Current Models for Predicting Warfarin Maintenance Dose Do Not Work in an Ambulatory Venous Thromboembolism Patient Population.

Blood ◽  
2007 ◽  
Vol 110 (11) ◽  
pp. 302-302
Author(s):  
Philip Wells ◽  
Marc Rodger ◽  
Jennifer Fleming ◽  
Sarah Kassem

Abstract Warfarin is the most widely used anticoagulant for the treatment of conditions such as deep vein thrombosis and pulmonary embolism. Warfarin has a narrow therapeutic index, and individual patient response to the drug is highly variable. Models to predict the maintenance dose have been published but not validated in independent populations (Kamali et al, Sconce et al, and Gage et al). Most of the prior data was derived in patients with atrial fibrillation and these may not be applicable to our predominantly ambulatory VTE population. The prior models incorporate a variety of factors that have been predicted to have an effect on warfarin dosing, such as age, height, and polymorphisms in the vitamin K epoxide reductase complex subunit 1 (VKORC1) and cytochrome P450 (CYP450) 2C9 enzyme. We enrolled 51 consecutive VTE patients on stable doses of warfarin as defined in the prior studies. As in those studies we excluded patients with known or suspected non-compliance, known liver disease and known congestive heart failure. All previously suggested predictive variables were collected. Mean warfarin dose, mean INRs, and gene polymorphisms were determined by previously described standard methods. In addition we are testing the recently identified coding VKORC1 Asp36Tyr polymorphism which predisposes to warfarin resistance. This study aimed to examine the accuracy of three previous models to predict individual warfarin dosing in pursuit of the development of a more accurate regression model. Preliminary results with the first 51 patients, through correlation analysis, indicate that none of the previous models provide an accurate prediction of warfarin maintenance dose. The mean maintenance dose of the patient population was 6.23mg. The doses predicted by the previous models were significantly lower at 4.4mg, 5.3mg, and 4.5mg for Kamali, Gage, and Sconce, respectively. The Pearson correlation coefficients were 0.047, 0.27, and 0.50, respectively. A preliminary model has been developed with a Pearson correlation coefficient of r=0.78, and a p-value <0.0001. The R2 value for the model was 61.5%. We have now recruited over 290 patients and are analysing the data. We will report more precise data on correlations with the other models and if a new model with a higher R2 can be determined it will be reported.

2021 ◽  
Vol 2021 ◽  
pp. 1-9
Author(s):  
Lihong Tian ◽  
Pingping Xiao ◽  
Bingrong Zhou ◽  
Yishan Chen ◽  
Lijuan Kang ◽  
...  

This meta-analysis was conducted to analyze the effect of NQO1 polymorphism on the warfarin maintenance dosage. Using strict inclusion and exclusion criteria, we searched PubMed, EMBASE, and the Cochrane Library for eligible studies published prior to July 7, 2021. The required data were extracted, and experts were consulted when necessary. Review Manager Version 5.4 software was used to analyze the relationship between NQO1 polymorphisms and the warfarin maintenance dosage. Four articles involving 757 patients were included in the meta-analysis. Patients who were NQO1 rs10517 G carriers (AG carriers or GG carriers) required a 48% higher warfarin maintenance dose than those who were AA carriers. Patients with NQO1 rs1800566 CT carriers required a 13% higher warfarin dose than those who were CC carriers, with no associations observed with the other comparisons of the NQO1 rs1800566 genotypes. However, the results obtained by comparing the NQO1 rs1800566 genotypes require confirmation, as significant changes in the results were found in sensitivity analyses. Our meta-analysis suggests that the NQO1 rs10517and NQO1 rs1800566 variant statuses affect the required warfarin maintenance dose.


2007 ◽  
Vol 53 (7) ◽  
pp. 1199-1205 ◽  
Author(s):  
Yusheng Zhu ◽  
Michael Shennan ◽  
Kristen K Reynolds ◽  
Nancy A Johnson ◽  
Matthew R Herrnberger ◽  
...  

