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Global skin colour prediction from DNA

机译:DNA预测全局肤色

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摘要

textabstractHuman skin colour is highly heritable and externally visible with relevance in medical, forensic, and anthropological genetics. Although eye and hair colour can already be predicted with high accuracies from small sets of carefully selected DNA markers, knowledge about the genetic predictability of skin colour is limited. Here, we investigate the skin colour predictive value of 77 single-nucleotide polymorphisms (SNPs) from 37 genetic loci previously associated with human pigmentation using 2025 individuals from 31 global populations. We identified a minimal set of 36 highly informative skin colour predictive SNPs and developed a statistical prediction model capable of skin colour prediction on a global scale. Average cross-validated prediction accuracies expressed as area under the receiver-operating characteristic curve (AUC) ± standard deviation were 0.97 ± 0.02 for Light, 0.83 ± 0.11 for Dark, and 0.96 ± 0.03 for Dark-Black. When using a 5-category, this resulted in 0.74 ± 0.05 for Very Pale, 0.72 ± 0.03 for Pale, 0.73 ± 0.03 for Intermediate, 0.87±0.1 for Dark, and 0.97 ± 0.03 for Dark-Black. A comparative analysis in 194 independent samples from 17 populations demonstrated that our model outperformed a previously proposed 10-SNP-classifier approach with AUCs rising from 0.79 to 0.82 for White, comparable at the intermediate level of 0.63 and 0.62, respectively, and a large increase from 0.64 to 0.92 for Black. Overall, this study demonstrates that the chosen DNA markers and prediction model, particularly the 5-category level; allow skin colour predictions within and between continental regions for the first time, which will serve as a valuable resource for future applications in forensic and anthropologic genetics.
机译:人类的肤色高度可遗传并且在外部可见,与医学,法医和人类学遗传学有关。尽管已经可以从少量精心挑选的DNA标记物中准确预测出眼睛和头发的颜色,但是有关皮肤颜色的遗传可预测性的知识仍然有限。在这里,我们调查了来自全球31个人群中的2025个人的37个基因位点与先前与人类色素沉着相关的77个单核苷酸多态性(SNP)的肤色预测价值。我们确定了一组最少的36个高度信息化的肤色预测SNP,并开发了能够在全球范围内进行肤色预测的统计预测模型。交叉验证的平均预测准确度表示为接收器工作特征曲线(AUC)±标准偏差下的面积,浅色为0.97±0.02,深色为0.83±0.11,深黑色为0.96±0.03。使用5类时,极淡为0.74±0.05,淡为0.72±0.03,中度为0.73±0.03,暗为0.87±0.1,暗黑为0.97±0.03。在来自17个人群的194个独立样本中进行的比较分析表明,我们的模型优于先前提出的10-SNP分类器方法,其中白人的AUC从0.79上升到0.82,分别处于0.63和0.62的中间水平,并且大幅增加黑色从0.64到0.92。总的来说,这项研究表明所选择的DNA标记和预测模型,特别是5类水平。首次允许在大陆区域内和之间进行肤色预测,这将为法医和人类学遗传学的未来应用提供宝贵的资源。

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