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Lee O, Bazzi LA, Xu Y, Pearson E, Wang M, Hosseini O, Akasha AM, Choi JN, Karlan S, Pilewskie M, Kocherginsky M, Benante K, Helland T, Mellgren G, Dimond E, Perloff M, Heckman-Stoddard BM, Khan SA. A randomized Phase I pre-operative window trial of transdermal endoxifen in women planning mastectomy: Evaluation of dermal safety, intra-mammary drug distribution, and biologic effects. Biomed Pharmacother 2024; 171:116105. [PMID: 38171245 DOI: 10.1016/j.biopha.2023.116105] [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: 09/19/2023] [Revised: 12/17/2023] [Accepted: 12/28/2023] [Indexed: 01/05/2024] Open
Abstract
Breast cancer prevention only requires local exposure of the breast to active drug. However, oral preventive agents entail systemic exposure, causing adverse effects that limit acceptance by high-risk women. Drug-delivery through the breast skin is an attractive option, but requires demonstration of dermal safety and drug distribution throughout the breast. We formulated the tamoxifen metabolite (E/Z)-endoxifen for transdermal delivery and tested it in a placebo-controlled, double-blinded Phase I trial with dose escalation from 10 to 20 mg daily. The primary endpoint was dermal toxicity. Thirty-two women planning mastectomy were randomized (2:1) to endoxifen-gel or placebo-gel applied to both breasts for 3-5 weeks. Both doses of endoxifen-gel incurred no dermal or systemic toxicity compared to placebo. All endoxifen-treated breasts contained the drug at each of five sampling locations; the median per-person tissue concentration in the treated participants was 0.6 ng/g (IQR 0.4-1.6), significantly higher (p < 0.001) than the median plasma concentration (0.2 ng/mL, IQR 0.2-0.2). The median ratio of the more potent (Z)-isomer to (E)-isomer at each breast location was 1.50 (IQR 0.96-2.54, p < 0.05). No discernible effects of breast size or adiposity on tissue concentrations were observed. At the endoxifen doses and duration used, and the tissue concentration achieved, we observed a non-significant overall reduction of tumor proliferation (Ki67 LI) and significant downregulation of gene signatures known to promote cancer invasion (FN1, SERPINH1, PLOD2, PDGFA, ITGAV) (p = 0.03). Transdermal endoxifen is an important potential breast cancer prevention agent but formulations with better dermal penetration are needed.
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Affiliation(s)
- Oukseub Lee
- Department of Surgery, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
| | - Latifa A Bazzi
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Yanfei Xu
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Erik Pearson
- Department of Pathology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Minhua Wang
- Department of Surgery, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Omid Hosseini
- Department of Surgery, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Azza M Akasha
- Department of Surgery, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Jennifer Nam Choi
- Department of Dermatology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Scott Karlan
- Saul and Joyce Brandman Breast Center, Cedars-Sinai Medical Center, West Hollywood, CA, USA
| | | | - Masha Kocherginsky
- Department of Preventive Medicine, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Kelly Benante
- Robert H. Lurie Comprehensive Cancer Center, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
| | - Thomas Helland
- Hormone Laboratory, Department of Medical Biochemistry and Pharmacology, Haukeland University Hospital, Bergen, Norway; Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Gunnar Mellgren
- Hormone Laboratory, Department of Medical Biochemistry and Pharmacology, Haukeland University Hospital, Bergen, Norway; Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Eileen Dimond
- Division of Cancer Prevention, National Cancer Institute, Bethesda, MD, USA
| | - Marjorie Perloff
- Division of Cancer Prevention, National Cancer Institute, Bethesda, MD, USA
| | | | - Seema A Khan
- Department of Surgery, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
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2
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Koubek EJ, Buhrow SA, Safgren SL, Jia L, Goetz MP, Ames MM, Reid JM. Bioavailability and Pharmacokinetics of Endoxifen in Female Rats and Dogs: Evidence to Support the Use of Endoxifen to Overcome the Limitations of CYP2D6-Mediated Tamoxifen Metabolism. Drug Metab Dispos 2023; 51:183-192. [PMID: 36351835 PMCID: PMC9900863 DOI: 10.1124/dmd.122.000929] [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: 04/21/2022] [Revised: 08/22/2022] [Accepted: 09/16/2022] [Indexed: 11/10/2022] Open
Abstract
Endoxifen (ENDX) is an active metabolite of tamoxifen (TAM), a drug commonly used for the treatment of estrogen receptor-positive breast cancer and metabolized by CYP2D6. Genetic or drug-induced reductions in CYP2D6 activity decrease plasma ENDX concentrations and TAM efficacy. It was proposed that direct oral administration of ENDX would circumvent the issues related to metabolic activation of TAM by CYP2D6 and increase patient response. Here, we characterized the pharmacokinetics and oral bioavailability of ENDX in female rats and dogs. Additionally, ENDX exposure was compared following equivalent doses of ENDX and TAM. ENDX exposure was 100-fold and 10-fold greater in rats and dogs, respectively, with ENDX administration compared with an equivalent dose of TAM. In single-dose administration studies, the terminal elimination half-life and plasma clearance values were 6.3 hours and 2.4 L/h per kg in rats given 2 mg/kg i.v. ENDX and 9.2 hours and 0.4 L/h/kg in dogs given 0.5 mg/kg i.v. ENDX, respectively. Plasma concentrations above 0.1 µM and 1 µM ENDX were achieved with 20-mg/kg and 200-mg/kg doses in rats, and concentrations above 1 µM and 10 µM were achieved with 15-mg/kg and 100-mg/kg doses in dogs. Oral absorption of ENDX was linear in rats and dogs, with bioavailability greater than 67% in rats and greater than 50% in dogs. In repeated-dose administration studies, ENDX peak plasma concentrations reached 9 µM in rats and 20 µM in dogs following four daily doses of 200 mg/kg or 30 mg/kg ENDX, respectively. The results indicate that ENDX has high oral bioavailability, and therapeutic concentrations were maintained after repeated dosing. Oral dosing of ENDX resulted in substantially higher ENDX concentrations than a similar dose of TAM. These data support the ongoing development of ENDX to overcome the limitations associated with CYP2D6-mediated metabolism of TAM in humans. SIGNIFICANCE STATEMENT: This study presents for the first time the pharmacokinetics and bioavailability of endoxifen and three key tamoxifen metabolites following repeated oral dosing in female rats and dogs. This study reports that endoxifen has high oral bioavailability, and therapeutic concentrations were maintained after repeated dosing. On the basis of these data, Z-endoxifen (Z-ENDX) was developed as a drug based upon the hypothesis that oral administration of Z-ENDX would overcome the limitations of CYP2D6 metabolism required for full metabolic activation of tamoxifen.
