Literature DB >> 33280090

Developing and Validating a Clinical Warfarin Dose-Initiation Model for Black-African Patients in South Africa and Uganda.

Innocent G Asiimwe1, Catriona Waitt1,2, Christine Sekaggya-Wiltshire2, Claire Hutchinson1, Emmy Okello3, Eunice J Zhang1, Jerome R Semakula2, Johannes P Mouton4, Karen Cohen4, Marc Blockman4, Mohammed Lamorde2, Andrea L Jorgensen5, Munir Pirmohamed1.   

Abstract

Warfarin remains the oral anticoagulant of choice in sub-Saharan Africa. However, dosing is challenging due to a highly variable clinical response for a given dose. This study aimed to develop and validate a clinical warfarin dose-initiation model in sub-Saharan Black-African patients. For the development cohort, we used data from 364 patients who were recruited from 8 outpatient clinics and hospital departments in Uganda and South Africa (June 2018-July 2019). Validation was undertaken using the International Warfarin Pharmacogenetics Consortium (IWPC) dataset (690 black patients). Four predictors (age, weight, target International Normalized Ratio range, and HIV status) were included in the final model, which achieved mean absolute errors (MAEs; mean of absolute differences between true dose and dose predicted by the model) of 11.6 (95% confidence interval (CI) 10.4-12.8) and 12.5 (95% CI 11.6-13.4) mg/week in the development and validation cohorts, respectively. Two other clinical models, IWPC and Gage, respectively, obtained MAEs of 12.5 (95% CI 11.3-13.7) and 12.7 (95% CI 11.5-13.8) mg/week in the development cohort, and 12.1 (95% CI 11.2-13.0) and 12.2 (95% CI 11.4-13.1) mg/week in the validation cohort. Compared with fixed dose-initiation, our model decreased the percentage of patients at high risk of suboptimal anticoagulation by 7.5% (1.5-13.7%) and 11.9% (7.1-16.8%) in the development and validation cohorts, respectively. The clinical utility of this model will be tested in a prospective study. Study Highlights WHAT IS THE CURRENT KNOWLEDGE ON THE TOPIC? ☑ Warfarin dosing remains challenging due to a highly variable clinical response for a given dose. WHAT QUESTION DID THIS STUDY ADDRESS? ☑ Can a clinical dose-initiation model be developed and validated for sub-Saharan Black-African patients? WHAT DOES THIS STUDY ADD TO OUR KNOWLEDGE? ☑ We have developed the first warfarin dose-initiation clinical model for Black-African patients in Uganda and South Africa. HOW MIGHT THIS CHANGE CLINICAL PHARMACOLOGY OR TRANSLATIONAL SCIENCE? ☑ We will be implementing and validating this model in a prospective cohort to inform future large-scale implementation. More optimized dosing should improve the quality of warfarin anticoagulation in these two developing countries.
© 2020 The Authors. Clinical Pharmacology & Therapeutics © 2020 American Society for Clinical Pharmacology and Therapeutics.

Entities:  

Year:  2020        PMID: 33280090     DOI: 10.1002/cpt.2128

Source DB:  PubMed          Journal:  Clin Pharmacol Ther        ISSN: 0009-9236            Impact factor:   6.875


  3 in total

1.  Long Short-Term Memory Network for Development and Simulation of Warfarin Dosing Model Based on Time Series Anticoagulant Data.

Authors:  Yun Kuang; Yaxin Liu; Qi Pei; Xiaoyi Ning; Yi Zou; Liming Liu; Long Song; Chengxian Guo; Yuanyuan Sun; Kunhong Deng; Chan Zou; Dongsheng Cao; Yimin Cui; Chengkun Wu; Guoping Yang
Journal:  Front Cardiovasc Med       Date:  2022-05-11

2.  Stable warfarin dose prediction in sub-Saharan African patients: A machine-learning approach and external validation of a clinical dose-initiation algorithm.

Authors:  Innocent G Asiimwe; Marc Blockman; Karen Cohen; Clint Cupido; Claire Hutchinson; Barry Jacobson; Mohammed Lamorde; Jennie Morgan; Johannes P Mouton; Doreen Nakagaayi; Emmy Okello; Elise Schapkaitz; Christine Sekaggya-Wiltshire; Jerome R Semakula; Catriona Waitt; Eunice J Zhang; Andrea L Jorgensen; Munir Pirmohamed
Journal:  CPT Pharmacometrics Syst Pharmacol       Date:  2021-12-09

3.  A genome-wide association study of plasma concentrations of warfarin enantiomers and metabolites in sub-Saharan black-African patients.

Authors:  Innocent G Asiimwe; Marc Blockman; Karen Cohen; Clint Cupido; Claire Hutchinson; Barry Jacobson; Mohammed Lamorde; Jennie Morgan; Johannes P Mouton; Doreen Nakagaayi; Emmy Okello; Elise Schapkaitz; Christine Sekaggya-Wiltshire; Jerome R Semakula; Catriona Waitt; Eunice J Zhang; Andrea L Jorgensen; Munir Pirmohamed
Journal:  Front Pharmacol       Date:  2022-09-23       Impact factor: 5.988

  3 in total

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