neuromelanin

神经黑色素
  • 文章类型: Journal Article
    目的:本研究旨在使用定量磁敏感图(QSM)和神经黑色素敏感磁共振成像(NM-MRI)检查伴有步态冻结(FOG)的帕金森病(PD)患者的基底神经节回路深灰质(DGM)的结构改变。
    方法:二十五(25)例PD伴FOG(PD-FOG)患者,22例无FOG的PD患者(PD-nFOG),30名年龄和性别匹配的健康对照(HCs)接受了3维多回波梯度回忆回波和NM-MRI扫描。各组分析QSM数据上DGM的平均体积和敏感性以及NM-MRI上黑质致密部的相对对比(NMRC-SNpc)和体积(NMvolume-SNpc)。进行了多元线性回归分析,以探讨FOG严重程度与MRI测量值和疾病分期的关系。
    结果:与HC组相比,PD-FOG组显示出更高的双侧尾黑质(SN)易感性。根据QSM数据确定,PD-FOG和PD-nFOG组在双侧尾状核和壳核中均显示出比HC组低的体积。PD-FOG组NM-MRI上的NMvolume-SNpc明显低于HC和PD-nFOG组。PD-FOG和PD-nFOG组均显示NMRC-SNpc显著降低。
    结论:PD-FOG患者表现出异常的新纹状体萎缩,SN中铁沉积的增加,和较低的NMvolume-SNpc。基底神经节回路中DGM的结构改变可能导致基底神经节回路的异常输出,从而触发PD患者的FOG。
    OBJECTIVE: This study aimed to examine the structural alterations of the deep gray matter (DGM) in the basal ganglia circuitry of Parkinson\'s disease (PD) patients with freezing of gait (FOG) using quantitative susceptibility mapping (QSM) and neuromelanin-sensitive magnetic resonance imaging (NM-MRI).
    METHODS: Twenty-five (25) PD patients with FOG (PD-FOG), 22 PD patients without FOG (PD-nFOG), and 30 age- and sex-matched healthy controls (HCs) underwent 3-dimensional multi-echo gradient recalled echo and NM-MRI scanning. The mean volume and susceptibility of the DGM on QSM data and the relative contrast (NMRC-SNpc) and volume (NMvolume-SNpc) of the substantia nigra pars compacta on NM-MRI were analyzed among groups. A multiple linear regression analysis was performed to explore the associations of FOG severity with MRI measurements and disease stage.
    RESULTS: The PD-FOG group showed higher susceptibility in the bilateral caudal substantia nigra (SN) compared to the HC group. Both the PD-FOG and PD-nFOG groups showed lower volumes than the HC group in the bilateral caudate and putamen as determined from the QSM data. The NMvolume-SNpc on NM-MRI in the PD-FOG group was significantly lower than in the HC and PD-nFOG groups. Both the PD-FOG and PD-nFOG groups showed significantly decreased NMRC-SNpc.
    CONCLUSIONS: The PD-FOG patients showed abnormal neostriatum atrophy, increases in iron deposition in the SN, and lower NMvolume-SNpc. The structural alterations of the DGM in the basal ganglia circuits could lead to the abnormal output of the basal ganglia circuit to trigger the FOG in PD patients.
