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在儿童白血病病例对照研究中对基因分型误差的统计调整。

Statistical adjustment of genotyping error in a case-control study of childhood leukaemia.

机构信息

Telethon Institute for Child Health Research, Centre for Child Health Research, University of Western Australia, West Perth, 6872, WA, Australia.

出版信息

BMC Med Res Methodol. 2012 Sep 13;12:141. doi: 10.1186/1471-2288-12-141.

Abstract

BACKGROUND

Genotyping has become more cost-effective and less invasive with the use of buccal cell sampling. However, low or fragmented DNA yields from buccal cells collected using FTA cards often requires additional whole genome amplification to produce sufficient DNA for genotyping. In our case-control study of childhood leukaemia, discordance was found between genotypes derived from blood and whole genome amplified FTA buccal DNA samples. We aimed to develop a user-friendly method to correct for this genotype misclassification, as existing methods were not suitable for use in our study.

METHODS

Discordance between the results of blood and buccal-derived DNA was assessed in childhood leukaemia cases who had both blood and FTA buccal samples. A method based on applying misclassification probabilities to measured data and combining results using multiple imputations, was devised to correct for error in the genotypes of control subjects, for whom only buccal samples were available, to minimize bias in the odds ratios in the case-control analysis.

RESULTS

Application of the correction method to synthetic datasets showed it was effective in producing correct odds ratios from data with known misclassification. Moreover, when applied to each of six bi-allelic loci, correction altered the odds ratios in the logically anticipated manner given the degree and direction of the misclassification revealed by the investigations in cases. The precision of the effect estimates decreased with decreasing size of the misclassification data set.

CONCLUSIONS

Bias arising from differential genotype misclassification can be reduced by correcting results using this method whenever data on concordance of genotyping results with those from a different and probably better DNA source are available.

摘要

背景

随着颊拭子采样技术的应用,基因分型变得更加经济实惠且侵入性更小。然而,使用 FTA 卡采集的颊拭子中的 DNA 产量较低或碎片化,通常需要额外的全基因组扩增,以产生足够用于基因分型的 DNA。在我们对儿童白血病的病例对照研究中,发现血液和全基因组扩增的 FTA 颊拭子 DNA 样本得出的基因型之间存在不一致。我们旨在开发一种用户友好的方法来纠正这种基因型分类错误,因为现有的方法不适合我们的研究。

方法

在既有血液样本又有 FTA 颊拭子样本的儿童白血病病例中,评估血液和颊拭子衍生 DNA 结果之间的不一致性。基于应用分类错误概率于测量数据并使用多次插补组合结果的方法,设计了一种方法来纠正仅有颊拭子样本的对照组个体的基因型错误,以最小化病例对照分析中比值比的偏差。

结果

该校正方法应用于合成数据集,结果表明它可以有效地从已知存在分类错误的数据中产生正确的比值比。此外,当应用于六个双等位基因位点中的每一个时,校正会根据病例中调查揭示的分类错误的程度和方向,以合乎逻辑的方式改变比值比。随着分类错误数据集规模的减小,效果估计的精度降低。

结论

只要有关于基因分型结果与来自不同且可能更好的 DNA 来源的结果一致性的数据,就可以使用这种方法校正结果,从而减少由于基因型分类错误引起的偏差。

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