CC BY 4.0 · TH Open 2022; 06(01): e10-e17
DOI: 10.1055/s-0041-1740492
Original Article

Can a Single Measurement of Apixaban Levels Identify Patients at Risk of Overexposure? A Prospective Cohort Study

1   Department of Cardiology, Amsterdam University Medical Centers, Location Academic Medical Center, Amsterdam, North Holland, The Netherlands
2   Department of Cardiology, Rijnstate Hospital, Arnhem, Gelderland, The Netherlands
,
Jack Hirsh
3   Thrombosis and Atherosclerosis Research Institute, McMaster University, Hamilton, Ontario, Canada
4   Department of Medicine, McMaster University, Hamilton, Ontario, Canada
,
Vinai C. Bhagirath
3   Thrombosis and Atherosclerosis Research Institute, McMaster University, Hamilton, Ontario, Canada
4   Department of Medicine, McMaster University, Hamilton, Ontario, Canada
,
Jeffrey S. Ginsberg
3   Thrombosis and Atherosclerosis Research Institute, McMaster University, Hamilton, Ontario, Canada
4   Department of Medicine, McMaster University, Hamilton, Ontario, Canada
,
Ron Pisters
2   Department of Cardiology, Rijnstate Hospital, Arnhem, Gelderland, The Netherlands
,
Martin E.W. Hemels
2   Department of Cardiology, Rijnstate Hospital, Arnhem, Gelderland, The Netherlands
5   Department of Cardiology, Radboud University Medical Centre, Nijmegen, Gelderland, The Netherlands
,
Joris R. de Groot
1   Department of Cardiology, Amsterdam University Medical Centers, Location Academic Medical Center, Amsterdam, North Holland, The Netherlands
,
John W. Eikelboom
3   Thrombosis and Atherosclerosis Research Institute, McMaster University, Hamilton, Ontario, Canada
4   Department of Medicine, McMaster University, Hamilton, Ontario, Canada
6   Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada
,
Noel C. Chan
3   Thrombosis and Atherosclerosis Research Institute, McMaster University, Hamilton, Ontario, Canada
4   Department of Medicine, McMaster University, Hamilton, Ontario, Canada
6   Population Health Research Institute, McMaster University, Hamilton, Ontario, Canada
› Author Affiliations
Funding None of the authors or their institutions have received funding for this project.
 

Abstract

Background Patients with atrial fibrillation (AF) are frequently treated with apixaban 2.5-mg twice daily (BID) off-label, presumably to reduce the bleeding risk. However, this approach has the potential to increase the risk of ischemic stroke. If a single measurement could reliably identify patients with high drug levels, the increased stroke risk may be mitigated by confining off-label dose reduction to such patients.

Objectives This study aimed to determine whether a single high apixaban level is predictive of a similarly high level when the test is repeated in 2 months.

Methods In this prospective cohort study of clinic patients receiving apixaban 5-mg BID for AF or venous thromboembolism, peak and trough apixaban levels were measured using the STA-Liquid anti-Xa assay at baseline and 2 months. We calculated the proportions of patients with levels that remained in the upper quintile.

Results Of 100 enrolled patients, 82 came for a second visit, 55 of whom were treated with apixaban 5-mg BID. Seven (63.6%, 95% confidence interval [CI]: 35.4–84.8%) and nine (81.8%, 95% CI: 52.3–94.9%) of 11 patients with a baseline trough and peak level in the upper quintile, respectively, had a subsequent level that remained within this range. Only one (9.1%, 95% CI: 1.6–37.7%) patient had a subsequent level that fell just lower than the median.

Conclusion The trough and peak levels of apixaban in patients who have a high level on a single occasion, usually remain high when the assay is repeated in 2 months. Accordingly, the finding of a high apixaban level in patients deemed to be at high risk of bleeding, allows physicians contemplating off-label use of the 2.5-mg BID dose to limit its use to selected patients who are less likely to be exposed to an increased risk of thrombosis.


