Redefining clinical venous thromboembolism phenotypes: a novel approach using latent class analysis

医学 危险系数 静脉血栓栓塞 共病 比例危险模型 星团(航天器) 潜在类模型 内科学 华法林 析因分析 抗凝剂 疾病 年轻人 置信区间 心房颤动 血栓形成 计算机科学 统计 数学 程序设计语言
作者
Maria A. de Winter,Alicia Uijl,Harry R. Büller,Marc Carrier,Alexander T. Cohen,John‐Bjarne Hansen,Karin A H Kaasjager,Lord Ajay K. Kakkar,Saskia Middeldorp,Gary E. Raskob,Henrik Toft Sørensen,Philip S. Wells,Mathilde Nijkeuter,Jannick A N Dorresteijn
出处
期刊:Journal of Thrombosis and Haemostasis [Wiley]
卷期号:21 (3): 573-585 被引量:1
标识
DOI:10.1016/j.jtha.2022.11.013
摘要

Patients with venous thromboembolism (VTE) are commonly classified by the presence or absence of provoking factors at the time of VTE to guide treatment decisions. This approach may not capture the heterogeneity of the disease and its prognosis.To evaluate clinically important novel phenotypic clusters among patients with VTE without cancer and to explore their association with anticoagulant treatment and clinical outcomes.Latent class analysis was performed with 18 baseline clinical variables in 3062 adult patients with VTE without active cancer participating in PREFER in VTE, a noninterventional disease registry. The derived latent classes were externally validated in a post hoc analysis of Hokusai-VTE (n = 6593), a randomized trial comparing edoxaban with warfarin. The associations between cluster membership and anticoagulant treatment, recurrent VTE, bleeding, and mortality after initial treatment were studied.The following 5 clusters were identified: young men cluster (n = 1126, 37%), young women cluster (n = 215, 7%), older people cluster (n = 1106, 36%), comorbidity cluster (n = 447, 15%), and history of venous thromboembolism cluster (n = 168, 5%). Patient characteristics varied by age, sex, medical history, and treatment patterns. Consistent clusters were evident on external validation. In Cox proportional hazard models, recurrence risk was lower in the young women cluster (hazard ratio [HR], 0.27; 95% CI, 0.12-0.61) compared with the comorbidity cluster, after adjusting for extended anticoagulation. The risk of bleeding was lower in young men, young women, and older people clusters (HR, 0.50; 95% CI, 0.38-0.66; HR, 0.23; 95% CI, 0.11-0.46; and HR, 0.55; 95% CI 0.41-0.73, respectively).The heterogeneity of VTE cases extends beyond the distinction between provoked and unprovoked VTE.
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