|Year : 2022 | Volume
| Issue : 3 | Page : 324-331
Warfarin therapy and pharmacogenetics: A narrative review of regional and Iraqi studies
Ali Mohammed Abd Alridha, Karrar Mohammed Al-Gburi, Sarah Kadhim Abbood
Department of Clinical Pharmacy and Therapeutics, Faculty of Pharmacy, University of Kufa, Kufa, Iraq
|Date of Submission||12-May-2022|
|Date of Acceptance||02-Jun-2022|
|Date of Web Publication||29-Sep-2022|
Ali Mohammed Abd Alridha
Department of Clinical Pharmacy, Faculty of Pharmacy, University of Kufa, Kufa
Source of Support: None, Conflict of Interest: None
The aim of this work was to review several studies investigating the effects of genetic polymorphisms on warfarin dosing in regional and Iraqi studies and to report any consistent pattern of relevant findings. Despite the growing use of the recently introduced direct oral anticoagulants, warfarin is still the mainstay agent for oral anticoagulation because of its cost-effectiveness. However, a difficulty to establish a stable warfarin dose is frequently encountered. In addition to the warfarin narrow window of efficacy and safety, the main contributor to the challenging dosing is the wide range of variability in warfarin pharmacokinetics and pharmacodynamics among different patients as well as within the single patient context. A link between nonappropriateness of warfarin doses and dramatically increased risk of thromboembolic and hemorrhagic events has been well documented. Several single nucleotide polymorphisms (SNPs) in the genes implicated in warfarin pharmacokinetic and pharmacodynamic processes have been highlighted as possible contributors to warfarin dosing instability. Vitamin K epoxide reductase complex 1 gene SNPs have consistently been found to be the predominant genetic factor contributing the dosing variations. The SNP rs9923231 was significantly associated with the greatest predicting capability of warfarin dosage. However, a range of about 30%–50% of the variances in warfarin dosing was explained by the combined contribution effect of several genetic and nongenetic (clinical) factors in the regional and Iraqi studies.
Keywords: Iraq, Middle East, pharmacogenetics, warfarin
|How to cite this article:|
Abd Alridha AM, Al-Gburi KM, Abbood SK. Warfarin therapy and pharmacogenetics: A narrative review of regional and Iraqi studies. Med J Babylon 2022;19:324-31
|How to cite this URL:|
Abd Alridha AM, Al-Gburi KM, Abbood SK. Warfarin therapy and pharmacogenetics: A narrative review of regional and Iraqi studies. Med J Babylon [serial online] 2022 [cited 2022 Dec 7];19:324-31. Available from: https://www.medjbabylon.org/text.asp?2022/19/3/324/357272
| Introduction|| |
Warfarin is the commonest oral agent used for anticoagulation purposes. Warfarin’s indications include the therapeutic and prophylactic management of thromboembolic conditions associated with postoperative patients of orthopedic and cardiac valves surgeries, atrial fibrillation, and vascular thrombosis. Despite the growing use of the recently introduced direct oral anticoagulants, warfarin is still the mainstay agent for oral anticoagulation.
Warfarin anticoagulant effects were thought to be mediated by the inhibition of vitamin K epoxide reductase complex 1 (VKORC1), which is encoded by the VKORC1 gene. Such inhibition causes a reduction in vitamin K that acts as a cofactor involved in the synthesis of pro-thrombotic factors.
Despite effectiveness, a difficulty to establish a stable warfarin dose is frequently encountered. In addition to the warfarin narrow window of efficacy and safety, the main contributor to the challenging dosing is the wide range of variability in warfarin pharmacokinetics (PxK) and pharmacodynamics (PxD) among different patients as well as within the single patient context. Consequently, a broad range of warfarin doses has been used in different clinical situations as low as 0.5 mg/day and as high as 20 mg/day.,,,
A link between nonappropriateness of warfarin doses and dramatically increased risk of thromboembolic and hemorrhagic events has been well documented.,,
In terms of PxD, there are two racemization forms of warfarin (R and S isomers) with different inhibitory activity on VKORC1 (S > R). Warfarin-mediated inhibition to VKORC1 diminishes the amount of vitamin K available in the reduced form (see [Figure 1]).
|Figure 1: The genes involved in the PxK and PxD of warfain and the approximated percentage of warfain dose variability explained by the main pharmacogenes reported as a regression coefficient in a Qatari study|
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VKORC1 is essential in the production of the biologically active vitamin K (in the reduced form) in proper quantities, the function of which is complementary to a carboxylase enzyme (ɣ-glutamyl carboxylase [GGC]) involved in the activation of a variety of pro-thrombotic factors such as II, VII, IX, and X.,, The effects of vitamin K are also regulated through another governing factor, the calumenin (CALU) protein.
