highest drug outcome associations. The upper two levels of evidence rated by the three scoring methods were specified (levels A-B in CPIC, 3-4 in DPWG, or 1-2 levels in PharmGKB). The identified pharmacogenes were further ranked in this study based on the number of medications they interacted with. RESULTS Fifty pharmacogenes, with high to moderately high evidence of associations with drug response alterations, with potential influence on the therapeutic and/or toxicity outcomes of 152 drugs were identified. CYP2D6, CYP2C9, CYP2C19, G6PD, HLA-B, SLCO1B1, CACNA1S, RYR1, MT-RNR1, and IFNL4 are the top 10 pharmacogenes, where each is predicted to impact patients' responses to ≥5 drugs. CONCLUSION This study identified the most important pharmacogenes based on the highest-ranked association evidence and their frequency of involvement in affecting multiple drugs. The obtained data is useful for customizing a gene panel for PGx testing. Identifying the strength of scientific evidence supporting drug-gene interactions aids drug prescribers in making the best clinical decision.
Collapse
Affiliation(s)
- Mohammad A. Alshabeeb
- Population Health Research Section, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
- King Saud Bin Abdulaziz University for Health Sciences, Ministry of National Guard Health Affairs (MNGHA), Riyadh, Saudi Arabia
| | - Mesnad Alyabsi
- Population Health Research Section, King Abdullah International Medical Research Center, Riyadh, Saudi Arabia
- King Saud Bin Abdulaziz University for Health Sciences, Ministry of National Guard Health Affairs (MNGHA), Riyadh, Saudi Arabia
| | - Mohammad A. Aziz
- Interdisciplinary Nanotechnology Centre, Aligarh Muslim University, Aligarh, India
| | - Salah Abohelaika
- Department of Pharmacy, Qatif Central Hospital, Qatif, Saudi Arabia
| |
Collapse
|
29
|
Cavallari LH, Cicali E, Wiisanen K, Fillingim RB, Chakraborty H, Myers RA, Blake KV, Asiyanbola B, Baye JF, Bronson WH, Cook KJ, Elwood EN, Gray CF, Gong Y, Hines L, Kannry J, Kucher N, Lynch S, Nguyen KA, Obeng AO, Pratt VM, Prieto HA, Ramos M, Sadeghpour A, Singh R, Rosenman M, Starostik P, Thomas CD, Tillman E, Dexter PR, Horowitz CR, Orlando LA, Peterson JF, Skaar TC, Van Driest SL, Volpi S, Voora D, Parvataneni HK, Johnson JA. Implementing a pragmatic clinical trial to tailor opioids for acute pain on behalf of the IGNITE ADOPT PGx investigators. Clin Transl Sci 2022; 15:2479-2492. [PMID: 35899435 PMCID: PMC9579394 DOI: 10.1111/cts.13376] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2022] [Revised: 06/09/2022] [Accepted: 07/13/2022] [Indexed: 01/25/2023] Open
Abstract
Opioid prescribing for postoperative pain management is challenging because of inter-patient variability in opioid response and concern about opioid addiction. Tramadol, hydrocodone, and codeine depend on the cytochrome P450 2D6 (CYP2D6) enzyme for formation of highly potent metabolites. Individuals with reduced or absent CYP2D6 activity (i.e., intermediate metabolizers [IMs] or poor metabolizers [PMs], respectively) have lower concentrations of potent opioid metabolites and potentially inadequate pain control. The primary objective of this prospective, multicenter, randomized pragmatic trial is to determine the effect of postoperative CYP2D6-guided opioid prescribing on pain control and opioid usage. Up to 2020 participants, age ≥8 years, scheduled to undergo a surgical procedure will be enrolled and randomized to immediate pharmacogenetic testing with clinical decision support (CDS) for CYP2D6 phenotype-guided postoperative pain management (intervention arm) or delayed testing without CDS (control arm). CDS is provided through medical record alerts and/or a pharmacist consult note. For IMs and PM in the intervention arm, CDS includes recommendations to avoid hydrocodone, tramadol, and codeine. Patient-reported pain-related outcomes are collected 10 days and 1, 3, and 6 months after surgery. The primary outcome, a composite of pain intensity and opioid usage at 10 days postsurgery, will be compared in the subgroup of IMs and PMs in the intervention (n = 152) versus the control (n = 152) arm. Secondary end points include prescription pain medication misuse scores and opioid persistence at 6 months. This trial will provide data on the clinical utility of CYP2D6 phenotype-guided opioid selection for improving postoperative pain control and reducing opioid-related risks.
Collapse
Affiliation(s)
- Larisa H. Cavallari
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Emily Cicali
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Kristin Wiisanen
- Department of Community Dentistry and Behavioral Science, College of DentistryUniversity of FloridaGainesvilleFloridaUSA
| | - Roger B. Fillingim
- Department of Community Dentistry and Behavioral Science, College of DentistryUniversity of FloridaGainesvilleFloridaUSA
| | | | - Rachel A. Myers
- Duke Center for Applied Genomics & Precision MedicineDuke UniversityDurhamNorth CarolinaUSA
| | - Kathryn V. Blake
- Center for Pharmacogenomics and Translational ResearchNemours Children's HealthJacksonvilleFloridaUSA
| | | | | | - Wesley H. Bronson
- Department of Orthopaedic SurgeryIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
| | - Kelsey J. Cook
- Center for Pharmacogenomics and Translational ResearchNemours Children's HealthJacksonvilleFloridaUSA,Department of Pharmacotherapy and Translational Research, College of PharmacyUniversity of FloridaJacksonvilleFloridaUSA
| | - Erica N. Elwood
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Chancellor F. Gray
- Department of Orthopaedic Surgery, College of MedicineUniversity of FloridaGainesvilleFloridaUSA
| | - Yan Gong
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Lindsay Hines
- Brain and Spine CenterSanford HealthFargoNorth DakotaUSA
| | - Joseph Kannry
- Department of MedicineIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
| | - Natalie Kucher
- Division of Genomic MedicineNational Human Genome Research Institute, NIHBethesdaMarylandUSA
| | - Sheryl Lynch
- Division of Clinical PharmacologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Khoa A. Nguyen
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Aniwaa Owusu Obeng
- Department of MedicineIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
| | - Victoria M. Pratt
- Department of Medical and Molecular GeneticsIndiana University School of MedicineIndianapolisIndianaUSA,Optum GenomicsMinnetonkaMNUSA
| | - Hernan A. Prieto
- Department of Orthopaedic Surgery, College of MedicineUniversity of FloridaGainesvilleFloridaUSA
| | - Michelle Ramos
- Department of Population Health Science and Policy and Institute for Health Equity ResearchIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
| | - Azita Sadeghpour
- Duke Center for Applied Genomics & Precision MedicineDuke UniversityDurhamNorth CarolinaUSA
| | | | - Marc Rosenman
- School of MedicineIndiana UniversityIndianapolisIndianaUSA,Ann & Robert H. Lurie Children's Hospital of Chicago and Institute of Public Health, Feinberg School of MedicineNorthwestern UniversityChicagoIllinoisUSA
| | - Petr Starostik
- Department of Pathology, College of MedicineUniversity of FloridaGainesvilleFloridaUSA
| | - Cameron D. Thomas
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | - Emma Tillman
- Division of Clinical PharmacologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Paul R. Dexter
- School of MedicineIndiana UniversityIndianapolisIndianaUSA
| | - Carol R. Horowitz
- Department of MedicineIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA,Department of Population Health Science and Policy and Institute for Health Equity ResearchIcahn School of Medicine at Mount SinaiNew YorkNew YorkUSA
| | - Lori A. Orlando
- Duke Center for Applied Genomics & Precision MedicineDuke UniversityDurhamNorth CarolinaUSA
| | - Josh F. Peterson
- Departments of Biomedical Informatics and MedicineVanderbilt University, Medical CenterNashvilleTennesseeUSA
| | - Todd C. Skaar
- Division of Clinical PharmacologyIndiana University School of MedicineIndianapolisIndianaUSA
| | - Sara L. Van Driest
- Departments of Pediatrics and MedicineVanderbilt University Medical CenterNashvilleTennesseeUSA
| | - Simona Volpi
- Division of Genomic MedicineNational Human Genome Research Institute, NIHBethesdaMarylandUSA
| | - Deepak Voora
- Duke Center for Applied Genomics & Precision MedicineDuke UniversityDurhamNorth CarolinaUSA
| | - Hari K. Parvataneni
- Department of Orthopaedic Surgery, College of MedicineUniversity of FloridaGainesvilleFloridaUSA
| | - Julie A. Johnson
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision MedicineCollege of Pharmacy, University of FloridaGainesvilleFloridaUSA
| | | |
Collapse
|
30
|
Kusic D, Heil J, Zajic S, Brangan A, Dairo O, Smith G, Morales-Scheihing D, Buono RJ, Ferraro TN, Haroz R, Salzman M, Baston K, Bodofsky E, Sabia M, Resch A, Scheinfeldt LB. Patient Perceptions and Potential Utility of Pharmacogenetic Testing in Chronic Pain Management and Opioid Use Disorder in the Camden Opioid Research Initiative. Pharmaceutics 2022; 14:pharmaceutics14091863. [PMID: 36145611 PMCID: PMC9505214 DOI: 10.3390/pharmaceutics14091863] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Revised: 08/29/2022] [Accepted: 09/02/2022] [Indexed: 11/16/2022] Open
Abstract
Pharmacogenetics (PGx) has the potential to improve opioid medication management. Here, we present patient perception data, pharmacogenetic data and medication management trends in patients with chronic pain (arm 1) and opioid use disorder (arm 2) treated at Cooper University Health Care in Camden City, NJ. Our results demonstrate that the majority of patients in both arms of the study (55% and 65%, respectively) are open to pharmacogenetic testing, and most (66% and 69%, respectively) believe that genetic testing has the potential to improve their medical care. Our results further support the potential for CYP2D6 PGx testing to inform chronic pain medication management for poor metabolizers (PMs) and ultrarapid metabolizers (UMs). Future efforts to implement PGx testing in chronic pain management, however, must address patient concerns about genetic test result access and genetic discrimination.
