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荷兰低血红蛋白延期预测模型的可推广性:一项关于瑞士全血捐献者外部验证和更新的研究。

Generalizability of Dutch Prediction Models for Low Hemoglobin Deferral: A Study on External Validation and Updating in Swiss Whole Blood Donors.

作者信息

Baart A Mireille, Fontana Stefano, Tschaggelar Anita, Heymans Martijn W, de Kort Wim L A M

机构信息

Sanquin Research, Department of Donor Studies, Amsterdam, The Netherlands.

Interregional Blood Transfusion Service SRC Ltd, Berne, Switzerland.

出版信息

Transfus Med Hemother. 2016 Nov;43(6):407-414. doi: 10.1159/000446817. Epub 2016 Oct 14.

Abstract

BACKGROUND

Sex-specific prediction models for low hemoglobin (Hb) deferral have been developed in Dutch whole blood donors. In this study, we validated and updated the models in a cohort of Swiss whole blood donors.

METHODS

Prospectively collected data from 53,772 Swiss whole blood donors were used. The predictive performance of the Dutch models was assessed in terms of calibration (agreement between predicted probabilities and observed frequencies) and discrimination (ability to discriminate between deferred and approved donors). The models were updated by revising the strength of the individual predictors in the models.

RESULTS

A total of 1,065 men (3.3%) and 2,063 women (9.7%) were deferred from donation because of a low Hb level. Validation in Swiss donors demonstrated underestimation of predicted risks and significantly lower discriminative ability. The predictive effects of most predictors were weaker in Swiss donors. Updating the models increased the calibration for both men and women, and slightly increased the discriminative ability in men.

CONCLUSION

Validation of the Dutch prediction models in Swiss whole blood donors showed lower, though adequate performance. In general, the Dutch prediction models can reliably predict the risk of Hb deferral, although for application in other countries small adaptations are necessary.

摘要

背景

已针对荷兰全血捐献者开发了用于预测低血红蛋白(Hb)延期献血的性别特异性预测模型。在本研究中,我们在一组瑞士全血捐献者中对这些模型进行了验证和更新。

方法

使用前瞻性收集的来自53772名瑞士全血捐献者的数据。从校准(预测概率与观察频率之间的一致性)和区分度(区分延期献血和批准献血的捐献者的能力)方面评估荷兰模型的预测性能。通过修正模型中各个预测因子的权重对模型进行更新。

结果

共有1065名男性(3.3%)和2063名女性(9.7%)因Hb水平低而延期献血。在瑞士捐献者中的验证表明预测风险被低估,且区分能力显著降低。大多数预测因子在瑞士捐献者中的预测效果较弱。更新模型提高了男性和女性的校准度,并略微提高了男性的区分能力。

结论

在瑞士全血捐献者中对荷兰预测模型进行验证,结果显示其性能较低,但仍足够。总体而言,荷兰预测模型能够可靠地预测Hb延期献血的风险,不过在其他国家应用时需要进行一些小的调整。

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本文引用的文献

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External validation and updating of a Dutch prediction model for low hemoglobin deferral in Irish whole blood donors.
Transfusion. 2014 Mar;54(3 Pt 2):762-9. doi: 10.1111/trf.12211. Epub 2013 Apr 22.
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Development and validation of a prediction model for low hemoglobin deferral in a large cohort of whole blood donors.
Transfusion. 2012 Dec;52(12):2559-69. doi: 10.1111/j.1537-2995.2012.03655.x. Epub 2012 Apr 23.
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