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Ausi Y, Barliana MI, Postma MJ, Suwantika AA. One Step Ahead in Realizing Pharmacogenetics in Low- and Middle-Income Countries: What Should We Do? J Multidiscip Healthc 2024; 17:4863-4874. [PMID: 39464786 PMCID: PMC11512769 DOI: 10.2147/jmdh.s458564] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2024] [Accepted: 07/29/2024] [Indexed: 10/29/2024] Open
Abstract
Pharmacogenetics is a promising approach in future personalized medicine. This field holds excellent prospects for healthcare quality acceleration. It promotes the transition to the precision medicine era, whereby a health treatment is driven by a deeper understanding of individual characteristics by interpreting the underlying genomic variation. Pharmacogenetics has been developing rapidly since the human genome project. Many pharmacogenetics studies have shown the association between genetic variants and therapy outcomes. Several pharmacogenetics working groups have recommended guidelines for the clinical application of pharmacogenetics. However, the development of pharmacogenetics in low- and middle-income countries (LMICs) is still retarded behind. The problems mainly include clinical evidence, technology, policy and regulation, and human resources. Currently, available genome and drug effect data in LMICs are scarce. Pharmacogenetics development should be escalated with evidence proof through research collaboration across countries. The challenges of pharmacogenetics implementation are discussed comprehensively in this article, along with the prospect of pharmacogenetics-guided personalized medicine in developed countries. Stepwise is expected to help the researchers and stakeholders define the problem that hindered the pharmacogenetics application.
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Affiliation(s)
- Yudisia Ausi
- Doctor Program in Pharmacy, Faculty of Pharmacy, Universitas Padjadjaran, Jatinangor, Indonesia
- Department of Biological Pharmacy, Faculty of Pharmacy, Universitas Padjadjaran, Jatinangor, Indonesia
| | - Melisa Intan Barliana
- Department of Biological Pharmacy, Faculty of Pharmacy, Universitas Padjadjaran, Jatinangor, Indonesia
- Center of Excellence for Pharmaceutical Care Innovation, Universitas Padjadjaran, Bandung, Indonesia
| | - Maarten J Postma
- Center of Excellence for Pharmaceutical Care Innovation, Universitas Padjadjaran, Bandung, Indonesia
- Department of Health Sciences, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Auliya A Suwantika
- Center of Excellence for Pharmaceutical Care Innovation, Universitas Padjadjaran, Bandung, Indonesia
- Department of Pharmacology and Clinical Pharmacy, Faculty of Pharmacy, Universitas Padjadjaran, Jatinangor, Indonesia
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El-Gowilly SM, Metwaly HA, Makhlouf D, Elmansoury N, Abuiessa SA, Sorour AA, Abdelgalil MH, Fawaz M, Abushady AM, Gamaleldin M, Abdelghany TM, Fakhoury R, Abdelhady R, Ghanim AMH, Shehata S, Kamal M, Bahy R, Haroon SA, Manolopoulos VG, Cascorbi I, Daly A, Abdelkader NF, El Shamieh S, Nagy M, Wahid A. Analysis of the current situation of pharmacogenomics in terms of educational and healthcare needs in Egypt and Lebanon. Pharmacogenomics 2024; 25:429-440. [PMID: 39382016 PMCID: PMC11492645 DOI: 10.1080/14622416.2024.2403967] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Accepted: 09/10/2024] [Indexed: 10/10/2024] Open
Abstract
Pharmacogenomics (PGx) is a practice that investigates the link between genetic differences and drug response in patients. This can improve treatment effectiveness and reduce harmful side effects. However, has yet to be adequately realized in developing nations. Three surveys were conducted between November 2022 to March 2023 in Egypt and Lebanon. The first survey assessed availability of PGx testing in different healthcare facilities; the second one assessed knowledge, interest and attitude toward learning about PGx among pharmacists and physicians; and the third one assessed interest in providing PGx education at academic levels. In Egypt, a few of the surveyed healthcare facilities are conducting some form of pharmacogenetic testing. In Lebanon, very few germline pharmacogenomic tests are offered in Greater Beirut's leading hospitals, and no other testing was recorded. PGx education attracts considerable interest, with 34.3% of pharmacists very interested and 48.8% interested. Similarly, 24.8% of total physicians were very interested while 44.8% were interested. Academic professionals in the surveyed institutions in both countries agreed on the need for educational programs in PGx and 78.2% agreed that there were good opportunities for implementing PGx testing. These findings clearly indicate the need to develop and implement educational programs in PGx in the Middle-East.
