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Genetic Ancestry Inference and Its Application for the Genetic Mapping of Human Diseases. Int J Mol Sci 2021; 22:ijms22136962. [PMID: 34203440 PMCID: PMC8269095 DOI: 10.3390/ijms22136962] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Revised: 06/24/2021] [Accepted: 06/25/2021] [Indexed: 12/21/2022] Open
Abstract
Admixed populations arise when two or more ancestral populations interbreed. As a result of this admixture, the genome of admixed populations is defined by tracts of variable size inherited from these parental groups and has particular genetic features that provide valuable information about their demographic history. Diverse methods can be used to derive the ancestry apportionment of admixed individuals, and such inferences can be leveraged for the discovery of genetic loci associated with diseases and traits, therefore having important biomedical implications. In this review article, we summarize the most common methods of global and local genetic ancestry estimation and discuss the use of admixture mapping studies in human diseases.
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Céspedes-Garro C, Naranjo MEG, Rodrigues-Soares F, LLerena A, Duconge J, Montané-Jaime LK, Roblejo H, Fariñas H, Campos MDLA, Ramírez R, Serrano V, Villagrán CI, Peñas-LLedó EM. Pharmacogenetic research activity in Central America and the Caribbean: a systematic review. Pharmacogenomics 2016; 17:1707-1724. [PMID: 27633613 DOI: 10.2217/pgs-2016-0053] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
AIM The present review was aimed at analyzing the pharmacogenetic scientific activity in Central America and the Caribbean. MATERIALS & METHODS A literature search for pharmacogenetic studies in each country of the region was conducted on three databases using a list of the most relevant pharmacogenetic biomarkers including 'phenotyping probe drugs' for major drug metabolizing enzymes. The review included 132 papers involving 47 biomarkers and 35,079 subjects (11,129 healthy volunteers and 23,950 patients). RESULTS The country with the most intensive pharmacogenetic research was Costa Rica. The most studied medical therapeutic area was oncology, and the most investigated biomarkers were CYP2D6 and HLA-A/B. Conclusion: Research activity on pharmacogenetics in Central American and the Caribbean populations is limited or absent. Therefore, strategies to promote effective collaborations, and foster interregional initiatives and research efforts among countries from the region could help for the rational clinical implementation of pharmacogenetics and personalized medicine.
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Affiliation(s)
- Carolina Céspedes-Garro
- CICAB Clinical Research Centre, Extremadura University Hospital & Medical School, Badajoz, Spain.,RIBEF Ibero-American Network of Pharmacogenetics & Pharmacogenomics.,Teaching & Research Department, Genetics Section, School of Biology, University of Costa Rica, San José, Costa Rica
| | - María-Eugenia G Naranjo
- CICAB Clinical Research Centre, Extremadura University Hospital & Medical School, Badajoz, Spain.,RIBEF Ibero-American Network of Pharmacogenetics & Pharmacogenomics
| | - Fernanda Rodrigues-Soares
- RIBEF Ibero-American Network of Pharmacogenetics & Pharmacogenomics.,Departamento de Biologia Geral, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Adrián LLerena
- CICAB Clinical Research Centre, Extremadura University Hospital & Medical School, Badajoz, Spain.,RIBEF Ibero-American Network of Pharmacogenetics & Pharmacogenomics
| | - Jorge Duconge
- RIBEF Ibero-American Network of Pharmacogenetics & Pharmacogenomics.,Pharmaceutical Sciences Department, School of Pharmacy, Medical Sciences Campus, University of Puerto Rico, San Juan, Puerto Rico
