医学
弗雷明翰风险评分
逻辑回归
内科学
急性早幼粒细胞白血病
队列
人口
风险评估
作者
Albin Österroos,Tânia Maia,Anna Eriksson,Martin Jädersten,Vladimir Lazarevic,Lovisa Wennström,Petar Antunovic,Jörg Cammenga,Stefan Deneberg,Fryderyk Lorenz,Lars Möllgård,Bertil Uggla,Emma Ölander,Eliana Aguiar,Fernanda Trigo,Martin Höglund,Gunnar Juliusson,Sören Lehmann
标识
DOI:10.3324/haematol.2021.280093
摘要
With increasingly effective treatments, early death (ED) has become the dominant reason for therapeutic failure in patients with acute promyelocytic leukemia (APL). To better prevent ED, patients with high-risk of ED must be identified. Our aim was to develop a score that predicts the risk of ED in a real-life setting. We used APL patients in the population-based Swedish AML Registry (n=301) and a Portuguese hospitalbased registry (n=129) as training and validation cohorts, respectively. The cohorts were comparable with respect to age (median 54 and 53 years) and ED rate (19.6% and 18.6%). The score was developed by logistic regression analyses, riskper-quantile assessment and scoring based on ridge regression coefficients from multivariable penalized logistic regression analysis. White blood cell (WBC) count, platelet count and age were selected by this approach as the most significant variables for ED prediction. The score identified low-, high- and very high-risk patients with ED risks of 4.8%, 20.2% and 50.9% respectively in the training cohort and with 6.7%, 25.0% and 36.0% as corresponding values for the validation cohort. The score identified an increased risk of ED already at sub-normal and normal WBC levels and consequently, it was better to predict ED risk than the Sanz score (AUROC 0.77 vs. 0.64). In summary, we here present an externally validated and population-based risk score to predict ED risk in a real-world setting, identifying patients with the most urgent need of aggressive ED prevention. Also, the results suggest increased vigilance for ED already at sub-normal/normal WBC levels.
科研通智能强力驱动
Strongly Powered by AbleSci AI