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Affiliation(s)
- Sahar M El-Gowilly
- Department of Pharmacology & Toxicology, Faculty of Pharmacy, Alexandria University, Alexandria, 21500, Egypt
| | - Heba A Metwaly
- Department of Biochemistry, Faculty of Pharmacy, Alexandria University, Alexandria, 21500, Egypt
| | - Dalia Makhlouf
- Department of Pharmaceutical Services, Children's Cancer Hospital Egypt57357, Cairo, Egypt
- Personalized Medication Management Unit, Children's Cancer Hospital Egypt57357, Cairo, Egypt
| | - Nehal Elmansoury
- Department of Biochemistry, Faculty of Pharmacy, Alexandria University, Alexandria, 21500, Egypt
| | - Salwa A Abuiessa
- Department of Pharmacology & Toxicology, Faculty of Pharmacy, Alexandria University, Alexandria, 21500, Egypt
| | - Amani A Sorour
- Department of Biochemistry, Faculty of Pharmacy, Alexandria University, Alexandria, 21500, Egypt
| | | | - Mirna Fawaz
- Department of Medical Laboratory Technology, Faculty of Health Sciences, Beirut Arab University, Beirut11-5020, Lebanon
| | - Asmaa M Abushady
- School of Biotechnology, Nile University, Giza, Egypt
- Genetic Department, Faculty of Agriculture, Ain Shams University, Cairo, Egypt
| | | | - Tarek M Abdelghany
- Department of Pharmacology & Toxicology, Faculty of Pharmacy, Cairo University, Kasr El-Aini St., Cairo, 11562, Egypt
- School of Medicine, Medical Sciences & Nutrition, University of Aberdeen, Aberdeen AB25 2ZD, Scotland, U.K
- School of Biomedical, Nutritional & Sport Sciences, Faculty of Medical Sciences, Newcastle University, Newcastle Upon TyneNE24HH, United Kingdom
| | - Rajaa Fakhoury
- Department of Medical Laboratory Technology, Faculty of Health Sciences, Beirut Arab University, Beirut11-5020, Lebanon
| | - Rasha Abdelhady
- Pharmacology & Toxicology Department, Faculty of Pharmacy, Fayoum University, Fayoum, 63514, Egypt
| | - Amal MH Ghanim
- Biochemistry department, Faculty of Pharmacy, Fayoum University, Fayoum, 63514, Egypt
| | - Samah Shehata
- Biochemistry department, Faculty of Pharmacy, Fayoum University, Fayoum, 63514, Egypt
| | - Marwa Kamal
- Clinical pharmacy department, Faculty of Pharmacy, Fayoum University, Fayoum, 63514, Egypt
| | - Rehab Bahy
- Microbiology & Immunology Department, Faculty of Pharmacy, Fayoum University, Fayoum, 63514, Egypt
| | - Sanaa A Haroon
- Plant protection department, Faculty of Agriculture, Fayoum University, Fayoum, 63514, Egypt
| | - Vangelis G Manolopoulos
- Laboratory of Pharmacology, Medical School, Democritus University of Thrace, Dragana Campus, 68100, Alexandroupolis, Greece
| | - Ingolf Cascorbi
- Institute of Experimental & Clinical Pharmacology, University Hospital Schleswig-Holstein, Campus Kiel, Germany
| | - Ann Daly
- Translational & Clinical Research Institute, Faculty of Medical Sciences, Newcastle University, Newcastle upon Tyne, United Kingdom
| | - Noha F Abdelkader
- Department of Pharmacology & Toxicology, Faculty of Pharmacy, Cairo University, Kasr El-Aini St., Cairo, 11562, Egypt
| | - Said El Shamieh
- Department of Medical Laboratory Technology, Faculty of Health Sciences, Beirut Arab University, Beirut11-5020, Lebanon
| | - Mohamed Nagy
- Department of Pharmaceutical Services, Children's Cancer Hospital Egypt57357, Cairo, Egypt
- Personalized Medication Management Unit, Children's Cancer Hospital Egypt57357, Cairo, Egypt
| | - Ahmed Wahid
- Department of Biochemistry, Faculty of Pharmacy, Alexandria University, Alexandria, 21500, Egypt
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Kusljic S, Luzum JA. It is time for educators to act: pharmacogenomics education and its implementation into clinical practice. Pharmacogenomics 2024; 25:425-427. [PMID: 39230518 PMCID: PMC11492721 DOI: 10.1080/14622416.2024.2392482] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2024] [Accepted: 08/12/2024] [Indexed: 09/05/2024] Open
Affiliation(s)
- Snezana Kusljic
- Department of Nursing, The University of Melbourne, Parkville, 3010, Victoria, Australia
| | - Jasmine A Luzum
- Department of Clinical Pharmacy, University of Michigan, College of Pharmacy, Ann Arbor, MI 48109, USA
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Marks ME, Botta RK, Abe R, Beachkofsky TM, Boothman I, Carleton BC, Chung WH, Cibotti RR, Dodiuk-Gad RP, Grimstein C, Hasegawa A, Hoofnagle JH, Hung SI, Kaffenberger B, Kroshinsky D, Lehloenya RJ, Martin-Pozo M, Micheletti RG, Mockenhaupt M, Nagao K, Pakala S, Palubinsky A, Pasieka HB, Peter J, Pirmohamed M, Reyes M, Saeed HN, Shupp J, Sukasem C, Syu JY, Ueta M, Zhou L, Chang WC, Becker P, Bellon T, Bonnet K, Cavalleri G, Chodosh J, Dewan AK, Dominguez A, Dong X, Ezhkova E, Fuchs E, Goldman J, Himed S, Mallal S, Markova A, McCawley K, Norton AE, Ostrov D, Phan M, Sanford A, Schlundt D, Schneider D, Shear N, Shinkai K, Tkaczyk E, Trubiano JA, Volpi S, Bouchard CS, Divito SJ, Phillips EJ. Updates in SJS/TEN: collaboration, innovation, and community. Front Med (Lausanne) 2023; 10:1213889. [PMID: 37901413 PMCID: PMC10600400 DOI: 10.3389/fmed.2023.1213889] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2023] [Accepted: 07/31/2023] [Indexed: 10/31/2023] Open
Abstract
Stevens-Johnson Syndrome/Toxic Epidermal Necrolysis (SJS/TEN) is a predominantly drug-induced disease, with a mortality rate of 15-20%, that engages the expertise of multiple disciplines: dermatology, allergy, immunology, clinical pharmacology, burn surgery, ophthalmology, urogynecology, and psychiatry. SJS/TEN has an incidence of 1-5/million persons per year in the United States, with even higher rates globally. One of the challenges of SJS/TEN has been developing the research infrastructure and coordination to answer questions capable of transforming clinical care and leading to improved patient outcomes. SJS/TEN 2021, the third research meeting of its kind, was held as a virtual meeting on August 28-29, 2021. The meeting brought together 428 international scientists, in addition to a community of 140 SJS/TEN survivors and family members. The goal of the meeting was to brainstorm strategies to support the continued growth of an international SJS/TEN research network, bridging science and the community. The community workshop section of the meeting focused on eight primary themes: mental health, eye care, SJS/TEN in children, non-drug induced SJS/TEN, long-term health complications, new advances in mechanisms and basic science, managing long-term scarring, considerations for skin of color, and COVID-19 vaccines. The meeting featured several important updates and identified areas of unmet research and clinical need that will be highlighted in this white paper.
