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对荷兰用于推迟爱尔兰全血供者低血红蛋白的预测模型进行外部验证和更新。

External validation and updating of a Dutch prediction model for low hemoglobin deferral in Irish whole blood donors.

机构信息

Department of Donor Studies, Sanquin Research, Nijmegen, the Netherlands; Julius Center for Health Sciences and Primary Care, University Medical Center Utrecht, Utrecht, the Netherlands; Irish Blood Transfusion Service, Dublin, Ireland.

出版信息

Transfusion. 2014 Mar;54(3 Pt 2):762-9. doi: 10.1111/trf.12211. Epub 2013 Apr 22.

Abstract

BACKGROUND

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

STUDY DESIGN AND METHODS

Prospectively collected data from 45,031 Irish whole blood donors were used. Hb cutoff levels for donation were approximately 0.35 mmol/L lower in Ireland than the Dutch cutoff levels (8.07 mmol/L vs. 8.40 mmol/L in men; 7.45 mmol/L vs. 7.80 mmol/L in women). The predictive performance of the models was assessed with calibration plots, calibration-in-the-large, and the concordance (c)-statistic. The models were updated by revising the strength of the individual predictors in the models.

RESULTS

A total of 613 men (2.4%) and 1624 women (8.4%) were deferred from donation because of a low Hb level. Validation demonstrated underestimation of predicted risks and lower c-statistics for men and women compared to the Dutch cohort. The strength of most predictive factors, particularly previous Hb level, was lower in Irish donors. The updated models showed a c-statistic of 0.83 (95% confidence interval [CI], 0.81-0.84) for men and 0.76 (95% CI, 0.74-0.77) for women.

CONCLUSION

The performance of Dutch prediction models for Hb deferral was limited when validated in Irish whole blood donors. Updating the models resulted in different predictor effects. This improved mainly the model calibration; the improvement in discrimination was small.

摘要

背景

最近,荷兰的全血献血者中已经开发出了针对低血红蛋白(Hb)延迟捐献的性别特异性预测模型。在本研究中,我们在爱尔兰全血献血者队列中验证和更新了这些模型。

研究设计和方法

使用了来自 45031 名爱尔兰全血献血者的前瞻性收集数据。爱尔兰的 Hb 捐献截止值比荷兰的截止值低约 0.35mmol/L(男性为 8.07mmol/L 与 8.40mmol/L;女性为 7.45mmol/L 与 7.80mmol/L)。通过校准图、大校准和一致性(c)-统计量评估模型的预测性能。通过修改模型中各个预测因素的强度来更新模型。

结果

共有 613 名男性(2.4%)和 1624 名女性(8.4%)因低 Hb 水平而被延迟捐献。验证表明,与荷兰队列相比,男性和女性的预测风险低估,c 统计量较低。大多数预测因素的强度,尤其是先前的 Hb 水平,在爱尔兰献血者中较低。更新后的模型显示男性的 c 统计量为 0.83(95%置信区间 [CI],0.81-0.84),女性为 0.76(95% CI,0.74-0.77)。

结论

当在爱尔兰全血献血者中验证荷兰的 Hb 延迟捐献预测模型时,其性能受到限制。更新模型导致了不同的预测因素效应。这主要改善了模型校准;区分度的提高很小。

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