In terms of PxK, cytochrome P450 enzymes (CYP) were found to be involved in warfarin phase-1 metabolism. The main metabolizing enzyme of the S-warfarin is CYP2C9 subtype, whereas R-warfarin is predominantly metabolized through CYP3A4 subtype with a partial enzymatic participation of several CYP1A and CYP2C isoenzymes.,,,
Several sulfate and glucuronide metabolites of warfarin have been identified; however, the metabolic pathways of warfarin in phase-2 reactions have not been appropriately investigated.
The role of pharmacogenetics in the drug therapy is often illustrated by the exemplar consideration of warfarin pharmacogenetics. Genetic factors affecting PxK and PxD processes of warfarin have been explored in several pharmacogenetic investigations to interpret the variability in response to warfarin therapy.,,
VKORC1 and CYP2C9
The single nucleotide polymorphisms (SNPs) rs9923231 in the VKORC1 gene as well as rs1799853 (*2 mutated allele) and rs1057910 (*3 mutated allele) in the CYP2C9 gene were of characteristic significance in determining the dose and risk of clinical complications of warfarin therapy.
A significantly reduced warfarin dose was required in patients carrying the A allele of the SNP-1639 G > A in VKORC1 gene in several different populations.,,,,,,,
Individuals carrying the CYP2C9*2 and *3 allele genotype are phenotypically known as poor metabolizers. These phenotypes were significantly associated with a lower warfarin dose requirement, a longer delay to achieve the desired international normalized ratio (INR) range after the warfarin initiation, and a higher hemorrhage risk.,
Different CYP2C9 SNPs have been investigated in warfarin-treated patients, and a significant impact on the metabolism has been revealed in a number of them (e.g., the mutated alleles *4, *5, and *11).,,
Many studies examined the effect of CYP4F genetic polymorphism on warfarin dosing. Warfarin stable dose was significantly different (about 1 mg per day variance) among different genotypes for the SNP rs2108622 in the CYP4F2 gene. In contrast, such significant association was not found in Qatari or Egyptian patients.,
To our knowledge, five studies have investigated the effect of the SNP rs339097 in the CALU gene on warfarin dose. A significant association of the mutated allele “G” with increased warfarin dose was noted in different populations except in two studies (in Asian and Egyptian populations).
Several attempts studied the effect of the SNP rs429358 (T > C) in apolipoprotein E (APOE) gene on the dose (n = 3), efficacy (n = 1), and safety (n = 2) of warfarin therapy.,,,,,
The studies investigating the effect on warfarin dose underlined a significant association of the “T” allele for the SNP rs429358 (T > C) in APOE gene with a lower dose requirement in Europeans and Egyptians but not in African-Americans.,,
The homozygous “TT” genotype for the SNP rs429358 in APOE gene was significantly associated with a longer duration to attain stable warfarin dosing.
The “C” allele association with a risk of bleeding due to warfarin therapy was found to be statistically significant in a study (European venous thromboembolism patients) and insignificant in another (prosthetic cardiac valve patients).,
Another SNP (rs7412 T > C) in the APOE gene was also studied for an effect on dose and clinical outcomes of warfarin therapy.,,,,,, A significantly higher dose was associated with the “CC” genotype, and a lower dose was associated with the “T” allele., However, the two allele were insignificantly affecting the dose in two studies., A significantly longer period to attain stable dosing was found in the “CC” genotype for the SNP rs7412 in comparison to the other genotypes. No significant difference in the bleeding risk was found among the different genotypes.
Several pharmacogenetic studies involved the GGC gene variant (rs11676382 C > G). Some of these studies reported that a lower warfarin dose requirement was associated with the mutated allele as compared to the C allele, and this association was statistically significant.,,,, However, no such significance was found in other studies.,,,
The NQO1 gene encodes reduced nicotinamide adenine dinucleotide phosphate dehydrogenase quinone 1. This enzyme functions to reduce vitamin K (one of the quinone substrates of the enzyme) into a hydroquinone compound as a part of a recycling process (see [Figure 1]).