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  • 文章类型: Journal Article
    无症状的富含亮氨酸重复激酶2基因(LRRK2)携带者有患帕金森病(PD)的风险。我们使用神经黑色素敏感的MRI技术(NM-MRI)研究了无症状的LRRK2携带者与特发性PD患者相比的症状前黑质致密部(SNc)区域神经变性。15名无症状LRRK2携带者,22例特发性PD患者,使用NM-MRI扫描30名健康对照(HC)。我们计算了来自整个SNc和感觉运动的体积和对比噪声比(CNR),联想,和边缘SNc区域。在控制年龄和性别影响的同时,进行了协方差分析,以探讨各组之间整体和区域NM-MRI值的差异。在整个SNc中,LRRK2的CNR明显低于HC,但体积和CNR明显高于PD患者,与HC相比,PD患者的体积和CNR显着降低。在SNc区域内,所有区域的CNR和关联区域的卷都有显著的群体效应,感觉运动区域有趋势,但边缘区域没有明显变化。与HC相比,PD在所有地区的体积和CNR都降低了。无症状的LRRK2携带者显示出整体SNc体积和CNR减少,提示这些受试者有发生PD的风险。
    Asymptomatic Leucine-Rich Repeat Kinase 2 Gene (LRRK2) carriers are at risk for developing Parkinson\'s disease (PD). We studied presymptomatic substantia nigra pars compacta (SNc) regional neurodegeneration in asymptomatic LRRK2 carriers compared to idiopathic PD patients using neuromelanin-sensitive MRI technique (NM-MRI). Fifteen asymptomatic LRRK2 carriers, 22 idiopathic PD patients, and 30 healthy controls (HCs) were scanned using NM-MRI. We computed volume and contrast-to-noise ratio (CNR) derived from the whole SNc and the sensorimotor, associative, and limbic SNc regions. An analysis of covariance was performed to explore the differences of whole and regional NM-MRI values among the groups while controlling the effect of age and sex. In whole SNc, LRRK2 had significantly lower CNR than HCs but non-significantly higher volume and CNR than PD patients, and PD patients significantly lower volume and CNR compared to HCs. Inside SNc regions, there were significant group effects for CNR in all regions and for volumes in the associative region, with a trend in the sensorimotor region but no significant changes in the limbic region. PD had reduced volume and CNR in all regions compared to HCs. Asymptomatic LRRK2 carriers showed globally decreased SNc volume and CNR suggesting early nigral neurodegeneration in these subjects at risk of developing PD.
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  • 文章类型: Journal Article
    背景:帕金森病(PD)与神经黑色素(NM)的丧失和黑质(SN)中铁的增加有关。磁化传递对比(MTC)广泛用于NM可视化,但在脑覆盖和扫描时间方面具有局限性。这项研究旨在开发一种新方法,称为低翻转角梯度回波(PENCIL)成像中的质子密度增强神经黑色素对比度,以可视化SN中的NM。
    方法:本研究包括30名PD受试者和50名在3T扫描的健康对照(HC)。采集PENCIL和MTC图像。SN中的NM卷(SNpc),归一化图像对比度(Cnorm),并计算对比噪声比(CNR)。使用HC数据分析SNpc中NM体积随年龄的变化。组分析比较了PD受试者和HC之间的差异。使用受试者工作特性(ROC)分析和曲线下面积(AUC)计算来评估SNpc中NM体积和CNR的诊断性能。
    结果:与MTC相比,PENCIL提供了类似的NM可视化和结构信息。在HC中,PENCIL在SNpc中显示出比MTC更高的NM体积,但在PD受试者中未观察到这种差异。PENCIL有更高的CNR,而MTC有较高的Cnorm。两种方法都揭示了SNpc随年龄变化的NM体积的相似模式。通过PENCIL和MTC测量的SNpc中的NM体积之间的AUC没有显着差异。两种方法在这方面表现出相当的诊断性能。
    结论:与MTC相比,PENCIL成像提供了改善的CNR,并且在区分PD受试者和HC方面显示出相似的诊断性能。主要优势是PENCIL具有快速的全脑覆盖,当使用舞台成像时,提供了一个一站式的组织性能定量评估。
    BACKGROUND: Parkinson\'s disease (PD) is associated with the loss of neuromelanin (NM) and increased iron in the substantia nigra (SN). Magnetization transfer contrast (MTC) is widely used for NM visualization but has limitations in brain coverage and scan time. This study aimed to develop a new approach called Proton-density Enhanced Neuromelanin Contrast in Low flip angle gradient echo (PENCIL) imaging to visualize NM in the SN.
    METHODS: This study included 30 PD subjects and 50 healthy controls (HCs) scanned at 3T. PENCIL and MTC images were acquired. NM volume in the SN pars compacta (SNpc), normalized image contrast (Cnorm), and contrast-to-noise ratio (CNR) were calculated. The change of NM volume in the SNpc with age was analyzed using the HC data. A group analysis compared differences between PD subjects and HCs. Receiver operating characteristic (ROC) analysis and area under the curve (AUC) calculations were used to evaluate the diagnostic performance of NM volume and CNR in the SNpc.
    RESULTS: PENCIL provided similar visualization and structural information of NM compared to MTC. In HCs, PENCIL showed higher NM volume in the SNpc than MTC, but this difference was not observed in PD subjects. PENCIL had higher CNR, while MTC had higher Cnorm. Both methods revealed a similar pattern of NM volume in SNpc changes with age. There were no significant differences in AUCs between NM volume in SNpc measured by PENCIL and MTC. Both methods exhibited comparable diagnostic performance in this regard.