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Affiliation(s)
- Madeline E. Marks
- Center for Drug Interactions and Immunology, Division of Infectious Disease, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Ramya Krishna Botta
- Center for Drug Interactions and Immunology, Division of Infectious Disease, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Riichiro Abe
- Division of Dermatology, Niigata University Graduate School of Medical and Dental Sciences, Niigata, Japan
| | - Thomas M. Beachkofsky
- Departments of Dermatology and Medicine, Uniformed Services University, Bethesda, MD, United States
| | - Isabelle Boothman
- The SFI Centre for Research Training in Genomics Data Science, Dublin, Ireland
| | - Bruce C. Carleton
- Division of Translational Therapeutics, Department of Pediatrics, Faculty of Medicine, University of British Columbia and the British Columbia Children’s Hospital Research Institute, Vancouver, BC, Canada
| | - Wen-Hung Chung
- Department of Dermatology, Drug Hypersensitivity Clinical and Research Center, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Ricardo R. Cibotti
- National Institute of Arthritis and Musculoskeletal and Skin (NIAMS), National Institutes of Health (NIH), Bethesda, MD, United States
| | - Roni P. Dodiuk-Gad
- Department of Dermatology, Emek Medical Center, Afula, Israel
- Division of Dermatology, Department of Medicine, University of Toronto, Toronto, ON, Canada
- Department of Dermatology, Bruce Rappaport Faculty of Medicine, Technion Institute of Technology, Haifa, Israel
| | - Christian Grimstein
- Office of Clinical Pharmacology, Office of Translational Sciences, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, United States
| | - Akito Hasegawa
- Division of Dermatology, Niigata University Graduate School of Medical and Dental Sciences, Niigata, Japan
| | - Jay H. Hoofnagle
- Liver Disease Research Branch, Division of Digestive Diseases and Nutrition of NIDDK, National Institutes of Health (NIH), Bethesda, MD, United States
| | - Shuen-Iu Hung
- Cancer Vaccine and Immune Cell Therapy Core Laboratory, Department of Medical Research, Chang Gung Memorial Hospital, Taoyuan, Taiwan
| | - Benjamin Kaffenberger
- Department of Dermatology, Ohio State University Wexner Medical Center, Columbus, OH, United States
| | - Daniela Kroshinsky
- Department of Dermatology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States
| | - Rannakoe J. Lehloenya
- Division of Dermatology, Department of Medicine, University of Cape Town, Cape Town, South Africa
| | - Michelle Martin-Pozo
- Center for Drug Interactions and Immunology, Division of Infectious Disease, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Robert G. Micheletti
- Department of Dermatology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States
| | - Maja Mockenhaupt
- Dokumentationszentrum schwerer Hautreaktionen (dZh), Department of Dermatology, Medical Center and Medical Faculty, University of Freiburg, Freiburg, Germany
| | - Keisuke Nagao
- National Institute of Arthritis and Musculoskeletal and Skin (NIAMS), National Institutes of Health (NIH), Bethesda, MD, United States
| | - Suman Pakala
- Center for Drug Interactions and Immunology, Division of Infectious Disease, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Amy Palubinsky
- Center for Drug Interactions and Immunology, Division of Infectious Disease, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Helena B. Pasieka
- Departments of Dermatology and Medicine, Uniformed Services University, Bethesda, MD, United States
- The Burn Center, MedStar Washington Hospital Center, Washington, D.C., DC, United States
- Department of Dermatology, MedStar Health/Georgetown University, Washington, D.C., DC, United States
| | - Jonathan Peter
- Division of Allergy and Clinical Immunology, Department of Medicine, University of Cape Town, Cape Town, South Africa
| | - Munir Pirmohamed
- Department of Pharmacology and Therapeutics, University of Liverpool, Liverpool, United Kingdom
| | - Melissa Reyes
- Center for Drug Evaluation and Research, United States Food and Drug Administration, Silver Spring, MD, United States
| | - Hajirah N. Saeed
- Massachusetts Eye and Ear, Harvard Medical School, Boston, MA, United States
| | - Jeffery Shupp
- Department of Surgery, Plastic and Reconstructive Surgery, Biochemistry, and Molecular and Cellular Biology, MedStar Washington Hospital Center, Georgetown University School of Medicine, Washington, D.C., DC, United States
| | - Chonlaphat Sukasem
- Department of Pathology, Faculty of Medicine Ramathibodi Hospital, Mahidol University, Bangkok, Thailand
| | - Jhih Yu Syu
- Department of Cell Biology and Anatomy, College of Medicine, National Cheng Kung University, Tainan, Taiwan
| | - Mayumi Ueta
- Department of Frontier Medical Science and Technology for Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, Japan
| | - Li Zhou
- Division of General Internal Medicine and Primary Care, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States
| | - Wan-Chun Chang
- Division of Translational Therapeutics, Department of Pediatrics, Faculty of Medicine, University of British Columbia and the British Columbia Children’s Hospital Research Institute, Vancouver, BC, Canada
| | - Patrice Becker
- Division of Allergy, Immunology, and Transplantation, National Institute of Allergy and Infectious Disease, Bethesda, MD, United States
| | - Teresa Bellon
- Drug Hypersensitivity Laboratory, La Paz Health Research Institute (IdiPAZ), Madrid, Spain
| | - Kemberlee Bonnet
- Department of Psychology, Vanderbilt University, Nashville, TN, United States
| | - Gianpiero Cavalleri
- The SFI Centre for Research Training in Genomics Data Science, Dublin, Ireland
| | - James Chodosh
- University of New Mexico School of Medicine, Albuquerque, NM, United States
| | - Anna K. Dewan
- Department of Dermatology, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Arturo Dominguez
- Department of Dermatology and Internal Medicine, UT Southwestern Medical Center, Dallas, TX, United States
| | - Xinzhong Dong
- Department of Neuroscience, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | - Elena Ezhkova
- Department of Cell, Developmental, and Regenerative Biology and Dermatology, Black Family Stem Cell Institute, Mount Sinai School of Medicine, New York, NY, United States
| | - Esther Fuchs
- Department of Obstetrics and Gynecology, University of Washington, Seattle, WA, United States
| | - Jennifer Goldman
- Division of Pediatric Infectious Diseases and Clinical Pharmacology, Children’s Mercy, Kansas City, MO, United States
| | - Sonia Himed
- College of Medicine, University of Cincinnati, Cincinnati, OH, United States
| | - Simon Mallal
- Division of Infectious Diseases, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States
| | - Alina Markova
- Department of Dermatology, Memorial Sloan Kettering Cancer Center, Weill Cornell Medical College, New York, NY, United States