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Affiliation(s)
- Emily J Koubek
- Departments of Oncology (E.J.K., S.A.B., S.L.S., M.P.G., M.M.A., J.M.R.) and Molecular Pharmacology and Experimental Therapeutics (S.L.S., M.P.G., M.M.A., J.M.R.), Mayo Clinic, Rochester, Minnesota; and National Institutes of Health, Frederick, Maryland (L.J.)
| | - Sarah A Buhrow
- Departments of Oncology (E.J.K., S.A.B., S.L.S., M.P.G., M.M.A., J.M.R.) and Molecular Pharmacology and Experimental Therapeutics (S.L.S., M.P.G., M.M.A., J.M.R.), Mayo Clinic, Rochester, Minnesota; and National Institutes of Health, Frederick, Maryland (L.J.)
| | - Stephanie L Safgren
- Departments of Oncology (E.J.K., S.A.B., S.L.S., M.P.G., M.M.A., J.M.R.) and Molecular Pharmacology and Experimental Therapeutics (S.L.S., M.P.G., M.M.A., J.M.R.), Mayo Clinic, Rochester, Minnesota; and National Institutes of Health, Frederick, Maryland (L.J.)
| | - Lee Jia
- Departments of Oncology (E.J.K., S.A.B., S.L.S., M.P.G., M.M.A., J.M.R.) and Molecular Pharmacology and Experimental Therapeutics (S.L.S., M.P.G., M.M.A., J.M.R.), Mayo Clinic, Rochester, Minnesota; and National Institutes of Health, Frederick, Maryland (L.J.)
| | - Matthew P Goetz
- Departments of Oncology (E.J.K., S.A.B., S.L.S., M.P.G., M.M.A., J.M.R.) and Molecular Pharmacology and Experimental Therapeutics (S.L.S., M.P.G., M.M.A., J.M.R.), Mayo Clinic, Rochester, Minnesota; and National Institutes of Health, Frederick, Maryland (L.J.)
| | - Matthew M Ames
- Departments of Oncology (E.J.K., S.A.B., S.L.S., M.P.G., M.M.A., J.M.R.) and Molecular Pharmacology and Experimental Therapeutics (S.L.S., M.P.G., M.M.A., J.M.R.), Mayo Clinic, Rochester, Minnesota; and National Institutes of Health, Frederick, Maryland (L.J.)
| | - Joel M Reid
- Departments of Oncology (E.J.K., S.A.B., S.L.S., M.P.G., M.M.A., J.M.R.) and Molecular Pharmacology and Experimental Therapeutics (S.L.S., M.P.G., M.M.A., J.M.R.), Mayo Clinic, Rochester, Minnesota; and National Institutes of Health, Frederick, Maryland (L.J.)
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3
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Liu Y, Lin Z, Chen Q, Chen Q, Sang L, Wang Y, Shi L, Guo L, Yu Y. PAnno: A pharmacogenomics annotation tool for clinical genomic testing. Front Pharmacol 2023; 14:1008330. [PMID: 36778023 PMCID: PMC9909284 DOI: 10.3389/fphar.2023.1008330] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2022] [Accepted: 01/16/2023] [Indexed: 01/27/2023] Open
Abstract
Introduction: Next-generation sequencing (NGS) technologies have been widely used in clinical genomic testing for drug response phenotypes. However, the inherent limitations of short reads make accurate inference of diplotypes still challenging, which may reduce the effectiveness of genotype-guided drug therapy. Methods: An automated Pharmacogenomics Annotation tool (PAnno) was implemented, which reports prescribing recommendations and phenotypes by parsing the germline variant call format (VCF) file from NGS and the population to which the individual belongs. Results: A ranking model dedicated to inferring diplotypes, developed based on the allele (haplotype) definition and population allele frequency, was introduced in PAnno. The predictive performance was validated in comparison with four similar tools using the consensus diplotype data of the Genetic Testing Reference Materials Coordination Program (GeT-RM) as ground truth. An annotation method was proposed to summarize prescribing recommendations and classify drugs into avoid use, use with caution, and routine use, following the recommendations of the Clinical Pharmacogenetics Implementation Consortium (CPIC), etc. It further predicts phenotypes of specific drugs in terms of toxicity, dosage, efficacy, and metabolism by integrating the high-confidence clinical annotations in the Pharmacogenomics Knowledgebase (PharmGKB). PAnno is available at https://github.com/PreMedKB/PAnno. Discussion: PAnno provides an end-to-end clinical pharmacogenomics decision support solution by resolving, annotating, and reporting germline variants.
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Affiliation(s)
- Yaqing Liu
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, School of Life Sciences and Shanghai Cancer Center, Fudan University, Shanghai, China
| | - Zipeng Lin
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, School of Life Sciences and Shanghai Cancer Center, Fudan University, Shanghai, China
| | - Qingwang Chen
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, School of Life Sciences and Shanghai Cancer Center, Fudan University, Shanghai, China
| | - Qiaochu Chen
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, School of Life Sciences and Shanghai Cancer Center, Fudan University, Shanghai, China
| | - Leqing Sang
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, School of Life Sciences and Shanghai Cancer Center, Fudan University, Shanghai, China
| | - Yunjin Wang
- Department of Breast Surgery, Precision Cancer Medicine Center, Key Laboratory of Breast Cancer in Shanghai, Fudan University Shanghai Cancer Center, Shanghai, China,Department of Oncology, Shanghai Medical College, Fudan University, Shanghai, China
| | - Leming Shi
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, School of Life Sciences and Shanghai Cancer Center, Fudan University, Shanghai, China
| | - Li Guo
- State Key Laboratory of Multiphase Complex Systems, Institute of Process Engineering, Chinese Academy of Sciences, Beijing, China,School of Chemical Engineering, University of Chinese Academy of Sciences, Beijing, China,*Correspondence: Li Guo, ; Ying Yu,
| | - Ying Yu
- State Key Laboratory of Genetic Engineering, Human Phenome Institute, School of Life Sciences and Shanghai Cancer Center, Fudan University, Shanghai, China,*Correspondence: Li Guo, ; Ying Yu,
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4
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Savelyeva MI, Golubenko EO, Sozaeva ZA, Poddubnaya IV, Korennaya VV. Analysis of the complications of endocrine therapy with tamoxifen in breast cancer: clinical and pharmacogenetic aspects. Prospective pharmacogenetic cohort study. JOURNAL OF MODERN ONCOLOGY 2022. [DOI: 10.26442/18151434.2022.3.201783] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
Background. Tamoxifen is the drug of choice in ER-positive breast cancer (BC) therapy for perimenopausal women and one of the endocrine therapy options for menopausal patients. The pharmacological effect of tamoxifen can be influenced by the activity of cytochrome P450 (CYP) enzymes and P-glycoprotein transporters (Pg), and the genes encoding them have broad polymorphism, affecting serum concentrations of active metabolites. This article presents the overall results of a prospective population-based study of the clinical significance of genetic polymorphism of tamoxifen metabolic enzymes and transporters in breast cancer patients after radical treatment receiving adjuvant endocrine therapy with tamoxifen in outpatient settings during 2018-2019. The study was approved by the Research Ethics Committee of the Russian Medical Academy of Continuing Professional Education.
Aim. To analyze the clinical presentation of endocrine therapy with tamoxifen in the adjuvant regimen and to assess the association of polymorphisms of genes encoding cytochrome P450 enzymes and drug transporter proteins with adverse events in BC patients.
Materials and methods. One hundred and four women with stage I-III luminal breast cancer receiving adjuvant tamoxifen were examined for the presence of CYP2D6, CYP2C, and the following CYP3A gene polymorphisms: CYP2D6*4, CYP3A5*3, CYP2C9*2, CYP2C9*3, CYP2C19*2, CYP2C19*3, as well as the ABCB1 gene polymorphic marker (C3435T) encoding the P-glycoprotein. The allelic variants were identified using the real-time polymerase chain reaction; the test was performed in the Research Center of the Russian Medical Academy of Continuing Professional Education. The study material was buccal epithelium (double sampling) taken after informed consent signing.
Results. Association analysis showed the association of different genetic polymorphisms of CYP2D6, CYP3A5, CYP2C9, and ABCB1 with tamoxifen adverse drug reactions, indicating the clinical significance of these polymorphisms.
Conclusion. With the implementation of genetic testing of the studied polymorphisms into the routine clinical practice of oncologists prescribing tamoxifen and gynecologists involved in the follow-up of breast cancer patients receiving endocrine therapy in the adjuvant mode, there will be an opportunity for more effective and safer pharmacotherapy.