Abstract Background: CYP2C9 polymorphisms are associated with decreased S-warfarin clearance and lower maintenance dosage. Decreased expression of VKORC1 resulting from the −1639G&gt;A substitution has also been implicated in lower warfarin dose requirements. We investigated the additional contribution of this polymorphism to the variance in warfarin dose. Methods: Sixty-five patients with stable anticoagulation were genotyped for CYP2C9 and VKORC1 with Tag-It™ allele-specific primer extension technology. Plasma S-warfarin concentrations and warfarin maintenance dose were compared among patients on the basis of the VKORC1 −1639G&gt;A genotype. Results: Eighty percent of CYP2C9*1/*1 patients stabilized on &lt;4.0 mg/day warfarin had at least 1 VKORC1 −1639A allele. Mean warfarin doses (SD) were 6.7 (3.3), 4.3 (2.2), and 2.7 (1.2) mg/day for patients with the VKORC1 −1639GG, GA, and AA genotypes, respectively. Steady-state plasma concentrations of S-warfarin were lowest in patients with the VKORC1 −1639AA genotype and demonstrated a positive association with the VKORC1 −1639G allele copy number (trend P = 0.012). A model including VKORC1 and CYP2C9 genotypes, age, sex, and body weight accounted for 61% of the variance in warfarin daily maintenance dose. Conclusions: The VKORC1 −1639A allele accounts for low dosage requirements of most patients without a CYP2C9 variant. Higher plasma S-warfarin concentrations corresponding to increased warfarin maintenance dosages support a hypothesis for increased expression of the VKORC1 −1639G allele. VKORC1 and CYP2C9 genotypes, age, sex, and body weight account for the majority of variance in warfarin dose among our study population.


Author(s):  
Azza A. M. H. Swar Aldahab ◽  
Abdalla O. Elkhawad ◽  
Ahmed S. A. Elsayed ◽  
Hanan B. Eltahir

Warfarin is a potent anticoagulant with a confirmed effectiveness when anticoagulation targets are attained, an issue, that is troublesome to reach due to the fact that warfarin has a narrow therapeutic index (NTI), that means they have a narrow window between their effective doses and those at which they produce adverse toxic effects. However, oral anticoagulation throughout genetics recommended a genotype guided dosing, but is it favourable over clinical based dosing? Objectives: To analyze the mean stable warfarin doses attained clinically within CYP2C9*2 and VKORC11639G&gt;A wild-type and variant genotype status in Sudanese patients. Method: Genotyping for the CYP2C9*2 and VKORC1-1639G&gt;A polymorphisms were accomplished with polymerase chain reaction-restriction fragment length polymorphism(PCR-RFLP) technique. The mean stable warfarin dose per genotype was defined as the mean stable warfarin dose related to the stable INR within target range within a genotype of each of CYP2C9*2 or VKORC11639G&gt; Agenes, using Analysis of Variance (ANOVA) as the statistical method. Results: Fifty-three stable patients with wild-type CYP2C9*1*1 genotype had a mean stable warfarin dose of 4.9 ± 2.1 mg, 5 patients who were heterozygous CYP2C9*1*2 genotype, had a mean stable warfarin dose of 5.0 ± 0.71mg, and 2 patients were homozygous mutant CYP2CP*2*2 genotype had a mean stable warfarin dose of 4.8 ± 0.3 mg. The results were statistically insignificant, P = 0.992.Sixteen unstable patients were of wild-type CYP2C9*1*1 genotype, 40 patients with heterozygous CYP2C9*1*2 genotype, and 4 with homozygous mutant CYP2CP*2*2 genotype, had mean stable doses of 5.32 ± 2.9, 6.5 ± 2.7 and 4.5 ± 0.71 mg respectively. The result was statistically insignificant, P = 0.508. Fifty-two stable patients were having wild-type VKORC1G/G genotype, 3 patients had heterozygous VKORC1G/A genotype and 3 patients had homozygous mutant VKORC1/AA genotype, these patients had mean stable doses of 5.41 ± 1.63, 4.8 ± 2.19 and 5.4 ± 0.99 mg respectively. The mean warfarin stable dose among homozygous mutant VKORC1A/A genotype was lower than among wild-type and heterozygous genotype profiles. This result was statistically not significant, P = 0.729.In the unstable group, 8 patients of wild-type VKORC1G/G genotype, had a mean stable warfarin dose of 7.34 ± 3.9 mg, 40 patients of heterozygous VKORC1G/A genotype had a mean stable warfarin dose of 5.21 ± 2.76 mg, and 10 patients of homozygous VKORC1A/A genotype had a mean stable warfarin dose of 4.3 ± 1.83 mg. The result was statistically insignificant, P = 0.067.Conclusion: In our study, as there were no significant differences between warfarin mean stable doses related to different CYP2C9*2 and VKORC11639G&gt;A genotypes, the evidence is not satisfactory to conclude that the conventional use of genotype guided warfarin dosing will correct stable warfarin dose among Sudanese patients.