    CONCLUSIONS: PENCIL imaging provided improved CNR compared to MTC and showed similar diagnostic performance for differentiating PD subjects from HCs. The major advantage is PENCIL has rapid whole-brain coverage and, when using STAGE imaging, offers a one-stop quantitative assessment of tissue properties.
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  • 文章类型: Journal Article
    背景:尽管蓝斑(LC)已被证明在帕金森病(PD)的认知功能中起关键作用,潜在的机制尚未阐明。目的是探讨LC变性之间的关系,认知表现,和PD中的淋巴功能。
    方法:在这项回顾性研究中,包括71名PD受试者(21名认知正常;29名认知障碍(PD-MCI);21名痴呆(PDD))和26名健康对照。所有参与者在3.0T扫描仪上接受了神经黑色素敏感磁共振成像(NM-MRI)和扩散张量图像扫描。使用沿血管周围间隙扩散(ALPS)指数测量脑淋巴功能,而LC变性是使用LC的NM对比噪声比(CNRLC)来估计的。
    结果:与对照组相比,整个PD组(P=0.04)和PDD亚组(P=0.02)的ALPS指数均显着降低。同样,与对照组相比,整个PD组的CNRLC较低(P<0.001)。在PD组,ALPS指数与蒙特利尔认知评估(MoCA)评分(r=0.36;P=0.002)和CNRLC评分(r=0.26;P=0.03)呈正相关.中介分析表明,ALPS指数在PD受试者的CNRLC和MoCA评分之间起重要的中介作用。
    结论:ALPS指数,一个神经成像标记的淋巴淋巴功能,在PD中充当LC变性和认知功能之间的中介。
    BACKGROUND: Although locus coeruleus (LC) has been demonstrated to play a critical role in the cognitive function of Parkinson\'s disease (PD), the underlying mechanism has not been elucidated. The objective was to investigate the relationship among LC degeneration, cognitive performance, and the glymphatic function in PD.
    METHODS: In this retrospective study, 71 PD subjects (21 with normal cognition; 29 with cognitive impairment (PD-MCI); 21 with dementia (PDD)) and 26 healthy controls were included. All participants underwent neuromelanin-sensitive magnetic resonance imaging (NM-MRI) and diffusion tensor image scanning on a 3.0 T scanner. The brain glymphatic function was measured using diffusion along the perivascular space (ALPS) index, while LC degeneration was estimated using the NM contrast-to-noise ratio of LC (CNRLC).
    RESULTS: The ALPS index was significantly lower in both the whole PD group (P = 0.04) and the PDD subgroup (P = 0.02) when compared to the controls. Similarly, the CNRLC was lower in the whole PD group (P < 0.001) compared to the controls. In the PD group, a positive correlation was found between the ALPS index and both the Montreal Cognitive Assessment (MoCA) score (r = 0.36; P = 0.002) and CNRLC (r = 0.26; P = 0.03). Mediation analysis demonstrated that the ALPS index acted as a significant mediator between CNRLC and the MoCA score in PD subjects.
    CONCLUSIONS: The ALPS index, a neuroimaging marker of glymphatic function, serves as a mediator between LC degeneration and cognitive function in PD.