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5
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de Lara DV, de Melo DO, Kawakami DY, Gonçalves TS, Santos PC. Pharmacogenetic testing-guided treatment for oncology: an overview of reviews. Pharmacogenomics 2022; 23:739-748. [PMID: 36001087 DOI: 10.2217/pgs-2022-0064] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
Pharmacogenetics is the relationship between an individual's genetic variations and their response to pharmacological treatment. We conducted an overview of reviews on the use of post-treatment pharmacogenetic testing for oncology, based on clinically relevant gene-drug pairs. We conducted a search on Medline, Embase and Cochrane Library, from their inception to 18 June 2020. We selected six eligible systematic reviews. The most studied drug categories were estrogen agonists/antagonists and fluoropyrimidines associated with cytochrome P450 and dihydropyrimidine dehydrogenase genes (CYP2D6 and DPYD), but many studies were classified as being of critically low or low quality. There is a need for more high-quality primary studies and systematic reviews that assess the risk of bias, with consistent definitions of clinical outcomes to consider the benefits of pharmacogenetic testing for oncology.
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Affiliation(s)
- Danilo Vieira de Lara
- Department of Pharmacology, Escola Paulista de Medicina, Universidade Federal de São Paulo, EPM - Unifesp, São Paulo, 04044-020, Brazil
| | - Daniela Oliveira de Melo
- Institute of Environmental Sciences, Chemistry & Pharmaceuticals, Department of Pharmaceutical Sciences, Universidade Federal de São Paulo, Diadema, São Paulo, 09913-030, Brazil
| | - Daniele Y Kawakami
- Institute of Environmental Sciences, Chemistry & Pharmaceuticals, Department of Pharmaceutical Sciences, Universidade Federal de São Paulo, Diadema, São Paulo, 09913-030, Brazil
| | - Thuane S Gonçalves
- Department of Pharmacology, Escola Paulista de Medicina, Universidade Federal de São Paulo, EPM - Unifesp, São Paulo, 04044-020, Brazil
| | - Paulo Cjl Santos
- Department of Pharmacology, Escola Paulista de Medicina, Universidade Federal de São Paulo, EPM - Unifesp, São Paulo, 04044-020, Brazil
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Bradbury M, Hutton B, Beltran-Bless AA, Alzahrani M, Lariviere T, Fernandes R, Ibrahim MF, Cole K, Hilton J, Vandermeer L, Shorr R, Larocque G, Clemons M. Time to Update Evidence-Based Guideline Recommendations About Concurrent Tamoxifen and Antidepressant Use? A Systematic Review. Clin Breast Cancer 2021; 22:e362-e373. [PMID: 34740542 DOI: 10.1016/j.clbc.2021.10.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Revised: 09/14/2021] [Accepted: 10/02/2021] [Indexed: 11/03/2022]
Abstract
Concerns around pharmacological interaction between tamoxifen and antidepressants have resulted in evidence-base guidelines that recommend avoidance or caution with concurrent use. It remains unclear however whether this interaction is clinically important. A systematic review of studies comparing endocrine therapy (including tamoxifen and aromatase inhibitors) alone or concurrent with antidepressants in breast cancer patients was performed. The literature search sought studies within MEDLINE, EMBASE, and the Cochrane Collaboration Library published from database inception until December 1, 2020. Outcomes of interest included recurrence, breast cancer-specific survival, overall mortality, quality of life, and treatment compliance. Studies were assessed with the Cochrane Risk of Bias tool for randomized controlled trials and the Newcastle Ottawa tool for case-control and cohort studies. From 695 citations, we included 15 studies (2 randomized controlled trials [255 patients], 10 retrospective cohort studies [75,678 patients], and 3 case-control studies [18,836 patients]). While between-study clinical and methodologic differences (including analysis of confounding variables) precluded formal meta-analysis, findings from included studies did not find consistent evidence that concurrent use of antidepressants (including paroxetine) with tamoxifen therapy has negative impacts on the outcomes of interest. In this systematic review, despite data from nearly 100,000 patients, concurrent use of tamoxifen and antidepressants showed no consistent negative effect on clinical outcomes. Given the recognized harm to patients of changing either endocrine therapy or antidepressants to avoid concurrent use, current evidence-based guidelines should be updated accordingly. More rigorously designed pharmacoepidemiologic studies are needed.
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Affiliation(s)
| | - Brian Hutton
- Clinical Epidemiology Program, Ottawa Hospital Research Institute and School of Epidemiology and Public Health, University of Ottawa, Ottawa, Canada
| | - Ana-Alicia Beltran-Bless
- Department of Medicine, Division of Medical Oncology, The Ottawa Hospital and University of Ottawa, Ottawa, Canada
| | - Mashari Alzahrani
- Department of Medicine, Division of Medical Oncology, The Ottawa Hospital and University of Ottawa, Ottawa, Canada
| | - Thomas Lariviere
- Department of Family Medicine, The Ottawa Hospital, Ottawa, Canada
| | - Ricardo Fernandes
- Division of Medical Oncology, Department of Oncology, Schulich School of Medicine & Dentistry, Western University, London, Ontario, Canada
| | - Mohammed Fk Ibrahim
- Thunder Bay Regional Health Sciences Centre-Cancer Care, Thunder Bay, Canada
| | - Katherine Cole
- Department of Medicine, Division of Medical Oncology, The Ottawa Hospital and University of Ottawa, Ottawa, Canada
| | - John Hilton
- Department of Medicine, Division of Medical Oncology, The Ottawa Hospital and University of Ottawa, Ottawa, Canada; Cancer Therapeutics Program, Ottawa Hospital Research Institute, Ottawa, Canada
| | - Lisa Vandermeer
- Cancer Therapeutics Program, Ottawa Hospital Research Institute, Ottawa, Canada
| | | | | | - Mark Clemons
- Department of Medicine, Division of Medical Oncology, The Ottawa Hospital and University of Ottawa, Ottawa, Canada; Cancer Therapeutics Program, Ottawa Hospital Research Institute, Ottawa, Canada.
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7
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Niedrig DF, Rahmany A, Heib K, Hatz KD, Ludin K, Burden AM, Béchir M, Serra A, Russmann S. Clinical Relevance of a 16-Gene Pharmacogenetic Panel Test for Medication Management in a Cohort of 135 Patients. J Clin Med 2021; 10:jcm10153200. [PMID: 34361984 PMCID: PMC8347064 DOI: 10.3390/jcm10153200] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2021] [Revised: 07/11/2021] [Accepted: 07/19/2021] [Indexed: 12/17/2022] Open
Abstract
There is a growing number of evidence-based indications for pharmacogenetic (PGx) testing. We aimed to evaluate clinical relevance of a 16-gene panel test for PGx-guided pharmacotherapy. In an observational cohort study, we included subjects tested with a PGx panel for variants of ABCB1, COMT, CYP1A2, CYP2B6, CYP3A4, CYP3A5, CYP2C9, CYP2C19, CYP2D6, CYP4F2, DPYD, OPRM1, POR, SLCO1B1, TPMT and VKORC1. PGx-guided pharmacotherapy management was supported by the PGx expert system SONOGEN XP. The primary study outcome was PGx-based changes and recommendations regarding current and potential future medication. PGx-testing was triggered by specific drug-gene pairs in 102 subjects, and by screening in 33. Based on PharmGKB expert guidelines we identified at least one "actionable" variant in all 135 (100%) tested patients. Drugs that triggered PGx-testing were clopidogrel in 60, tamoxifen in 15, polypsychopharmacotherapy in 9, opioids in 7, and other in 11 patients. Among those, PGx variants resulted in clinical recommendations to change PGx-triggering drugs in 33 (32.4%), and other current pharmacotherapy in 23 (22.5%). Additional costs of panel vs. single gene tests are moderate, and the efficiency of PGx panel testing challenges traditional cost-benefit calculations for single drug-gene pairs. However, PGx-guided pharmacotherapy requires specialized expert consultations with interdisciplinary collaborations.
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Affiliation(s)
- David F. Niedrig
- Drugsafety.ch, 8703 Kusnacht, Switzerland; (D.F.N.); (A.R.)
