Evidence map›Paper›PMID 42143668›Full record

Observational studyClinical pharmacokinetics2026

Development and Clinical Application of a Real-World Population Pharmacokinetic Model of Rivaroxaban in Asian Patients with Atrial Fibrillation.

Nian-Shiuan Lai, Chun-Jung Lin, Ching-Hua Kuo, Yu-Fong Peng, Sung-Chun Tang, Chih-Fen Huang, Shin-Yi Lin, Shu-Wen Lin

Registry-linked trialAbstract readObservational Study
In one paragraph

Observational study in Clinical pharmacokinetics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT05333666 (The Association Between Non-vitamin K Antagonist Oral Anticoagulant Concentration and Clinical Outcomes), which is not on this map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

NCT05333666 recruitingnot on this map

The Association Between Non-vitamin K Antagonist Oral Anticoagulant Concentration and Clinical Outcomes (The Direct Oral AntiCoagulant Registry in Taiwan, DOACT)

TypeobservationalSponsorNational Taiwan University HospitalRan2022 to 2028Enrolled1,500ConditionsAtrial FibrillationArmsData collection
3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Nian-Shiuan LaiGraduate Institute of Clinical Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan.
Chun-Jung LinSchool of Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan.
Ching-Hua KuoSchool of Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan.
Yu-Fong PengSchool of Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan.
Sung-Chun TangStroke Center and Department of Neurology, National Taiwan University Hospital, Taipei, Taiwan.
Chih-Fen HuangGraduate Institute of Clinical Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan.
Shin-Yi LinSchool of Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan. hsin924@ntuh.gov.tw.ORCID 0000-0002-7319-6644
Shu-Wen LinGraduate Institute of Clinical Pharmacy, College of Medicine, National Taiwan University, Taipei, Taiwan. shuwenlin@ntu.edu.tw.

Funding

National Science and Technology Council 112-2314-B-002-313National Taiwan University Hospital 114-S0112
6 · The paper itself

Abstract

backgroundRivaroxaban, a factor Xa inhibitor, is used to prevent stroke in patients of atrial fibrillation (AF). This study aimed to establish a population pharmacokinetic (PPK) model for rivaroxaban using real-world data, apply it to concentration prediction, and investigate the association between drug exposure and clinical outcomes.

methodsPatients with AF receiving rivaroxaban were enrolled from an observational cohort (2016-2023) to measure plasma concentrations. An independent cohort was randomly selected to validate the PPK model. Clinical outcomes of interest included stroke or systemic thromboembolism, and major bleeding.

resultsA total of 226 patients contributed to 452 rivaroxaban concentration measurements. Rivaroxaban pharmacokinetics were adequately described using a one-compartment model with first-order elimination. The estimated apparent clearance (CL/F) and the volume of distribution (V/F) were 6.13 L/h and 45.57 L, respectively. CL/F was significantly influenced by creatinine clearance and concomitant use of cytochrome 3A4 or P-glycoprotein inhibitors, whereas V/F was associated with lean body weight. External validation demonstrated a good predictive performance at the individual level. Patients with low trough concentrations tended to have an increased risk of systemic thromboembolism, whereas those with high trough concentrations tended to have a higher risk of major bleeding.

conclusionsIn an Asian population, rivaroxaban pharmacokinetics are influenced by renal function, lean body weight, and drug interactions. The developed PPK model facilitates the estimation of rivaroxaban concentrations at standardized timepoints from random samples. This provides a practical tool for standardized exposure assessment and the identification of patients at risk for adverse clinical outcomes. REGISTRATION: ClinicalTrials.gov identifier no. NCT05333666.

Indexed as

Atrial FibrillationFactor Xa InhibitorsModels, BiologicalRivaroxabanAgedAged, 80 and overAsian PeopleCohort StudiesFemaleHemorrhageHumansMaleMiddle AgedStrokeFactor Xa InhibitorsRivaroxaban

Identifiers

PMID42143668
PMCPMC13272223

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Registered trials

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