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  • 文章类型: Editorial
    暂无摘要。
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  • 文章类型: Journal Article
    双相情感障碍(BD-II)中的抑郁症经常被误诊为单相抑郁症(UD),导致许多双相情感障碍患者的不当治疗和下游并发症。在这项研究中,我们评估了神经黑色素-MR信号和黑质(SN)的体积变化是否可以用作区分BD-II和UD的潜在生物标志物。测量SN区域的信号强度和体积,计算和对比噪声比(CNR)与小脑上小脑的截流,并在健康对照(HC)之间进行比较,BD-II和UD受试者。结果表明,与HC相比,BD-II和UD受试者的右侧和左侧的CNR和体积均显着降低。此外,与UD组相比,BD-II组的体积显着增加。用于区分BD和HC的接收器工作特征曲线下面积(AUC)对于Volume-L最大(AUC,0.85;95%置信区间[CI]:0.77,0.93)。对于Volume-L,区分UD和HC的AUC最大(AUC,0.76;95%CI:0.65,0.86)。此外,对于Volume-R,区分BD和UD的AUC最大(AUC,0.73;95%CI:0.62,0.84)。我们的发现表明,神经黑色素敏感的磁共振成像技术可用于区分BD-II和UD。
    Depression in bipolar disorder (BD-II) is frequently misdiagnosed as unipolar depression (UD) leading to inappropriate treatment and downstream complications for many bipolar sufferers. In this study, we evaluated whether neuromelanin-MR signal and volume changes in the substantia nigra (SN) can be used as potential biomarkers to differentiate BD-II from UD. The signal intensities and volumes of the SN regions were measured, and contrast-to-noise ratio (CNR) to the decussation of the superior cerebellar peduncles were calculated and compared between healthy controls (HC), BD-II and UD subjects. Results showed that compare to HC, both BD-II and UD subjects had significantly decreased CNR and increased volume on the right and left sides. Moreover, the volume in BD-II group was significantly increased compared to UD group. The area under the receiver operating characteristic curve (AUC) for discriminating BD from HC was the largest for the Volume-L (AUC, 0.85; 95% confidence interval [CI]: 0.77, 0.93). The AUC for discriminating UD from HC was the largest for the Volume-L (AUC, 0.76; 95% CI: 0.65, 0.86). Furthermore, the AUC for discriminating BD from UD was the largest for the Volume-R (AUC, 0.73; 95% CI: 0.62, 0.84). Our findings suggest that neuromelanin-sensitive magnetic resonance imaging techniques can be used to differentiate BD-II from UD.
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  • 文章类型: Journal Article
    在帕金森氏病(PD)中已知中脑中神经黑色素的丢失,现在可以通过神经黑色素敏感MRI(NM-MRI)直接检测到。这项病例对照研究旨在使用NM-MRI技术研究神经黑色素在黑质(SN)和蓝斑(LC)中的分布,并评估其作为PD诊断标志物的潜力。10例早期PD患者(H&YI期,II),11名进展性PD患者(H&YIII-V期),招募了10名年龄和性别相匹配的健康对照者.所有参与者都完成了临床和心理评估以及NM-MRI扫描。通过源自NM-MRI扫描的对比噪声比(CNR)测量SN和LC中的神经黑色素信号强度。SNpc中的CNR显著减少(包括前,中央,和后部)和与对照组相比,PD患者的LC。左侧和右侧之间的CNR也存在显着差异。LC中的CNR与PD患者的非运动症状量表(NMSS)评分呈负相关(|R|=0.49),而SNpc中的CNR与统一帕金森病评定量表(UPDRS)评分无关(|R|<0.3)。受试者工作特征(ROC)曲线显示,LC中的CNR在进行性患者中具有90.1%的高诊断特异性。本研究为PD患者SN和LC中神经黑色素的不对称分布提供了新的证据。神经黑色素丢失是双侧的,并且在LC中比SN中更主要。这种独特的神经黑色素分布模式可能为PD患者提供潜在的诊断标记和潜在的神经药理学干预目标。
    Loss of neuromelanin in the midbrain is known in Parkinson\'s disease(PD), which can now be directly detected by neuromelanin-sensitive MRI(NM-MRI). This case-control study was to investigate the distribution of neuromelanin in the substantia nigra(SN) and the locus coeruleus(LC) using NM-MRI technique and evaluate its potential as a diagnostic marker for PD. 10 early PD patients(H&Y stage I, II), 11 progressive PD patients(H&Y stage III-V), and 10 healthy controls matched in age and gender were recruited. All participants completed clinical and psychometric assessments as well as NM-MRI scans. Neuromelanin signal intensities in SN and LC were measured by contrast-to-noise ratios(CNRs) derived from NM-MRI scans. There were significant decreases of CNRs in SNpc(including anterior, central, and posterior) and LC in PD patients compared to controls. There were also significant differences of CNR between the left and right sides. CNR in LC had a negative correlation with the Non-Motor Symptoms Scale(NMSS) score in PD patients(|R|=0.49), whereas CNR in SNpc did not correlate with Unified Parkinson Disease Rating Scale(UPDRS) score(|R|<0.3). The receiver operating characteristic(ROC) curves revealed that the CNR in LC had a high diagnostic specificity of 90.1% in progressive patients. This study provides new evidence for the asymmetric distribution of neuromelanin in SN and the LC of patients with PD. The neuromelanin loss is bilateral and more predominately in LC than that in SN. This distinct neuromelanin distribution pattern may offer a potential diagnostic marker and a potential neuropharmacological intervention target for PD patients.