- Hospital Pharmacy, Clinic Hirslanden Zurich, 8032 Zurich, Switzerland
| | - Ali Rahmany
- Drugsafety.ch, 8703 Kusnacht, Switzerland; (D.F.N.); (A.R.)
- Swiss Federal Institute of Technology Zurich (ETHZ), 8093 Zurich, Switzerland;
| | - Kai Heib
- INTLAB AG, 8707 Uetikon am See, Switzerland; (K.H.); (K.-D.H.)
| | | | - Katja Ludin
- Labor Risch, Molecular Genetics, 3097 Berne, Switzerland;
| | - Andrea M. Burden
- Swiss Federal Institute of Technology Zurich (ETHZ), 8093 Zurich, Switzerland;
| | - Markus Béchir
- Center for Internal Medicine, Clinic Hirslanden Aarau, 5001 Aarau, Switzerland;
| | - Andreas Serra
- Institute of Internal Medicine and Nephrology, Clinic Hirslanden Zurich, 8032 Zurich, Switzerland;
| | - Stefan Russmann
- Drugsafety.ch, 8703 Kusnacht, Switzerland; (D.F.N.); (A.R.)
- Swiss Federal Institute of Technology Zurich (ETHZ), 8093 Zurich, Switzerland;
- Institute of Internal Medicine and Nephrology, Clinic Hirslanden Zurich, 8032 Zurich, Switzerland;
- Correspondence: ; Tel.: +41-(0)44-221-1003
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8
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DeCensi A, Johansson H, Helland T, Puntoni M, Macis D, Aristarco V, Caviglia S, Webber TB, Briata IM, D'Amico M, Serrano D, Guerrieri-Gonzaga A, Bifulco E, Hustad S, Søiland H, Boni L, Bonanni B, Mellgren G. Association of CYP2D6 genotype and tamoxifen metabolites with breast cancer recurrence in a low-dose trial. NPJ Breast Cancer 2021; 7:34. [PMID: 33767162 PMCID: PMC7994552 DOI: 10.1038/s41523-021-00236-6] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Accepted: 02/16/2021] [Indexed: 12/30/2022] Open
Abstract
Low-dose tamoxifen halves recurrence in non-invasive breast cancer without significant adverse events. Some adjuvant trials with tamoxifen 20 mg/day had shown an association between low endoxifen levels (9–16 nM) and recurrence, but no association with CYP2D6 was shown in the NSABP P1 and P2 prevention trials. We studied the association of CYP2D6 genotype and tamoxifen metabolites with tumor biomarkers and recurrence in a randomized phase III trial of low-dose tamoxifen. Median (IQR) endoxifen levels at year 1 were 8.4 (5.3–11.4) in patients who recurred vs 7.5 (5.1–10.2) in those who did not recur (p = 0.60). Tamoxifen and metabolites significantly decreased C-reactive protein (CRP, p < 0.05), and a CRP increase after 3 years was associated with higher risk of recurrence (HR = 4.37, 95% CI, 1.14–16.73, P = 0.03). In conclusion, endoxifen is below 9 nM in most subjects treated with 5 mg/day despite strong efficacy and there is no association with recurrence, suggesting that the reason for tamoxifen failure is not poor drug metabolism. Trial registration: ClinicalTrials.gov, Identifier: NCT01357772.
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Affiliation(s)
- Andrea DeCensi
- Division of Medical Oncology, E.O. Galliera Hospital, Genoa, Italy.
| | - Harriet Johansson
- Division of Cancer Prevention and Genetics, IEO, European Institute of Oncology IRCCS, Milan, Italy
| | - Thomas Helland
- Hormone Laboratory, Department of Medical Biochemistry and Pharmacology, Haukeland University Hospital, Bergen, Norway
| | - Matteo Puntoni
- Clinical Trial Unit, Office of the Scientific Director, E.O. Galliera Hospital, Genoa, Italy
| | - Debora Macis
- Division of Cancer Prevention and Genetics, IEO, European Institute of Oncology IRCCS, Milan, Italy
| | - Valentina Aristarco
- Division of Cancer Prevention and Genetics, IEO, European Institute of Oncology IRCCS, Milan, Italy
| | - Silvia Caviglia
- Division of Medical Oncology, E.O. Galliera Hospital, Genoa, Italy
| | | | | | - Mauro D'Amico
- Division of Medical Oncology, E.O. Galliera Hospital, Genoa, Italy
| | - Davide Serrano
- Division of Cancer Prevention and Genetics, IEO, European Institute of Oncology IRCCS, Milan, Italy
| | - Aliana Guerrieri-Gonzaga
- Division of Cancer Prevention and Genetics, IEO, European Institute of Oncology IRCCS, Milan, Italy
| | - Ersilia Bifulco
- Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Steinar Hustad
- Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Håvard Søiland
- Department of Clinical Science, University of Bergen, Bergen, Norway.,Department of Breast and Endocrine Surgery, Stavanger University Hospital, Stavanger, Norway
| | - Luca Boni
- IRCCS San Martino Hospital, Genoa, Italy
| | - Bernardo Bonanni
- Division of Cancer Prevention and Genetics, IEO, European Institute of Oncology IRCCS, Milan, Italy
| | - Gunnar Mellgren
- Department of Clinical Science, University of Bergen, Bergen, Norway
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Helland T, Alsomairy S, Lin C, Søiland H, Mellgren G, Hertz DL. Generating a Precision Endoxifen Prediction Algorithm to Advance Personalized Tamoxifen Treatment in Patients with Breast Cancer. J Pers Med 2021; 11:jpm11030201. [PMID: 33805613 PMCID: PMC8000933 DOI: 10.3390/jpm11030201] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2021] [Revised: 03/05/2021] [Accepted: 03/09/2021] [Indexed: 02/06/2023] Open
Abstract
Tamoxifen is an endocrine treatment for hormone receptor positive breast cancer. The effectiveness of tamoxifen may be compromised in patients with metabolic resistance, who have insufficient metabolic generation of the active metabolites endoxifen and 4-hydroxy-tamoxifen. This has been challenging to validate due to the lack of measured metabolite concentrations in tamoxifen clinical trials. CYP2D6 activity is the primary determinant of endoxifen concentration. Inconclusive results from studies investigating whether CYP2D6 genotype is associated with tamoxifen efficacy may be due to the imprecision in using CYP2D6 genotype as a surrogate of endoxifen concentration without incorporating the influence of other genetic and clinical variables. This review summarizes the evidence that active metabolite concentrations determine tamoxifen efficacy. We then introduce a novel approach to validate this relationship by generating a precision endoxifen prediction algorithm and comprehensively review the factors that must be incorporated into the algorithm, including genetics of CYP2D6 and other pharmacogenes. A precision endoxifen algorithm could be used to validate metabolic resistance in existing tamoxifen clinical trial cohorts and could then be used to select personalized tamoxifen doses to ensure all patients achieve adequate endoxifen concentrations and maximum benefit from tamoxifen treatment.
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Affiliation(s)
- Thomas Helland
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI 48109, USA; (S.A.); (C.L.); (D.L.H.)
- Hormone Laboratory, Department of Medical Biochemistry and Pharmacology, Haukeland University Hospital, 5021 Bergen, Norway;
- Department of Clinical Science, University of Bergen, 5007 Bergen, Norway;
- Correspondence: ; Tel.: +47-92847793
| | - Sarah Alsomairy
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI 48109, USA; (S.A.); (C.L.); (D.L.H.)
| | - Chenchia Lin
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI 48109, USA; (S.A.); (C.L.); (D.L.H.)
| | - Håvard Søiland
- Department of Clinical Science, University of Bergen, 5007 Bergen, Norway;
| | - Gunnar Mellgren
- Hormone Laboratory, Department of Medical Biochemistry and Pharmacology, Haukeland University Hospital, 5021 Bergen, Norway;
- Department of Clinical Science, University of Bergen, 5007 Bergen, Norway;
| | - Daniel Louis Hertz
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI 48109, USA; (S.A.); (C.L.); (D.L.H.)
