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The Effects of Changing Water Content Relaxation Times and Tissue Contrast on Tissue Segmentation and Measures of Cortical Anatomy in MR Images

机译:含水量松弛时间和组织对比度的变化对组织分割的影响以及MR图像的皮质解剖学措施

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摘要

Water content is the dominant chemical compound in the brain and it is the primary determinant of tissue contrast in magnetic resonance (MR) images. Water content varies greatly between individuals, and it changes dramatically over time from birth through senescence of the human life span. We hypothesize that the effects that individual- and age-related variations in water content have on contrast of the brain in MR images also has important, systematic effects on in vivo, MRI-based measures of regional brain volumes. We also hypothesize that changes in water content and tissue contrast across time may account for age-related changes in regional volumes, and that differences in water content or tissue contrast across differing neuropsychiatric diagnoses may account for differences in regional volumes across diagnostic groups.We demonstrate in several complementary ways that subtle variations in water content across age and tissue compartments alter tissue contrast, and that changing tissue contrast in turn alters measures of the thickness and volume of the cortical mantle: (1) We derive analytic relations describing how age-related changes in tissue relaxation times produce age-related changes in tissue gray-scale intensity values and tissue contrast; (2) We vary tissue contrast in computer-generated images to assess its effects on tissue segmentation and volumes of gray matter and white matter; and (3) We use real-world imaging data from adults with either Schizophrenia or Bipolar Disorder and age- and sex-matched healthy adults to assess the ways in which variations in tissue contrast across diagnoses affects group differences in tissue segmentation and associated volumes.We conclude that in vivo MRI-based morphological measures of the brain, including regional volumes and measures of cortical thickness, are a product of, or at least are confounded by, differences in tissue contrast across individuals, ages, and diagnostic groups, and that differences in tissue contrast in turn likely derive from corresponding differences in water content of the brain across individuals, ages, and diagnostic groups.
机译:水分是大脑中主要的化学物质,也是磁共振(MR)图像中组织对比度的主要决定因素。各个人之间的水含量差异很大,从出生到人类衰老,随着时间的推移,水含量会发生巨大变化。我们假设,与个人和年龄相关的水分含量变化对MR图像中的大脑对比度的影响,也对基于MRI的体内区域脑容量测量值具有重要的系统性影响。我们还假设,随着时间的流逝,水分含量和组织对比的变化可能是与年龄相关的区域容积变化的原因;不同神经精神病学诊断之间的水分含量或组织对比的差异可能是诊断群体之间区域容积的差异的原因。通过几种互补的方式,随着年龄和组织隔间水含量的细微变化会改变组织的对比度,而改变组织的对比度又会改变皮层厚度和体积的度量:(1)我们得出描述年龄之间相关性的分析关系组织松弛时间的变化会引起与年龄相关的组织灰度强度值和组织对比度的变化; (2)我们在计算机生成的图像中改变组织对比度,以评估其对组织分割以及灰质和白质体积的影响; (3)我们使用来自患有精神分裂症或双相情感障碍的成年人以及年龄和性别匹配的健康成年人的真实世界成像数据来评估诊断中组织对比度变化影响组织分割和相关体积的群体差异的方式。我们得出的结论是,基于体内MRI的大脑形态学测量值(包括区域体积和皮质厚度测量值)是个体,年龄和诊断组之间组织对比度差异的产物,或者至少被其混淆。组织对比度的差异又可能源于个体,年龄和诊断组之间大脑含水量的相应差异。

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