| | - Lazara K Montané-Jaime
- Pharmacology Unit Department of Paraclinical Sciences, Faculty of Medical Sciences, The University of West Indies, St Augustine, Trinidad & Tobago
| | - Hilda Roblejo
- RIBEF Ibero-American Network of Pharmacogenetics & Pharmacogenomics.,Teaching & Research Department, National Center of Medical Genetics, Havana, Cuba
| | - Humberto Fariñas
- CICAB Clinical Research Centre, Extremadura University Hospital & Medical School, Badajoz, Spain
| | - María de Los A Campos
- Secretaría Ejecutiva del Consejo de Ministros de Salud de Centroamérica y República Dominicana, Ciudad Merliot, El Salvador
| | - Ronald Ramírez
- RIBEF Ibero-American Network of Pharmacogenetics & Pharmacogenomics.,Facultad de Medicina, UNAN Universidad Autónoma Nacional de Nicaragua, León, Nicaragua
| | - Víctor Serrano
- RIBEF Ibero-American Network of Pharmacogenetics & Pharmacogenomics.,CIIMET Centro de Investigación e Información de Medicamentos y Tóxicos, Facultad de Medicina, Universidad de Panamá, Panamá, Panamá
| | - Carmen I Villagrán
- RIBEF Ibero-American Network of Pharmacogenetics & Pharmacogenomics.,Facultad de Ciencias Médicas, Dirección de Investigación, Universidad de San Carlos de Guatemala, Guatemala
| | - Eva M Peñas-LLedó
- CICAB Clinical Research Centre, Extremadura University Hospital & Medical School, Badajoz, Spain.,RIBEF Ibero-American Network of Pharmacogenetics & Pharmacogenomics
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Duconge J, Ruaño G. Admixture and ethno-specific alleles: missing links for global pharmacogenomics. Pharmacogenomics 2016; 17:1479-82. [DOI: 10.2217/pgs-2016-0115] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Affiliation(s)
- Jorge Duconge
- School of Pharmacy, University of Puerto Rico Medical Sciences Campus, PO Box 365067, San Juan, PR 00936, USA
| | - Gualberto Ruaño
- Pharmaceutical Sciences Department, Genomas Inc., Hartford, CT 06102, USA
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Claudio-Campos K, Duconge J, Cadilla CL, Ruaño G. Pharmacogenetics of drug-metabolizing enzymes in US Hispanics. Drug Metab Pers Ther 2016; 30:87-105. [PMID: 25431893 DOI: 10.1515/dmdi-2014-0023] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2014] [Accepted: 10/02/2014] [Indexed: 12/19/2022]
Abstract
Although the Hispanic population is continuously growing in the United States, they are underrepresented in pharmacogenetic studies. This review addresses the need for compiling available pharmacogenetic data in US Hispanics, discussing the prevalence of clinically relevant polymorphisms in pharmacogenes encoding for drug-metabolizing enzymes. CYP3A5*3 (0.245-0.867) showed the largest frequency in a US Hispanic population. A higher prevalence of CYP2C9*3, CYP2C19*4, and UGT2B7 IVS1+985 A>G was observed in US Hispanic vs. non-Hispanic populations. We found interethnic and intraethnic variability in frequencies of genetic polymorphisms for metabolizing enzymes, which highlights the need to define the ancestries of participants in pharmacogenetic studies. New approaches should be integrated in experimental designs to gain knowledge about the clinical relevance of the unique combination of genetic variants occurring in this admixed population. Ethnic subgroups in the US Hispanic population may harbor variants that might be part of multiple causative loci or in linkage-disequilibrium with functional variants. Pharmacogenetic studies in Hispanics should not be limited to ascertain commonly studied polymorphisms that were originally identified in their parental populations. The success of the Personalized Medicine paradigm will depend on recognizing genetic diversity between and within US Hispanics and the uniqueness of their genetic backgrounds.