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10
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Jirawutkornkul N, Patikorn C, Anantachoti P. Access to precision medicine in Thailand: a comparative study. JOURNAL OF HEALTH RESEARCH 2021. [DOI: 10.1108/jhr-04-2020-0106] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
PurposeThis study explored health insurance coverage of genetic testing and potential factors associated with precision medicine (PM) reimbursement in Thailand.Design/methodology/approachThe study employed a targeted review method. Thirteen PMs were selected to represent four PM categories: targeted cancer therapy candidate, prediction of adverse drug reactions (ADRs), dose adjustment and cancer risk prediction. Content analysis was performed to compare access to PMs among three health insurance schemes in Thailand. The primary outcome of the study was evaluating PM test reimbursement status. Secondary outcomes included clinical practice guidelines, PMs statement in FDA-approved leaflet and economic evaluation.FindingsCivil Servant Medical Benefits Scheme (CSMBS) provided more generous access to PM than Universal Coverage Scheme (UCS) and Social Security Scheme (SSS). Evidence of economic evaluations likely impacted the reimbursement decisions of SSS and UCS, while the information provided in FDA-approved leaflets seemed to impact the reimbursement decisions of CSMBS. Three health insurance schemes provided adequate access to PM tests for some cancer-targeted therapies, while gaps existed for access to PM tests for serious ADRs prevention, dose adjustment and cancer risk prediction.Originality/valueThis was the first study to explore the situation of access to PMs in Thailand. The evidence alerts public health insurance schemes to reconsider access to PMs. Development of health technology assessment guidelines for PM test reimbursement decisions should be prioritized.
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11
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Abdullah-Koolmees H, van Keulen AM, Nijenhuis M, Deneer VHM. Pharmacogenetics Guidelines: Overview and Comparison of the DPWG, CPIC, CPNDS, and RNPGx Guidelines. Front Pharmacol 2021; 11:595219. [PMID: 33568995 PMCID: PMC7868558 DOI: 10.3389/fphar.2020.595219] [Citation(s) in RCA: 76] [Impact Index Per Article: 25.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2020] [Accepted: 10/30/2020] [Indexed: 12/12/2022] Open
Abstract
Many studies have shown that the efficacy and risk of side effects of drug treatment is influenced by genetic variants. Evidence based guidelines are essential for implementing pharmacogenetic knowledge in daily clinical practice to optimize pharmacotherapy of individual patients. A literature search was performed to select committees developing guidelines with recommendations being published in English. The Dutch Pharmacogenetics Working Group (DPWG), the Clinical Pharmacogenetics Implementation Consortium (CPIC), the Canadian Pharmacogenomics Network for Drug Safety (CPNDS), and the French National Network (Réseau) of Pharmacogenetics (RNPGx) were selected. Their guidelines were compared with regard to the methodology of development, translation of genotypes to predicted phenotypes, pharmacotherapeutic recommendations and recommendations on genotyping. A detailed overview of all recommendations for gene-drug combinations is given. The committees have similar methodologies of guideline development. However, the objectives differed at the start of their projects, which have led to unique profiles and strengths of their guidelines. DPWG and CPIC have a main focus on pharmacotherapeutic recommendations for a large number of drugs in combination with a patient’s genotype or predicted phenotype. DPWG, CPNDS and RNPGx also recommend on performing genetic testing in daily clinical practice, with RNPGx even describing specific clinical settings or medical conditions for which genotyping is recommended. Discordances exist, however committees also initiated harmonizing projects. The outcome of a consensus project was to rename “extensive metabolizer (EM)” to “normal metabolizer (NM)”. It was decided to translate a CYP2D6 genotype with one nonfunctional allele (activity score 1.0) into the predicted phenotype of intermediate metabolizer (IM). Differences in recommendations are the result of the methodologies used, such as assessment of dose adjustments of tricyclic antidepressants. In some cases, indication or dose specific recommendations are given for example for clopidogrel, codeine, irinotecan. The following drugs have recommendations on genetic testing with the highest level: abacavir (HLA), clopidogrel (CYP2C19), fluoropyrimidines (DPYD), thiopurines (TPMT), irinotecan (UGT1A1), codeine (CYP2D6), and cisplatin (TPMT). The guidelines cover many drugs and genes, genotypes, or predicted phenotypes. Because of this and their unique features, considering the totality of guidelines are of added value. In conclusion, many evidence based pharmacogenetics guidelines with clear recommendations are available for clinical decision making by healthcare professionals, patients and other stakeholders.
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Affiliation(s)
- Heshu Abdullah-Koolmees
- Division of Laboratories, Pharmacy, and Biomedical Genetics, Department of Clinical Pharmacy, University Medical Center Utrecht, Utrecht, Netherlands
| | - Antonius M van Keulen
- Division of Pharmacoepidemiology and Clinical Pharmacology, Department of Pharmaceutical Sciences, Utrecht Institute for Pharmaceutical Sciences (UIPS), Utrecht University, Utrecht, Netherlands
| | - Marga Nijenhuis
- Royal Dutch Pharmacists Association (KNMP), Hague, Netherlands
| | - Vera H M Deneer
- Division of Laboratories, Pharmacy, and Biomedical Genetics, Department of Clinical Pharmacy, University Medical Center Utrecht, Utrecht, Netherlands.,Division of Pharmacoepidemiology and Clinical Pharmacology, Department of Pharmaceutical Sciences, Utrecht Institute for Pharmaceutical Sciences (UIPS), Utrecht University, Utrecht, Netherlands
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12
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Helland T, Naume B, Hustad S, Bifulco E, Kvaløy JT, Saetersdal AB, Synnestvedt M, Lende TH, Gilje B, Mjaaland I, Weyde K, Blix ES, Wiedswang G, Borgen E, Hertz DL, Janssen EAM, Mellgren G, Søiland H. Low Z-4OHtam concentrations are associated with adverse clinical outcome among early stage premenopausal breast cancer patients treated with adjuvant tamoxifen. Mol Oncol 2020; 15:957-967. [PMID: 33252186 PMCID: PMC8024735 DOI: 10.1002/1878-0261.12865] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2020] [Revised: 11/01/2020] [Accepted: 11/27/2020] [Indexed: 11/06/2022] Open
Abstract
Low steady-state levels of active tamoxifen metabolites have been associated with inferior treatment outcomes. In this retrospective analysis of 406 estrogen receptor-positive breast cancer (BC) patients receiving adjuvant tamoxifen as initial treatment, we have associated our previously reported thresholds for the two active metabolites, Z-endoxifen and Z-4-hydroxy-tamoxifen (Z-4OHtam), with treatment outcomes in an independent cohort of BC patients. Among all patients, metabolite levels did not affect survival. However, in the premenopausal subgroup receiving tamoxifen alone (n = 191) we confirmed an inferior BC -specific survival in patients with the previously described serum concentration threshold of Z-4OHtam ≤ 3.26 nm (HR = 2.37, 95% CI = 1.02-5.48, P = 0.039). The 'dose-response' survival trend in patients categorized to ordinal concentration cut-points of Z-4OHtamoxifen (≤ 3.26, 3.27-8.13, > 8.13 nm) was also replicated (P-trend log-rank = 0.048). Z-endoxifen was not associated with outcome. This is the first study to confirm the association between a published active tamoxifen metabolite threshold and BC outcome in an independent patient cohort. Premenopausal patients receiving 5-year of tamoxifen alone may benefit from therapeutic drug monitoring to ensure tamoxifen effectiveness.