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Introduction

Direct-acting oral anticoagulants (DOACs) have revolutionized oral anticoagulant therapy because they were shown to be safe and effective without the need for routine monitoring of their anticoagulant activity.[1] Apixaban, the third DOAC to be approved, was found to be more effective and safer than warfarin for stroke prevention in patients with atrial fibrillation (AF).[2] [3] [4]

In the randomized trials that led to its approval, apixaban was given in a standard dose of 5-mg twice daily (BID) in most patients and in a reduced dose of 2.5-mg BID in patients who met at least two of three “ABC” criteria (age ≥80 years, body weight ≤ 60 kg, and serum creatinine ≥133 µmol/L).[3] [5] Accordingly, 2.5-mg BID is recommended for patients who meet these criteria.[4] [6] [7]

Despite these recommendations, in daily practice approximately 50% of patients are treated with the 2.5-mg dose without meeting the labeled criteria for dose reduction (i.e., “off-label” dose reduction),[8] [9] presumably because treating physicians are concerned with the risk of bleeding. This is understandable because a substantial number of patients treated in clinical practice have higher bleeding risks than those included in clinical trials.[9] [10] Yet, many of the same patients are also at a higher risk of ischemic stroke,[9] [10] and as a consequence, several authors have criticized the off-label use of the reduced dose.[8] [11] [12] [13] [14]

We postulate that, decision-making on the risk benefit ratio of lowering the dose of apixaban from 5- to 2.5-mg BID in selected high-risk AF patients might be facilitated by performing limited drug monitoring.[15] [16] Thus, physicians who plan to reduce the dose of apixaban in patients deemed at high risk of bleeding on clinical grounds, might be reassured if they could limit dose reduction to those who have consistently high drug levels. The inconvenience of such an approach would be small if a single drug level was predictive of sustained high levels.

As a first step in investigating whether limited dose adjustment based on a single drug level measurement would be clinically worthwhile, we performed a study to determine whether a high drug level measured on one occasion is sustained over the next 2 months.


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Methods

Manuscript and Study Design

This manuscript follows the guidelines of the Strengthening the Reporting of Observational studies in Epidemiology (STROBE) statement ([Supplementary Table S1]).[17] We performed a prospective cohort study of adult (defined as ≥18 years) patients taking either 2.5- or 5-mg BID of apixaban for stroke prevention in AF or for treatment or secondary prevention of venous thromboembolism (VTE). This study was designed to answer questions on the variability of apixaban levels between patients (i.e., interpatient variability), as well as on the variability within patients (i.e., intrapatient variability). As this was a noninterventional study, the treating physicians were unaware of the results of the drug level measurements. The study protocol was reviewed and approved by the Hamilton Integrated Research Ethics Board, and patients were enrolled between October 2014 and May 2017. None of the data reported here have been published previously.

Table 1

Patient characteristics

All (n = 82)

Apixaban 5-mg BID (n = 55)

Apixaban dose

 5-mg BID

55 (67.1)

55 (100.0)

 2.5-mg BID

27 (32.9)

0 (0.0)

Indication

 Atrial fibrillation

69 (84.1)

50 (90.9)

 Venous thromboembolism

13 (15.9)

5 (9.1)

Number of ABC criteria

 0

57 (69.5)

39 (70.9)

 1

21 (25.6)

15 (27.3)

 ≥2

4 (4.9)

1 (1.8)

Agea (y)

73.1 (66.1–79.8)

72.4 (66.5–78.7)

Male

46 (56.1)

35 (63.6)

Weight (kg)

82.9 ± 16.7

84.5 ± 15.5

BMIa (kg/m2)

28.3 (25.6–31.5)

28.4 (26.0–31.7)

CrCla (mL/min)

80.6 (61.1–101.2)

82.5 (59.9–100.6)

History of heart failure

15 (18.3)

11 (20.0)

Alcohol use

21 (25.6)

16 (29.1)

Ongoing smoking habit

4 (4.9)

1 (1.8)

P-gp and/or CYP3A4 inhibitor

11 (13.4)

9 (16.4)

 Amiodarone

6 (7.3)

6 (10.9)

 Diltiazem

5 (6.1)

3 (5.5)

P-gp and/or CYP3A4 inducer

0 (0.0)

0 (0.0)

Abbreviations: ABC, age, body weight, and serum creatinine; BID, twice daily; BMI, body mass index; CrCl, Creatinine Clearance; CYP3A4, Cytochrome P450 3A4; P-gp, P-glycoprotein.


Note: Continuous data are reported as mean±standard deviation if normally distributed, and as median (interquartile range)a if not. Categorical data are in number (percentage).