Collapse
Affiliation(s)
- Dara Kusic
- Coriell Institute for Medical Research, Camden, NJ 08103, USA
| | - Jessica Heil
- Coriell Institute for Medical Research, Camden, NJ 08103, USA
- Cooper University Health Care, Camden, NJ 08103, USA
| | - Stefan Zajic
- Coriell Institute for Medical Research, Camden, NJ 08103, USA
- GSK, Collegeville, PA 19426, USA
| | - Andrew Brangan
- Coriell Institute for Medical Research, Camden, NJ 08103, USA
- Geisinger, Danville, PA 17822, USA
| | - Oluseun Dairo
- Coriell Institute for Medical Research, Camden, NJ 08103, USA
- Cooper Medical School of Rowan University, Camden, NJ 08103, USA
| | - Gretchen Smith
- Coriell Institute for Medical Research, Camden, NJ 08103, USA
| | | | - Russell J. Buono
- Cooper Medical School of Rowan University, Camden, NJ 08103, USA
| | | | - Rachel Haroz
- Cooper University Health Care, Camden, NJ 08103, USA
- Cooper Medical School of Rowan University, Camden, NJ 08103, USA
| | - Matthew Salzman
- Cooper University Health Care, Camden, NJ 08103, USA
- Cooper Medical School of Rowan University, Camden, NJ 08103, USA
| | - Kaitlan Baston
- Cooper University Health Care, Camden, NJ 08103, USA
- Cooper Medical School of Rowan University, Camden, NJ 08103, USA
| | - Elliot Bodofsky
- Cooper University Health Care, Camden, NJ 08103, USA
- Cooper Medical School of Rowan University, Camden, NJ 08103, USA
| | - Michael Sabia
- Cooper University Health Care, Camden, NJ 08103, USA
- Cooper Medical School of Rowan University, Camden, NJ 08103, USA
| | - Alissa Resch
- Coriell Institute for Medical Research, Camden, NJ 08103, USA
| | | |
Collapse
|
31
|
Cicali EJ, Wiisanen K. The importance of phenoconversion when using the CYP2D6 genotype in clinical practice. Pharmacogenomics 2022; 23:749-752. [PMID: 36102178 PMCID: PMC9490503 DOI: 10.2217/pgs-2022-0087] [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: 06/24/2022] [Accepted: 06/30/2022] [Indexed: 11/21/2022] Open
Abstract
Tweetable abstract Clinical phenoconversion needs to be incorporated when interpreting and applying CYP2D6 results in clinical care. This article describes how this can be performed either manually or by utilizing online tools and resources. #Phenoconversion #Pharmacogenomics.
Collapse
Affiliation(s)
- Emily J Cicali
- Department of Pharmacotherapy & Translational Research, University of Florida, College of Pharmacy, Gainesville, FL 32608, USA
- Center for Pharmacogenomics & Precision Medicine, University of Florida, College of Pharmacy, Gainesville, FL 32608, USA
| | - Kristin Wiisanen
- Department of Pharmacotherapy & Translational Research, University of Florida, College of Pharmacy, Gainesville, FL 32608, USA
- Center for Pharmacogenomics & Precision Medicine, University of Florida, College of Pharmacy, Gainesville, FL 32608, USA
| |
Collapse
|
32
|
Verdez S, Albuisson J, Duffourd Y, Boidot R, Reda M, Thauvin-Robinet C, Fumet JD, Ladoire S, Nambot S, Callier P, Faivre L, Ghiringhelli F, Picard N. Detection of relevant pharmacogenetic information through exome sequencing in oncology. Pharmacogenomics 2022; 23:759-770. [PMID: 36043386 DOI: 10.2217/pgs-2022-0085] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Background: Germline sequencing of individual genomes can detect alleles responsible for adverse drug reactions (ADRs) in relation to chemotherapy, targeted agents, antiemetics or pain treatment. Materials & methods: To evaluate the interest of such pharmacogenetic information, the authors retrospectively analyzed genes known to have an impact on cancer therapy in a cohort of 445 solid cancers patients. Results: Six patients treated with 5-fluorouracil carrying one DPYD variant classified as 1A showed decreased drug mean clearance (p = 0.01). Regarding CYP2D6, all patients (n = 5) with predicted CYP2D6 poor or ultra-rapid metabolizer status experienced adverse drug reactions related to opioid therapy. Conclusion: Genomic germline sequencing performed for theragnostic issues in patients with a solid tumor, can provide relevant information about common pharmacogenetic alleles.