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Affiliation(s)
- Thomas Helland
- Hormone Laboratory, Department of Medical Biochemistry and Pharmacology, Haukeland University Hospital, Bergen, Norway.,Department of Clinical Science, University of Bergen, Norway
| | - Bjørn Naume
- Department of Oncology, Division of Cancer Medicine, Oslo University Hospital, Norway.,Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Norway
| | - Steinar Hustad
- Core Facility for Metabolomics, Department of Clinical Science, University of Bergen, Norway
| | - Ersilia Bifulco
- Core Facility for Metabolomics, Department of Clinical Science, University of Bergen, Norway
| | - Jan Terje Kvaløy
- Department of Mathematics and Physics, University of Stavanger, Norway.,Department of Research, Stavanger University Hospital, Norway
| | | | - Marit Synnestvedt
- Department of Oncology, Division of Cancer Medicine, Oslo University Hospital, Norway
| | - Tone Hoel Lende
- Department of Surgery, Section for Breast and Endocrine Surgery, Stavanger University Hospital, Norway
| | - Bjørnar Gilje
- Department of Oncology and Radiotherapy, Stavanger University Hospital, Norway
| | - Ingvil Mjaaland
- Department of Oncology and Radiotherapy, Stavanger University Hospital, Norway
| | - Kjetil Weyde
- Department of Oncology, Sykehuset Innlandet, Gjøvik, Norway
| | - Egil Støre Blix
- Immunology Research Group, Institute of Medical Biology, University of Tromsø, Norway.,Department of Oncology, University Hospital of North Norway, Tromsø, Norway
| | - Gro Wiedswang
- Department of GI-Surgery, Oslo University Hospital, Norway
| | - Elin Borgen
- Department of Pathology, Oslo University Hospital, Norway
| | - Daniel Louis Hertz
- Department of Clinical Pharmacy, University of Michigan College of Pharmacy, Ann Arbor, MI, USA
| | - Emiel Adrianus Maria Janssen
- Department of Pathology, Stavanger University Hospital, Norway.,Department of Bioscience and Environmental Engineering, University of Stavanger, Norway
| | - Gunnar Mellgren
- Hormone Laboratory, Department of Medical Biochemistry and Pharmacology, Haukeland University Hospital, Bergen, Norway.,Department of Clinical Science, University of Bergen, Norway
| | - Håvard Søiland
- Department of Clinical Science, University of Bergen, Norway.,Department of Oncology and Radiotherapy, Stavanger University Hospital, Norway
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13
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Ikonnikova AY, Filippova MA, Surzhikov SA, Pozhitnova VO, Kazakov RE, Lisitsa TS, Belkov SA, Nasedkina TV. Biochip-based approach for comprehensive pharmacogenetic testing. Drug Metab Pers Ther 2020; 36:dmdi-2020-0155. [PMID: 33780199 DOI: 10.1515/dmpt-2020-0155] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2020] [Accepted: 11/09/2020] [Indexed: 02/05/2023]
Abstract
OBJECTIVES Individual sensitivity to many widely used drugs is significantly associated with genetic factors. The purpose of our work was to develop an instrument for simultaneous determination of the most clinically relevant pharmacogenetic markers to allow personalized treatment, mainly in patients with cardiovascular diseases. METHODS Multiplex one-step polymerase chain reaction (PCR) followed by hybridization on a low-density biochip was applied to interrogate 15 polymorphisms in the following eight genes: VKORC1 -1639 G>A, CYP4F2 1297 G>A, GGCX 2374 C>G, CYP2C9 *2,*3 (430 C>T, 1075 A>C), CYP2D6 *3,*4, *6, *9, *41 (2549delA, 1846 G>A, 1707delT, 2615_2617delAAG, 2988 G>A), CYP2C19 *2,*3,*17 (681 G>A, 636 G>A, -806 C>T), ABCB1 (3435 C>T), SLCO1B1 *5. RESULTS Two hundred nineteen patients with cardiovascular diseases (CVD) and 48 female patients with estrogen receptor (ER)-positive breast cancer (BC) were genotyped. Of the 219 CVD patients, 203 (92.7%) carried one or more actionable at-risk genotypes based on VKORC1/CYP2C9, CYP2C9, CYP2C19, SLCO1B1, and CYP2D6 genotypes. Among them, 67 patients (30.6%) carried one, 58 patients (26.5%) carried two, 51 patients (23.3%) carried three, 26 patients (11.9%) carried four, and one patient (0.4%) carried five risk actionable genotypes. In the ER-positive BC group 12 patients (25%) were CYP2D6 intermediate or poor metabolizers. CONCLUSIONS The developed biochip is applicable for rapid and robust genotyping of patients who were taking a wide spectrum of medications to optimize drugs and dosage and avoid adverse drug reactions in cardiology, oncology, psychiatry, rheumatology and gastroenterology.
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Affiliation(s)
- Anna Yu Ikonnikova
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow, Russia
| | - Marina A Filippova
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow, Russia
| | - Sergey A Surzhikov
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow, Russia
| | - Victoria O Pozhitnova
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow, Russia
| | - Ruslan E Kazakov
- Federal State Budgetary Institution "Scientific Centre for Expert Evaluation of Medicinal Products" of the Ministry of Health of the Russian Federation, Moscow, Russia
| | - Tatiana S Lisitsa
- Moscow Clinical Scientific Center named after Loginov Moscow Healthcare Department, Moscow, Russia
| | - Sergey A Belkov
- Federal State Budgetary Institution "Scientific Centre for Expert Evaluation of Medicinal Products" of the Ministry of Health of the Russian Federation, Moscow, Russia
| | - Tatiana V Nasedkina
- Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Moscow, Russia
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14
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Nagy M, Attya M, Patrinos GP. Unraveling heterogeneity of the clinical pharmacogenomic guidelines in oncology practice among major regulatory bodies. Pharmacogenomics 2020; 21:1247-1264. [PMID: 33124490 DOI: 10.2217/pgs-2020-0056] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
Pharmacogenomics (PGx) implementation in clinical practice is steadily increasing. PGx uses genetic information to personalize medication use, which increases medication efficacy and decreases side effects. The availability of clinical PGx guidelines is essential for its implementation in clinical settings. Currently, there are few organizations/associations responsible for releasing those guidelines, including the Clinical Pharmacogenetics Implementation Consortium, Dutch Pharmacogenetics Working Group, the Canadian Pharmacogenomics Network for Drug Safety and the French National Network of Pharmacogenetics. According to the US FDA, oncology medications are highly correlated to PGx biomarkers. Therefore, summarizing the PGx guidelines for oncology drugs will positively impact the clinical decisions for cancer patients. This review aims to scrutinize side-by-side available clinical PGx guidelines in oncology.
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Affiliation(s)
- Mohamed Nagy
- Personalized Medication Management Unit, Children's Cancer Hospital Egypt (57357), Cairo, Egypt.,Department of Pharmaceutical Services, Children's Cancer Hospital Egypt (57357), Cairo, Egypt
| | - Mohamed Attya
- Department of Pharmaceutical Services, Children's Cancer Hospital Egypt (57357), Cairo, Egypt
| | - George P Patrinos
- Department of Pharmacy, University of Patras School of Health Sciences, Patras, Greece.,Zayed Center of Health Sciences, United Arab Emirates University, Al-Ain, UAE.,Department of Pathology, College of Medicine & Health Sciences, United Arab Emirates University, Al-Ain, UAE
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15
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Chang WC, Tanoshima R, Ross CJD, Carleton BC. Challenges and Opportunities in Implementing Pharmacogenetic Testing in Clinical Settings. Annu Rev Pharmacol Toxicol 2020; 61:65-84. [PMID: 33006916 DOI: 10.1146/annurev-pharmtox-030920-025745] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
The clinical implementation of pharmacogenetic biomarkers continues to grow as new genetic variants associated with drug outcomes are discovered and validated. The number of drug labels that contain pharmacogenetic information also continues to expand. Published, peer-reviewed clinical practice guidelines have also been developed to support the implementation of pharmacogenetic tests. Incorporating pharmacogenetic information into health care benefits patients as well as clinicians by improving drug safety and reducing empiricism in drug selection. Barriers to the implementation of pharmacogenetic testing remain. This review explores current pharmacogenetic implementation initiatives with a focus on the challenges of pharmacogenetic implementation and potential opportunities to overcome these challenges.