2020 ◽  
Vol 21 (12) ◽  
pp. 863-870
Author(s):  
Xianliang Lin ◽  
Hao Chen ◽  
Le Ni ◽  
Yunqiang Yu ◽  
Zhurong Luo ◽  
...  

Aim: This study was conducted to investigate the effects of VKORC1, CYP2C9, CYP4F2 and  EPHX1 and nongenetic factors on warfarin maintenance dose in a very elderly, frail Han-Chinese population. Materials & methods: 16 variants of VKORC1, CYP2C9, CYP4F2 and EPHX1 were genotyped. Univariate analysis and multivariable regression model were performed for the associations of gene variants and warfarin maintenance dose. Results & conclusion: EPHX1 rs2260863 nonvariant CC homozygotes required significantly lower daily warfarin dose than GC heterozygotes. In the multivariable model, VKORC1 rs9923231, CYP2C9 rs1057910, EPHX1 rs2260863, CYP4F2 rs2189784 and body surface area altogether explained 26.9% of dosing variability. This study revealed the main impact of genetic factors on warfarin response in this special population.


Circulation ◽  
2014 ◽  
Vol 129 (suppl_1) ◽  
Author(s):  
Brian S Finkelman ◽  
Luanne Bershaw ◽  
Jinbo Chen ◽  
Colleen M Brensinger ◽  
Ron C Li ◽  
...  

Introduction: It is well known that genetic variants, especially in the VKORC1 and CYP2C9 genes, can be associated with warfarin maintenance dose. However, currently known genetic variants fail to explain a large portion of the observed variability in warfarin dose, especially in African American patients. Methylation is a heritable epigenetic modification in which conversion of cytosine residues within “CpG islands” to 5-methylcytosine is associated with reduced gene expression. To our knowledge, the effect of methylation status on warfarin dose has never been studied. Hypothesis: We hypothesized that higher rates of methylation near the start region of VKORC1 in whole blood would be associated with lower required maintenance dose in warfarin patients. Methods: We conducted a prospective cohort study of patients initiating warfarin at three anticoagulation clinics. All individuals with available methylation data who reached maintenance dose were included in the analysis (N = 237). Methylation status was assessed in the region from 1500bp upstream to 500bp downstream of the VKORC1 start site using the Sequenom EpiTYPER assay on DNA extracted from whole blood. Linear regression was used to assess the association between methylation levels at individual CpG sites (66 total) and required warfarin maintenance dose. Visual inspection of univariable results was used to identify potentially important CpG clusters, which were subsequently examined using univariable and multivariable linear regression, with the latter adjusting for the effects of race, presence of VKORC1 variant, and other well-known predictors of warfarin dose. Results: Two of 66 CpG sites were nominally associated with lower maintenance dose requirement on univariable analysis. These CpG sites were identified as part of a CpG cluster located approximately 330 to 226bp upstream of the VKORC1 start site. Median methylation levels in this cluster was 16% (IQR 15%, 17%). A 1% increase in methylation in this cluster was associated with a 2.8 mg/wk reduction in weekly warfarin maintenance dose (P = 0.02). No significant interaction between methylation status and African American race was observed (P = 0.77). This association was substantially attenuated with the inclusion of VKORC1 variant status in the model (P = 0.33). Conclusions: Preliminary evidence suggests that methylation levels in a CpG cluster in VKORC1 may be moderately associated with warfarin maintenance dose, although this association may not be independent of VKORC1 variant status. However, these results require confirmation from additional epidemiological studies and possibly functional assays in liver tissue.