| | - Kerry McCawley
- Stevens-Johnson Syndrome Foundation, Westminster, CO, United States
| | - Allison E. Norton
- Division of Pediatric Allergy, Immunology, and Pulmonary Medicine, Department of Pediatrics, Vanderbilt University Medical Center, Nashville, TN, United States
| | - David Ostrov
- Department of Pathology, Immunology and Laboratory Medicine, University of Florida, Gainesville, FL, United States
| | - Michael Phan
- Division of Pharmacovigilance-I, Center for Drug Evaluation and Research, U.S. Food and Drug Administration, Silver Spring, MD, United States
| | - Arthur Sanford
- Division of Trauma, Surgical Critical Care, and Burns, Loyola University Medical Center, Chicago, IL, United States
| | - David Schlundt
- Department of Psychology, Vanderbilt University, Nashville, TN, United States
| | - Daniel Schneider
- Department of Psychiatry and Surgery, MedStar Washington Hospital Center, Georgetown University School of Medicine, Washington, D.C., DC, United States
| | - Neil Shear
- Department of Dermatology, Emek Medical Center, Afula, Israel
| | - Kanade Shinkai
- Department of Dermatology, University of California, San Francisco, San Francisco, CA, United States
| | - Eric Tkaczyk
- Department of Veterans Affairs, Vanderbilt Dermatology Translational Research Clinic (VDTRC.org), Nashville, TN, United States
| | - Jason A. Trubiano
- Department of Infectious Diseases and Medicine, Austin Health, University of Melbourne, Melbourne, VIC, Australia
| | - Simona Volpi
- National Human Genome Research Institute (NHGRI), National Institutes of Health (NIH), Bethesda, MD, United States
| | - Charles S. Bouchard
- Department of Opthalmology, Loyola University Medical Center, Chicago, IL, United States
| | - Sherrie J. Divito
- Department of Dermatology, Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, United States
| | - Elizabeth J. Phillips
- Center for Drug Interactions and Immunology, Division of Infectious Disease, Department of Medicine, Vanderbilt University Medical Center, Nashville, TN, United States
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Doyle TA, Schmidt KK, Halverson CME, Olivera J, Garcia A, Shugg TA, Skaar TC, Schwartz PH. Patient understanding of pharmacogenomic test results in clinical care. PATIENT EDUCATION AND COUNSELING 2023; 115:107904. [PMID: 37531788 PMCID: PMC11058699 DOI: 10.1016/j.pec.2023.107904] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Revised: 06/30/2023] [Accepted: 07/15/2023] [Indexed: 08/04/2023]
Abstract
OBJECTIVE Previous research has not objectively assessed patients' comprehension of their pharmacogenomic test results. In this study we assessed understanding of patients who had undergone cytochrome P450 2C19 (CYP2C19) pharmacogenomic testing. METHODS 31 semi-structured interviews with patients who underwent CYP2C19 testing after cardiac catheterization and had been sent a brochure, letter, and wallet card explaining their results. Answers to Likert and binary questions were summarized with descriptive statistics. Qualitative data were analyzed using a grounded theory approach, with particular focus on categorization. RESULTS No participants knew the name of the gene tested or their metabolizer status. Seven participants (23%) knew whether the testing identified any medications that would have lower effectiveness or increased adverse effects for them at standard doses ("Adequate Understanding"). Four participants (13%) read their results from the letter or wallet card they received but had no independent understanding ("Reliant on Written Materials"). Ten participants remembered receiving the written materials (32%). CONCLUSION A majority of participants who had undergone CYP2C19 PGx testing did not understand their results at even a minimal level and would be unable to communicate them to future providers. PRACTICE IMPLICATIONS Further research is necessary to improve patient understanding of PGx testing and their results, potentially through improving patient-provider communication.
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Affiliation(s)
- Tom A Doyle
- Indiana University Center for Bioethics, Indianapolis, IN, USA; Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Karen K Schmidt
- Indiana University Center for Bioethics, Indianapolis, IN, USA; Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Colin M E Halverson
- Indiana University Center for Bioethics, Indianapolis, IN, USA; Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Jesus Olivera
- Indiana University Center for Bioethics, Indianapolis, IN, USA; Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Abigail Garcia
- Indiana University Center for Bioethics, Indianapolis, IN, USA; Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Tyler A Shugg
- Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Todd C Skaar
- Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, USA
| | - Peter H Schwartz
- Indiana University Center for Bioethics, Indianapolis, IN, USA; Department of Medicine, Indiana University School of Medicine, Indianapolis, IN, USA; Department of Philosophy, Indiana University-Purdue University, Indianapolis, IN, USA.
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Singh AV, Chandrasekar V, Paudel N, Laux P, Luch A, Gemmati D, Tissato V, Prabhu KS, Uddin S, Dakua SP. Integrative toxicogenomics: Advancing precision medicine and toxicology through artificial intelligence and OMICs technology. Biomed Pharmacother 2023; 163:114784. [PMID: 37121152 DOI: 10.1016/j.biopha.2023.114784] [Citation(s) in RCA: 24] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Revised: 04/15/2023] [Accepted: 04/24/2023] [Indexed: 05/02/2023] Open
Abstract
More information about a person's genetic makeup, drug response, multi-omics response, and genomic response is now available leading to a gradual shift towards personalized treatment. Additionally, the promotion of non-animal testing has fueled the computational toxicogenomics as a pivotal part of the next-gen risk assessment paradigm. Artificial Intelligence (AI) has the potential to provid new ways analyzing the patient data and making predictions about treatment outcomes or toxicity. As personalized medicine and toxicogenomics involve huge data processing, AI can expedite this process by providing powerful data processing, analysis, and interpretation algorithms. AI can process and integrate a multitude of data including genome data, patient records, clinical data and identify patterns to derive predictive models anticipating clinical outcomes and assessing the risk of any personalized medicine approaches. In this article, we have studied the current trends and future perspectives in personalized medicine & toxicology, the role of toxicogenomics in connecting the two fields, and the impact of AI on personalized medicine & toxicology. In this work, we also study the key challenges and limitations in personalized medicine, toxicogenomics, and AI in order to fully realize their potential.