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Patients

Consecutive eligible clinic patients visiting the Hamilton General Hospital were asked to participate. Patients were eligible if they were treated with apixaban and had received at least 1 week of treatment. Those who were either geographically inaccessible for follow-up, or unwilling or unable to provide written informed consent were not eligible for inclusion. The final sample size of 100 patients was chosen based on feasibility of recruitment.


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Collection, Processing, and Analyses of Blood Samples

We measured both trough and peak levels at the first visit (i.e., baseline) and at 2 months ± 2 weeks (i.e., follow-up). On both occasions, a blood sample was taken before the morning dose and 3 hours after administration of apixaban, for trough and peak apixaban levels, respectively. At each time point, 10 mL of blood was collected into Becton Dickinson Vacutainer tubes (Becton Dickinson, Mississauga, Ontario, Canada), containing 3.2% buffered trisodium citrate (9:1, vol/vol) by a trained research assistant. Immediately after collection, the tube was inverted three to five times, cellular elements were sedimented by twice subjecting the sample to centrifugation at 1,700 g for 15 minutes at 23°C. The resultant platelet-poor plasma was then harvested and stored in 1-mL aliquots at −80°C. Apixaban concentrations were measured using the STA-Liquid anti-Xa assay with high-performance liquid chromatography referenced apixaban calibrators and controls using a Diagnostica Stago STA-R Evolution automated analyzer (Diagnostica Stago, Asnieres-Sur-Seines, France) according to manufacturer's recommendations.[18] [19] Apixaban concentrations measured by our apixaban-calibrated anti-Xa method have excellent agreement with plasma apixaban concentrations as measured by liquid chromatography/tandem mass spectrometry.[20] [21] Further, our assay outputs results in ng/mL, and we therefore refer to our results as drug levels which is consistent with previous reports.[22] [23] [24] [25] The lower limit of detection for this assay is 20 ng/mL. Any levels that were below the level of detection were given a value half the assay limit (i.e., 10 ng/mL).

Clinical characteristics (e.g., age, body weight, serum creatinine, and concurrent medication) were recorded at baseline, and any change in medication at the second visit. Consistent with the Summary of Product Characteristics of apixaban,[4] [6] we defined off-label use according to the ABC criteria only in patients with AF but estimated the number of present ABC criteria in all patients.


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Statistical Analyses

Continuous data were summarized using means and standard deviations (SDs) if normally distributed and with medians and interquartile ranges (IQRs) if not. Categorical data were reported as absolute numbers and proportions.

Interpatient variability of drug levels at baseline and at both baseline and follow-up, was reported as median, 10th to 90th percentiles, and range. We determined the overall intrapatient variability of drug levels in those patients for whom a second drug level was available. In this cohort, we estimated the intrapatient geometric coefficient of variation (gCVintra) of both trough and peak levels from estimates of within-subject variance obtained from log-transformed data, and reported their 95% confidence intervals (CIs) using the methods described by Bland and Altman.[26] [27] [28]

To assess whether a single drug level measurement is predictive of sustained high apixaban levels in patients treated with 5-mg BID apixaban, we chose the 80th percentiles of baseline levels (for both trough and peak) to classify such patients with a high drug level. This was based on the following two considerations: (1) halving the dose of apixaban would result in approximately the corresponding 50% reduction in drug level;[6] [29] and (2) if drug levels above the upper quintile were halved, the resultant level would be expected to fall in the third quintile of levels and unlikely to be too low to increase the risk of thrombosis.[30] We reported the proportions (and their 95% CIs using the Wilson Score Interval)[31] of patients whose levels remained in the upper extreme quintile.

We performed four additional analyses. First, we repeated our analysis on identifying patients on standard dose apixaban with persistently high levels but instead examined whether values at the second visit predicted those at baseline. Second, we estimated the proportional difference in levels between both visits for those with an initial level in the upper quintiles, and third, determined the proportion of patients within this subgroup who had a subsequent level that fell below the median. Fourth, we further examined for consistency by repeating all analyses on intrapatient variability while excluding the patients with VTE.

All analyses were performed with R (version 4.0.5 or higher) within RStudio (version 1.4.1106),[32] [33] or Microsoft Excel for Microsoft 365 (version 16.0.13901.20436).[34]


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Results

Patient Selection

[Fig. 1] summarizes the follow-up of recruited patients and the reasons for exclusion. We enrolled a total of 100 patients of whom 82 came for a second visit and had at least one sample available at each visit.