The effect of the SNPs NQO1 rs1800566 (G > A) and rs10517 (A > G) on warfarin dose was studied, and the “AA” genotypes for both SNPs (rs1800566 in Hispanic population and rs10517 in Asians) required a significantly higher warfarin dose.,,,
At the same time, the risk of bleeding was significantly higher in the individuals carrying the “A” allele for the SNP rs1800566 in comparison to the noncarriers.
It has been shown that individuals carrying the “G” allele for the SNP NQO1 rs10517 had about 50% increase in warfarin dosage in comparison to the reference genotype “AA.”
The SNP rs1800566 was relevant to the therapeutic warfarin dosing requirement. Bress et al. (2012) highlighted that allele A required an additional 34% of warfarin dose to maintain the therapeutic range in Hispanic population (after the adjustment of remaining predictor factors).
Duconge et al. (2016) underlined a similar finding. A significantly higher warfarin dose was noted in AA and AG genotypes as compared to GG genotype in Caribbean Hispanics from Puerto Rico.
The most consistent finding among the studies was that the SNPs in the VKORC1 gene were the predominant genetic contributor to about a third of variability in warfarin doses. The VKORC1 genotype is considered the genetic factor with the greatest predicting capability of warfarin dose.,,,,,
Furthermore, several investigations studied the possibility of constructing an optimized dosing model by considering several contributing factors (genetic and otherwise) to warfarin dose variability.,, The regression analysis revealed that the patient’s genotype for SNPs in VKORC1 and CYP2C9 and clinical parameters such as body mass index, age, and the underlying condition interpreted more than 50% of the dose variances.
The Food and Drug Administration agreed in 2007 to incorporate an advisory statement to the warfarin products supporting the usefulness of screening for the VKORC1 and CYP2C9 SNPs to optimize the estimation of warfarin starting dose.
Although its importance has been well documented, there is still a limited effort to review the available literature about warfarin pharmacogenetics in the regional populations.
Moreover, studies reviewing the available investigations on the pharmacogenetics of warfarin in the Iraqi population were not conducted.
Multiple searches for the relevant articles were performed in Google search engine by typing “warfarin and” or “warfarin therapy and” and the genes of interest “CYP2C9,” “CYP3A4,” “CYP4F2,” “VKORC1,” “NQO1,” “GGC,” “CALU,” or “APOE” followed by the words “genetic polymorphisms.” The pharmacogenetics studies conducted in Iraq and the Middle East region were considered for the purpose of this review. Otherwise, the studies that were carried out in regions other than Iraq and the Middle East were excluded. Several findings were reported.
| Regional Pharmacogenetic Studies|| |
In 207 Egyptian patients, Shahin et al. (2011) studied VKORC1 (3673 G > A), CYP2C9 *2*3*4*5*8, CYP4F2 (V33M; rs2108622), APOE (rs429358, rs7412), and CALU (rs339097) gene polymorphisms.
The mutated genotypes for the SNPs VKORC1 rs9923231, CYP2C9 gene, and APOE ɛ2 haplotype had a significantly reduced warfarin dosage (P < 0.05). The combined contribution of these factors and clinical parameters such as advanced age, pulmonary embolism, and being a tobacco smoker interpreted about a third of the variance in warfarin dosing (see [Table 1]).
|Table 1: The reviewed investigations that studied the effects of pharmacogenetics on warfarin therapy in Iraq and the Middle East region|
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CALU rs339097 variant was significantly associated with an increased dosage requirement; however, the regression analysis revealed that the effect size was not strong enough to contribute to warfarin dose prediction (P > 0.05).
In 246 Tunisian individuals, Ajmi et al. (2018) revealed that the significantly increased warfarin responsiveness was indicated in the homozygous or heterozygous genotypes carrying the variant alleles of the CYP2C9 gene (*2 or *3) or the haplotypes H1 and H7 of the VKORC1 gene. The findings indicative of the patients’ “sensitive” phenotype were dramatically elevated INR measurements while on therapy and reduced dosage requirement with statistically significant difference in comparison to the reference wild-type genotype.
On the other hand, a “resistant” phenotype was associated with the homozygous or heterozygous genotypes carrying the variant alleles of the SNP rs2108622 in the CYP4F2 gene, the SNP rs1043550 in the CALU gene, or the haplotypes H3 and H12 of the VKORC1 gene. The findings indicative of the patients’ “resistant” phenotype were a longer duration to attain the desired range and an increased dosage requirement.
Collectively, the eight genotypic factors, the four haplotypes of VKORC1 gene (H1, H3, H7, and H12) and the two variant alleles of the CYP2C9 gene (*2 and *3), the SNP rs2108622 in the CYP4F2 gene, and the SNP rs1043550 in the CALU gene, had a combined effect that contributed to the explanation of about 50% of the dose variances.