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Affiliation(s)
- Ajay Vikram Singh
- Department of Chemical and Product Safety, German Federal Institute for Risk Assessment (BfR), 10589 Berlin, Germany
| | | | - Namuna Paudel
- Department of Chemistry, Amrit Campus, Institute of Science and Technology, Tribhuvan University, Lainchaur, Kathmandu 44600 Nepal
| | - Peter Laux
- Department of Chemical and Product Safety, German Federal Institute for Risk Assessment (BfR), 10589 Berlin, Germany
| | - Andreas Luch
- Department of Chemical and Product Safety, German Federal Institute for Risk Assessment (BfR), 10589 Berlin, Germany
| | - Donato Gemmati
- Department of Translational Medicine, University of Ferrara, 44121 Ferrara, Italy; Centre Hemostasis & Thrombosis, University of Ferrara, 44121 Ferrara, Italy; Centre for Gender Medicine, University of Ferrara, 44121 Ferrara, Italy
| | - Veronica Tissato
- Department of Translational Medicine, University of Ferrara, 44121 Ferrara, Italy; Centre Hemostasis & Thrombosis, University of Ferrara, 44121 Ferrara, Italy; Centre for Gender Medicine, University of Ferrara, 44121 Ferrara, Italy
| | - Kirti S Prabhu
- Translational Research Institute, Academic Health System, Hamad Medical Corporation, Doha, Qatar
| | - Shahab Uddin
- Translational Research Institute, Academic Health System, Hamad Medical Corporation, Doha, Qatar
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Wen YF, Jacobson PA, Oetting WS, Pereira C, Brown JT. Knowledge and attitudes of incoming pharmacy students toward pharmacogenomics and survey reliability. Pharmacogenomics 2022; 23:873-885. [DOI: 10.2217/pgs-2022-0094] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
Aims: To assess knowledge and attitudes toward pharmacogenomics (PGx) of incoming doctoral pharmacy students, to evaluate the internal structure and reliability of the PGx survey and to identify variables associated with the different responses. Methods: A PGx survey based on the core pharmacist competencies in PGx was created. Results: Of 83.2% analyzable responses, 91% believed PGx is a useful tool and relevant to future practice but over 70% stated they lack confidence in clinical PGx knowledge. This 38-item PGx survey included three factors showing high reliability. Prior genetic/PGx testing and unsatisfactory medication experiences were associated with a more positive attitude toward PGx. Conclusion: The majority of students have positive attitudes toward PGx, but lack knowledge in genetic concepts and clinical PGx.
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Affiliation(s)
- Ya-Feng Wen
- Department of Experimental & Clinical Pharmacology, College of Pharmacy, University of Minnesota, Minneapolis, MN 55455, USA
| | - Pamala A Jacobson
- Department of Experimental & Clinical Pharmacology, College of Pharmacy, University of Minnesota, Minneapolis, MN 55455, USA
| | - William S Oetting
- Department of Experimental & Clinical Pharmacology, College of Pharmacy, University of Minnesota, Minneapolis, MN 55455, USA
| | - Chrystian Pereira
- Department of Pharmaceutical Care & Health Systems, College of Pharmacy, University of Minnesota, Minneapolis, MN 55455, USA
| | - Jacob T Brown
- Department of Pharmacy Practice & Pharmaceutical Sciences, College of Pharmacy, University of Minnesota, Duluth, MN 55812, USA
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Advances in Pharmacy Practice: A Look towards the Future. PHARMACY 2022; 10:pharmacy10050125. [PMID: 36287446 PMCID: PMC9608826 DOI: 10.3390/pharmacy10050125] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2022] [Revised: 09/21/2022] [Accepted: 09/21/2022] [Indexed: 11/07/2022] Open
Abstract
This review looks at the factors that may influence practice in the future. Transformation could occur at 3 levels. Firstly, the traditional profession of the pharmacist as a dispenser of medicines is expanding. Secondly, the pharmacist’s activities are progressing into new healthcare fields. Thirdly, other changes are stimulated by global developments. This review may be helpful for pharmacy and healthcare leaders looking at the future configuration and aims of their pharmacy services.
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Naidoo L, Reddy P. Stakeholder knowledge and attitudes toward the use of predictive genetic testing in South Africa. J Community Genet 2022; 13:567-577. [PMID: 36085342 PMCID: PMC9462643 DOI: 10.1007/s12687-022-00606-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Accepted: 08/30/2022] [Indexed: 11/30/2022] Open
Abstract
The use of predictive genetic testing, particularly for risk profiling in non-communicable diseases (NCDs), has the potential to benefit public health by decreasing the disease burden and alleviating the pressure on healthcare. It is thus important to assess knowledge and uptake among stakeholders. This study aimed to assess end users' (community, medical practitioners and medical students) knowledge and attitudes regarding the use and support of genomic medicine. A descriptive cross-sectional survey was conducted in Kwazulu-Natal (KZN) among 3 groups of stakeholders (n = 170): medical practitioners from both private and public healthcare, medical students from UKZN and community members represented by teachers. Three structured questionnaires using a Likert scale were administered. Responses were stratified by practice type, and a scoring scale was developed. Principal component analysis (PCA) was used to reduce data on all constructs that made up each variable. All three groups showed adequate knowledge and a positive attitude towards use, apart from medical students who were not as keen to support future use in their own practice. Although medical practitioners supported the use of this technology, with necessary guidelines, expertise and affordability, only 18% from private practice reported having used it. PCA reduced data to fewer parsimonious constructs for all 3 groups: common threads included an awareness that genetic testing may improve health and disease outcomes; guidelines for use; and the provision of education to increase awareness, training to bolster expertise and confidence to use these services. Participants in this study attributed a lack of uptake to limited expertise and professional support, and a lack of legislative guidelines. We recommend updating continuing professional development for medical practitioners and promoting community education concomitantly. Provision of guidelines and increased accessibility to resources are important.
