Assessing White Matter Pathology in Early-Stage Parkinson Disease Using Diffusion MRI: A Systematic Review

被引:29
作者
Bergamino, Maurizio [1 ]
Keeling, Elizabeth G. [1 ,2 ]
Mishra, Virendra R. [3 ]
Stokes, Ashley M. [1 ]
Walsh, Ryan R. [4 ]
机构
[1] Barrow Neurol Inst, Div Neuroimaging Res, Phoenix, AZ 85013 USA
[2] Arizona State Univ, Sch Life Sci, Tempe, AZ USA
[3] Cleveland Clin, Lou Ruvo Ctr Brain Hlth, Imaging Res, Las Vegas, NV USA
[4] Barrow Neurol Inst, Muhammad Ali Parkinson Ctr, Phoenix, AZ 85013 USA
来源
FRONTIERS IN NEUROLOGY | 2020年 / 11卷
关键词
MRI diffusion; early-stage Parkinson disease; diffusion tensor imaging; diffusion kurtosis imaging; q-space diffeomorphic reconstruction; fractional anisotropy; substantia nigra; NEURITE ORIENTATION DISPERSION; SILENT LACUNAR INFARCTION; SLEEP BEHAVIOR DISORDER; FREE-WATER ELIMINATION; SUBSTANTIA-NIGRA; MICROSTRUCTURAL CHANGES; REGIONAL ALTERATIONS; SPATIAL STATISTICS; MEAN DIFFUSIVITY; EARLY-DIAGNOSIS;
D O I
10.3389/fneur.2020.00314
中图分类号
R74 [神经病学与精神病学];
学科分类号
摘要
Structural brain white matter (WM) changes such as axonal caliber, density, myelination, and orientation, along with WM-dependent structural connectivity, may be impacted early in Parkinson disease (PD). Diffusion magnetic resonance imaging (dMRI) has been used extensively to understand such pathological WM changes, and the focus of this systematic review is to understand both the methods utilized and their corresponding results in the context of early-stage PD. Diffusion tensor imaging (DTI) is the most commonly utilized method to probe WM pathological changes. Previous studies have suggested that DTI metrics are sensitive in capturing early disease-associated WM changes in preclinical symptomatic regions such as olfactory regions and the substantia nigra, which is considered to be a hallmark of PD pathology and progression. Postprocessing analytic approaches include region of interest-based analysis, voxel-based analysis, skeletonized approaches, and connectome analysis, each with unique advantages and challenges. While DTI has been used extensively to study WM disorganization in early-stage PD, it has several limitations, including an inability to resolve multiple fiber orientations within each voxel and sensitivity to partial volume effects. Given the subtle changes associated with early-stage PD, these limitations result in inaccuracies that severely impact the reliability of DTI-based metrics as potential biomarkers. To overcome these limitations, advanced dMRI acquisition and analysis methods have been employed, including diffusion kurtosis imaging and q-space diffeomorphic reconstruction. The combination of improved acquisition and analysis in DTI may yield novel and accurate information related to WM-associated changes in early-stage PD. In the current article, we present a systematic and critical review of dMRI studies in early-stage PD, with a focus on recent advances in DTI methodology. Yielding novel metrics, these advanced methods have been shown to detect diffuse WM changes in early-stage PD. These findings support the notion of early axonal damage in PD and suggest that WM pathology may go unrecognized until symptoms appear. Finally, the advantages and disadvantages of different dMRI techniques, analysis methods, and software employed are discussed in the context of PD-related pathology.
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页数:21
相关论文
共 142 条
  • [41] Spatial Remapping of Cortico-striatal Connectivity in Parkinson's Disease
    Helmich, Rick C.
    Derikx, Loes C.
    Bakker, Maaike
    Scheeringa, Rene
    Bloem, Bastiaan R.
    Toni, Ivan
    [J]. CEREBRAL CORTEX, 2010, 20 (05) : 1175 - 1186
  • [42] Optimization of a free water elimination two-compartment model for diffusion tensor imaging
    Hoy, Andrew R.
    Koay, Cheng Guan
    Kecskemeti, Steven R.
    Alexander, Andrew L.
    [J]. NEUROIMAGE, 2014, 103 : 323 - 333
  • [43] Olfactory Impairment in Parkinson's Disease and White Matter Abnormalities in Central Olfactory Areas: A Voxel-Based Diffusion Tensor Imaging Study
    Ibarretxe-Bilbao, Naroa
    Junque, Carme
    Marti, Maria-Jose
    Valldeoriola, Francesc
    Vendrell, Pere
    Bargallo, Nuria
    Zarei, Mojtaba
    Tolosa, Eduardo
    [J]. MOVEMENT DISORDERS, 2010, 25 (12) : 1888 - 1894
  • [44] Jellison BJ, 2004, AM J NEURORADIOL, V25, P356
  • [45] Diffusional kurtosis imaging: The quantification of non-Gaussian water diffusion by means of magnetic resonance imaging
    Jensen, JH
    Helpern, JA
    Ramani, A
    Lu, HZ
    Kaczynski, K
    [J]. MAGNETIC RESONANCE IN MEDICINE, 2005, 53 (06) : 1432 - 1440
  • [46] Investigating the Prevalence of Complex Fiber Configurations in White Matter Tissue with Diffusion Magnetic Resonance Imaging
    Jeurissen, Ben
    Leemans, Alexander
    Tournier, Jacques-Donald
    Jones, Derek K.
    Sijbers, Jan
    [J]. HUMAN BRAIN MAPPING, 2013, 34 (11) : 2747 - 2766
  • [47] Jones D. K., 2010, Diffusion MRI: Theory, Methods, and Application
  • [48] Twenty-five Pitfalls in the Analysis of Diffusion MRI Data
    Jones, Derek K.
    Cercignani, Mara
    [J]. NMR IN BIOMEDICINE, 2010, 23 (07) : 803 - 820
  • [49] The effect of gradient sampling schemes on measures derived from diffusion tensor MRI: A Monte Carlo study
    Jones, DK
    [J]. MAGNETIC RESONANCE IN MEDICINE, 2004, 51 (04) : 807 - 815
  • [50] Lateralized microstructural changes in early-stage Parkinson's disease in anterior olfactory structures, but not in substantia nigra
    Joshi, N.
    Rolheiser, T. M.
    Fisk, J. D.
    McKelvey, J. R.
    Schoffer, K.
    Phillips, G.
    Armstrong, M.
    Khan, M. N.
    Leslie, R. A.
    Rusak, B.
    Robertson, H. A.
    Good, K. P.
    [J]. JOURNAL OF NEUROLOGY, 2017, 264 (07) : 1497 - 1505