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Affiliation(s)
- Wan-Chun Chang
- Division of Translational Therapeutics, Department of Pediatrics, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia V6H 3V4, Canada; .,BC Children's Hospital Research Institute, Vancouver, British Columbia V5Z 4H4, Canada
| | - Reo Tanoshima
- Division of Translational Therapeutics, Department of Pediatrics, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia V6H 3V4, Canada; .,BC Children's Hospital Research Institute, Vancouver, British Columbia V5Z 4H4, Canada
| | - Colin J D Ross
- BC Children's Hospital Research Institute, Vancouver, British Columbia V5Z 4H4, Canada.,Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia V6T 1Z3, Canada
| | - Bruce C Carleton
- Division of Translational Therapeutics, Department of Pediatrics, Faculty of Medicine, University of British Columbia, Vancouver, British Columbia V6H 3V4, Canada; .,BC Children's Hospital Research Institute, Vancouver, British Columbia V5Z 4H4, Canada.,Pharmaceutical Outcomes Programme, BC Children's Hospital Research Institute, Vancouver, British Columbia V5Z 4H4, Canada
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16
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Hlaváč V, Holý P, Souček P. Pharmacogenomics to Predict Tumor Therapy Response: A Focus on ATP-Binding Cassette Transporters and Cytochromes P450. J Pers Med 2020; 10:jpm10030108. [PMID: 32872162 PMCID: PMC7565825 DOI: 10.3390/jpm10030108] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Revised: 08/21/2020] [Accepted: 08/26/2020] [Indexed: 02/06/2023] Open
Abstract
Pharmacogenomics is an evolving tool of precision medicine. Recently, due to the introduction of next-generation sequencing and projects generating "Big Data", a plethora of new genetic variants in pharmacogenes have been discovered. Cancer resistance is a major complication often preventing successful anticancer treatments. Pharmacogenomics of both somatic mutations in tumor cells and germline variants may help optimize targeted treatments and improve the response to conventional oncological therapy. In addition, integrative approaches combining copy number variations and long noncoding RNA profiling with germline and somatic variations seem to be a promising approach as well. In pharmacology, expression and enzyme activity are traditionally the more studied aspects of ATP-binding cassette transporters and cytochromes P450. In this review, we briefly introduce the field of pharmacogenomics and the advancements driven by next-generation sequencing and outline the possible roles of genetic variation in the two large pharmacogene superfamilies. Although the evidence needs further substantiation, somatic and copy number variants as well as rare variants and common polymorphisms in these genes could all affect response to cancer therapy. Regulation by long noncoding RNAs has also been shown to play a role. However, in all these areas, more comprehensive studies on larger sets of patients are needed.
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Affiliation(s)
- Viktor Hlaváč
- Toxicogenomics Unit, National Institute of Public Health, 100 00 Prague, Czech Republic; (P.H.); (P.S.)
- Laboratory of Pharmacogenomics, Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 306 05 Pilsen, Czech Republic
- Correspondence: ; Tel.: +420-267082681; Fax: +420-267311236
| | - Petr Holý
- Toxicogenomics Unit, National Institute of Public Health, 100 00 Prague, Czech Republic; (P.H.); (P.S.)
- Laboratory of Pharmacogenomics, Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 306 05 Pilsen, Czech Republic
- Third Faculty of Medicine, Charles University, 100 00 Prague, Czech Republic
| | - Pavel Souček
- Toxicogenomics Unit, National Institute of Public Health, 100 00 Prague, Czech Republic; (P.H.); (P.S.)
- Laboratory of Pharmacogenomics, Biomedical Center, Faculty of Medicine in Pilsen, Charles University, 306 05 Pilsen, Czech Republic
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17
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Optimising Seniors' Metabolism of Medications and Avoiding Adverse Drug Events Using Data on How Metabolism by Their P450 Enzymes Varies with Ancestry and Drug-Drug and Drug-Drug-Gene Interactions. J Pers Med 2020; 10:jpm10030084. [PMID: 32796505 PMCID: PMC7563167 DOI: 10.3390/jpm10030084] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2020] [Revised: 08/01/2020] [Accepted: 08/06/2020] [Indexed: 12/16/2022] Open
Abstract
Many individuals ≥65 have multiple illnesses and polypharmacy. Primary care physicians prescribe >70% of their medications and renew specialists’ prescriptions. Seventy-five percent of all medications are metabolised by P450 cytochrome enzymes. This article provides unique detailed tables how to avoid adverse drug events and optimise prescribing based on two key databases. DrugBank is a detailed database of 13,000 medications and both the P450 and other complex pathways that metabolise them. The Flockhart Tables are detailed lists of the P450 enzymes and also include all the medications which inhibit or induce metabolism by P450 cytochrome enzymes, which can result in undertreatment, overtreatment, or potentially toxic levels. Humans have used medications for a few decades and these enzymes have not been subject to evolutionary pressure. Thus, there is enormous variation in enzymatic functioning and by ancestry. Differences for ancestry groups in genetic metabolism based on a worldwide meta-analysis are discussed and this article provides advice how to prescribe for individuals of different ancestry. Prescribing advice from two key organisations, the Dutch Pharmacogenetics Working Group and the Clinical Pharmacogenetics Implementation Consortium is summarised. Currently, detailed pharmacogenomic advice is only available in some specialist clinics in major hospitals. However, this article provides detailed pharmacogenomic advice for primary care and other physicians and also physicians working in rural and remote areas worldwide. Physicians could quickly search the tables for the medications they intend to prescribe.
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18
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A systematic comparison of pharmacogene star allele calling bioinformatics algorithms: a focus on CYP2D6 genotyping. NPJ Genom Med 2020; 5:30. [PMID: 32789024 PMCID: PMC7398905 DOI: 10.1038/s41525-020-0135-2] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/30/2019] [Accepted: 05/20/2020] [Indexed: 02/07/2023] Open
Abstract
Genetic variation in genes encoding cytochrome P450 enzymes has important clinical implications for drug metabolism. Bioinformatics algorithms for genotyping these highly polymorphic genes using high-throughput sequence data and automating phenotype prediction have recently been developed. The CYP2D6 gene is often used as a model during the validation of these algorithms due to its clinical importance, high polymorphism, and structural variations. However, the validation process is often limited to common star alleles due to scarcity of reference datasets. In addition, there has been no comprehensive benchmark of these algorithms to date. We performed a systematic comparison of three star allele calling algorithms using 4618 simulations as well as 75 whole-genome sequence samples from the GeT-RM project. Overall, we found that Aldy and Astrolabe are better suited to call both common and rare diplotypes compared to Stargazer, which is affected by population structure. Aldy was the best performing algorithm in calling CYP2D6 structural variants followed by Stargazer, whereas Astrolabe had limitations especially in calling hybrid rearrangements. We found that ensemble genotyping, characterised by taking a consensus of genotypes called by all three algorithms, has higher haplotype concordance but it is prone to ambiguities whenever complete discrepancies between the tools arise. Further, we evaluated the effects of sequencing coverage and indel misalignment on genotyping accuracy. Our account of the strengths and limitations of these algorithms is extremely important to clinicians and researchers in the pharmacogenomics and precision medicine communities looking to haplotype CYP2D6 and other pharmacogenes using high-throughput sequencing data.