Collapse
Affiliation(s)
- Simon Verdez
- UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France.,Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, 21000, France
| | - Juliette Albuisson
- Platform of Transfer in Cancer Biology, Georges François Leclerc Cancer Center - UNICANCER, Dijon, 21000, France.,Genomic & Immunotherapy Medical Institute, Dijon, 21000, France
| | - Yannis Duffourd
- UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France.,Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, 21000, France
| | - Romain Boidot
- Platform of Transfer in Cancer Biology, Georges François Leclerc Cancer Center - UNICANCER, Dijon, 21000, France.,Genomic & Immunotherapy Medical Institute, Dijon, 21000, France.,Department of Tumour Biology & Pathology, Georges François Leclerc Cancer Center - UNICANCER, Dijon, 21000, France
| | - Manon Reda
- Platform of Transfer in Cancer Biology, Georges François Leclerc Cancer Center - UNICANCER, Dijon, 21000, France.,Department of Tumour Biology & Pathology, Georges François Leclerc Cancer Center - UNICANCER, Dijon, 21000, France.,Department of Medical Oncology, Georges François Leclerc Cancer Center - UNICANCER, 1 rue Professeur Marion, Dijon, 21000, France
| | - Christel Thauvin-Robinet
- Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, 21000, France.,Genomic & Immunotherapy Medical Institute, Dijon, 21000, France.,Centre de Référence Maladies Rares "Anomalies du Développement et Syndromes Malformatifs", Centre de Génétique, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, 21000, France
| | - Jean-David Fumet
- Department of Medical Oncology, Georges François Leclerc Cancer Center - UNICANCER, 1 rue Professeur Marion, Dijon, 21000, France
| | - Sylvain Ladoire
- Department of Medical Oncology, Georges François Leclerc Cancer Center - UNICANCER, 1 rue Professeur Marion, Dijon, 21000, France
| | - Sophie Nambot
- Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, 21000, France.,Centre de Référence Maladies Rares "Anomalies du Développement et Syndromes Malformatifs", Centre de Génétique, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, 21000, France
| | - Patrick Callier
- UMR1231 GAD, Inserm - Université Bourgogne-Franche Comté, Dijon, France.,Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, 21000, France
| | - Laurence Faivre
- Unité Fonctionnelle Innovation en Diagnostic génomique des maladies rares, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, 21000, France.,Genomic & Immunotherapy Medical Institute, Dijon, 21000, France.,Centre de Référence Maladies Rares "Anomalies du Développement et Syndromes Malformatifs", Centre de Génétique, FHU-TRANSLAD, CHU Dijon Bourgogne, Dijon, 21000, France
| | - François Ghiringhelli
- Platform of Transfer in Cancer Biology, Georges François Leclerc Cancer Center - UNICANCER, Dijon, 21000, France.,Genomic & Immunotherapy Medical Institute, Dijon, 21000, France.,Department of Tumour Biology & Pathology, Georges François Leclerc Cancer Center - UNICANCER, Dijon, 21000, France.,Department of Medical Oncology, Georges François Leclerc Cancer Center - UNICANCER, 1 rue Professeur Marion, Dijon, 21000, France
| | - Nicolas Picard
- Inserm U1248, Service de Pharmacologie et Toxicologie, Université de Limoges, CHU de Limoges, Limoges, 87000, France
| |
Collapse
|
33
|
Eapen-John D, Mohiuddin AG, Kennedy JL. A potential paradigm shift in opioid crisis management: The role of pharmacogenomics. World J Biol Psychiatry 2022; 23:411-423. [PMID: 34854362 DOI: 10.1080/15622975.2021.2012397] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
Abstract
Pharmacogenetic investigations into the opioid crisis suggest genetic variation could be a significant cause of opioid-related morbidity and mortality. Variability in opioid system genes, including single nucleotide polymorphisms, manifest after pharmacogenetic testing, as previously invisible risk factors for addiction and overdose. Pharmacodynamic genes regulate opioid-sensitive brain networks and neural reward circuitry. Pharmacokinetic genes expressed in drug metabolic pathways regulate blood levels of active vs. inactive opioid metabolites. Elucidating the complex interplay of genetic variations in pharmacokinetic and pharmacodynamic pathways will shed new light on the addictive and toxic properties of opioids. This narrative review serves to promote understanding of key genetic mechanisms affecting the metabolism and actions of opioids, and to explore causes of the recent surge in opioid-related mortality associated with COVID-19. Personalised treatment plans centred around an individual's genetic makeup could make opioid-based pain management and opioid use disorder (OUD) treatments safer and more effective at both the individual and system levels.
Collapse
Affiliation(s)
- David Eapen-John
- Molecular Brain Science, Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Canada.,Institute of Medical Science, University of Toronto, Toronto, Canada
| | - Ayeshah G Mohiuddin
- Molecular Brain Science, Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Canada.,Institute of Medical Science, University of Toronto, Toronto, Canada
| | - James L Kennedy
- Molecular Brain Science, Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health, Toronto, Canada.,Institute of Medical Science, University of Toronto, Toronto, Canada.,Department of Psychiatry, University of Toronto, Toronto, Canada
| |
Collapse
|
34
|
Ayuso P, Macías Y, Gómez-Tabales J, García-Martín E, Agúndez JAG. Molecular monitoring of patient response to painkiller drugs. Expert Rev Mol Diagn 2022; 22:545-558. [PMID: 35733288 DOI: 10.1080/14737159.2022.2093638] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
INTRODUCTION Non-steroidal anti-inflammatory drugs and opioids are widely prescribed for the treatment of mild to severe pain. Wide interindividual variability regarding the analgesic efficacy and adverse reactions to these drugs (ADRs) exist, although the mechanisms responsible for these ADRs are not well understood. AREAS COVERED We provide an overview of the clinical impact of variants in genes related to the pharmacokinetics and pharmacodynamics of painkillers, as well as those associated with the susceptibility to ADRs. Also, we discuss the current pharmacogenetic-guided treatment recommendations for the therapeutic use of non-steroidal anti-inflammatory drugs and opioids. EXPERT OPINION In the light of the data analyzed, common variants in genes involved in pharmacokinetics and pharmacodynamics processes may partially explain the lack of response to painkiller treatment and the occurrence of adverse drug reactions. The implementation of high-throughput sequencing technologies may help to unveil the role of rare variants as considerable contributors to explaining the interindividual variability in drug response. Furthermore, a consensus between the diverse pharmacogenetic guidelines is necessary to extend the implementation of pharmacogenetic-guided prescription in daily clinical practice. Additionally, the physiologically-based pharmacokinetics and pharmacodynamics modeling techniques may contribute to the improvement of these guidelines and facilitate clinicians drug dose adjustment.
Collapse
Affiliation(s)
- Pedro Ayuso
- University Institute of Molecular Pathology Biomarkers, UEx. ARADyAL, Instituto de Salud Carlos III, Cáceres, Spain
| | - Yolanda Macías
- University Institute of Molecular Pathology Biomarkers, UEx. ARADyAL, Instituto de Salud Carlos III, Cáceres, Spain
| | - Javier Gómez-Tabales
- University Institute of Molecular Pathology Biomarkers, UEx. ARADyAL, Instituto de Salud Carlos III, Cáceres, Spain
| | - Elena García-Martín
- University Institute of Molecular Pathology Biomarkers, UEx. ARADyAL, Instituto de Salud Carlos III, Cáceres, Spain
| | - José A G Agúndez
- University Institute of Molecular Pathology Biomarkers, UEx. ARADyAL, Instituto de Salud Carlos III, Cáceres, Spain
| |
Collapse
|
35
|
Hamilton WG, Gargiulo JM, Reynolds TR, Parks NL. Prospective Randomized Study Using Pharmacogenetics to Customize Postoperative Pain Medication Following Hip and Knee Arthroplasty. J Arthroplasty 2022; 37:S76-S81. [PMID: 35279338 DOI: 10.1016/j.arth.2022.02.037] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Revised: 02/07/2022] [Accepted: 02/10/2022] [Indexed: 02/02/2023] Open
Abstract
BACKGROUND The purpose of this study is to determine whether pharmacogenetic testing could be used to effectively customize postoperative pain medicine following total joint replacement. METHODS Buccal swabs were collected preoperatively from 107 patients. Pharmacogenetic testing was performed for genetic variants on a panel of 16 genes, including CYP2D6, CYP2C9, OPRM1, and CYP1A2, which affect the pharmacodynamics and pharmacokinetics of non-steroidal anti-inflammatory drugs and many opioids. Patients were randomized to a control group or custom group and blinded to their group. The control group was prescribed oxycodone, tramadol, and celecoxib for postoperative pain management. If any of those were not normally metabolized, they were not prescribed to the patients in the custom group, who were given an alternative drug (hydromorphone for narcotics, meloxicam for non-steroidal anti-inflammatory drugs). Patients recorded their pain level (0-10 numeric scale) and all medications taken daily for the first 10 days following surgery. Medication was converted to milligram morphine equivalents (MMEs). RESULTS Genetic variations to medications in our standard postoperative pain management protocol occurred in 24 of the 107 patients (22.4%). The 10-day MME consumed by patients in the control group with genetic variants was 162.6 mg. Patients with variants who had custom postoperative medication consumed only 86.7 MME in the same timeframe (P = .126). The control group demonstrated a higher 10-day average pain level of 4.2 vs the custom group pain level of only 3.1 (P < .05). CONCLUSION With custom postoperative pain prescriptions based on pharmacogenetic testing, patients were able to achieve lower pain levels while reducing the consumption of pain medication.
