Chiang Ming-Chang, Dutton Rebecca A, Hayashi Kiralee M, Lopez Oscar L, Aizenstein Howard J, Toga Arthur W, Becker James T, Thompson Paul M
Laboratory of Neuro Imaging, Department of Neurology, UCLA School of Medicine, 635 Charles E. Young Drive South, Suite 225E, Los Angeles, CA 90095-7332, USA.
Neuroimage. 2007 Jan 1;34(1):44-60. doi: 10.1016/j.neuroimage.2006.08.030. Epub 2006 Oct 10.
35% of HIV-infected patients have cognitive impairment, but the profile of HIV-induced brain damage is still not well understood. Here we used tensor-based morphometry (TBM) to visualize brain deficits and clinical/anatomical correlations in HIV/AIDS. To perform TBM, we developed a new MRI-based analysis technique that uses fluid image warping, and a new alpha-entropy-based information-theoretic measure of image correspondence, called the Jensen-Rényi divergence (JRD).
3D T1-weighted brain MRIs of 26 AIDS patients (CDC stage C and/or 3 without HIV-associated dementia; 47.2+/-9.8 years; 25M/1F; CD4+ T-cell count: 299.5+/-175.7/microl; log10 plasma viral load: 2.57+/- 1.28 RNA copies/ml) and 14 HIV-seronegative controls (37.6+/-12.2 years; 8M/6F) were fluidly registered by applying forces throughout each deforming image to maximize the JRD between it and a target image (from a control subject). The 3D fluid registration was regularized using the linearized Cauchy-Navier operator. Fine-scale volumetric differences between diagnostic groups were mapped. Regions were identified where brain atrophy correlated with clinical measures.
Severe atrophy ( approximately 15-20% deficit) was detected bilaterally in the primary and association sensorimotor areas. Atrophy of these regions, particularly in the white matter, correlated with cognitive impairment (P = 0.033) and CD4+ T-lymphocyte depletion (P = 0.005).
TBM facilitates 3D visualization of AIDS neuropathology in living patients scanned with MRI. Severe atrophy in frontoparietal and striatal areas may underlie early cognitive dysfunction in AIDS patients, and may signal the imminent onset of AIDS dementia complex.
35%的HIV感染患者存在认知障碍,但HIV所致脑损伤的情况仍未完全明确。在此,我们运用基于张量的形态测量法(TBM)来观察HIV/AIDS患者的脑功能缺陷及临床/解剖学关联。为进行TBM,我们开发了一种基于MRI的新分析技术,该技术采用流体图像配准,并使用一种基于α熵的图像对应信息理论测量方法,即詹森 - 雷尼散度(JRD)。
对26例艾滋病患者(疾病控制中心C期和/或3期且无HIV相关痴呆;年龄47.2±9.8岁;25名男性/1名女性;CD4 + T细胞计数:299.5±175.7/微升;血浆病毒载量log10:2.57±1.28 RNA拷贝/毫升)和14名HIV血清阴性对照者(年龄37.6±12.2岁;8名男性/6名女性)的三维T1加权脑MRI图像,通过在每个变形图像上施加力进行流体配准,以最大化其与目标图像(来自一名对照受试者)之间的JRD。使用线性化柯西 - 纳维算子对三维流体配准进行正则化。绘制诊断组之间的精细尺度体积差异图。确定脑萎缩与临床指标相关的区域。
在初级和联合感觉运动区双侧检测到严重萎缩(约15 - 20%的缺陷)。这些区域的萎缩,尤其是白质萎缩,与认知障碍(P = 0.033)和CD4 + T淋巴细胞耗竭(P = 0.005)相关。
TBM有助于对接受MRI扫描的活体患者的艾滋病神经病理学进行三维可视化。额顶叶和纹状体区域的严重萎缩可能是艾滋病患者早期认知功能障碍的基础,并可能预示着艾滋病痴呆综合征即将发作。