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  • 文章类型: Journal Article
    本研究旨在确定阿尔茨海默病(AD)患者的分数维(FD)模式,并研究FD与蓝斑(LC)信号强度之间的关系。收集了27例AD患者和25例健康对照(HC),使用计算解剖学工具箱(CAT12)估计分数尺寸(FD)和皮质厚度(CT)的模式,并使用统计参数映射12在顶点水平上对组间进行统计分析。此外,通过神经黑色素敏感MRI(NM-MRI)技术检查,以计算蓝斑信号对比比(LC-CR)。此外,进一步检查了FD和LC-CR模式之间的相关性。与HC相比,AD患者表现出广泛的低CT和FD,此外,发现左端中额叶皮质局部分数维(LFD)与LC-CRs之间存在显着正相关。结果表明,较低的皮质LFD与LCCR相关,这可能反映了由于更广泛的神经退行性过程而导致的减少。这一发现可能凸显了皮质复杂性高级测量在评估大脑健康和早期识别神经退行性过程中的潜在效用。
    This study aimed to determine the pattern of fractional dimension (FD) in Alzheimer\'s disease (AD) patients, and investigate the relationship between FD and the locus coeruleus (LC) signal intensity.A total of 27 patients with AD and 25 healthy controls (HC) were collected to estimate the pattern of fractional dimension (FD) and cortical thickness (CT) using the Computational Anatomy Toolbox (CAT12), and statistically analyze between groups on a vertex level using statistical parametric mapping 12. In addition, they were examined by neuromelanin sensitive MRI(NM-MRI) technique to calculate the locus coeruleus signal contrast ratios (LC-CRs). Additionally, correlations between the pattern of FD and LC-CRs were further examined.Compared to HC, AD patients showed widespread lower CT and FD Furthermore, significant positive correlation was found between local fractional dimension (LFD) of the left rostral middle frontal cortex and LC-CRs. Results suggest lower cortical LFD is associated with LCCRs that may reflect a reduction due to broader neurodegenerative processes. This finding may highlight the potential utility for advanced measures of cortical complexity in assessing brain health and early identification of neurodegenerative processes.
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  • 文章类型: Journal Article
    背景:原发性震颤(ET)和帕金森病(PD)的鉴别诊断在临床实践中仍然是一个挑战。这两种震颤障碍可能具有与黑质(SN)和蓝斑(LC)相关的不同发病机理。表征这些结构中的神经黑色素(NM)可能有助于改善鉴别诊断。
    方法:43例震颤性PD(PDTD)患者,31名受试者与ET,纳入30名年龄和性别匹配的健康对照.所有受试者均用NM磁共振成像(NM-MRI)扫描。评估SN的NM体积和对比测量值以及LC的对比值。逻辑回归用于通过使用SN和LCNM测量的组合来计算预测概率。通过接收器操作特征曲线评估了NM措施在从ET检测PDTD受试者中的判别能力,并计算曲线下面积(AUC)。
    结果:LC的NM对比度噪声比(CNR),NM卷,PDTD受试者右侧和左侧SN的CNR明显低于ET受试者或健康对照组(均P<0.05)。此外,当组合从NM度量构建的最佳模型时,PDTD与ET的AUC达到0.92。
    结论:SN和LC对比的NM体积和对比措施为PDTD和ET的鉴别诊断提供了新的视角,以及潜在病理生理学的调查。
    Differential diagnosis of essential tremor (ET) and Parkinson\'s disease (PD) can still be a challenge in clinical practice. These two tremor disorders may have different pathogenesis related to the substantia nigra (SN) and locus coeruleus (LC). Characterizing neuromelanin (NM) in these structures may help improve the differential diagnosis.
    Forty-three subjects with tremor-dominant PD (PDTD), 31 subjects with ET, and 30 age- and sex-matched healthy controls were included. All subjects were scanned with NM magnetic resonance imaging (NM-MRI). NM volume and contrast measures for the SN and contrast for the LC were evaluated. Logistic regression was used to calculate predicted probabilities by using the combination of SN and LC NM measures. The discriminative power of the NM measures in detecting subjects with PDTD from ET was assessed with a receiver operative characteristic curve, and the area under the curve (AUC) was calculated.
    The NM contrast-to-noise ratio (CNR) of the LC, the NM volume, and CNR of the SN on the right and left sides were significantly lower in PDTD subjects than in ET subjects or healthy controls (all P < 0.05). Furthermore, when combining the best model constructed from the NM measures, the AUC reached 0.92 in differentiating PDTD from ET.