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Duconge J, Ramos AS, Claudio-Campos K, Rivera-Miranda G, Bermúdez-Bosch L, Renta JY, Cadilla CL, Cruz I, Feliu JF, Vergara C, Ruaño G. A Novel Admixture-Based Pharmacogenetic Approach to Refine Warfarin Dosing in Caribbean Hispanics. PLoS One 2016; 11:e0145480. [PMID: 26745506 PMCID: PMC4706412 DOI: 10.1371/journal.pone.0145480] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2015] [Accepted: 12/03/2015] [Indexed: 12/13/2022] Open
Abstract
AIM This study is aimed at developing a novel admixture-adjusted pharmacogenomic approach to individually refine warfarin dosing in Caribbean Hispanic patients. PATIENTS & METHODS A multiple linear regression analysis of effective warfarin doses versus relevant genotypes, admixture, clinical and demographic factors was performed in 255 patients and further validated externally in another cohort of 55 individuals. RESULTS The admixture-adjusted, genotype-guided warfarin dosing refinement algorithm developed in Caribbean Hispanics showed better predictability (R2 = 0.70, MAE = 0.72mg/day) than a clinical algorithm that excluded genotypes and admixture (R2 = 0.60, MAE = 0.99mg/day), and outperformed two prior pharmacogenetic algorithms in predicting effective dose in this population. For patients at the highest risk of adverse events, 45.5% of the dose predictions using the developed pharmacogenetic model resulted in ideal dose as compared with only 29% when using the clinical non-genetic algorithm (p<0.001). The admixture-driven pharmacogenetic algorithm predicted 58% of warfarin dose variance when externally validated in 55 individuals from an independent validation cohort (MAE = 0.89 mg/day, 24% mean bias). CONCLUSIONS Results supported our rationale to incorporate individual's genotypes and unique admixture metrics into pharmacogenetic refinement models in order to increase predictability when expanding them to admixed populations like Caribbean Hispanics. TRIAL REGISTRATION ClinicalTrials.gov NCT01318057.
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Affiliation(s)
- Jorge Duconge
- Pharmaceutical Sciences Department, School of Pharmacy, University of Puerto Rico Medical Sciences Campus (UPR-MSC), San Juan, Puerto Rico, United States of America
| | - Alga S. Ramos
- Pharmaceutical Sciences Department, School of Pharmacy, University of Puerto Rico Medical Sciences Campus (UPR-MSC), San Juan, Puerto Rico, United States of America
| | - Karla Claudio-Campos
- Department of Pharmacology and Toxicology, School of Medicine, University of Puerto Rico Medical Sciences Campus (UPR-MSC), San Juan, Puerto Rico, United States of America
| | - Giselle Rivera-Miranda
- Pharmacy Service, VA Caribbean Healthcare Systems (VACHS), San Juan, Puerto Rico, United States of America
| | - Luis Bermúdez-Bosch
- Pharmaceutical Sciences Department, School of Pharmacy, University of Puerto Rico Medical Sciences Campus (UPR-MSC), San Juan, Puerto Rico, United States of America
| | - Jessicca Y. Renta
- Molecular Genetics Lab, Department of Biochemistry, School of Medicine, University of Puerto Rico Medical Sciences Campus (UPR-MSC), San Juan, Puerto Rico, United States of America
| | - Carmen L. Cadilla
- Molecular Genetics Lab, Department of Biochemistry, School of Medicine, University of Puerto Rico Medical Sciences Campus (UPR-MSC), San Juan, Puerto Rico, United States of America
| | - Iadelisse Cruz
- Pharmaceutical Sciences Department, School of Pharmacy, University of Puerto Rico Medical Sciences Campus (UPR-MSC), San Juan, Puerto Rico, United States of America
| | - Juan F. Feliu
- Pharmacy Service, VA Caribbean Healthcare Systems (VACHS), San Juan, Puerto Rico, United States of America
| | - Cunegundo Vergara
- Brownstone Outpatient Clinic, Hartford Hospital, Hartford, CT, United States of America
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Duconge J, Cadilla CL, Seip RL, Ruaño G. Why admixture matters in genetically-guided therapy: missed targets in the COAG and EU-PACT trials. PUERTO RICO HEALTH SCIENCES JOURNAL 2015; 34:175-7. [PMID: 26454897 PMCID: PMC4770896] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
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Valentín II, Rivera G, Nieves-Plaza M, Cruz I, Renta JY, Cadilla CL, Feliu JF, Seip RL, Ruaño G, Duconge J. Pharmacogenetic association study of warfarin safety endpoints in Puerto Ricans. PUERTO RICO HEALTH SCIENCES JOURNAL 2014; 33:97-104. [PMID: 25244877 PMCID: PMC4196861] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Subscribe] [Scholar Register] [Indexed: 06/03/2023]