Collapse
Affiliation(s)
| | | | | | - Nancy L Parks
- Anderson Orthopaedic Research Institute, Alexandria, Virginia
| |
Collapse
|
36
|
Hayashi M, Mahmoud SH, Hamdy DA. The Efficacy of a Didactic and Case-Based Pharmacogenomics Education Program on Improving the Knowledge and Confidence of Alberta Pharmacists. Pharmgenomics Pers Med 2022; 15:409-427. [PMID: 35496350 PMCID: PMC9045709 DOI: 10.2147/pgpm.s348851] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Accepted: 04/03/2022] [Indexed: 12/22/2022] Open
Abstract
Background Pharmacogenomics (PGx) is the study of how genetic variations for functional proteins, such as metabolizing enzymes and drug receptors, impact drug pharmacokinetics and pharmacodynamics. In theory, pharmacists are well suited to utilize PGx in tailoring medications to patient genetics when providing medication therapy management services. However, PGx education needs to reach pharmacists prior to implementation. The aim of this study is to develop and evaluate a PGx course for pharmacists. Methods A PGx education program was created and offered synchronously (virtual) and asynchronously (self-study) to pharmacists in Alberta, Canada. Lectures were delivered by experts live (virtual) with a question-and-answer period for synchronous sessions. These sessions were recorded for asynchronous delivery. Six case studies were discussed in large and small groups (“breakout rooms”) in synchronous sessions, and provided for self-study in the asynchronous subgroup. Topics included genetic and PGx concepts; therapeutic applications; ethical, legal, and social considerations; and practical implementation. Pre- and post-course surveys measured self-rated knowledge using a 5-point Likert Scale and tested objective knowledge with a graded quiz. Results Thirty-six pharmacists completed the course and both surveys. Participants reported backgrounds in community (88.9%) and hospital (38.9%) practice. Prior education in PGx was reported by 44.4% from degree programs and 27.8% from continuing education. Overall responses to statements about confidence in PGx moved from a median of “Disagree” at baseline to “Agree” after receiving PGx education (2-point difference [1,2] on 5-point Likert Scale; p < 0.001), indicating an increase in self-assessed competency in PGx. Likewise, mean participant grades on the knowledge quiz improved (20.8±21.9% pre-course vs 70.2±19.1% post-course, p < 0.001). There was no difference in these results between synchronous and asynchronous groups. Conclusion A didactic and case-based PGx education program was effective at increasing pharmacist knowledge and confidence in PGx in both synchronous and asynchronous environments. Knowledge gained can be utilized in delivery of patient-centered, personalized medication therapy management in the pharmacy setting.
Collapse
Affiliation(s)
- Meagan Hayashi
- Faculty of Pharmacy and Pharmaceutical Sciences, University of Alberta, Edmonton, AB, Canada
| | - Sherif Hanafy Mahmoud
- Faculty of Pharmacy and Pharmaceutical Sciences, University of Alberta, Edmonton, AB, Canada
| | - Dalia A Hamdy
- Faculty of Pharmacy and Pharmaceutical Sciences, University of Alberta, Edmonton, AB, Canada.,AbEx Health Services LTD, Fort, Saskatchewan, AB, Canada.,AbEx Pharmacy Beaumont Ltd, Beaumont, AB, Canada
| |
Collapse
|
37
|
Wen YF, Gaedigk A, Boone EC, Wang WY, Straka RJ. The Identification of Novel CYP2D6 Variants in US Hmong: Results From Genome Sequencing and Clinical Genotyping. Front Pharmacol 2022; 13:867331. [PMID: 35387332 PMCID: PMC8979107 DOI: 10.3389/fphar.2022.867331] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Accepted: 02/21/2022] [Indexed: 11/13/2022] Open
Abstract
Objective: Hmong individuals represent a unique East Asian subpopulation in whom limited information concerning pharmacogenetic variation exists. The objectives of this study were to comprehensively characterize the highly polymorphic CYP2D6 gene in Hmong, estimate allele and phenotype frequencies and to compare results between two testing platforms. Methods: DNA from 48 self-identified Hmong participants were sequenced using a targeted next-generation sequencing (NGS) panel. Star allele calls were made using Astrolabe, manual inspection of NGS variant calls and confirmatory Sanger sequencing. Structural variation was determined by long-range (XL)-PCR and digital droplet PCR (ddPCR). The consensus diplotypes were subsequently translated into phenotype utilizing the activity score system. Clinical grade pharmacogenetic testing was obtained for 12 of the 48 samples enabling an assessment of concordance between the consensus calls and those determined by clinical testing platforms. Results: A total of 13 CYP2D6 alleles were identified. The most common alleles were CYP2D6*10 and its structural arrangements (37.5%, 36/96) and the *5 gene deletion (13.5%, 13/96). Three novel suballeles (*10.007, *36.004, and *75.002) were also identified. Phenotype frequencies were as follows: ultrarapid metabolizers (4.2%, 2/48), normal metabolizers (41.7%, 20/48) and intermediate metabolizers (52.1%, 25/48); none of the 48 participants were predicted to be poor metabolizers. Concordance of diplotype and phenotype calls between the consensus and clinical testing were 66.7 and 50%, respectively. Conclusion: Our study to explore CYP2D6 genotypes in the Hmong population suggests that this subpopulation is unique regarding CYP2D6 allelic variants; also, a higher portion of Hmong participants (50%) are predicted to have an intermediate metabolizer phenotype for CYP2D6 compared to other East Asians which range between 27 and 44%. Results from different testing methods varied considerably. These preliminary findings underscore the importance of thoroughly interrogating unique subpopulations to accurately predict a patient's CYP2D6 metabolizer status.
Collapse
Affiliation(s)
- Ya Feng Wen
- Department of Experimental and Clinical Pharmacology, College of Pharmacy, University of Minnesota, Twin Cities, MN, United States
| | - Andrea Gaedigk
- Division of Clinical Pharmacology, Toxicology and Therapeutic Innovation, Children's Mercy Research Institute, Kansas City, MO, United States.,School of Medicine, University of Missouri-Kansas City, Kansas City, MO, United States
| | - Erin C Boone
- Division of Clinical Pharmacology, Toxicology and Therapeutic Innovation, Children's Mercy Research Institute, Kansas City, MO, United States
| | - Wendy Y Wang
- Division of Clinical Pharmacology, Toxicology and Therapeutic Innovation, Children's Mercy Research Institute, Kansas City, MO, United States
| | - Robert J Straka
- Department of Experimental and Clinical Pharmacology, College of Pharmacy, University of Minnesota, Twin Cities, MN, United States
| |
Collapse
|
38
|
Ballester P, Muriel J, Peiró AM. CYP2D6 phenotypes and opioid metabolism: the path to personalized analgesia. Expert Opin Drug Metab Toxicol 2022; 18:261-275. [PMID: 35649041 DOI: 10.1080/17425255.2022.2085552] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
INTRODUCTION Opioids play a fundamental role in chronic pain, especially considering when 1 of 5 Europeans adults, even more in older females, suffer from it. However, half of them do not reach an adequate pain relief. Could pharmacogenomics help to choose the most appropriate analgesic drug? AREAS COVERED The objective of the present narrative review was to assess the influence of cytochrome P450 2D6 (CYP2D6) phenotypes on pain relief, analgesic tolerability, and potential opioid misuse. Until December 2021, a literature search was conducted through the MEDLINE, PubMed database, including papers from the last 10 years. CYP2D6 plays a major role in metabolism that directly impacts on opioid (tramadol, codeine, or oxycodone) concentration with differences between sexes, with a female trend toward poorer pain control. In fact, CYP2D6 gene variants are the most actionable to be translated into clinical practice according to regulatory drug agencies and international guidelines. EXPERT OPINION CYP2D6 genotype can influence opioids' pharmacokinetics, effectiveness, side effects, and average opioid dose. This knowledge needs to be incorporated in pain management. Environmental factors, psychological together with genetic factors, under a sex perspective, must be considered when you are selecting the most personalized pain therapy for your patients.