Zoom Image
Fig. 1 Patient selection: this figure summarizes the follow-up of recruited patients, and the reasons for exclusion from the final dataset. AF, atrial fibrillation; VTE, venous thromboembolism.

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Clinical Characteristics

[Table 1] summarizes the clinical characteristics of patients. Of the 82 included patients, 55 (67.1%) were treated with 5-mg BID apixaban of whom 50 had AF as their primary indication for apixaban. Fourteen (28.0%) of these 50 patients had one ABC criterion, and only one patient (2.0%) received the standard dose off-label.

The mean (± SD) weight of the 55 patients treated with the standard dose was 84.5 (± 15.5) kg, and the median (IQR) age, body mass index, and creatinine clearance was 72.4 (66.5–78.7) years, 28.4 (26.0–31.7) kg/m2, and 82.5 (59.9–100.6) mL/min, respectively. Nine (16.4%) patients were concomitantly treated with a P-glycoprotein (P-gp) and/or CYP P450 3A4 (CYP3A4) inhibitor: six (10.9%) with amiodarone and three (5.5%) with diltiazem, all of whom had AF. The characteristics of the patients who provided informed consent but were excluded from all analyses were comparable to those who were included ([Supplementary Table S2]).


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Interpatient Variability

Blood for trough levels was collected at a mean (± SD) of 13 hours and 28 minutes (± 1 hour and 53 minutes) after the last ingested dose, while blood for peak levels was collected at 2 hours and 58 minutes (± 10 minutes) after morning apixaban administration.

The distribution of initial drug levels in the 82 patients who came to both visits are presented in [Fig. 2], and that of levels as measured in the same cohort but when considering both the initial and second visit in [Supplementary Fig. S1]. The median (10th—90th percentiles and minimum–maximum) of the initial measurements was 82.0 (36.4–178.9 and 10.0–309.0) ng/mL for trough levels, and 182.0 (74.6–336.6 and 33.0–411.0) ng/mL for peak levels. Patients prescribed the 5-mg BID apixaban had a significantly higher median trough (97.0 vs. 50.0 ng/mL; p < 0.0001) and peak level (223.0 vs. 105.0 ng/mL; p < 0.0001) than those prescribed the 2.5-mg BID dose. For patients treated with the standard dose who had a baseline level in the upper quintile (classified as “high”), the median (10th—90th percentile and minimum–maximum) level was 181.0 (149.8–220.4 and 117.0–309.0) and 348.9 (296.7–384.0 and 289.0–475.0) ng/mL for trough and peak levels, respectively.

Zoom Image
Fig. 2 Inter-patient variability of apixaban: this graph illustrates the distribution of the initial drug level measurements in the 82 patients who came for a second visit. The horizontal red lines indicate the medians, the box the interquartile ranges, and the whiskers the first or third quartiles ± 1.5 times the interquartile ranges. The p-values were estimated using the Mann–Whitney test.

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Intrapatient Variability

Coefficient of Intrapatient Variation:

The gCVintra for trough and peak levels was 33.3% (95% CI: 27.6–39.3%) and 28.2% (95% CI: 23.4–33.2%), respectively. Patients prescribed 5-mg BID had a gCVintra of 32.7% (95% CI: 25.9–39.9%) for trough levels and of 28.0% (95% CI: 22.2–34.0%) for peak levels. The values were similar when calculated only for the patients with AF (gCVintra of 31.3% and 28.4% for trough and peak levels, respectively).


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Proportion of Patients Treated With 5-mg Twice Daily Apixaban With Sustained High Levels:

[Fig. 3] shows that seven of 11 (63.6, 95% CI: 35.4–84.8%) patients receiving the standard dose who had baseline trough levels in the top quintile had a second level that remained in this quintile. The mean percent difference when comparing second with the initial drug level was −12.9% (range: −58.9% to +33.7%). Only one of 11 (9.1%, 95% CI: 1.6–37.7%) patients with a baseline high trough level had a subsequent level that dropped below the median. This patient had a trough level that dropped from 224 to 92 ng/mL with the second level being just below the median of 97 ng/mL.