In 149 warfarin-treated Qatari patients, Bader et al. (2020) found that the homozygous or heterozygous genotypes for the variant alleles (*2 or *3) of the CYP2C9 gene had a significantly reduced median of warfarin dosages (P < 0.001) with about 10 mg/week difference in the dosage requirement with every addition of mutated allele to the genotype.
Consistently with Shahin et al. (2011), Bader et al. (2020) did not find a significant effect to the SNP rs2108622 in the CYP4F2 gene on warfarin dosing.
The clinical factor such as the medical conditions (hypertension and heart failure) and being smoker as well as the genetic factors including the SNP rs9923231in the VKORC1 gene and the variant alleles (*2 and *3) contribute to the explanation of about 40% of the variances in warfarin dosing (P < 0.001) in Qatari individuals.
In a study on 425 Jordanian individuals, the effects of the SNPs in the CYP4F2, APOE, and CYP2A6 genes on the warfarin dosages were investigated. The studied SNPs were rs2108622, rs7412, rs405509, and rs1801272.
The starting dose of warfarin was significantly different among the different genotypes of the SNP rs7412 in the APOE gene. When warfarin was initiated, the heterozygous genotype for the SNP rs1801272 in the CYP2A6 gene had a significantly higher frequency of warfarin-sensitive individuals in comparison to the wild genotype. In the maintenance therapy duration, the heterozygous genotype for this SNP had also a significantly higher frequency of poorly responding patients and significantly different INR range in comparison to the wild genotype (P < 0.05).
An earlier pharmacogenetic study in 2018 by Al-Eitan et al. highlighted a significant effect for the genetic variants in the CYP2C9 and VKORC1 genes on the starting dosage of warfarin. A significant difference was also noted among the different genotypes for several SNPs in the CYP2C9 and VKORC1 genes as well as their haplotypes in terms of category of warfarin response (whether sensitive, moderately sensitive, or resistant) (P < 0.05).
In the Saudi Warfarin Pharmacogenetic cohort, Al Ammari et al. (2020) investigated 936 Saudi individuals and examined the relationship between the dosage and the duration required to attain the desired stability in the INR measurements and the participants’ genotype for the SNP rs9923231 in the VKORC1 gene.
The studied genetic variant was linked to a significant increase in the warfarin dosage requirement and a significantly longer duration to attain the desired INR target. The regression analysis estimated that the single contribution of the genotypes for the SNP rs9923231 to the explanation of the warfarin dosage variability was 17%. Upon considering the genetic and nongenetic predictor factors, the combined effect interprets about a third of the warfarin dosage variability.
| Iraqi Studies|| |
In 72 patients (47 females and 25 males) with an age median of 55.3 years from Duhok-Iraq, Eissa conducted a pharmacogenetic study to investigate the impact of the SNP rs9923231 in the VKORC1 gene and the variant alleles (*2 and *3) of the CYP2C9 gene polymorphisms on the dosage requirements of warfarin.
The frequency percentage of the SNP rs9923231 in the VKORC1 gene was estimated to be about 35%. The frequency percentage of the variant alleles (*2) of the CYP2C9 gene (26.4%) was higher than that of the *3 allele (10.4%) among the study participants.
In comparison to the homozygous and heterozygous genotypes for the CYP2C9*2 and *3 alleles identified in the study, a significant increase was reported in the warfarin dosage requirement to attain the desired target range among the wild genotypes (P < 0.05).
The mutated homozygous genotypes for the SNP rs9923231 in the VKORC1 gene were significantly associated with higher warfarin dosages as compared to the heterozygous and wild genotypes (P < 0.05).
Another study was carried out on patients admitted to Ibn AL-Bitar Specialized Center for cardiac surgery in Baghdad. It has been found that the frequency of the VKORC1-1639G allele was 58.75%, and the frequency of VKORC1-1639A allele was 41.25%. CYP2C9*3 allele was 9.4%, whereas that of CYP2C9*2 allele was 13.7%. It has been concluded that the allele *3 of the CYP2C9 gene and the genotypes for the SNP rs9923231 VKORC1 gene were significantly affecting the dosages of warfarin.
Despite the significance of the genetic variability on warfarin dosing, the literature on the warfarin pharmacogenetics in Iraqi patients has been lacking.
