疑似寨卡病毒感染婴儿的三维头部形状分析

X. Ju, I. G. Junior, Leonardo de Freitas Silva, P. Mossey, Dhelal Al-Rudainy, A. Ayoub, Adriana Marques De Mattos
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引用次数: 0

摘要

在出生前感染寨卡病毒的婴儿有出现大脑发育问题和小头畸形的风险。收集43例寨卡病例和43例对照组的三维头部图像,提取形状特征用于诊断。对采集的3D图像的拱顶和人脸进行主成分分析(PCA),拱顶和人脸的第二个主成分得分在对照组和寨卡病毒组之间存在显著差异。从$-2\sigma \text到$ 2\sigma$的形状变化说明了寨卡病毒婴儿小头畸形的典型特征。典型相关分析(CCA)显示,面部和vault的第一个CCA变量具有显著相关性,这表明3D面部成像在寨卡病毒监测中的潜力。根据3D图像进一步测量头围和耳朵到耳朵的距离,初步结果表明,增加耳朵到耳朵的距离用于分类控制和寨卡儿童,增强了被测试的分类模型的能力。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
3D Head Shape Analysis of Suspected Zika Infected Infants
The babies infected from Zika before they are born are at risk for problems with brain development and microcephaly. 3D head images of 43 Zika cases and 43 controls were collected aiming to extract shape characteristics for diagnosis purposes. Principal component analysis (PCA) has been applied on the vaults and faces of the collected 3D images and the scores on the second principal components of the vaults and faces showed significant differences between the control and Zika groups. The shape variations from $-2\sigma \ \text{to} \ 2\sigma$ illustrated the typical characteristics of microcephaly of the Zika babies. Canonical correlation analysis (CCA) showed a significant correlation in the first CCA variates of face and vault which indicated the potential of 3D facial imaging for Zika surveillance. Further head circumferences and distances from ear to ear were measured from the 3D images and preliminary results showed the adding ear to ear distances for classifying control and Zika children strengthened the abilities of tested classification models.
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