Collapse
Affiliation(s)
- Pura Ballester
- Neuropharmacology on Pain (NED) group, Alicante Institute for Health and Biomedical Research (ISABIAL Foundation), Alicante, Spain
| | - Javier Muriel
- Neuropharmacology on Pain (NED) group, Alicante Institute for Health and Biomedical Research (ISABIAL Foundation), Alicante, Spain
| | - Ana M Peiró
- Neuropharmacology on Pain (NED) group, Alicante Institute for Health and Biomedical Research (ISABIAL Foundation), Alicante, Spain.,Clinical Pharmacology Unit, Department of Health of Alicante, General Hospital, Alicante, Spain
| |
Collapse
|
39
|
Drug-drug-gene interaction risk among opioid users in the U.S. Department of Veterans Affairs. Pain 2022; 163:2390-2397. [PMID: 35319502 DOI: 10.1097/j.pain.0000000000002637] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Accepted: 02/13/2022] [Indexed: 11/25/2022]
Abstract
ABSTRACT Response to analgesic therapy is influenced by several factors including genetics and drug-drug interactions. Pharmacogenetic (PGx) variants in the CYP2D6 gene modify response to opioids by altering drug metabolism. We sought to determine the potential impact of PGx testing on the care of Veterans with noncancer pain prescribed opioids metabolized by CYP2D6 (codeine, hydrocodone, or tramadol). A retrospective analysis was performed within the Veterans Health Administration (VHA) evaluating prescription records for pain medications metabolized by CYP2D6 and interacting drugs from 2012-2017. Among 2,436,654 VHA pharmacy users with at least one opioid prescription, 34% met the definition of chronic use (longer than 90 days with more than 10 prescriptions or 120 days- supply). Opioids were commonly co-prescribed with antidepressants interacting with CYP2D6 (28%). An estimated 21.6% (n=526,905) of these patients are at elevated risk of an undesirable response to their opioid medication based on predicted phenotypes and drug-drug interactions: 3.5% are predicted CYP2D6 ultrarapid metabolizers and at increased risk for toxicity, 5.4% are poor metabolizer at higher risk for nonresponse, and 12.8% are normal or intermediate metabolizers co-prescribed a CYP2D6 inhibitor leading to phenoconversion into poor metabolizer. Despite the high rate of co-prescription of opioids and interacting drugs, CYP2D6 testing was infrequent in the sample (0.02%) and chart review suggest that test results were used to optimize antidepressant treatments rather than pain medications. Using pharmacogenetic testing combined with consideration of phenoconversion may allow for an enhanced precision medicine approach to pain management in Veterans.
Collapse
|
40
|
Arguelles N, Richards J, El-Sherbeni AA, Miksys S, Tyndale RF. Sex, estrous cycle, and hormone regulation of CYP2D in the brain alters oxycodone metabolism and analgesia. Biochem Pharmacol 2022; 198:114949. [PMID: 35143755 PMCID: PMC9215033 DOI: 10.1016/j.bcp.2022.114949] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2022] [Revised: 02/01/2022] [Accepted: 02/03/2022] [Indexed: 11/19/2022]
Abstract
Opioids, and numerous centrally active drugs, are metabolized by cytochrome P450 2D (CYP2D). There are sex and estrous cycle differences in brain oxycodone analgesia. Here we investigated the mechanism examining the selective role of CYP2D in the brain on sex, estrous cycle, and hormonal regulation. Propranolol, CYP2D-specific mechanism-based inhibitor, or vehicle was delivered into cerebral ventricles 24 hours before administering oxycodone (or oxymorphone, negative control) orally to male and female (in estrus and diestrus) rats. Ovariectomized and sham-operated females received no treatment, estradiol, progesterone or vehicle. Analgesia was measured using tail-flick latency, and brain drug and metabolite concentrations were measured by microdialysis. Data were analyzed by two-way or mixed ANOVA. Following propranolol (versus vehicle) inhibition and oral oxycodone, there were greater increases in brain oxycodone concentrations and analgesia, and greater decreases in brain oxymorphone/oxycodone ratios (an in vivo phenotype of CYP2D in brain) in males and females in estrus, compared to females in diestrus; with no impact on plasma drug concentrations. There was no impact of propranolol pre-treatment, sex, or cycle after oral oxymorphone (non-CYP2D substrate) on brain oxymorphone concentrations or analgesia. There was no impact of propranolol pre-treatment following ovariectomy on brain oxycodone concentrations or analgesia, which was restored in ovariectomized females following estradiol, but not progesterone, treatment. Sex, cycle, and estradiol regulation of CYP2D in brain in turn altered brain oxycodone concentration and response, which may contribute to the large inter-individual variation in response to the numerous centrally acting CYP2D substrate drugs, including opioids.
Collapse
Affiliation(s)
- Nicole Arguelles
- Department of Pharmacology and Toxicology, University of Toronto, Toronto, Ontario, Canada
| | - Janielle Richards
- Department of Pharmacology and Toxicology, University of Toronto, Toronto, Ontario, Canada
| | - Ahmed A El-Sherbeni
- Department of Clinical Pharmacy, Faculty of Pharmacy, Tanta University, Tanta, Egypt
| | - Sharon Miksys
- Department of Pharmacology and Toxicology, University of Toronto, Toronto, Ontario, Canada; Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health (CAMH), Canada
| | - Rachel F Tyndale
- Department of Pharmacology and Toxicology, University of Toronto, Toronto, Ontario, Canada; Campbell Family Mental Health Research Institute, Centre for Addiction and Mental Health (CAMH), Canada; Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada.
| |
Collapse
|
41
|
Smith DM, Stevenson JM, Ho TT, Formea CM, Gammal RS, Cavallari LH. Pharmacogenetics: A Precision Medicine Approach to Combatting the Opioid Epidemic. JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY 2022; 5:239-250. [PMID: 35784584 PMCID: PMC9248444 DOI: 10.1002/jac5.1582] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Ineffective pain control is the most commonly cited reason for misuse of prescription opioids and is influenced by genetics. In particular, the gene encoding the CYP2D6 enzyme, which metabolizes some of the most commonly prescribed opioids (e.g., tramadol, hydrocodone) to their more potent forms, is highly polymorphic and can lead to reduced concentrations of the active metabolites and decreased opioid effectiveness. Consideration of the CYP2D6 genotype may allow for predicting opioid response and identifying patients who are likely to respond well to lower potency opioids as well as those who may derive greater pain relief from non-opioid analgesics versus certain opioids. There is emerging evidence that a CYP2D6-guided approach to pain management improves pain control and reduces opioid consumption and thus may be a promising means for combating opioid misuse. Clinical practice guidelines are available for select opioids and other analgesics to support medication and dose selection based on pharmacogenetic data. This article describes the evidence supporting genotype-guided pain management as a means of improving pain control and reducing opioid misuse and clinical recommendations for genotype-guided analgesic prescribing. In addition, a "how to" guide using patient case examples is provided to demystify the process for implementing pharmacogenetics-guided pain management in order to optimize analgesia and minimize adverse effects. Optimizing pain management through genotype-guided approaches may ultimately provide safer and more effective therapy for pain control while decreasing the risk for opioid misuse.