The relationship between the genetic variants in the VKORC1 and CYP2C9 genes and warfarin maintenance dosing have been studied in two Iraqi studies (see [Table 1])., Both studies have concluded that the genetic factors of CYP2C9*3 and VKORC1 polymorphisms were significantly associated with warfarin dosage requirements.,
However, one of these studies did not construct a dosing model. The other study developed a warfarin-dosing model based on the genotypes for the CYP2C9*3 allele and the VKORC1 SNP rs9923231 to estimate the predicted dosage requirement of warfarin. The weight, gender, and genotypes for the studied SNPs in the VKORC1 and CYP2C9 genes interpreted about 54% of the variances in warfarin dosages.
Nevertheless, the regression analysis was performed with a small sample size (80 patients) and did not include a separate patient group for dosing model validation. A major limitation in the study was performing the model validation with data of the same patients from which the model was developed.
Additionally, none of these studies inspected the association of other genetic polymorphisms (other than the CYP2C9 and VKORC1 genes) and warfarin dosage requirements. The reason may likely be attributed to the expensive cost of genetic analysis and a lack of research funding, which is a common obstacle to research efforts in Iraq.
Further studies are needed to attempt filling the gap regarding the genetic variants and the extent of their contribution to the warfarin dosing variability. Additional investigations are also required to examine the influence of other genetic polymorphisms linked to warfarin dosage variability. This eventually contributes to the optimization of warfarin dosing and minimization of the patient’s risk for hemorrhage and thrombosis.
| Conclusion|| |
VKORC1 SNPs have consistently been found to be the predominant genetic factor contributing the dosing variations. The SNP rs9923231 was significantly associated with the greatest predicting capability of warfarin dosage.
However, a range of about 30%–50% of the variances in warfarin dosing was explained by the combined contribution effect of several genetic and nongenetic (clinical) factors in the regional and Iraqi studies.
Although its importance has been well documented, there is still a considerable gap in the available literature about warfarin pharmacogenetics mainly because of inconsistencies in the studies’ findings. Moreover, research efforts on the pharmacogenetics of warfarin in the Iraqi population were lacking. The only studied polymorphisms were the VKORC1 and CYP2C9 genetic variants.
| Ethical consideration|| |
| Financial support and sponsorship|| |
| Conflicts of interest|| |
There are no conflicts of interest.
| References|| |
Bader LA, Elewa H The impact of genetic and non-genetic factors on warfarin dose prediction in MENA region: A systematic review. Plos One 2016;11:e0168732.
Barnes GD, Lucas E, Alexander GC, Goldberger ZD National trends in ambulatory oral anticoagulant use. Am J Med 2015;128:1300-5.e2.
Rost S, Fregin A, Ivaskevicius V, Conzelmann E, Hörtnagel K, Pelz HJ, et al
. Mutations in VKORC1 cause warfarin resistance and multiple coagulation factor deficiency type 2. Nature 2004;427:537-41.
Higashi MK, Veenstra DL, Kondo LM, Wittkowsky AK, Srinouanprachanh SL, Farin FM, et al
. Association between CYP2C9 genetic variants and anticoagulation-related outcomes during warfarin therapy. JAMA 2002;287:1690-8.
Takahashi H, Echizen H Pharmacogenetics of CYP2C9 and interindividual variability in anticoagulant response to warfarin. Pharmacogenomics J 2003;3:202-14.
Nunnelee JD Review of an article: The international warfarin pharmacogenetics consortium (2009). Estimation of the warfarin dose with clinical and pharmacogenetic data. NEJM 360 (8): 753-64. J Vasc Nurs 2009;27:109.
Kamali F Genetic influences on the response to warfarin. Curr Opin Hematol 2006;13:357-61.
Rettie AE, Tai G The pharmacogenomics of warfarin: Closing in on personalized medicine. Mol Interv 2006;6:223-7.
Wadelius M, Pirmohamed M Pharmacogenetics of warfarin: Current status and future challenges. Pharmacogenomics J 2007;7:99-111.
Choonara IA, Haynes BP, Cholerton S, Breckenridge AM, Park BK Enantiomers of warfarin and vitamin K1 metabolism. Br J Clin Pharmacol 1986;22:729-32.
Limdi NA, Veenstra DL Warfarin pharmacogenetics. Pharmacotherapy 2008;28:1084-97.
Stehle S, Kirchheiner J, Lazar A, Fuhr U Pharmacogenetics of oral anticoagulants: A basis for dose individualization. Clin Pharmacokinet 2008;47:565-94.