Blood ◽  
2010 ◽  
Vol 116 (21) ◽  
pp. 189-189
Author(s):  
Caroline Moreau ◽  
Eric Pautas ◽  
Isabelle Gouin-Thibault ◽  
Jean-Louis Golmard ◽  
Marie-Anne Loriot ◽  
...  

Abstract Abstract 189 In frail elderly patients, the low warfarin maintenance dose requirements and high risk of thrombosis and bleeding raise specific challenges, especially at treatment initiation. Because of a narrow therapeutic index and a marked interindividual variability in dosage requirements, warfarin induction doses must be tailored to individual and disease-specific factors. The aim of our multicenter study was to investigate whether VKORC1 and CYP2C9 genotypes helped to predict the warfarin maintenance dose when added to demographic, clinical data and INR values prospectively collected at baseline and during warfarin induction. In a cohort of elderly inpatients, we developed clinical and pharmacogenetic models and evaluated their accuracy in predicting the warfarin maintenance dose comparatively to the accuracy of a dosing algorithm based solely on INR values. The derivation sample consisted in 115 Caucasian inpatients (mean age, 86 years), all initiated using the same warfarin induction protocol designed for the elderly (Siguret, Am J Med 2005, Gouin-Thibault J Am Geriatr Soc 2010): INR was measured at baseline, the day after three 4-mg warfarin intake (Day 3) (INR3) and on Day 6±1: their values allowed to adjust the dose according to the algorithm. The actual daily warfarin maintenance dose was defined as the amount of warfarin required to achieve a stable INR in the 2.0–3.0 range in two consecutive samples at least 48–72 h apart, in the absence of dosage changes within the previous 4 days. At baseline, the clinical model failed to accurately predict the maintenance dose (R2 <10%). Adding the VKORC1 and CYP2C9 genotypes to the model increased R2 to 31%, indicating that genetic factors were the main determinants of the maintenance dose in our population before warfarin initiation (Table). On Day 3, the predictive information provided by the VKORC1 genotype was completely embedded in the INR3, whereas the CYP2C9 genotype remained (albeit slightly) a significant predictor (Table). After 6±1 days, neither genotype correlated with the warfarin dose (Table). Finally, the maintenance dose was safely predicted by our simple dosing-algorithm solely based on INR3 (R2 0.77) and INR6±1 (R2 0.81), without genetic information: it underestimated the dose by more than 1 mg in fewer than 10% of patients and overestimated the dose by more than 1 mg in fewer than 2%. All clinical models were validated in an independent sample of 55 elderly inpatients, in whom warfarin therapy was initiated using the same dosing algorithm. In 2007, the US FDA added to the warfarin labeling information consideration of the VKORC1 and CYP2C9 genotypes for dose determination. However, our results do not support the routine prospective use of genetically guided dosing in elderly inpatients starting warfarin therapy. Our simple dosing algorithm, which is inexpensive and widely applicable, safely and accurately predicts the warfarin maintenance dose in elderly inpatients at treatment initiation without requiring genetic information. Table. Clinical and pharmacogenetic regression models for predicting daily warfarin maintenance doses in the derivation sample Clinical Models Pharmacogenetic Models Models (M) Variable Final model P value Models (M-G) Variable Final model P value M0 INR0 0.0091 M0-G Age 0.0119 Indication (a) 0.0222 INR0 0.0479 CYP2C9, per variant allele (b) 0.0174 VKORC1 –1639A, per A allele (c) <0.0001 R2 0.06 R2 0.31 M3 Age 0.0243 M3-G Age 0.0234 Indication (a) 0.0229 Indication (a) 0.0190 INR3 <0.0001 INR3 <0.0001 CYP2C9, per variant allele (b) 0.0267 VKORC1 –1639A, per A allele (c) NS R2 0.52 R2 0.55 M6 Age 0.0313 M6-G Age 0.0313 INR6±1 <0.0001 INR6±1 <0.0001 ΔDose6±1 <0.0001 ΔDose6±1 <0.0001 INR6±1/ΔDose6±1 0.0011 INR6±1/ΔDose6±1 0.0011 CYP2C9, per variant allele (b) NS VKORC1 –1639A, per A allele (c) NS R2 0.80 R2 0.80 (a) indication for warfarin: 0 for venous and 1 for arterial thromboembolic disease; (b) CYP2C9 coded 0 (wild-type), 1 (CYP2C9 *2 or CYP2C9 *3 variant allele), or 2 (2 variant alleles); (c)VKORC1 coded 0 (wild-type GG); ΔDose6±1, cumulated dose (mg) between Day 0 and the day on which INR6±1 was measured. Disclosures: No relevant conflicts of interest to declare.