Collapse
Affiliation(s)
- D. Max Smith
- MedStar Health, Columbia, Maryland, USA.,Department of Oncology, Georgetown University Medical Center, Washington, DC, USA
| | - James M. Stevenson
- Division of Clinical Pharmacology, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Teresa T. Ho
- Department of Pharmacotherapeutics and Clinical Research, University of South Florida, Tampa, Florida, USA
| | - Christine M. Formea
- Department of Pharmacy and Intermountain Precision Genomics, Intermountain Healthcare, Salt Lake City, Utah, USA
| | - Roseann S. Gammal
- Department of Pharmacy Practice, Massachusetts College of Pharmacy and Health Sciences, Boston, Massachusetts, USA
| | - Larisa H. Cavallari
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, Florida, USA.,Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, Florida, USA
| |
Collapse
|
42
|
Howes S, Cloutet AR, Kweon J, Powell TL, Raza D, Cornett EM, Kaye AD. Pharmacogenomics of Opioid Treatment for Pain Management. Methods Mol Biol 2022; 2547:491-504. [PMID: 36068474 DOI: 10.1007/978-1-0716-2573-6_17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Pain affects approximately 100 million Americans. Pain harms quality of life and costs patients billions of dollars per year. Clinically, nonpharmacologic and pharmacologic therapies can alleviate acute and chronic pain suffering. Opioids are one type of medication used to manage pain. However, opioids can potentially create dependence and substance abuse, and the effects are not consistent in all patients. Pharmacogenomics is the study of the genome to understand the effects of drugs on individual patients based on their genetic information. Through pharmacogenomics, researchers can investigate genetic polymorphisms related to pain that maximize individual patient drug responses and minimize toxicity. This chapter discusses the pharmacogenomics of opioids to treat pain, including individual genetic differences to opioid treatments, opioid pharmacokinetics and pharmacodynamics, and the genetic polymorphisms associated with individual opioid medications.
Collapse
Affiliation(s)
| | | | | | | | - Daniel Raza
- Tulane School of Medicine, New Orleans, LA, USA
| | - Elyse M Cornett
- Department of Anesthesiology, LSU Health Shreveport, Shreveport, LA, USA.
| | - Alan D Kaye
- Departments of Anesthesiology and Pharmacology, Toxicology and Neurosciences, LSU Health Shreveport, Shreveport, LA, USA
| |
Collapse
|
43
|
Sachtleben EP, Rooney K, Haddad H, Lassiegne VL, Boudreaux M, Cornett EM, Kaye AD. The Role of Pharmacogenomics in Postoperative Pain Management. Methods Mol Biol 2022; 2547:505-526. [PMID: 36068475 DOI: 10.1007/978-1-0716-2573-6_18] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
Pharmacogenomics can improve pain management by considering individual variations in pain perception and susceptibility and sensitivity to medicines related to genetic diversity. Due to the subjective nature of pain and the fact that people respond differently to medicines, it can be challenging to develop a consistent and successful regimen for pain disorders. Numerous factors influence the outcome of pain treatment programs, but two stand out: altered perception of pain and varying responsiveness to analgesic medicines. Numerous polymorphisms in genes such as CYP2D6, OPRM1, and ABCB1 have been identified, culminating in a heterogeneous response to pain medication in people who have these genetic polymorphisms. Improved treatment regimens that factor in pharmacogenetic differences in patients would help reduce the risk of opioid dependency and help effectively treat postoperative pain.
Collapse
Affiliation(s)
| | | | - Hannah Haddad
- Kansas City University of Medicine and Biosciences, Kansas City, MO, USA
| | | | - Megan Boudreaux
- School of Medicine, Louisiana State University Shreveport, Shreveport, LA, USA
| | - Elyse M Cornett
- Department of Anesthesiology, LSU Health Shreveport, Shreveport, LA, USA.
| | - Alan D Kaye
- Departments of Anesthesiology and Pharmacology, Toxicology, and Neurosciences, LSU Health Shreveport, Shreveport, LA, USA
| |
Collapse
|
44
|
Appraisal and development of evidence-based clinical decision support to enable perioperative pharmacogenomic application. THE PHARMACOGENOMICS JOURNAL 2021; 21:691-711. [PMID: 34376788 PMCID: PMC9267777 DOI: 10.1038/s41397-021-00248-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/23/2021] [Revised: 06/06/2021] [Accepted: 06/16/2021] [Indexed: 02/07/2023]
Abstract
Variable responses to medications complicates perioperative care. As a potential solution, we evaluated and synthesized pharmacogenomic evidence that may inform anesthesia and pain prescribing to identify clinically actionable drug/gene pairs. Clinical decision-support (CDS) summaries were developed and were evaluated using Appraisal of Guidelines for Research and Evaluation (AGREE) II. We found that 93/180 (51%) of commonly-used perioperative medications had some published pharmacogenomic information, with 18 having actionable evidence: celecoxib/diclofenac/flurbiprofen/ibuprofen/piroxicam/CYP2C9, codeine/oxycodone/tramadol CYP2D6, desflurane/enflurane/halothane/isoflurane/sevoflurane/succinylcholine/RYR1/CACNA1S, diazepam/CYP2C19, phenytoin/CYP2C9, succinylcholine/mivacurium/BCHE, and morphine/OPRM1. Novel CDS summaries were developed for these 18 medications. AGREE II mean ± standard deviation scores were high for Scope and Purpose (95.0 ± 2.8), Rigor of Development (93.2 ± 2.8), Clarity of Presentation (87.3 ± 3.0), and Applicability (86.5 ± 3.7) (maximum score = 100). Overall mean guideline quality score was 6.7 ± 0.2 (maximum score = 7). All summaries were recommended for clinical implementation. A critical mass of pharmacogenomic evidence exists for select medications commonly used in the perioperative setting, warranting prospective examination for clinical utility.
Collapse
|
45
|
Elchynski AL, Cicali EJ, Ferrer Del Busto MC, Hamilton A, Chang KL, Schmidt SO, Weiner B, Davis R, Estores D, Max Smith D, Wiisanen K, Johnson JA, Cavallari LH. Determining the potential clinical value of panel-based pharmacogenetic testing in patients with chronic pain or gastroesophageal reflux disease. THE PHARMACOGENOMICS JOURNAL 2021; 21:657-663. [PMID: 34075203 PMCID: PMC8605985 DOI: 10.1038/s41397-021-00244-6] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Revised: 04/29/2021] [Accepted: 05/19/2021] [Indexed: 12/31/2022]
Abstract
We aimed to determine the potential value of panel-based pharmacogenetic (PGx) testing in patients with chronic pain or gastroesophageal reflux disease (GERD) who underwent single-gene PGx testing to guide opioid or proton pump inhibitor (PPI) therapy, respectively. Of 448 patients included (chronic pain, n = 337; GERD, n = 111), mean age was 57 years, 68% were female, and 73% were white. Excluding opiates for the pain cohort and PPIs for the GERD cohort, 76.6% of patients with pain and 71.2% with GERD were prescribed at least one additional medication with a high level of PGx evidence, most commonly ondansetron or selective serotonin reuptake inhibitors. The most common genes that could inform PGx drug prescribing were CYP2C19, CYP2D6, CYP2C9, and SLCO1B1. Our findings suggest that patients with chronic pain or GERD are commonly prescribed drugs with a high level of evidence for a PGx-guided approach, supporting panel-based testing in these populations.
Collapse
Affiliation(s)
- Amanda L Elchynski
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, FL, USA
- Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Emily J Cicali
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, FL, USA
- Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Maria C Ferrer Del Busto
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Alessandra Hamilton
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Ku-Lang Chang
- Department of Community Health and Family Medicine, College of Medicine University of Florida, Gainesville, FL, USA
| | - Siegfried O Schmidt
- Department of Community Health and Family Medicine, College of Medicine University of Florida, Gainesville, FL, USA
| | - Brian Weiner
- Division of Gastroenterology, Hepatology and Nutrition, University of Florida, Gainesville, FL, USA
- Charles E. Schmidt School of Medicine, Florida Atlantic University, Boca Raton, FL, USA
- Digestive Disease Institute at the Cleveland Clinic, Weston, FL, USA
| | - Richard Davis
- Division of Gastroenterology, Hepatology and Nutrition, University of Florida, Gainesville, FL, USA
| | - David Estores
- Division of Gastroenterology, Hepatology and Nutrition, University of Florida, Gainesville, FL, USA
| | - D Max Smith
- MedStar Health, Columbia, MD, USA
- Department of Oncology, Georgetown University Medical Center, Washington, DC, USA
| | - Kristin Wiisanen
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, FL, USA
- Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Julie A Johnson
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, FL, USA
- Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville, FL, USA
| | - Larisa H Cavallari
- Department of Pharmacotherapy and Translational Research, College of Pharmacy, University of Florida, Gainesville, FL, USA.
