white matter volume

  • 文章类型: Journal Article
    背景:经典群体平均病例对照研究通常忽略了精神疾病中神经生物学和临床特征的个体差异。使用规范建模来推断灰质体积的人特定偏差的研究表明,群体均值并不能代表大多数人。这种变异性在白质形态测量中的存在程度,这是大脑功能不可或缺的一部分,尚不清楚。
    方法:我们将扭曲的贝叶斯线性回归规范模型应用于T1加权磁共振成像数据,并在1,294例(58%男性)诊断为一种的人特定白质体积偏差中绘制了个体间变异性六种疾病(注意力缺陷/多动,自闭症,双极,重度抑郁,强迫症和精神分裂症)和1,465个匹配的对照组(54%为男性)在25个扫描站点中招募。我们开发了一个框架来描述多个空间尺度上的偏差异质性,从个体体素中,通过区域间的联系,特定的大脑区域,和空间扩展的大脑网络。
    结果:白质体积偏差的具体位置在参与者中高度异质,在不到8%的具有相同诊断的个体中影响相同的体素。对于自闭症和精神分裂症,负偏差(即,量低于规范预期的区域)汇总为公共区域,地区和大规模网络在高达35%的个人。
    结论:白质体积偏差的患病率低于以前在灰质中观察到的,当考虑体素空间分辨率时,这些偏差的具体位置是高度异质的。在精神分裂症和自闭症中,常见途径和网络中聚集的证据很明显,但其他疾病却没有。
    UNASSIGNED: Inter-individual variability in neurobiological and clinical characteristics in mental illness is often overlooked by classical group-mean case-control studies. Studies using normative modelling to infer person-specific deviations of grey matter volume have indicated that group means are not representative of most individuals. The extent to which this variability is present in white matter morphometry, which is integral to brain function, remains unclear.
    UNASSIGNED: We applied Warped Bayesian Linear Regression normative models to T1-weighted magnetic resonance imaging data and mapped inter-individual variability in person-specific white matter volume deviations in 1,294 cases (58% male) diagnosed with one of six disorders (attention-deficit/hyperactivity, autism, bipolar, major depressive, obsessive-compulsive and schizophrenia) and 1,465 matched controls (54% male) recruited across 25 scan sites. We developed a framework to characterize deviation heterogeneity at multiple spatial scales, from individual voxels, through inter-regional connections, specific brain regions, and spatially extended brain networks.
    UNASSIGNED: The specific locations of white matter volume deviations were highly heterogeneous across participants, affecting the same voxel in fewer than 8% of individuals with the same diagnosis. For autism and schizophrenia, negative deviations (i.e., areas where volume is lower than normative expectations) aggregated into common tracts, regions and large-scale networks in up to 35% of individuals.
    UNASSIGNED: The prevalence of white matter volume deviations was lower than previously observed in grey matter, and the specific location of these deviations was highly heterogeneous when considering voxel-wise spatial resolution. Evidence of aggregation within common pathways and networks was apparent in schizophrenia and autism but not other disorders.
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  • 文章类型: Journal Article
    目的:在本研究中,我们旨在使用全自动分析软件比较Fazekas评分系统和定量白质高强度体积在白质高强度严重程度分类中的应用,以探讨定量评估的可靠性.
    方法:对2010年1月至2021年5月在我院接受体检的疑似认知障碍患者进行回顾性检查。使用全自动分析软件和Fazekas评分(评分0-3)分析白质高强度体积。使用单向方差分析,评估了Fazekas评分之间的白质高强度体积差异.我们采用事后成对比较来比较每个Fazekas评分之间平均白质高强度体积的差异。采用Spearman秩相关检验,探讨Fazekas评分与白质高强度体积的相关性。
    结果:在纳入本研究的839名患者中,Fazekas评分0、1、2和3分为68、198、217和356名患者,分别。根据Fazekas评分,白质高强度体积显着不同(F=623.5,p<0.001)。事后配对比较显示,所有Fazekas评分之间的平均白质高强度体积存在显着差异(p<0.05)。我们观察到Fazekas评分与白质高强度体积之间存在显着正相关(R=0.823,p<0.01)。
    结论:定量白质高强度体积与Fazekas评分高度相关,可用作白质高强度严重程度的指标。此外,定量分析对晚期白质高强度病变的分类可能比Fazekas分类更有效.
    OBJECTIVE: In this study, we aimed to compare the Fazekas scoring system and quantitative white matter hyperintensity volume in the classification of white matter hyperintensity severity using a fully automated analysis software to investigate the reliability of quantitative evaluation.
    METHODS: Patients with suspected cognitive impairment who underwent medical examinations at our institution between January 2010 and May 2021 were retrospectively examined. White matter hyperintensity volumes were analyzed using fully automated analysis software and Fazekas scoring (scores 0-3). Using one-way analysis of variance, white matter hyperintensity volume differences across Fazekas scores were assessed. We employed post-hoc pairwise comparisons to compare the differences in the mean white matter hyperintensity volume between each Fazekas score. Spearman\'s rank correlation test was used to investigate the association between Fazekas score and white matter hyperintensity volume.