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Affiliation(s)
- Levani Naidoo
- Department of Community Health Studies, Faculty of Health Sciences, Durban University of Technology, Durban, South Africa
| | - Poovendhree Reddy
- Department of Community Health Studies, Faculty of Health Sciences, Durban University of Technology, Durban, South Africa.
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10
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Bukic J, Rusic D, Leskur D, Perisin AS, Cohadzic T, Kumric M, Bozic J, Modun D. Investigation of Biomedical Students' Attitudes toward Pharmacogenomics and Personalized Medicine: A Cross-Sectional Study. PHARMACY 2022; 10:pharmacy10040073. [PMID: 35893711 PMCID: PMC9326582 DOI: 10.3390/pharmacy10040073] [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] [Received: 05/27/2022] [Revised: 06/22/2022] [Accepted: 06/24/2022] [Indexed: 11/21/2022] Open
Abstract
Background: The utilization of pharmacogenomics in everyday practice has shown several notable benefits. Keeping in mind the rising trend of applicability of pharmacogenomics and personalized medicine, we sought to compare the attitudes of future healthcare workers in different branches of the healthcare system. Methods: The present study was conducted as a questionnaire-based cross-sectional study in October of 2020. Students eligible to participate were all the students of the University of Split School of Medicine enrolled in the academic year 2020/2021. Results: The number of students that participated in the study was 503. Students were most interested in clinical examples of pharmacogenomics (31.4%) and the benefits of pharmacogenomics in clinical practice (36.4%). Furthermore, 72.6% of all students agreed that they should be able, in their future practice, to identify patients that could benefit from genetic testing. Conclusion: At the present time, the lack of education and appropriate clinical guidelines appear to be the major barriers to the clinical application of pharmacogenomics, especially in Croatia. Hence, in order to support health care professionals’ evidence-based therapeutic recommendations with patients’ pharmacogenomic data, universities should offer more pharmacogenomics education in their curricula.
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Affiliation(s)
- Josipa Bukic
- Department of Pharmacy, University of Split School of Medicine, Soltanska 2, 21000 Split, Croatia; (J.B.); (D.R.); (D.L.); (A.S.P.)
| | - Doris Rusic
- Department of Pharmacy, University of Split School of Medicine, Soltanska 2, 21000 Split, Croatia; (J.B.); (D.R.); (D.L.); (A.S.P.)
| | - Dario Leskur
- Department of Pharmacy, University of Split School of Medicine, Soltanska 2, 21000 Split, Croatia; (J.B.); (D.R.); (D.L.); (A.S.P.)
| | - Ana Seselja Perisin
- Department of Pharmacy, University of Split School of Medicine, Soltanska 2, 21000 Split, Croatia; (J.B.); (D.R.); (D.L.); (A.S.P.)
| | - Tin Cohadzic
- Department of Pediatric Surgery, University Hospital Centre Split, Spinciceva, 21000 Split, Croatia;
| | - Marko Kumric
- Department of Pathophysiology, University of Split School of Medicine, Soltanska 2, 21000 Split, Croatia; (M.K.); (J.B.)
| | - Josko Bozic
- Department of Pathophysiology, University of Split School of Medicine, Soltanska 2, 21000 Split, Croatia; (M.K.); (J.B.)
| | - Darko Modun
- Department of Pharmacy, University of Split School of Medicine, Soltanska 2, 21000 Split, Croatia; (J.B.); (D.R.); (D.L.); (A.S.P.)
- Correspondence:
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11
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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.
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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
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12
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Stäuble CK, Jeiziner C, Hersberger KE, Meyer zu Schwabedissen HE, Lampert ML. Pharmacogenetics in Pharmaceutical Care-Piloting an Application-Oriented Blended Learning Concept. PHARMACY 2021; 9:pharmacy9030152. [PMID: 34564559 PMCID: PMC8482083 DOI: 10.3390/pharmacy9030152] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2021] [Revised: 08/20/2021] [Accepted: 09/01/2021] [Indexed: 12/15/2022] Open
Abstract
To enable application-oriented training of Swiss pharmacists on pharmacogenetic (PGx) testing, an advanced, digital training program was conceptualized based on the Miller's Pyramid framework, using a blended learning approach. The PGx advanced training program included an asynchronous self-study online module, synchronous virtual classroom sessions with lectures and workshops, and a follow-up case study for in-depth applied learning including the analysis of the participants' PGx profile. The evaluation of the training program consisted of (a) an assessment of the participants' development of knowledge, competencies and attitudes towards PGx testing in the pharmacy setting; (b) a satisfaction survey including; (c) questions about their future plans for implementing a PGx service. Twenty-one pharmacists participated in this pilot program. The evaluation showed: (a) a significant improvement of their PGx knowledge (mean score in the knowledge test 75.3% before to 90.3% after training completion) and a significant increase of their self-perceived competencies in applying PGx counselling; (b) a high level of satisfaction with the training program content and the format (at least 79% expressed high/very high agreement with the statements in the questionnaire); (c) a mixed view on whether participants will implement PGx testing as a pharmacy service (indecisive 8; agreed/completely agreed to implement 7/1; disagreed 3 (n = 19)). We consider ongoing education as an important driver for the implementation of PGx in pharmacy practice.
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Affiliation(s)
- Céline K. Stäuble
- Biopharmacy, Department of Pharmaceutical Sciences, University of Basel, 4056 Basel, Switzerland;
- Pharmaceutical Care, Department of Pharmaceutical Sciences, University of Basel, 4001 Basel, Switzerland; (C.J.); (K.E.H.); (M.L.L.)
- Institute of Hospital Pharmacy, Solothurner Spitäler, 4600 Olten, Switzerland
- Correspondence:
| | - Chiara Jeiziner
- Pharmaceutical Care, Department of Pharmaceutical Sciences, University of Basel, 4001 Basel, Switzerland; (C.J.); (K.E.H.); (M.L.L.)
| | - Kurt E. Hersberger
- Pharmaceutical Care, Department of Pharmaceutical Sciences, University of Basel, 4001 Basel, Switzerland; (C.J.); (K.E.H.); (M.L.L.)
| | | | - Markus L. Lampert
- Pharmaceutical Care, Department of Pharmaceutical Sciences, University of Basel, 4001 Basel, Switzerland; (C.J.); (K.E.H.); (M.L.L.)
