The Wolfson Centre for Personalized Medicine and MRC Centre for Drug Safety Science, Department of Pharmacology and Therapeutics, Institute of Systems, Molecular and Integrative Biology, University of Liverpool, UK.
Infectious Diseases Institute, Makerere University College of Health Sciences, Kampala, Uganda.
Clin Pharmacol Ther. 2021 Jun;109(6):1564-1574. doi: 10.1002/cpt.2128. Epub 2020 Dec 28.
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.
华法林仍然是撒哈拉以南非洲地区的首选口服抗凝剂。然而,由于特定剂量的临床反应存在高度变异性,因此剂量设定具有挑战性。本研究旨在为撒哈拉以南非洲黑人患者开发和验证一种临床华法林初始剂量模型。在开发队列中,我们使用了 2018 年 6 月至 2019 年 7 月期间从乌干达和南非的 8 个门诊诊所和医院科室招募的 364 名患者的数据。验证使用了国际华法林药物基因组学联合会(IWPC)数据集(690 名黑人患者)。最终模型纳入了四个预测因素(年龄、体重、目标国际标准化比值范围和 HIV 状态),该模型在开发队列和验证队列中的平均绝对误差(MAE;真实剂量与模型预测剂量之间的平均差异)分别为 11.6(95%置信区间[CI] 10.4-12.8)和 12.5(95% CI 11.6-13.4)mg/周。另外两个临床模型,IWPC 和 Gage,分别在开发队列中获得了 12.5(95% CI 11.3-13.7)和 12.7(95% CI 11.5-13.8)mg/周的 MAE,以及在验证队列中获得了 12.1(95% CI 11.2-13.0)和 12.2(95% CI 11.4-13.1)mg/周的 MAE。与固定剂量起始相比,我们的模型分别使开发队列和验证队列中处于抗凝效果不理想的高风险的患者比例降低了 7.5%(1.5-13.7%)和 11.9%(7.1-16.8%)。该模型的临床实用性将在一项前瞻性研究中进行测试。研究重点 当前该主题的已知信息是什么? ☑ 由于特定剂量的临床反应存在高度变异性,因此华法林的剂量设定仍然具有挑战性。 本研究解决了什么问题? ☑ 能否为撒哈拉以南非洲黑人患者开发和验证一种临床剂量起始模型? 本研究为我们的知识增加了什么? ☑ 我们已经为乌干达和南非的黑人患者开发了第一个华法林剂量起始临床模型。 这将如何改变临床药理学或转化科学? ☑ 我们将在一项前瞻性队列研究中实施和验证该模型,以指导未来的大规模实施。更优化的剂量应该可以改善这两个发展中国家的华法林抗凝质量。