Abstract
OBJECTIVE This study was intended to determine the incidence rate of warfarin-related adverse events (e.g., bleeding) in Puerto Ricans and whether a genetic association between warfarin pharmacogenes and any of these adverse events was observed over the initiation period (i.e., the first 90 days of therapy). METHODS We conducted an observational, retrospective cohort study of pharmacogenetic association in 122 warfarin-treated, male, Puerto Rican patients (69.9 +/- 9.6 years) from the Veterans Affair Caribbean Healthcare System (VACHS) who consented to participate. Genotyping was performed using the CYP2C9 and VKORC1 assays by Luminex. Event-free survival curves were estimated using the Kaplan-Meier method and analyzed by log-rank test. Cox regression models were constructed and hazard ratios (HR) calculated. RESULTS Carriers of functional CYP2C9 and VKORC1 polymorphisms demonstrated a higher incidence rate of multiple adverse events (i.e., 5.2 vs. 1.0 cases per 100 patient-months; RR = 4.8, p = 0.12) than did wild types. A significant association was observed between multiple adverse events and carrier status (HR = 2.5; 95% CI: 1.0-6.3, p = 0.04). However, no significant associations between genotypes and individual outcomes over the first 90 days of therapy were found. CONCLUSION The association of CYP2C9 and VKORC1 genotypes and risks for adverse events due to exposure to warfarin was examined for the first time in Puerto Ricans. Despite a lack of association with individual events in this study population, our findings revealed a potential utility of genotyping for the prevention of multiple adverse events during warfarin therapy.
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Affiliation(s)
- Isa I. Valentín
- University of Puerto Rico, Medical Sciences Campus, School of Pharmacy, Pharmaceutical Sciences Department, San Juan, PR
| | - Giselle Rivera
- VA Caribbean Healthcare Systems, Pharmacy Service, San Juan, PR
| | - Mariely Nieves-Plaza
- Puerto Rico Clinical and Translational Research Consortium (PRCTRC), San Juan, PR
| | - Iadelisse Cruz
- University of Puerto Rico, Medical Sciences Campus, School of Pharmacy, Pharmacy Practice Department, San Juan, PR
| | - Jessica Y. Renta
- University of Puerto Rico, Medical Sciences Campus, School of Medicine, Department of Biochemistry, Molecular Genetics Lab, San Juan, PR
| | - Carmen L. Cadilla
- University of Puerto Rico, Medical Sciences Campus, School of Medicine, Department of Biochemistry, Molecular Genetics Lab, San Juan, PR
| | - Juan F. Feliu
- VA Caribbean Healthcare Systems, Pharmacy Service, San Juan, PR
| | | | | | - Jorge Duconge
- University of Puerto Rico, Medical Sciences Campus, School of Pharmacy, Pharmaceutical Sciences Department, San Juan, PR
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Ramos AS, Seip RL, Rivera-Miranda G, Felici-Giovanini ME, Garcia-Berdecia R, Alejandro-Cowan Y, Kocherla M, Cruz I, Feliu JF, Cadilla CL, Renta JY, Gorowski K, Vergara C, Ruaño G, Duconge J. Development of a pharmacogenetic-guided warfarin dosing algorithm for Puerto Rican patients. Pharmacogenomics 2013; 13:1937-50. [PMID: 23215886 DOI: 10.2217/pgs.12.171] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023] Open
Abstract
AIM This study was aimed at developing a pharmacogenetic-driven warfarin-dosing algorithm in 163 admixed Puerto Rican patients on stable warfarin therapy. PATIENTS & METHODS A multiple linear-regression analysis was performed using log-transformed effective warfarin dose as the dependent variable, and combining CYP2C9 and VKORC1 genotyping with other relevant nongenetic clinical and demographic factors as independent predictors. RESULTS The model explained more than two-thirds of the observed variance in the warfarin dose among Puerto Ricans, and also produced significantly better 'ideal dose' estimates than two pharmacogenetic models and clinical algorithms published previously, with the greatest benefit seen in patients ultimately requiring <7 mg/day. We also assessed the clinical validity of the model using an independent validation cohort of 55 Puerto Rican patients from Hartford, CT, USA (R(2) = 51%). CONCLUSION Our findings provide the basis for planning prospective pharmacogenetic studies to demonstrate the clinical utility of genotyping warfarin-treated Puerto Rican patients.