- Institute of Hospital Pharmacy, Solothurner Spitäler, 4600 Olten, Switzerland
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13
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Cheung NYC, Fung JLF, Ng YNC, Wong WHS, Chung CCY, Mak CCY, Chung BHY. Perception of personalized medicine, pharmacogenomics, and genetic testing among undergraduates in Hong Kong. Hum Genomics 2021; 15:54. [PMID: 34407885 PMCID: PMC8371796 DOI: 10.1186/s40246-021-00353-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Accepted: 08/01/2021] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND The global development and advancement of genomic medicine in the recent decade has accelerated the implementation of personalized medicine (PM) and pharmacogenomics (PGx) into clinical practice, while catalyzing the emergence of genetic testing (GT) with relevant ethical, legal, and social implications (ELSI). RESULTS The perception of university undergraduates with regards to PM and PGx was investigated, and 80% of undergraduates valued PM as a promising healthcare model with 66% indicating awareness of personal genome testing companies. When asked about the curriculum design towards PM and PGx, compared to undergraduates in non-medically related curriculum, those studying in medically related curriculum had an adjusted 7.2 odds of perceiving that their curriculum was well-designed for learning PGx (95% CI 3.6-14.6) and a 3.7 odds of perceiving that PGx was important in their study (95% CI 2.0-6.8). Despite this, only 16% of medically related curriculum undergraduates would consider embarking on future education on PM. When asked about their perceptions on GT, 60% rated their genetic knowledge as "School Biology" level or below while 76% would consider undergoing a genetic test. As for ELSI, 75% of undergraduates perceived that they were aware of ethical issues of GT in general, particularly on "Patient Privacy" (80%) and "Data Confidentiality" (68%). Undergraduates were also asked about their perceived reaction upon receiving an unfavorable result from GT, and over half of the participants perceived that they would feel "helpless or pessimistic" (56%), "inadequate or different" (59%), and "disadvantaged at job seeking" (59%), while older undergraduates had an adjusted 2.0 odds of holding the latter opinion (95% CI 1.1-3.5), compared to younger undergraduates. CONCLUSION Hong Kong undergraduates showed a high awareness of PM but insufficient genetic knowledge and low interest in pursuing a career towards PM. They were generally aware of ethical issues of GT and especially concerned about patient privacy and data confidentiality. There was a predominance of pessimistic views towards unfavorable testing results. This study calls for the attention to evaluate education and talent development on genomics, and update existing legal frameworks on genetic testing in Hong Kong.
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Affiliation(s)
- Nicholas Yan Chai Cheung
- Bachelor of Medicine and Bachelor of Surgery Program, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, SAR, China
| | - Jasmine Lee Fong Fung
- Department of Paediatrics and Adolescent Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, SAR, China
| | - Yvette Nga Chung Ng
- Bachelor of Medicine and Bachelor of Surgery Program, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, SAR, China
| | - Wilfred Hing Sang Wong
- Department of Paediatrics and Adolescent Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, SAR, China
| | - Claudia Ching Yan Chung
- Department of Paediatrics and Adolescent Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, SAR, China.
| | - Christopher Chun Yu Mak
- Department of Paediatrics and Adolescent Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, SAR, China.
| | - Brian Hon Yin Chung
- Department of Paediatrics and Adolescent Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, SAR, China.
- Department of Paediatrics and Adolescent Medicine, Queen Mary Hospital, Hong Kong, SAR, China.
- Department of Paediatrics and Adolescent Medicine, Hong Kong Children's Hospital, Hong Kong, SAR, China.
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14
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Implementing Pharmacogenomics Testing: Single Center Experience at Arkansas Children's Hospital. J Pers Med 2021; 11:jpm11050394. [PMID: 34064668 PMCID: PMC8150685 DOI: 10.3390/jpm11050394] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Revised: 05/03/2021] [Accepted: 05/06/2021] [Indexed: 02/07/2023] Open
Abstract
Pharmacogenomics (PGx) is a growing field within precision medicine. Testing can help predict adverse events and sub-therapeutic response risks of certain medications. To date, the US FDA lists over 280 drugs which provide biomarker-based dosing guidance for adults and children. At Arkansas Children’s Hospital (ACH), a clinical PGx laboratory-based test was developed and implemented to provide guidance on 66 pediatric medications for genotype-guided dosing. This PGx test consists of 174 single nucleotide polymorphisms (SNPs) targeting 23 clinically actionable PGx genes or gene variants. Individual genotypes are processed to provide per-gene discrete results in star-allele and phenotype format. These results are then integrated into EPIC- EHR. Genomic indicators built into EPIC-EHR provide the source for clinical decision support (CDS) for clinicians, providing genotype-guided dosing.
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15
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Rahma AT, Ahmed LA, Elsheik M, Elbarazi I, Ali BR, Patrinos GP, Al-Maskari F. Mapping the Educational Environment of Genomics and Pharmacogenomics in the United Arab Emirates: A Mixed-Methods Triangulated Design. OMICS : A JOURNAL OF INTEGRATIVE BIOLOGY 2021; 25:285-293. [PMID: 33904793 DOI: 10.1089/omi.2021.0029] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Pharmacogenomics (PGx) education is crucial to support the effective delivery of PGx services in any health care system. We mapped the current educational environment of genomics and PGx in the United Arab Emirates (UAE) and assessed the readiness of the accredited higher education system to move forward with the implementation of PGx in the country. We employed a mixed-methods triangulated approach to map the PGx educational environment in UAE. We used two qualitative methods and one quantitative method. University curricula inspection, interviews, and questionnaires were the main resources of data. PGx was taught in 6 out of 21 accredited universities, but only for pharmacy majors. Only three out of six PGx courses were stand-alone. Majority of academia exhibited positive attitudes toward the availability and accessibility of genetic testing, with 89% agreeing that the government should invest more money into its development. Interviews with academics and, importantly, the commissioners who oversee the accreditation process of universities in UAE revealed recurrent themes that included recognizing the importance of genomic medicine and PGx and called for translational and implementational research, including recruitment of experts in the field. We recommend, as supported by our findings in this study, the creation of standardized curriculum of genomics and PGx for each health science field, using the blended teaching approach, and benchmarking internationally accredited universities to foster international collaboration and improve the education and practice of genomics in the clinic and public health systems. An 11-item genomics and PGx strategy is presented herein. Finally, the mixed-methods study design employed in this research may also serve as a model conceptual frame for other science education mapping efforts at country or multi-institutional scales in the future.