    The NM volume and contrast measures of the SN and contrast for the LC provided a new perspective on the differential diagnosis of PDTD and ET, and the investigation of the underlying pathophysiology.
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  • 文章类型: Journal Article
    背景:快速眼动(REM)睡眠行为障碍(RBD)可在帕金森病(PD)期间出现运动症状之前或之后出现。尚不清楚RBD发作时间相对于运动症状不同的PD是否表明神经变性的时空序列不同。本研究旨在探讨RBD发病时间不同的PD关键相关脑区的疾病进展顺序。
    方法:我们招募了157个PD,16隔离RBD(iRBD),和78个健康对照。PD患者被确定为(1)PD伴RBD先于运动症状(PD-preRBD,n=50),(2)PD伴RBD运动症状后方(PD-postRBD,n=31),(3)不带RBD的PD(PD-非RBD,n=75)。大脑关键区域的体积,包括T1加权成像中的基底神经节和边缘结构,提取神经黑色素敏感磁共振成像中蓝斑(LC)和黑质(SN)的对比噪声比。为了模拟横断面数据的疾病进展顺序,我们引入了基于事件的模型来估计每个组的区域参与的最大似然序列.然后,统计参数,巴塔查里亚系数(BC),用于评估序列的相似性。
    结果:该模型预测,在所有PD亚组中,SN在疾病进展的最大似然序列中占据最高似然,虽然LC在iRBD中被专门定位为SN,PD的前驱期。随后在PD-preRBD和PD-postRBD中观察到LC的早期参与。相比之下,在PD-nonRBD中证实了海马旁回的萎缩,但早期相对完整的LC。然后,相似性比较显示PD-后RBD组和PD-前RBD组的BC较高(BC=0.76),但PD-后RBD组和PD-非RBD组的BC较低(BC=0.41).iRBD对PD-preRBD(BC=0.66)和PD-postRBD(BC=0.63)的BC较高,但对PD-nonRBD的BC较低(BC=0.48)。
    结论:PD-pre和PD-post之间的神经变性的时空序列相似,但与PD-nonRBD不同。RBD的存在可能是区分PD退化模式的重要因素,但RBD发病的时机目前已被证明不是。
    Rapid eye movement (REM) sleep behavior disorder (RBD) could develop preceding or come after motor symptoms during Parkinson\'s disease (PD). It remains unknown that whether PD with different timing of RBD onset relative to motor symptoms suggests different spatiotemporal sequence of neurodegeneration. This study aimed to explore the sequence of disease progression in crucially involved brain regions in PD with different timing of RBD onset.
    We recruited 157 PD, 16 isolated RBD (iRBD), and 78 healthy controls. PD patients were identified as (1) PD with RBD preceding motor symptoms (PD-preRBD, n = 50), (2) PD with RBD posterior to motor symptoms (PD-postRBD, n = 31), (3) PD without RBD (PD-nonRBD, n = 75). The volumes of crucial brain regions, including the basal ganglia and limbic structures in T1-weighted imaging, and the contrast-noise-ratios of locus coeruleus (LC) and substantia nigra (SN) in neuromelanin-sensitive magnetic resonance imaging, were extracted. To simulate the sequence of disease progression for cross-sectional data, an event-based model was introduced to estimate the maximum likelihood sequence of regions\' involvement for each group. Then, a statistical parameter, the Bhattacharya coefficient (BC), was used to evaluate the similarity of the sequence.
    The model predicted that SN occupied the highest likelihood in the maximum likelihood sequence of disease progression in the all PD subgroups, while LC was specifically positioned earlier to SN in iRBD, a prodromal phase of PD. Subsequent early involvement of LC was observed in the both PD-preRBD and PD-postRBD. In contrast, atrophy in the para-hippocampal gyrus but relatively intact LC in the early stage was demonstrated in PD-nonRBD. Then, the similarity comparisons indicated higher BC between PD-postRBD and PD-preRBD (BC = 0.76) but lower BC between PD-postRBD and PD-nonRBD group (BC = 0.41). iRBD had higher BC against PD-preRBD (BC = 0.66) and PD-postRBD (BC = 0.63) but lower BC against PD- nonRBD (BC = 0.48).
    The spatiotemporal sequence of neurodegeneration between PD-pre and PD-post were similar but distinct from PD-nonRBD. The presence of RBD may be the essential factor for differentiating the degeneration patterns of PD, but the timing of RBD onset has currently proved to be not.
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