Wajih N, Sane DC, Hutson SM, Wallin R The inhibitory effect of calumenin on the vitamin K-dependent gamma-carboxylation system. Characterization of the system in normal and warfarin-resistant rats. J Biol Chem 2004;279:25276-83.
Rettie AE, Korzekwa KR, Kunze KL, Lawrence RF, Eddy AC, Aoyama T, et al
. Hydroxylation of warfarin by human cDNA-expressed cytochrome P-450: A role for P-4502C9 in the etiology of (S)-warfarin-drug interactions. Chem Res Toxicol 1992;5:54-9.
Ngui JS, Chen Q, Shou M, Wang RW, Stearns RA, Baillie TA, et al
. In vitro stimulation of warfarin metabolism by quinidine: Increases in the formation of 4’- and 10-hydroxywarfarin. Drug Metab Dispos 2001;29:877-86.
Zhang Z, Fasco MJ, Huang Z, Guengerich FP, Kaminsky LS Human cytochromes P4501A1 and P4501A2: R-warfarin metabolism as a probe. Drug Metab Dispos 1995;23:1339-46.
Wienkers LC, Wurden CJ, Storch E, Kunze KL, Rettie AE, Trager WF Formation of (R)-8-hydroxywarfarin in human liver microsomes. A new metabolic marker for the (S)-mephenytoin hydroxylase, P4502C19. Drug Metab Dispos 1996;24:610-4.
Jansing RL, Chao ES, Kaminsky LS Phase II metabolism of warfarin in primary culture of adult rat hepatocytes. Mol Pharmacol 1992;41:209-15.
Kamali F, Pirmohamed M The future prospects of pharmacogenetics in oral anticoagulation therapy. Br J Clin Pharmacol 2006;61:746-51.
Yin T, Miyata T Warfarin dose and the pharmacogenomics of CYP2C9 and VKORC1—Rationale and perspectives. Thromb Res 2007;120:1-10.
Limdi NA, Wadelius M, Cavallari L, Eriksson N, Crawford DC, Lee MT, et al
; International Warfarin Pharmacogenetics Consortium. Warfarin pharmacogenetics: A single VKORC1 polymorphism is predictive of dose across 3 racial groups. Blood 2010;115:3827-34.
Klein TE, Altman RB, Eriksson N, Gage BF, Kimmel SE, Lee M-TM, et al
. Estimation of the warfarin dose with clinical and pharmacogenetic data. N Engl J Med 2009;360:753-64.
Cooper GM, Johnson JA, Langaee TY, Feng H, Stanaway IB, Schwarz UI, et al
. A genome-wide scan for common genetic variants with a large influence on warfarin maintenance dose. Blood 2008;112:1022-7.
Wadelius M, Chen LY, Lindh JD, Eriksson N, Ghori MJ, Bumpstead S, et al
. The largest prospective warfarin-treated cohort supports genetic forecasting. Blood 2009;113:784-92.
Wen MS, Lee M, Chen JJ, Chuang HP, Lu LS, Chen CH, et al
. Prospective study of warfarin dosage requirements based on CYP2C9 and VKORC1 genotypes. Clin Pharmacol Ther 2008;84:83-9.
Gage BF, Eby C, Johnson JA, Deych E, Rieder MJ, Ridker PM, et al
. Use of pharmacogenetic and clinical factors to predict the therapeutic dose of warfarin. Clin Pharmacol Ther 2008;84:326-31.
Yuan HY, Chen JJ, Lee MT, Wung JC, Chen YF, Charng MJ, et al
. A novel functional VKORC1 promoter polymorphism is associated with inter-individual and inter-ethnic differences in warfarin sensitivity. Hum Mol Genet 2005;14:1745-51.
Aithal GP, Day CP, Kesteven PJ, Daly AK Association of polymorphisms in the cytochrome P450 CYP2C9 with warfarin dose requirement and risk of bleeding complications. Lancet 1999;353:717-9.
Takahashi H, Wilkinson GR, Caraco Y, Muszkat M, Kim RB, Kashima T, et al
. Population differences in S-warfarin metabolism between CYP2C9 genotype-matched Caucasian and Japanese patients. Clin Pharmacol Ther 2003;73:253-63.
Dickmann LJ, Rettie AE, Kneller MB, Kim RB, Wood AJ, Stein CM, et al
. Identification and functional characterization of a new CYP2C9 variant (CYP2C9*5) expressed among African Americans. Mol Pharmacol 2001;60:382-7.
