4.6 Article

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

期刊

JOURNAL OF THROMBOSIS AND HAEMOSTASIS
卷 21, 期 3, 页码 573-585

出版社

ELSEVIER SCIENCE INC
DOI: 10.1016/j.jtha.2022.11.013

关键词

anticoagulants; bleeding; cluster analysis; deep venous thrombosis; venous thromboembolism

向作者/读者索取更多资源

By categorizing VTE patients without cancer, 5 distinct clinical subtypes were identified, which were associated with anticoagulant treatment and clinical outcomes. This suggests that the heterogeneity of VTE cases extends beyond the distinction between provoked and unprovoked VTE.
Background: 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. Objectives: To evaluate clinically important novel phenotypic clusters among patients with VTE without cancer and to explore their association with anticoagulant treatment and clinical outcomes. Methods: 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 anticoag-ulant treatment, recurrent VTE, bleeding, and mortality after initial treatment were studied. Results: 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). Conclusion: The heterogeneity of VTE cases extends beyond the distinction between provoked and unprovoked VTE.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.6
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据