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19
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Ahern TP, Collin LJ, Baurley JW, Kjærsgaard A, Nash R, Maliniak ML, Damkier P, Zwick ME, Isett RB, Christiansen PM, Ejlertsen B, Lauridsen KL, Christensen KB, Silliman RA, Sørensen HT, Tramm T, Hamilton-Dutoit S, Lash TL, Cronin-Fenton D. Metabolic Pathway Analysis and Effectiveness of Tamoxifen in Danish Breast Cancer Patients. Cancer Epidemiol Biomarkers Prev 2020; 29:582-590. [PMID: 31932415 PMCID: PMC7060091 DOI: 10.1158/1055-9965.epi-19-0833] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2019] [Revised: 11/15/2019] [Accepted: 12/20/2019] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND Tamoxifen and its metabolites compete with estrogen to occupy the estrogen receptor. The conventional dose of adjuvant tamoxifen overwhelms estrogen in this competition, reducing breast cancer recurrence risk by nearly half. Phase I metabolism generates active tamoxifen metabolites, and phase II metabolism deactivates them. No earlier pharmacogenetic study has comprehensively evaluated the metabolism and transport pathways, and no earlier study has included a large population of premenopausal women. METHODS We completed a cohort study of 5,959 Danish nonmetastatic premenopausal breast cancer patients, in whom 938 recurrences occurred, and a case-control study of 541 recurrent cases in a cohort of Danish predominantly postmenopausal breast cancer patients, all followed for 10 years. We collected formalin-fixed paraffin-embedded tumor blocks and genotyped 32 variants in 15 genes involved in tamoxifen metabolism or transport. We estimated conventional associations for each variant and used prior information about the tamoxifen metabolic path to evaluate the importance of metabolic and transporter pathways. RESULTS No individual variant was notably associated with risk of recurrence in either study population. Both studies showed weak evidence of the importance of phase I metabolism in the clinical response to adjuvant tamoxifen therapy. CONCLUSIONS Consistent with prior knowledge, our results support the role of phase I metabolic capacity in clinical response to tamoxifen. Nonetheless, no individual variant substantially explained the modest phase I effect on tamoxifen response. IMPACT These results are consistent with guidelines recommending against genotype-guided prescribing of tamoxifen, and for the first time provide evidence supporting these guidelines in premenopausal women.
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Affiliation(s)
- Thomas P Ahern
- Department of Surgery, Larner College of Medicine at The University of Vermont, Burlington, Vermont
| | - Lindsay J Collin
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, Georgia
| | | | - Anders Kjærsgaard
- Department of Clinical Epidemiology, Aarhus University Hospital, Aarhus, Denmark
| | - Rebecca Nash
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, Georgia
| | - Maret L Maliniak
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, Georgia
| | - Per Damkier
- Department of Clinical Biochemistry and Pharmacology, Odense University Hospital, Odense, Denmark
- Department of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Michael E Zwick
- Department of Human Genetics, Emory University School of Medicine, Atlanta, Georgia
- Emory Integrated Genomics Core, Emory University, Atlanta, Georgia
| | - R Benjamin Isett
- Emory Integrated Genomics Core, Emory University, Atlanta, Georgia
| | - Peer M Christiansen
- Breast Unit, Aarhus University Hospital/Randers Regional Hospital, Aarhus, Denmark
- Danish Breast Cancer Group, Copenhagen University Hospital, Copenhagen, Denmark
| | - Bent Ejlertsen
- Danish Breast Cancer Group, Copenhagen University Hospital, Copenhagen, Denmark
- Department of Oncology, Copenhagen University Hospital, Rigshospitalet, Copenhagen, Denmark
| | | | | | - Rebecca A Silliman
- Boston University School of Medicine, Boston University, Boston, Massachusetts
| | - Henrik T Sørensen
- Department of Clinical Epidemiology, Aarhus University Hospital, Aarhus, Denmark
| | - Trine Tramm
- Department of Pathology, Aarhus University Hospital, Aarhus, Denmark
| | | | - Timothy L Lash
- Department of Epidemiology, Rollins School of Public Health, Emory University, Atlanta, Georgia.
- Department of Clinical Epidemiology, Aarhus University Hospital, Aarhus, Denmark
- Winship Cancer Institute, Emory University, Atlanta, Georgia
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20
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Hayes DF, Rae JM. Pharmacogenomics and Endocrine Therapy in Breast Cancer. J Clin Oncol 2019; 38:525-528. [PMID: 31880969 DOI: 10.1200/jco.19.03119] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Affiliation(s)
- Daniel F Hayes
- University of Michigan Rogel Cancer Center, Ann Arbor, MI
| | - James M Rae
- University of Michigan Medical School, Ann Arbor, MI
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21
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Randles HH, Abraham N, Schuh MJ. Potential Benefits of Pre-emptive PGx Testing in Male Breast Cancer Patients. Innov Pharm 2019; 10. [PMID: 34007593 PMCID: PMC8051901 DOI: 10.24926/iip.v10i4.2303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
The objective is to report a case of recurrent breast cancer in a poor CYP2D6 metabolizer male patient on tamoxifen, and how pharmacogenomic (PGx) testing can play an important role in selecting appropriate adjuvant endocrine therapy. The case examined here is a 60-year-old white male diagnosed with recurrence of breast cancer. The patient was prescribed tamoxifen four years prior as adjuvant endocrine therapy after initial treatment with surgery. PGx testing ordered at the time of recurrence revealed patient is a poor metabolizer of CYP2D6, which may decrease the efficacy of tamoxifen. The results prompted a change in therapy to an aromatase inhibitor (AI). This case illustrates the potential benefits of preemptive PGx testing in a male breast cancer patient to assist in selecting appropriate adjuvant therapy based on how the patient metabolizes medications. In addition, PGx testing encourages patient involvement by emphasizing the association of genetics in determining treatment. The ultimate goal in performing these tests is to individualize treatment to improve safety and efficacy while minimizing adverse drug reactions.
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Affiliation(s)
| | - Nina Abraham
- Palm Beach Atlantic University-Lloyd L. Gregory School of Pharmacy
| | - Michael J Schuh
- Mayo Clinic Department of Pharmacyand School of Health SciencesCollege of Medicine
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22
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Hippman C, Nislow C. Pharmacogenomic Testing: Clinical Evidence and Implementation Challenges. J Pers Med 2019; 9:jpm9030040. [PMID: 31394823 PMCID: PMC6789586 DOI: 10.3390/jpm9030040] [Citation(s) in RCA: 49] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2019] [Revised: 07/23/2019] [Accepted: 08/02/2019] [Indexed: 12/25/2022] Open
Abstract
Pharmacogenomics can enhance patient care by enabling treatments tailored to genetic make-up and lowering risk of serious adverse events. As of June 2019, there are 132 pharmacogenomic dosing guidelines for 99 drugs and pharmacogenomic information is included in 309 medication labels. Recently, the technology for identifying individual-specific genetic variants (genotyping) has become more accessible. Next generation sequencing (NGS) is a cost-effective option for genotyping patients at many pharmacogenomic loci simultaneously, and guidelines for implementation of these data are available from organizations such as the Clinical Pharmacogenetics Implementation Consortium (CPIC) and the Dutch Pharmacogenetics Working Group (DPWG). NGS and related technologies are increasing knowledge in the research sphere, yet rates of genomic literacy remain low, resulting in a widening gap in knowledge translation to the patient. Multidisciplinary teams—including physicians, nurses, genetic counsellors, and pharmacists—will need to combine their expertise to deliver optimal pharmacogenomically-informed care.
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Affiliation(s)
- Catriona Hippman
- Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, BC, V6T 2A1, Canada.
- BC Mental Health and Addictions Research Institute, 3rd Floor - 938 West 28th Avenue, Vancouver, BC, V5Z 4H4, Canada.
| | - Corey Nislow
- Faculty of Pharmaceutical Sciences, University of British Columbia, 6619-2405 Wesbrook Mall, Vancouver, BC, V6T 1Z3, Canada.
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23
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Affiliation(s)
- Vered Stearns
- Vered Stearns, MD, Johns Hopkins University Sidney Kimmel Comprehensive Cancer Center, Baltimore, MD
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