2020 ◽  
Vol 12 (12) ◽  
pp. 1980 ◽  
Author(s):  
Iuliia Burdun ◽  
Michel Bechtold ◽  
Valentina Sagris ◽  
Viacheslav Komisarenko ◽  
Gabrielle De Lannoy ◽  
...  

This study explored the potential of optical and thermal satellite imagery to monitor temporal and spatial changes in the position of the water table depth (WTD) in the peat layer of northern bogs. We evaluated three different trapezoid models that are proposed in the literature for soil moisture monitoring in regions with mineral soils. Due to the tight capillary connection between water table and surface soil moisture, we hypothesized that the soil moisture indices retrieved from these models would be correlated with WTD measured in situ. Two trapezoid models were based on optical and thermal imagery, also known as Thermal-Optical TRApezoid Models (TOTRAM), and one was based on optical imagery alone, also known as the OPtical TRApezoid Model (OPTRAM). The models were applied to Landsat imagery from 2008 to 2019 and the derived soil moisture indices were compared with in-situ WTD from eight locations in two Estonian bogs. Our results show that only the OPTRAM index was significantly (p-value < 0.05) correlated in time with WTD (average Pearson correlation coefficient of 0.41 and 0.37, for original and anomaly time series, respectively), while the two tested TOTRAM indices were not. The highest temporal correlation coefficients (up to 0.8) were observed for OPTRAM over treeless parts of the bogs. An assessment of the spatial correlation between soil moisture indices and WTD indicated that all three models did not capture the spatial variation in water table depth. Instead, the spatial patterns of the indices were primarily attributable to vegetation patterns.


EP Europace ◽  
2021 ◽  
Vol 23 (Supplement_3) ◽  
Author(s):  
I Ben Mrad ◽  
H Azzabi ◽  
K Mzoughi ◽  
S Kamoun ◽  
F Ben Moussa ◽  
...  

Abstract Funding Acknowledgements Type of funding sources: None. Background The electrocardiogram (ECG) is a tool to evaluate cardiac function. Its interpretation depends on age, sex and race. Aims to evaluate the association between body mass index (BMI) and electrocardiogram parameters in healthy adults. Methods We conducted a prospective study that included apparently healthy volunteers aged between 18 and 65 years. Body mass index was calculated and standard 12-lead ECG was recorded for all participants. Subjects were classified into four groups according to BMI: underweight (&lt;18.5 kg/m2), normal weight (18.5-24.9 kg/m2), overweight (25-29.9 kg/m2) and obese (≥30 kg/m2). Pearson correlation coefficients were calculated to assess the relationship between ECG variables and BMI. Results  One hundred seventy-four apparently healthy volunteers (99 women and 75 men; age ranged from 18 to 65 years) were included in this study. The mean BMI was 26,36 ± 6,04 kg/m² with a minimum of 14,53 and a maximum of 49,27. Twenty-two (12,6%) subjects were in the underweight range; 53 (30,5%) in the normal weight range, 54 (31%) in the overweight range and 45 (25,9%) were obese. The results of our study showed a significant positive correlation between the ECG variables studied and the BMI except for HR and Sokolow index (table 1). Conclusion We concluded that BMI caused a significant modification in several ECG parameters in healthy adults. Increased BMI leads to lengthening of conduction times and ventricular repolarization. Largest investigation on the use of BMI-specific ECG norms is warranted. Table 1 ECG parameters BMI R-value P value HR -0,041 0,590 P wave duration 0,222 0,003 PR Interval 0,200 0,008 QRS duration 0,235 0,002 QT Interval 0,152 0,045 QTcorrected (QTc) 0,150 0,049 Sokolow index 0,102 0,182 Pearson correlation coefficients of various ECG parameters with BMI in the study population (n = 174)