Zoom Image
Fig. 3 Intrapatient variability of apixaban in patients treated with the 5-mg twice daily dose, with an initial level in or below the upper quintile: these graphs illustrate the intra-patient variability of the 55 patients treated with 5-mg twice daily apixaban, with an initial trough (A and B) or peak level (C and D) in or below the upper quintile of levels. The cut-offs for the upper quintile at the first visit are 154.4 and 317.6 ng/mL for trough and peak levels, respectively. CI, confidence interval.

The same figures also illustrates that nine of 11 (81.8%, 95% CI: 52.3–94.9%) patients receiving the standard dose apixaban with a baseline peak level in the upper quintile, had a second level that remained in this range. The mean percentage difference when comparing second with the initial drug level was −6.0% (range: −25.6% to +7.4%), and none had a repeated level that fell below the median.

For both peak and trough analyses, we observed similar results after excluding patients with VTE ([Supplementary Fig. S2]). In general, patients taking 5-mg BID with sustained high peak or trough levels were more likely to have one or more ABC criteria (six of 10 patients, 60.0%) compared with those who did not have consecutive high levels (12 of 45 patients, 26.6%). In the 10 patients with sustained high levels, six (60%, 95% CI: 31.3–83.2%) had both sets of trough and peak levels (i.e., all four measurements) in the upper quintile; and of the 14 patients with an initial high level, eight (57.1%, 95% CI: 32.6–78.6%) had both the first trough and peak level in the upper quintile ([Supplementary Table S3]).


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Measurements at the Second Visit to Predict Those at Baseline:

Additional analyses that examined whether levels measured at the second visit predicted those measured at baseline produced similar results. Thus, six (54.5%, 95% CI: 28.1–78.7%) and nine (81.8%, 95% CI: 52.3–94.9%) of the 11 patients with their second level in the upper quintile had a preceding level that was also within the upper quintile ([Supplementary Fig. S3]). Notably, regardless of the timing of measurement (i.e., trough or peak), at most, only one patient with a level in the upper quintile at follow-up, had a preceding level that crossed the median. Again, the results were consistent when we excluded the patients with VTE ([Supplementary Fig. S4]).


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Discussion

We performed this study to determine whether a single apixaban measurement is predictive of sustained high drug level in patients who are treated BID with the 5-mg dose. Such information would allow physicians contemplating off-label dose reduction to select patients in whom dose reduction is less likely to lead to a thrombotic event. Our data indicate that such an approach has potential because most patients (approximately two-thirds or more) with an initial high trough and/or high peak level had a subsequent level that remained high when tested after 2 months, and in the remainder, none had a level that fell into the lowest quintile.

Although physicians who choose to implement off-label dose reduction have been criticized on the grounds that they risk exposing patients to thrombosis, such an approach might be justifiable in some patients with AF for the reasons mentioned hereinafter. First, many patients with AF who are at high risk of bleeding were underrepresented in the randomized trials.[9] [10] Therefore, whether 5-mg BID is the optimal dose for these patients is unclear.[9] [22] Second, there is consistent evidence that in patients with AF, there is a strong and continuous association between DOAC drug levels and bleeding, whereas the association with thrombosis is weaker.[4] [30] [35] [36] [37] Thus, results of randomized trials with dabigatran and edoxaban showed that, as drug levels rise, major bleeding risk steadily increases, whereas with decreasing levels, the risk of stroke does not increase substantially.[36] [37] Information of a relationship between apixaban drug levels and clinical outcomes is limited to unpublished data from ARISTOTLE, a phase-III trial that compared apixaban with warfarin in patients with AF[3] and a published subgroup analysis of AVERROES, the phase-III trial that compared apixaban with aspirin in patients with AF deemed ineligible for treatment with vitamin-K antagonists.[30] Both studies showed that the risk of bleeding positively correlated with increasing drug levels but a relationship between levels and ischemic stroke was only observed in the patients enrolled in AVERROES for whom apixaban trough levels fell to within the lowest decile (i.e., ≤17 ng/mL).[4] [30] So, although the data are limited, the findings are consistent among different DOACs and different patients treated with apixaban.

Since reducing the dose of apixaban from 5- to 2.5-mg BID results in a proportional reduction in drug levels,[4] [6] [21] [29] patients with apixaban levels consistently in the upper quintile are unlikely to have levels that fall into the lower extreme when their dose is halved. Therefore, limiting off-label use of the 2.5-mg dose BID to patients whose drug levels are in the upper quintile is likely to mitigate against an increased risk of ischemic stroke.