- Center for Pharmacogenomics and Precision Medicine, College of Pharmacy, University of Florida, Gainesville, FL, USA.
| |
Collapse
|
46
|
Chadwick A, Frazier A, Khan TW, Young E. Understanding the Psychological, Physiological, and Genetic Factors Affecting Precision Pain Medicine: A Narrative Review. J Pain Res 2021; 14:3145-3161. [PMID: 34675643 PMCID: PMC8517910 DOI: 10.2147/jpr.s320863] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Accepted: 08/11/2021] [Indexed: 12/11/2022] Open
Abstract
PURPOSE Precision pain medicine focuses on employing methods to assess each patient individually, identify their risk profile for disproportionate pain and/or the development of chronic pain, and optimize therapeutic strategies to target specific pathological processes underlying chronic pain. This review aims to provide a concise summary of the current body of knowledge regarding psychological, physiological, and genetic determinants of chronic pain related to precision pain medicine. METHODS Following the Scale for the Assessment of Narrative Review Articles (SANRA) criteria, we employed PubMed/Medline to identify relevant articles using primary database search terms to query articles such as: precision medicine, non-modifiable factors, pain, anesthesiology, quantitative sensory testing, genetics, pain medicine, and psychological. RESULTS Precision pain medicine provides an opportunity to identify populations at risk, develop personalized treatment strategies, and reduce side effects and cost through elimination of ineffective treatment strategies. As in other complex chronic health conditions, there are two broad categories that contribute to chronic pain risk: modifiable and non-modifiable patient factors. This review focuses on three primary determinants of health, representing both modifiable and non-modifiable factors, that may contribute to a patient's profile for risk of developing pain and most effective management strategies: psychological, physiological, and genetic factors. CONCLUSION Consideration of these three domains is already being integrated into patient care in other specialties, but by understanding the role they play in development and maintenance of chronic pain, we can begin to implement both precision and personalized treatment regimens.
Collapse
Affiliation(s)
- Andrea Chadwick
- Department of Anesthesiology, University of Kansas Medical Center, Kansas City, KS, USA
| | - Andrew Frazier
- Department of Anesthesiology, University of Kansas Medical Center, Kansas City, KS, USA
| | - Talal W Khan
- Department of Anesthesiology, University of Kansas Medical Center, Kansas City, KS, USA
| | - Erin Young
- Department of Anesthesiology, University of Kansas Medical Center, Kansas City, KS, USA
| |
Collapse
|
47
|
Crews KR, Monte AA, Huddart R, Caudle KE, Kharasch ED, Gaedigk A, Dunnenberger HM, Leeder JS, Callaghan JT, Samer CF, Klein TE, Haidar CE, Van Driest SL, Ruano G, Sangkuhl K, Cavallari LH, Müller DJ, Prows CA, Nagy M, Somogyi AA, Skaar TC. Clinical Pharmacogenetics Implementation Consortium Guideline for CYP2D6, OPRM1, and COMT Genotypes and Select Opioid Therapy. Clin Pharmacol Ther 2021; 110:888-896. [PMID: 33387367 PMCID: PMC8249478 DOI: 10.1002/cpt.2149] [Citation(s) in RCA: 200] [Impact Index Per Article: 66.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Accepted: 12/02/2020] [Indexed: 11/08/2022]
Abstract
Opioids are mainly used to treat both acute and chronic pain. Several opioids are metabolized to some extent by CYP2D6 (codeine, tramadol, hydrocodone, oxycodone, and methadone). Polymorphisms in CYP2D6 have been studied for an association with the clinical effect and safety of these drugs. Other genes that have been studied for their association with opioid clinical effect or adverse events include OPRM1 (mu receptor) and COMT (catechol-O-methyltransferase). This guideline updates and expands the 2014 Clinical Pharmacogenetics Implementation Consortium (CPIC) guideline for CYP2D6 genotype and codeine therapy and includes a summation of the evidence describing the impact of CYP2D6, OPRM1, and COMT on opioid analgesia and adverse events. We provide therapeutic recommendations for the use of CYP2D6 genotype results for prescribing codeine and tramadol and describe the limited and/or weak data for CYP2D6 and hydrocodone, oxycodone, and methadone, and for OPRM1 and COMT for clinical use.
Collapse
Affiliation(s)
- Kristine R. Crews
- Department of Pharmaceutical Sciences, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Andrew A. Monte
- University of Colorado School of Medicine, Department of Emergency Medicine & Colorado Center for Personalized Medicine, Aurora, CO, USA
| | - Rachel Huddart
- Department of Biomedical Data Science, Stanford University, Stanford, CA, USA
| | - Kelly E. Caudle
- Department of Pharmaceutical Sciences, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Evan D. Kharasch
- Department of Anesthesiology, Duke University School of Medicine, Durham, NC, USA
| | - Andrea Gaedigk
- Division of Clinical Pharmacology, Toxicology & Therapeutic Innovation, Children’s Mercy Kansas City, Kanas City, MO, USA
- School of Medicine, University of Missouri-Kansas City, Kansas City, MO, USA
| | - Henry M. Dunnenberger
- Neaman Center for Personalized Medicine, NorthShore University HealthSystem, Evanston, IL, USA
| | - J. Steven Leeder
- Division of Clinical Pharmacology, Toxicology & Therapeutic Innovation, Children’s Mercy Kansas City, Kanas City, MO, USA
- School of Medicine, University of Missouri-Kansas City, Kansas City, MO, USA
| | - John T. Callaghan
- Indiana University School of Medicine, Department of Medicine, Division of Clinical Pharmacology, Indianapolis, IN, USA
| | - Caroline Flora Samer
- Clinical Pharmacology and Toxicology Department, Geneva University Hospitals, Switzerland
| | - Teri E. Klein
- Department of Biomedical Data Science, Stanford University, Stanford, CA, USA
| | - Cyrine E. Haidar
- Department of Pharmaceutical Sciences, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Sara L. Van Driest
- Departments of Pediatrics and Medicine, Vanderbilt University Medical Center, Nashville, TN, USA
| | - Gualberto Ruano
- Institute of Living Hartford Hospital, Genomas Lab of Personalized Health; University of Connecticut School of Medicine and University of Puerto Rico Medical Sciences, Hartford, CT, USA
| | - Katrin Sangkuhl
- Department of Biomedical Data Science, Stanford University, Stanford, CA, USA
| | - Larisa H. Cavallari
- Department of Pharmacotherapy and Translational Research and Center for Pharmacogenomics and Precision Medicine, University of Florida, Gainesville, FL, USA
| | - Daniel J. Müller
- Campbell Family Mental Health Research Institute of CAMH, Department of Psychiatry, University of Toronto, Toronto, ON, Canada
| | - Cynthia A. Prows
- Divisions of Human Genetics and Patient Services, Cincinnati Children’s Hospital Medical Center, Cincinnati, OH, USA
| | - Mohamed Nagy
- Department of Pharmaceutical Services, Children’s Cancer Hospital Egypt 57357, Cairo, Egypt
| | - Andrew A. Somogyi
- Discipline of Pharmacology, Adelaide Medical School, University of Adelaide, Adelaide, Australia
| | - Todd C. Skaar
- Indiana University School of Medicine, Department of Medicine, Division of Clinical Pharmacology, Indianapolis, IN, USA
| |
Collapse
|
48
|
Eller OC, Glidden N, Knight B, McKearney N, Perry M, Bernier Carney KM, Starkweather A, Young EE, Baumbauer KM. A Role for Global DNA Methylation Level and IL2 Expression in the Transition From Acute to Chronic Low Back Pain. FRONTIERS IN PAIN RESEARCH 2021; 2:744148. [PMID: 35295525 PMCID: PMC8915771 DOI: 10.3389/fpain.2021.744148] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2021] [Accepted: 08/30/2021] [Indexed: 11/13/2022] Open
Abstract
Objectives: The transition from acute low back pain (aLBP) to chronic LBP (cLBP) results from a variety of factors, including epigenetic modifications of DNA. The aim of this study was to (1) compare global DNA (gDNA) methylation and histone acetylation at LBP onset between the aLBP and cLBP participants, (2) compare mRNA expression of genes with known roles in the transduction, maintenance, and/or modulation of pain between the aLBP and cLBP participants, (3) compare somatosensory function and pain ratings in our participants, and (4) determine if the aforementioned measurements were associated.Methods: A total of 220 participants were recruited for this prospective observational study following recent onset of an episode of LBP. We retained 45 individuals whose gDNA was of sufficient quality for analysis. The final sample included 14 participants whose pain resolved within 6 weeks of onset (aLBP),15 participants that reported pain for 6 months (cLBP), and 16 healthy controls. Participants were subjected to quantitative sensory testing (QST), blood was drawn via venipuncture, gDNA isolated, and global DNA methylation and histone acetylation, as well as mRNA expression of 84 candidate genes, were measured.Results: Individuals that develop cLBP display multimodal somatosensory hypersensitivity relative to aLBP participants. cLBP participants also had significantly lower global DNA methylation, which was negatively correlated with interleukin-2 (IL2) mRNA expression.Discussion: cLBP is characterized by somatosensory hypersensitivity, lower global DNA methylation, and higher IL2 expression level compared to those whose pain will resolve quickly (aLBP). These results suggest potential diagnostic and therapeutic relevance for global DNA methylation and IL2 expression in the pathology underlying the transition from acute to chronic LBP.