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Affiliation(s)
- Azhar T Rahma
- Institute of Public Health, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates
| | - Luai A Ahmed
- Institute of Public Health, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates.,Zayed Center for Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates
| | - Mahanna Elsheik
- Institute of Public Health, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates.,Zayed Center for Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates
| | - Iffat Elbarazi
- Institute of Public Health, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates
| | - Bassam R Ali
- Zayed Center for Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates.,Department of Genetics and Genomics, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates
| | - George P Patrinos
- Zayed Center for Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates.,Department of Genetics and Genomics, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates.,Department of Pharmacy, School of Health Sciences, University of Patras, Patras, Greece
| | - Fatma Al-Maskari
- Institute of Public Health, College of Medicine and Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates.,Zayed Center for Health Sciences, United Arab Emirates University, Al Ain, United Arab Emirates
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16
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Ward KM, Taubman DS, Pasternak AL, Burghardt KJ, Ellingrod VL, Parikh SV. Teaching psychiatric pharmacogenomics effectively: Evaluation of a novel interprofessional online course. JOURNAL OF THE AMERICAN COLLEGE OF CLINICAL PHARMACY 2021. [DOI: 10.1002/jac5.1381] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Kristen M. Ward
- Department of Clinical Pharmacy, College of Pharmacy University of Michigan Ann Arbor Michigan USA
| | | | - Amy L. Pasternak
- Department of Clinical Pharmacy, College of Pharmacy University of Michigan Ann Arbor Michigan USA
| | - Kyle J. Burghardt
- Department of Pharmacy Practice, Eugene Applebaum College of Pharmacy and Health Sciences Wayne State University Detroit Michigan USA
| | - Vicki L. Ellingrod
- Department of Clinical Pharmacy, College of Pharmacy University of Michigan Ann Arbor Michigan USA
- Department of Psychiatry, School of Medicine University of Michigan Ann Arbor Michigan USA
| | - Sagar V. Parikh
- Department of Psychiatry University of Michigan Ann Arbor Michigan USA
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Escalante PI, Quiñones LA, Contreras HR. Epithelial-Mesenchymal Transition and MicroRNAs in Colorectal Cancer Chemoresistance to FOLFOX. Pharmaceutics 2021; 13:pharmaceutics13010075. [PMID: 33429840 PMCID: PMC7827270 DOI: 10.3390/pharmaceutics13010075] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2020] [Revised: 12/21/2020] [Accepted: 12/25/2020] [Indexed: 12/14/2022] Open
Abstract
The FOLFOX scheme, based on the association of 5-fluorouracil and oxaliplatin, is the most frequently indicated chemotherapy scheme for patients diagnosed with metastatic colorectal cancer. Nevertheless, development of chemoresistance is one of the major challenges associated with this disease. It has been reported that epithelial-mesenchymal transition (EMT) is implicated in microRNA-driven modulation of tumor cells response to 5-fluorouracil and oxaliplatin. Moreover, from pharmacogenomic research, it is known that overexpression of genes encoding dihydropyrimidine dehydrogenase (DPYD), thymidylate synthase (TYMS), methylenetetrahydrofolate reductase (MTHFR), the DNA repair enzymes ERCC1, ERCC2, and XRCC1, and the phase 2 enzyme GSTP1 impair the response to FOLFOX. It has been observed that EMT is associated with overexpression of DPYD, TYMS, ERCC1, and GSTP1. In this review, we investigated the role of miRNAs as EMT promotors in tumor cells, and its potential effect on the upregulation of DPYD, TYMS, MTHFR, ERCC1, ERCC2, XRCC1, and GSTP1 expression, which would lead to resistance of CRC tumor cells to 5-fluorouracil and oxaliplatin. This constitutes a potential mechanism of epigenetic regulation involved in late-onset of acquired resistance in mCRC patients under FOLFOX chemotherapy. Expression of these biomarker microRNAs could serve as tools for personalized medicine, and as potential therapeutic targets in the future.
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Affiliation(s)
- Paula I. Escalante
- Laboratory of Chemical Carcinogenesis and Pharmacogenetics (CQF), Department of Basic and Clinical Oncology (DOBC), Faculty of Medicine, University of Chile, 8500000 Santiago, Chile;
- Laboratory of Cellular and Molecular Oncology (LOCYM), Department of Basic and Clinical Oncology (DOBC), Faculty of Medicine, University of Chile, 8380453 Santiago, Chile
| | - Luis A. Quiñones
- Laboratory of Chemical Carcinogenesis and Pharmacogenetics (CQF), Department of Basic and Clinical Oncology (DOBC), Faculty of Medicine, University of Chile, 8500000 Santiago, Chile;
- Latin American Network for the Implementation and Validation of Pharmacogenomic Clinical Guidelines (RELIVAF-CYTED), 28015 Madrid, Spain
- Correspondence: (L.A.Q.); (H.R.C.); Tel.: +56-2-29770741 or +56-2-29770743 (L.A.Q.); +56-2-29786862 or +56-2-29786861 (H.R.C.)
| | - Héctor R. Contreras
- Laboratory of Cellular and Molecular Oncology (LOCYM), Department of Basic and Clinical Oncology (DOBC), Faculty of Medicine, University of Chile, 8380453 Santiago, Chile
- Correspondence: (L.A.Q.); (H.R.C.); Tel.: +56-2-29770741 or +56-2-29770743 (L.A.Q.); +56-2-29786862 or +56-2-29786861 (H.R.C.)
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