Examples of patients likely to be at increased risk of high levels are those with at least one (extreme) ABC-criterion, and those concomitantly using one or more (dual) P-gp/CYP3A4 inhibitors.[4] [6] [16] [38] [39] Measuring a drug level in such patients or repeating the measurement in those developing incident risk factors for high drug exposure could complement current dose reduction strategy that are based on clinical factors only.


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Limitations

An important limitation of our study is its small sample size. However, it is reassuring that the drug levels in our cohort are consistent with those seen in patients enrolled in other observational studies and phase I to III clinical trials.[23] [29] [38] The main limitation of our study is that it was not performed in the population of interest, that is, patients who are treated with the standard dose of apixaban in whom off-label use of the reduced dose is contemplated.


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Conclusion

The trough and peak levels of apixaban in patients who have a high level on a single occasion, usually remain high when the assay is repeated in 2 months. Accordingly, the finding of a high apixaban level in patients deemed to be at high risk of bleeding, allows physicians contemplating off-label use of the 2.5-mg BID dose, to limit its use to selected patients who are less likely to be exposed to an increased risk of thrombosis.


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Conflicts of Interest

T.A.C. de V. has received nonfinancial support from Daiichi Sankyo. V.C.B. has received grants from Pfizer (Canada), and honoraria from Bayer. R.P. reports consultancy/speaker fees from Bayer, Boehringer Ingelheim, Bristol-Myers Squibb/Pfizer, Daiichi Sankyo, and Servier. M.E.W.H. reports speaker fees from Bristol-Myers Squibb/Pfizer, Daiichi Sankyo, Bayer, Boehringer Ingelheim, and a research grant from the Netherlands Federation of Anticoagulation clinics. J.R. de G. is supported by a personal grant from NWO ZonMW (016.146.310) and reports research grants to his institution from AtriCure, Boston Scientific, Medtronic, and Abbott; and consultancy/speaker fees from AtriCure, Bayer, Daiichi Sankyo, Novartis, Medtronic, and Servier. J.W.E. has received honoraria and research support from Astra-Zeneca, Bayer, Boehringer Ingelheim, Bristol-Myers Squibb/Pfizer, Daiichi Sankyo, Eli Lilly, Glaxo Smith Kline, Janssen, and Sanofi Aventis. N.C.C. has received honoraria from Bayer. Other authors report no conflicts of interests.

Acknowledgments

J.W.E. is the recipient of a midcareer award from the Heart and Stroke Foundation and holds the Jack Hirsh/Population Health Research Institute Chair in Thrombosis and Atherosclerosis. N.C.C. holds a McMaster University, Department of Medicine Internal Career Research Award.

Authors' Contributions

T.A.C. de V., J.H., V.C.B., J.W.E., J.S.G., and N.C.C. have contributed to the concept and design of the study. T.A.C. de V., V.C.B., J.H., J.W.E., and N.C.C. developed the study protocol, designed, and coordinated the study. T.A.C. de V. performed the analyses and prepared the initial draft. T.A.C. de V., J.H., and N.C.C. prepared the first subsequent iterations. All other authors reviewed the ensuing drafts and provided critical comments to produce the final manuscript.