2011 ◽  
Vol 2011 ◽  
pp. 1-5 ◽  
Author(s):  
Marianne K. Kringen ◽  
Kari Bente Foss Haug ◽  
Runa M. Grimholt ◽  
Camilla Stormo ◽  
Sigrid Narum ◽  
...  

The aim of this study was to investigate whether the VKORC1*3 (rs7294/9041 G > A), VKORC1*4 (rs17708472/6009 C > T), and CYP4F2 (rs2108622/1347 C > T) polymorphisms were associated with elevated warfarin maintenance dose requirements in patients with myocardial infarction (n=105) from the Warfarin Aspirin Reinfarction Study (WARIS-II). We found significant associations between elevated warfarin dose requirements and VKORC1*3 and VKORC1*4 polymorphisms (P=.001andP=.004, resp.), whereas CYP4F2 (1347 C > T) showed a weak association on higher warfarin dose requirements (P=.09). However, analysing these variant alleles in a regression analysis together with our previously reported data on VKORC1*2, CYP2C9*2 and CYP2C9*3 polymorphisms, gave no significant associations for neither VKORC1*3, VKORC1*4 nor CYP4F2 (1347 C > T). In conclusion, in patients with myocardial infarction, the individual contribution to warfarin dose requirements from VKORC1*3, VKORC1*4, and CYP4F2 (1347 C > T) polymorphisms was negligible. Our results indicate that pharmacogenetic testing for VKORC1*2, CYP2C9*2 and CYP2C9*3 is more informative regarding warfarin dose requirements than testing for VKORC1*3, VKORC1*4, and CYP4F2 (1347 C > T) polymorphisms.


2003 ◽  
Vol 89 (02) ◽  
pp. 297-304 ◽  
Author(s):  
Jeetendra Patel ◽  
Juhi Kumar ◽  
Aamir Malik ◽  
Joseph Jaeger ◽  
Mahamadu Maida ◽  
...  

SummaryWarfarin induction is accomplished by titrating dosage to coagulation test results. Algorithms can guide this process but not identify the starting dose. We hypothesized that an initial warfarin dose approximating the maintenance value would safely enhance rapidity of induction. In a randomized trial we compared a fixed-dose to a maintenance-dose strategy for beginning warfarin therapy. To predict the maintenance dose among patients with differing warfarin requirements we performed regression analysis on clinical factors derived from chart review. Four community hospitals supplied records for retrospective analysis. The prospective trial was conducted in one, a 350-bed teaching institution. A sample of inpatients anti-coagulated during 1998 formed the development set for retrospective study; a 1999 sample formed the validation set. A one-year trial recruited consecutive eligible inpatients initiated on warfarin. We randomly assigned patients to a first warfarin dose calculated using our regression formula or fixed at 5 mg. All patients’ subsequent doses were determined (as a percentage of initial) from coagulation testing. We compared days to anticoagulation, hospitalized hours, complications, and activity of factor II and protein C in a patient sample at intervals after induction. Weight, age, serum albumin, and presence of malignancy explained 25-30% of variance in maintenance dose. Ninety patients (44 calculated-dose and 46 standard-dose) evaluated in the clinical trial. Mean time to anticoagulation (among patients achieving anticoagulation) was 4.2 and 5.0 days, respectively (p = 0.007). We observed no significant differences in other endpoints. Individualized initial dosing may safely hasten war-farin induction.


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