Ciccarelli O, Behrens T E, Altmann D R, Orrell R W, Howard R S, Johansen-Berg H, Miller D H, Matthews P M, Thompson A J
Department of Headache, Brain Injury and Neurorehabilitation, Institute of Neurology, University College London UK.
Brain. 2006 Jul;129(Pt 7):1859-71. doi: 10.1093/brain/awl100. Epub 2006 May 3.
The goal of probabilistic tractography is to obtain a connectivity index along a white matter pathway that reflects fibre organization and is sensitive to pathological abnormalities contributing to disability. Here, we present the development of voxel-based connectivity measures along the tractography-derived corticospinal tract (CST). We investigated whether these connectivity measures are different in patients with amyotrophic lateral sclerosis (ALS) and correlate with the rate of disease progression. We also investigated whether fractional anisotropy (FA), which reflects directional coherence of fibre tracts, is reduced in the CST of ALS patients and relates to disease progression rate. Thirteen patients with probable or definite ALS and 19 healthy subjects were studied. The probabilistic tractography algorithm segmented the bilateral CST, along which FA and connectivity values were obtained. To take into account the asymmetric distribution of connectivity values, two summary statistic measures that focused on voxels with higher connectivity values were selected and then used in the analysis, together with the mean connectivity and the mean FA. To complete the analysis, the same summary measures for FA were included. Differences in all these indices between patients with moderate or rapid disease progression rate and controls were investigated using linear regression, adjusted for age and white matter fraction. The association between FA or connectivity in the CST and the disease progression rate was assessed using linear regression. Patients with a rapid disease progression rate had significantly lower summary connectivity measures than controls in the left CST, but there was only a borderline statistical difference in mean connectivity. Patients with rapid progression had a significantly lower mean FA, and any other FA measure, in both CSTs than controls. When only patients were considered, strong associations between the rate of disease progression and all the connectivity measures in the left CST were found (P-values between P < 0.001 and P = 0.002, partial correlation coefficients between -0.90 and -0.82). However, there was no evidence of an association between disease progression rate and any of the FA measures in the bilateral CST. Our findings suggest that FA and connectivity provide complementary information, since FA is sensitive to the detection of all the group differences, whereas the summary connectivity measures correlate with disease progression rate. The development of such connectivity measures raises their potential as markers of disease progression in ALS, and provides guidance for their use in other neurological diseases.
概率纤维束成像的目标是沿着白质通路获得一个连通性指数,该指数反映纤维组织,并且对导致残疾的病理异常敏感。在此,我们展示了基于体素的沿纤维束成像衍生的皮质脊髓束(CST)的连通性测量方法的发展。我们研究了这些连通性测量方法在肌萎缩侧索硬化症(ALS)患者中是否不同,以及是否与疾病进展速率相关。我们还研究了反映纤维束方向一致性的分数各向异性(FA)在ALS患者的CST中是否降低,以及是否与疾病进展速率相关。对13例可能或确诊的ALS患者和19名健康受试者进行了研究。概率纤维束成像算法分割双侧CST,沿着该通路获得FA和连通性值。为了考虑连通性值的不对称分布,选择了两种侧重于具有较高连通性值体素的汇总统计量度,然后将其与平均连通性和平均FA一起用于分析。为了完成分析,还纳入了针对FA的相同汇总量度。使用线性回归研究疾病进展速率为中度或快速的患者与对照组之间所有这些指标的差异,并对年龄和白质分数进行了校正。使用线性回归评估CST中FA或连通性与疾病进展速率之间的关联。疾病进展速率较快的患者在左侧CST中的汇总连通性测量值显著低于对照组,但平均连通性仅存在临界统计学差异。疾病进展较快的患者在双侧CST中的平均FA以及任何其他FA测量值均显著低于对照组。仅考虑患者时,发现疾病进展速率与左侧CST中的所有连通性测量值之间存在强关联(P值在P < 0.001至P = 0.002之间,偏相关系数在 -0.90至 -0.82之间)。然而,没有证据表明疾病进展速率与双侧CST中的任何FA测量值之间存在关联。我们的研究结果表明,FA和连通性提供了互补信息,因为FA对检测所有组间差异敏感,而汇总连通性测量值与疾病进展速率相关。此类连通性测量方法的发展提高了它们作为ALS疾病进展标志物的潜力,并为其在其他神经系统疾病中的应用提供了指导。