Supplementary Material

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  • 22 Bhagirath VC, Chan N, Hirsh J, Ginsberg J, de Vries TAC, Eikelboom J. Plasma apixaban levels in patients treated off label with the lower dose. J Am Coll Cardiol 2020; 76 (24) 2906-2907
  • 23 Testa S, Tripodi A, Legnani C. et al; START-Laboratory Register. Plasma levels of direct oral anticoagulants in real life patients with atrial fibrillation: Results observed in four anticoagulation clinics. Thromb Res 2016; 137: 178-183
  • 24 Chan NC, Coppens M, Hirsh J. et al. Real-world variability in dabigatran levels in patients with atrial fibrillation. J Thromb Haemost 2015; 13 (03) 353-359
  • 25 Shyamkumar K, Hirsh J, Bhagirath VC, Ginsberg JS, Eikelboom JW, Chan NC. Plasma rivaroxaban level to identify patients at risk of drug overexposure: is a single measurement of drug level reliable?. TH Open 2021; 5 (01) e84-e88
  • 26 Bland JM, Altman DG. Transformations, means, and confidence intervals. BMJ 1996; 312 (7038): 1079
  • 27 Bland JM, Altman DG. Transforming data. BMJ 1996; 312 (7033): 770
  • 28 Bland JM, Altman DG. Measurement error proportional to the mean. BMJ 1996; 313 (7049): 106
  • 29 Frost C, Nepal S, Wang J. et al. Safety, pharmacokinetics and pharmacodynamics of multiple oral doses of apixaban, a factor Xa inhibitor, in healthy subjects. Br J Clin Pharmacol 2013; 76 (05) 776-786
  • 30 Bhagirath VC, Eikelboom JW, Hirsh J. et al. Apixaban-calibrated anti-FXa activity in relation to outcome events and clinical characteristics in patients with atrial fibrillation: results from the AVERROES trial. TH Open 2017; 1 (02) e139-e145
  • 31 Brown LD, Cai TT, DasGupta A. Interval estimation for a binomial proportion. Stat Sci 2001; 16 (02) 101-133
  • 32 RStudio Team. RStudio: Integrated Development Environment for R [Computer Program]. Available from: https://www.rstudio.com/
  • 33 R Core Team. R: A language and environment for statistical computing. [Computer Program]. Available from: https://www.R-project.org/
  • 34 Microsoft Corporation. Microsoft Excel for Microsoft 365 [Computer Program]. Accessed November 24, 2021: https://www.microsoft.com/en-in/microsoft-365/excel
  • 35 Zhang L, Yan X, Fox KAA. et al. Associations between model-predicted rivaroxaban exposure and patient characteristics and efficacy and safety outcomes in patients with non-valvular atrial fibrillation. J Thromb Thrombolysis 2020; 50 (01) 20-29
  • 36 Ruff CT, Giugliano RP, Braunwald E. et al. Association between edoxaban dose, concentration, anti-Factor Xa activity, and outcomes: an analysis of data from the randomised, double-blind ENGAGE AF-TIMI 48 trial. Lancet 2015; 385 (9984): 2288-2295
  • 37 Reilly PA, Lehr T, Haertter S. et al; RE-LY Investigators. The effect of dabigatran plasma concentrations and patient characteristics on the frequency of ischemic stroke and major bleeding in atrial fibrillation patients: the RE-LY Trial (Randomized Evaluation of Long-Term Anticoagulation Therapy). J Am Coll Cardiol 2014; 63 (04) 321-328
  • 38 Cirincione B, Kowalski K, Nielsen J. et al. Population Pharmacokinetics of Apixaban in Subjects With Nonvalvular Atrial Fibrillation. CPT Pharmacometrics Syst Pharmacol 2018; 7 (11) 728-738
  • 39 Douxfils J, Adcock DM, Bates SM. et al. 2021 Update of the International Council for Standardization in Haematology recommendatinos for laboratory measurement of direct oral anticoagulants. Thromb Haemost 2021; 121 (08) 1008-1020

Address for correspondence

Tim A. C. de Vries, MSc
Department of Cardiology, Amsterdam University Medical Centers, Location Academic Medical Center
Meibergdreef 9, 1105 AZ Amsterdam, North Holland
the Netherlands   

Publication History

Received: 19 January 2021

Accepted: 27 October 2021

Article published online:
24 January 2022

© 2022. The Author(s). This is an open access article published by Thieme under the terms of the Creative Commons Attribution License, permitting unrestricted use, distribution, and reproduction so long as the original work is properly cited. (https://creativecommons.org/licenses/by/4.0/)