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Affiliation(s)
- Alga S Ramos
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Puerto Rico, Room 420, PO Box 365067, San Juan, PR 00936-5067, USA
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Stenne R, Hurlimann T, Godard B. Are research papers reporting results from nutrigenetics clinical research a potential source of biohype? Account Res 2013; 19:285-307. [PMID: 23009269 DOI: 10.1080/08989621.2012.718681] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Nutrigenetics is a promising field, but the achievability of expected benefits is challenged by the methodological limitations that are associated with clinical research in that field. The mere existence of these limitations suggests that promises about potential outcomes may be premature. Thus, benefits claimed in scientific journal articles in which these limitations are not acknowledged might stimulate biohype. This article aims to examine whether nutrigenetics clinical research articles are a potential source of biohype. Of the 173 articles identified, 16 contained claims in which clinical applications were extrapolated from study results. The methodological limitations being incompletely acknowledged, these articles could potentially be a source of biohype.
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Affiliation(s)
- R Stenne
- Bioethics Programs, Department of Social and Preventive Medicine, Faculty of medicine, University of Montréal, Montréal, Quebec, Canada
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Fung E, Patsopoulos NA, Belknap SM, O'Rourke DJ, Robb JF, Anderson JL, Shworak NW, Moore JH. Effect of genetic variants, especially CYP2C9 and VKORC1, on the pharmacology of warfarin. Semin Thromb Hemost 2012; 38:893-904. [PMID: 23041981 DOI: 10.1055/s-0032-1328891] [Citation(s) in RCA: 36] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
The genes encoding the cytochrome P450 2C9 enzyme (CYP2C9) and vitamin K-epoxide reductase complex unit 1 (VKORC1) are major determinants of anticoagulant response to warfarin. Together with patient demographics and clinical information, they account for approximately one-half of the warfarin dose variance in individuals of European descent. Recent prospective and randomized controlled trial data support pharmacogenetic guidance with their use in warfarin dose initiation and titration. Benefits from pharmacogenetics-guided warfarin dosing have been reported to extend beyond the period of initial dosing, with supportive data indicating benefits to at least 3 months. The genetic effects of VKORC1 and CYP2C9 in African and Asian populations are concordant with those in individuals of European ancestry; however, frequency distribution of allelic variants can vary considerably between major populations. Future randomized controlled trials in multiethnic settings using population-specific dosing algorithms will allow us to further ascertain the generalizability and cost-effectiveness of pharmacogenetics-guided warfarin therapy. Additional genome-wide association studies may help us to improve and refine dosing algorithms and potentially identify novel biological pathways.
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Affiliation(s)
- Erik Fung
- Section of Cardiology, Heart & Vascular Center, Lebanon, New Hampshire 03756, USA.