Tai G, Farin F, Rieder MJ, Dreisbach AW, Veenstra DL, Verlinde CL, et al
. In-vitro and in-vivo effects of the CYP2C9*11 polymorphism on warfarin metabolism and dose. Pharmacogenet Genomics 2005;15:475-81.
Caldwell MD, Awad T, Johnson JA, Gage BF, Falkowski M, Gardina P, et al
. CYP4F2 genetic variant alters required warfarin dose. Blood 2008;111:4106-12.
Shahin MH, Khalifa SI, Gong Y, Hammad LN, Sallam MT, El Shafey M, et al
. Genetic and nongenetic factors associated with warfarin dose requirements in Egyptian patients. Pharmacogenet Genomics 2011;21:130-5.
Bader L, Mahfouz A, Kasem M, Mohammed S, Alsaadi S, Abdelsamad O, et al
. The effect of genetic and nongenetic factors on warfarin dose variability in Qatari population. Pharmacogenomics J 2020;20:277-84.
Voora D, Koboldt DC, King CR, Lenzini PA, Eby CS, Porche-Sorbet R, et al
. A polymorphism in the VKORC1 regulator calumenin predicts higher warfarin dose requirements in African Americans. Clin Pharmacol Ther 2010;87:445-51.
Bryk AH, Wypasek E, Plens K, Awsiuk M, Undas A Bleeding predictors in patients following venous thromboembolism treated with vitamin K antagonists: Association with increased number of single nucleotide polymorphisms. Vascul Pharmacol 2018;106:22-7.
Cavallari LH, Butler C, Langaee TY, Wardak N, Patel SR, Viana MA, et al
. Association of apolipoprotein E genotype with duration of time to achieve a stable warfarin dose in African-American patients. Pharmacotherapy 2011;31:785-92.
Cavallari LH, Langaee TY, Momary KM, Shapiro NL, Nutescu EA, Coty WA, et al
. Genetic and clinical predictors of warfarin dose requirements in African Americans. Clin Pharmacol Ther 2010;87:459-64.
de Oliveira Almeida VC, Ribeiro DD, Gomes KB, Godard AL Polymorphisms of CYP2C9, VKORC1, MDR1, APOE and UGT1A1 genes and the therapeutic warfarin dose in Brazilian patients with thrombosis: A prospective cohort study. Mol Diagn Ther 2014;18:675-83.
Yee J, Kim W, Chang BC, Chung JE, Lee KE, Gwak HS APOB gene polymorphisms may affect the risk of minor or minimal bleeding complications in patients on warfarin maintaining therapeutic INR. Eur J Hum Genet 2019;27:1542-9.
Liu R, Cao J, Zhang Q, Shi XM, Pan XD, Dong R Clinical and genetic factors associated with warfarin maintenance dose in northern Chinese patients with mechanical heart valve replacement. Medicine (Baltimore) 2017;96:e5658.
Li W, Zhao P, Chen L, Lai X, Shi G, Li L, et al
. Impact of CYP2C9, VKORC1, APOE and ABCB1 polymorphisms on stable warfarin dose requirements in elderly Chinese patients. Pharmacogenomics 2020;21:101-10.
King CR, Deych E, Milligan P, Eby C, Lenzini P, Grice G, et al
. Gamma-glutamyl carboxylase and its influence on warfarin dose. Thromb Haemost 2010;104:750-4.
Krishna Kumar D, Shewade DG, Loriot MA, Beaune P, Balachander J, Sai Chandran BV, et al
. Effect of CYP2C9, VKORC1, CYP4F2 and GGCX genetic variants on warfarin maintenance dose and explicating a new pharmacogenetic algorithm in South Indian population. Eur J Clin Pharmacol 2014;70:47-56.
Wypasek E, Branicka A, Awsiuk M, Sadowski J, Undas A Genetic determinants of acenocoumarol and warfarin maintenance dose requirements in Slavic population: A potential role of CYP4F2 and GGCX polymorphisms. Thromb Res 2014;134:604-9.
Rieder MJ, Reiner AP, Rettie AE Gamma-glutamyl carboxylase (GGCX) tagSNPs have limited utility for predicting warfarin maintenance dose. J Thromb Haemost 2007;5:2227-34.
Sun Y, Wu Z, Li S, Qin X, Li T, Xie L, et al
. Impact of gamma-glutamyl carboxylase gene polymorphisms on warfarin dose requirement: A systematic review and meta-analysis. Thromb Res 2015;135:739-47.