Georg Thieme Verlag KG
Rüdigerstraße 14, 70469 Stuttgart, Germany

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  • 22 Bhagirath VC, Chan N, Hirsh J, Ginsberg J, de Vries TAC, Eikelboom J. Plasma apixaban levels in patients treated off label with the lower dose. J Am Coll Cardiol 2020; 76 (24) 2906-2907
  • 23 Testa S, Tripodi A, Legnani C. et al; START-Laboratory Register. Plasma levels of direct oral anticoagulants in real life patients with atrial fibrillation: Results observed in four anticoagulation clinics. Thromb Res 2016; 137: 178-183
  • 24 Chan NC, Coppens M, Hirsh J. et al. Real-world variability in dabigatran levels in patients with atrial fibrillation. J Thromb Haemost 2015; 13 (03) 353-359
  • 25 Shyamkumar K, Hirsh J, Bhagirath VC, Ginsberg JS, Eikelboom JW, Chan NC. Plasma rivaroxaban level to identify patients at risk of drug overexposure: is a single measurement of drug level reliable?. TH Open 2021; 5 (01) e84-e88
  • 26 Bland JM, Altman DG. Transformations, means, and confidence intervals. BMJ 1996; 312 (7038): 1079
  • 27 Bland JM, Altman DG. Transforming data. BMJ 1996; 312 (7033): 770
  • 28 Bland JM, Altman DG. Measurement error proportional to the mean. BMJ 1996; 313 (7049): 106
  • 29 Frost C, Nepal S, Wang J. et al. Safety, pharmacokinetics and pharmacodynamics of multiple oral doses of apixaban, a factor Xa inhibitor, in healthy subjects. Br J Clin Pharmacol 2013; 76 (05) 776-786
  • 30 Bhagirath VC, Eikelboom JW, Hirsh J. et al. Apixaban-calibrated anti-FXa activity in relation to outcome events and clinical characteristics in patients with atrial fibrillation: results from the AVERROES trial. TH Open 2017; 1 (02) e139-e145
  • 31 Brown LD, Cai TT, DasGupta A. Interval estimation for a binomial proportion. Stat Sci 2001; 16 (02) 101-133
  • 32 RStudio Team. RStudio: Integrated Development Environment for R [Computer Program]. Available from: https://www.rstudio.com/
  • 33 R Core Team. R: A language and environment for statistical computing. [Computer Program]. Available from: https://www.R-project.org/
  • 34 Microsoft Corporation. Microsoft Excel for Microsoft 365 [Computer Program]. Accessed November 24, 2021: https://www.microsoft.com/en-in/microsoft-365/excel
  • 35 Zhang L, Yan X, Fox KAA. et al. Associations between model-predicted rivaroxaban exposure and patient characteristics and efficacy and safety outcomes in patients with non-valvular atrial fibrillation. J Thromb Thrombolysis 2020; 50 (01) 20-29
  • 36 Ruff CT, Giugliano RP, Braunwald E. et al. Association between edoxaban dose, concentration, anti-Factor Xa activity, and outcomes: an analysis of data from the randomised, double-blind ENGAGE AF-TIMI 48 trial. Lancet 2015; 385 (9984): 2288-2295
  • 37 Reilly PA, Lehr T, Haertter S. et al; RE-LY Investigators. The effect of dabigatran plasma concentrations and patient characteristics on the frequency of ischemic stroke and major bleeding in atrial fibrillation patients: the RE-LY Trial (Randomized Evaluation of Long-Term Anticoagulation Therapy). J Am Coll Cardiol 2014; 63 (04) 321-328
  • 38 Cirincione B, Kowalski K, Nielsen J. et al. Population Pharmacokinetics of Apixaban in Subjects With Nonvalvular Atrial Fibrillation. CPT Pharmacometrics Syst Pharmacol 2018; 7 (11) 728-738
  • 39 Douxfils J, Adcock DM, Bates SM. et al. 2021 Update of the International Council for Standardization in Haematology recommendatinos for laboratory measurement of direct oral anticoagulants. Thromb Haemost 2021; 121 (08) 1008-1020

Zoom Image
Fig. 1 Patient selection: this figure summarizes the follow-up of recruited patients, and the reasons for exclusion from the final dataset. AF, atrial fibrillation; VTE, venous thromboembolism.
Zoom Image
Fig. 2 Inter-patient variability of apixaban: this graph illustrates the distribution of the initial drug level measurements in the 82 patients who came for a second visit. The horizontal red lines indicate the medians, the box the interquartile ranges, and the whiskers the first or third quartiles ± 1.5 times the interquartile ranges. The p-values were estimated using the Mann–Whitney test.
Zoom Image
Fig. 3 Intrapatient variability of apixaban in patients treated with the 5-mg twice daily dose, with an initial level in or below the upper quintile: these graphs illustrate the intra-patient variability of the 55 patients treated with 5-mg twice daily apixaban, with an initial trough (A and B) or peak level (C and D) in or below the upper quintile of levels. The cut-offs for the upper quintile at the first visit are 154.4 and 317.6 ng/mL for trough and peak levels, respectively. CI, confidence interval.