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Hurlimann T, Stenne R, Menuz V, Godard B. Inclusion and exclusion in nutrigenetics clinical research: ethical and scientific challenges. JOURNAL OF NUTRIGENETICS AND NUTRIGENOMICS 2012; 4:322-43. [PMID: 22301706 DOI: 10.1159/000334853] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/05/2011] [Accepted: 11/03/2011] [Indexed: 12/15/2022]
Abstract
BACKGROUND/AIMS There are compelling reasons to ensure the participation of ethnic minorities and populations of all ages worldwide in nutrigenetics clinical research. If findings in such research are valid for some individuals, groups, or communities, and not for others, then ethical questions of justice--and not only issues of methodology and external validity--arise. This paper aims to examine inclusion in nutrigenetics clinical research and its scientific and ethical challenges. METHODS In total, 173 publications were identified through a systematic review of clinical studies in nutrigenetics published between 1998 and 2007. Data such as participants' demographics as well as eligibility criteria were extracted. RESULTS There is no consistency in the way participants' origins (ancestry, ethnicity, or race) and ages are described in publications. A vast majority of the studies identified was conducted in North America and Europe and focused on 'white' participants. Our results show that pregnant women (and fetuses), minors, and the elderly (≥ 75 years old) remain underrepresented. CONCLUSION Representativeness in nutrigenetics research is a challenging ethical and scientific issue. Yet, if nutrigenetics is to benefit whole populations and be used in public and global health agendas, fair representation as well as clear descriptions of participants in publications are crucial.
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Affiliation(s)
- T Hurlimann
- Department of Social and Preventive Medicine, Bioethics Programmes, Faculty of Medicine, University of Montreal, Montreal, Que., Canada
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Abstract
Warfarin is a commonly prescribed anticoagulant drug for the prevention of thromboembolic disorders. We investigated the contribution of genetic variations of four genes and clinical factors to warfarin dose requirement and provided a warfarin-dosing algorithm based on genetic and clinical variables in Korean patients. We recruited 564 Korean patients on stable anticoagulation. Single nucleotide polymorphisms (SNPs) for the VKORC1, CYP2C9, CYP4F2 and GGCX were analyzed. Using multiple regression analysis, we developed a model to predict the warfarin requirement. The SNPs of VKORC1, CYP2C9, CYP4F2 and GGCX showed significant correlation with warfarin dose. Patients with the 3730AA genotype received significantly higher doses of warfarin than those with the 3730GG (P=0.0001). For CYP2C9, the highest maintenance dose was observed in the patients with wild-type genotype compared with the variant allele carriers (P<0.0001). The multiple regression model including age, gender, body surface area (BSA), international normalized ratio (INR) and four genetic polymorphisms accounted for 35% of total variations in warfarin dose (R(2)=0.3499; P<0.0001). This study shows that age, gender, BSA, INR and VKORC1, CYP2C9 and CYP4F2 polymorphism affect warfarin dose requirements in Koreans. Translation of this knowledge into clinical guidelines for warfarin prescription may contribute to improve the efficacy and safety of warfarin treatment for Korean patients.
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Duconge J, Ruaño G. The Emerging Role of Admixture in the Pharmacogenetics of Puerto Rican Hispanics. ACTA ACUST UNITED AC 2010; 1. [PMID: 23227441 DOI: 10.4172/2153-0645.1000101] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Admixture is of great relevance to the clinical application of pharmacogenetics and personalized medicine. Preliminary findings in Puerto Ricans further substantiate the argument for admixture as a critical covariate in a customized DNA-guided warfarin dosing algorithm. To this purpose, a genome-wide approach that incorporates admixture as an independent predictor of dose variability in DNA-guided algorithms has been postulated. Admixture is expected to be able to reveal some relevant associations in the genetic epidemiology of Hispanics and will be indispensable to assure that pharmacogenomic research can be pursued in such mixed populations. Consequently, the clinical utility of knowing an individual's genotype before initiating drug treatment in Puerto Ricans, and Hispanics in general, will finally be untangled by developing a "Genetic Prescription Model" that takes admixture into consideration. This approach will help lead physicians and patients to their desired treatment goal, resulting in more effective healthcare in admixed people.
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Affiliation(s)
- Jorge Duconge
- University of Puerto Rico School of Pharmacy, Medical Sciences Campus, Pharmaceutical Sciences Department, San Juan PR 00936
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