From the Department of Radiology (K.A.C., S.W.F.)
Biomedical & Translational Informatics (Y.H.).
AJNR Am J Neuroradiol. 2018 Apr;39(4):775-781. doi: 10.3174/ajnr.A5559. Epub 2018 Feb 15.
The majority of brain growth and development occur in the first 2 years of life. This study investigated these changes by analysis of the brain radiodensity histogram of head CT scans from the clinical population, 0-2 years of age.
One hundred twenty consecutive head CTs with normal findings meeting the inclusion criteria from children from birth to 2 years were retrospectively identified from 3 different CT scan platforms. Histogram analysis was performed on brain-extracted images, and histogram mean, mode, full width at half maximum, skewness, kurtosis, and SD were correlated with subject age. The effects of scan platform were investigated. Normative curves were fitted by polynomial regression analysis.
Average total brain volume was 360 cm at birth, 948 cm at 1 year, and 1072 cm at 2 years. Total brain tissue density showed an 11% increase in mean density at 1 year and 19% at 2 years. Brain radiodensity histogram skewness was positive at birth, declining logarithmically in the first 200 days of life. The histogram kurtosis also decreased in the first 200 days to approach a normal distribution. Direct segmentation of CT images showed that changes in brain radiodensity histogram skewness correlated with, and can be explained by, a relative increase in gray matter volume and an increase in gray and white matter tissue density that occurs during this period of brain maturation.
Normative metrics of the brain radiodensity histogram derived from routine clinical head CT images can be used to develop a model of normal brain development.
大脑的大部分生长和发育发生在生命的头 2 年。本研究通过分析临床人群(0-2 岁)头部 CT 扫描的脑放射密度直方图来研究这些变化。
从 3 种不同的 CT 扫描平台中,回顾性地确定了 120 例符合纳入标准的 0-2 岁正常头部 CT。对脑提取图像进行直方图分析,将直方图均值、模式、半峰全宽、偏度、峰度和标准差与受试者年龄相关联。研究了扫描平台的影响。通过多项式回归分析拟合正态曲线。
出生时平均总脑容量为 360cm,1 岁时为 948cm,2 岁时为 1072cm。总脑组织密度在 1 岁时平均密度增加 11%,在 2 岁时增加 19%。脑放射密度直方图偏度在出生时为正,在生命的头 200 天内呈对数下降。直方图峰度也在头 200 天内下降,接近正态分布。CT 图像的直接分割显示,脑放射密度直方图偏度的变化与这一期间脑成熟过程中灰质体积的相对增加以及灰质和白质组织密度的增加相关,并可对此进行解释。
从常规临床头部 CT 图像得出的脑放射密度直方图的正常度量标准可用于建立正常脑发育模型。