Collapse
Affiliation(s)
- Olivia C. Eller
- Department of Anatomy and Cell Biology, University of Kansas Medical Center, Kansas City, KS, United States
| | - Nicole Glidden
- Department of Genetics and Genome Sciences, UConn Health, Farmington, CT, United States
- Center for Advancement in Managing Pain, School of Nursing, University of Connecticut, Storrs, CT, United States
| | - Brittany Knight
- Department of Neuroscience, UConn Health, Farmington, CT, United States
| | - Noelle McKearney
- Department of Genetics and Genome Sciences, UConn Health, Farmington, CT, United States
- Department of Neuroscience, UConn Health, Farmington, CT, United States
| | - Mallory Perry
- Center for Advancement in Managing Pain, School of Nursing, University of Connecticut, Storrs, CT, United States
| | - Katherine M. Bernier Carney
- Center for Advancement in Managing Pain, School of Nursing, University of Connecticut, Storrs, CT, United States
| | - Angela Starkweather
- Center for Advancement in Managing Pain, School of Nursing, University of Connecticut, Storrs, CT, United States
| | - Erin E. Young
- Department of Anatomy and Cell Biology, University of Kansas Medical Center, Kansas City, KS, United States
- Department of Genetics and Genome Sciences, UConn Health, Farmington, CT, United States
- Center for Advancement in Managing Pain, School of Nursing, University of Connecticut, Storrs, CT, United States
- Department of Neuroscience, UConn Health, Farmington, CT, United States
- Department of Anesthesiology, University of Kansas Medical Center, Kansas City, KS, United States
- *Correspondence: Erin E. Young
| | - Kyle M. Baumbauer
- Department of Anatomy and Cell Biology, University of Kansas Medical Center, Kansas City, KS, United States
- Center for Advancement in Managing Pain, School of Nursing, University of Connecticut, Storrs, CT, United States
- Department of Neuroscience, UConn Health, Farmington, CT, United States
- Department of Anesthesiology, University of Kansas Medical Center, Kansas City, KS, United States
| |
Collapse
|
49
|
Limkakeng AT, Manandhar P, Erkanli A, Eucker SA, Root A, Voora D. United States Emergency Department Use of Medications with Pharmacogenetic Recommendations. West J Emerg Med 2021; 22:1347-1354. [PMID: 34787561 PMCID: PMC8597689 DOI: 10.5811/westjem.2021.5.51248] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Accepted: 05/17/2021] [Indexed: 11/24/2022] Open
Abstract
Introduction Emergency departments (ED) use many medications with a range of therapeutic efficacy and potential significant side effects, and many medications have dosage adjustment recommendations based on the patient’s specific genotype. How frequently medications with such pharmaco-genetic recommendations are used in United States (US) EDs has not been studied. Methods We conducted a cross-sectional analysis of the 2010–2015 National Hospital Ambulatory Medical Care Survey (NHAMCS). We reported the proportion of ED visits in which at least one medication with Clinical Pharmacogenetics Implementation Consortium (CPIC) recommendation of Level A or B evidence was ordered. Secondary comparisons included distributions and 95% confidence intervals of age, gender, race/ethnicity, ED disposition, geographical region, immediacy, and insurance status between all ED visits and those involving a CPIC medication. Results From 165,155 entries representing 805,726,000 US ED visits in the 2010–2015 NHAMCS, 148,243,000 ED visits (18.4%) led to orders of CPIC medications. The most common CPIC medication was tramadol (6.3%). Visits involving CPIC medications had higher proportions of patients who were female, had private insurance and self-pay, and were discharged from the ED. They also involved lower proportions of patients with Medicare and Medicaid. Conclusion Almost one fifth of US ED visits involve a medication with a pharmacogenetic recommendation that may impact the efficacy and toxicity for individual patients. While direct application of genotyping is still in development, it is important for emergency care providers to understand and support this technology given its potential to improve individualized, patient-centered care.
Collapse
Affiliation(s)
- Alexander T Limkakeng
- Duke University School of Medicine, Division of Emergency Medicine, Durham, North Carolina
| | - Pratik Manandhar
- Duke University School of Medicine, Department of Biostatistics and Bioinformatics, Durham, North Carolina
| | - Alaatin Erkanli
- Duke University School of Medicine, Department of Biostatistics and Bioinformatics, Durham, North Carolina
| | - Stephanie A Eucker
- Duke University School of Medicine, Division of Emergency Medicine, Durham, North Carolina.,Duke University School of Medicine, Department of Orthopedics, Durham, North Carolina
| | - Adam Root
- Duke University Hospital, Department of Pharmacy, Durham, North Carolina
| | - Deepak Voora
- Duke University School of Medicine, Division of Cardiology, Durham, North Carolina
| |
Collapse
|
50
|
Bright DR, Petry N, Roath E, Gibb T. Engaging pharmacogenomics in pain management and opioid selection. Pharmacogenomics 2021; 22:927-937. [PMID: 34521258 DOI: 10.2217/pgs-2021-0044] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
Opioid misuse and mismanagement has been a public health crisis for several years. Pharmacogenomics (PGx) has been proposed as another tool to enhance opioid selection and optimization, with recent studies demonstrating successful implementation and outcomes. However, broad engagement with PGx for opioid management is presently limited. The purpose of this article is to highlight a series of barriers to PGx implementation within the specific context of opioid management. Areas of advancement needed for more robust pharmacogenomic engagement with opioids will be discussed, including clinical and economic research needs, education and training needs, policy and public health considerations, as well as legal and ethical issues. Continuing efforts to address these issues may help to further operationalize PGx toward improving opioid use.
Collapse
Affiliation(s)
- David R Bright
- Department of Pharmaceutical Sciences, Ferris State University College of Pharmacy, 220 Ferris Dr, Big Rapids, MI 49307, USA
| | - Natasha Petry
- Department of Pharmacy Practice, College of Health Professions, North Dakota State University, PO Box 6050, Fargo, ND 58108, USA.,Sanford Imagenetics, 1321 W 22nd St, Sioux Falls, SD 57105, USA
| | - Eric Roath
- SpartanNash, 1550 Gezon Parkway, Wyoming, MI 49509, USA
| | - Tyler Gibb
- Department of Medical Ethics, Humanities, & Law, Homer Stryker MD School of Medicine, Western Michigan University, 1000 Oakland Drive, Kalamazoo, MI 49008, USA
| |
Collapse
|