Henderson LM, Robinson RF, Ray L, Khan BA, Li T, Dillard DA, et al
. VKORC1 and novel CYP2C9 variation predict warfarin response in Alaska native and American Indian people. Clin Transl Sci 2019;12:312-20.
Lubitz SA, Scott SA, Rothlauf EB, Agarwal A, Peter I, Doheny D, et al
. Comparative performance of gene-based warfarin dosing algorithms in a multiethnic population. J Thromb Haemost 2010;8:1018-26.
Gaikwad T, Ghosh K, Avery P, Kamali F, Shetty S Warfarin dose model for the prediction of stable maintenance dose in Indian patients. Clin Appl Thromb Hemost 2018;24:353-9.
Tian L, Xiao P, Zhou B, Chen Y, Kang L, Wang Q, et al
. Influence of NQO1 polymorphisms on warfarin maintenance dose: A systematic review and meta-analysis (rs1800566 and rs10517). Cardiovasc Ther 2021;2021:5534946.
Bress A, Patel SR, Perera MA, Campbell RT, Kittles RA, Cavallari LH Effect of NQO1 and CYP4F2 genotypes on warfarin dose requirements in Hispanic-Americans and African-Americans. Pharmacogenomics 2012;13:1925-35.
Duconge J, Ramos AS, Claudio-Campos K, Rivera-Miranda G, Bermúdez-Bosch L, Renta JY, et al
. A novel admixture-based pharmacogenetic approach to refine warfarin dosing in Caribbean Hispanics. Plos One 2016;11:e0145480.
Chung JE, Chang BC, Lee KE, Kim JH, Gwak HS Effects of NAD(P)H quinone oxidoreductase 1 polymorphisms on stable warfarin doses in Korean patients with mechanical cardiac valves. Eur J Clin Pharmacol 2015;71:1229-36.
Luo Z, Li X, Zhu M, Tang J, Li Z, Zhou X, et al
. Identification of novel variants associated with warfarin stable dosage by use of a two-stage extreme phenotype strategy. J Thromb Haemost 2017;15:28-37.
Pourgholi L, Goodarzynejad H, Mandegary A, Ziaee S, Talasaz AH, Jalali A, et al
. Gene polymorphisms and the risk of warfarin-induced bleeding complications at therapeutic international normalized ratio (INR). Toxicol Appl Pharmacol 2016;309:37-43.
Sconce EA, Kamali F Appraisal of current vitamin K dosing algorithms for the reversal of over-anticoagulation with warfarin: The need for a more tailored dosing regimen. Eur J Haematol 2006;77:457-62.
Gage BF, Lesko LJ Pharmacogenetics of warfarin: Regulatory, scientific, and clinical issues. J Thromb Thrombolysis 2008;25:45-51.
Ajmi M, Omezzine A, Achour S, Amor D, Hamdouni H, Ismaïl FBF, et al
. Influence of genetic and non-genetic factors on acenocoumarol maintenance dose requirement in a Tunisian population. Eur J Clin Pharmacol 2018;74:711-22.
Al-Eitan LN, Almasri AY, Alnaamneh AH, Aman HA, Alrabadi NN, Khasawneh RH, et al
. Influence of CYP4F2, APOE, and CYP2A6 gene polymorphisms on the variability of warfarin dosage requirements and susceptibility to cardiovascular disease in Jordan. Int J Med Sci 2021;18:826-34.
Al-Eitan LN, Almasri AY, Khasawneh RH Impact of CYP2C9 and VKORC1 polymorphisms on warfarin sensitivity and responsiveness in Jordanian cardiovascular patients during the initiation therapy. Genes 2018;9:article 578.
Al Ammari M, AlBalwi M, Sultana K, Alabdulkareem IB, Almuzzaini B, Almakhlafi NS, et al
. The effect of the VKORC1 promoter variant on warfarin responsiveness in the Saudi Warfarin Pharmacogenetic (SWAP) cohort. Sci Rep 2020;10:11613.
Eissa A The effect of vitamin k epoxide reductase complex and cytochrome p450 gene polymorphisms on warfarin dose among Kurdish patients in Duhok- Iraq. Duhok Med J 2016;10:77-86.
Saleh MA, Kadhim HM, Sahib AS, Abdulamir AS, Altawil R The effect of CYP2C9 and VKORC1 genetic polymorphism on warfarin dose requirements in a sample of Iraqi patients. J Kerman Univ Med Sci 2021;28:139-49.