    RESULTS: Among the 839 patients included in this study, Fazekas scores 0, 1, 2, and 3 were assigned to 68, 198, 217, and 356 patients, respectively. White matter hyperintensity volumes significantly differed according to Fazekas score (F=623.5, p<0.001). Post-hoc pairwise comparisons revealed significant differences in mean white matter hyperintensity volume between all Fazekas scores (p<0.05). We observed a significantly positive correlation between the Fazekas scores and white matter hyperintensity volume (R=0.823, p<0.01).
    CONCLUSIONS: Quantitative white matter hyperintensity volume and the Fazekas scores are highly correlated and may be used as indicators of white matter hyperintensity severity. In addition, quantitative analysis may be more effective in classifying advanced white matter hyperintensity lesions than the Fazekas classification.
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  • 文章类型: Editorial
    暂无摘要。
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  • 文章类型: Randomized Controlled Trial
    经前烦躁不安症(PMDD)是一种情绪障碍,已证明选择性孕酮受体调节剂(SPRM)治疗有益。迄今为止,这种治疗的神经特征已被确定为在对挑衅的积极反应期间更大的前扣带反应性。但灰质结构没有变化。最近发现PMDD患者和健康对照之间的白质不同。因此,本研究试图研究PMDD患者的白质体积与SPRM治疗之间的关系。对参与随机对照试验的PMDD患者进行了药物神经成像研究。参与者在治疗前后接受了磁共振成像,随机分为醋酸乌利司他(SPRM),或安慰剂,三个月.评估了时间处理对白质体积(WMV)的相互作用。对全脑探索水平和感兴趣区域进行基于体素的形态计量学分析。在任何地区均未观察到对WMV的治疗效果,包括前丘脑辐射,扣带,小镊子,穹窿,下额枕骨束,小脑上花梗,上纵束,和钩肌束。这是第一个发现表明三个月孕酮拮抗作用后没有白质体积改变,表明在SPRM治疗PMDD后,白质体积不参与症状缓解。
    Premenstrual dysphoric disorder (PMDD) is a mood disorder for which selective progesterone receptor modulator (SPRM) treatment has been demonstrated to be beneficial. The neural signatures of this treatment have been so far identified as greater fronto-cingulate reactivity during aggressive response to provocation, but no changes in terms of gray matter structure. White matter has recently been found to differ between patients with PMDD and healthy controls. The present study thus sought to investigate the relationship between white matter volume and SPRM treatment in patients with PMDD. A pharmaco-neuroimaging study was conducted on patients with PMDD participating in a randomized controlled trial. Participants underwent magnetic resonance imaging before and after treatment randomization to ulipristal acetate (an SPRM), or placebo, for three months. The interaction effect of treatment by time on white matter volume (WMV) was assessed. Voxel based morphometry analyses were performed on both a whole brain exploratory level and on regions of interest. No treatment effect was observed on WMV in any region, including the anterior thalamic radiations, cingulum, forceps minor, fornix, inferior fronto-occipital fasciculus, superior cerebellar peduncle, superior longitudinal fasciculus, and uncinate fasciculus. This is the first finding to indicate that no white matter volume alterations follow three-month progesterone antagonism, suggesting that white matter volume does not participate in symptom relief upon SPRM treatment for PMDD.
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  • 文章类型: Journal Article
    婴儿期睡眠时间延长支持认知和情感功能-可能通过对大脑发育的影响。从童年到老年,有证据表明睡眠和脑容量之间有密切的联系。然而,婴儿时期睡眠时间和脑容量之间的关系知之甚少,一个前所未有的大脑成熟的发育期。这项研究旨在通过评估生命第一年的睡眠时间以及12个月时的灰质和白质体积来缩小这一差距。
    婴儿出生后第一年的睡眠持续时间轨迹基于1、3、6、9和12个月大的产妇报告。通过对每个婴儿进行对数回归并对所得斜率的截距进行校正来生成婴儿特定的轨迹。在12个月时获得结构磁共振成像(MRI)扫描。灰质和白质体积估计值在扫描时保留颅内体积和年龄。
    112名婴儿获得了计算睡眠轨迹的数据。总的来说,睡眠持续时间在生命的第一年内减少,最好用对数函数来描述。在这些婴儿中,在12个月时,有45名婴儿的脑容量数据.婴儿的睡眠持续时间在出生后的第一年相对于他们的拦截减少了,平均而言,较大的白质体积(β=.36,p=.02)。此外,生命第一年的平均睡眠时间,特别是在6个月和9个月时的睡眠持续时间与白质体积呈正相关。生命第一年的睡眠时间与12个月时的灰质体积没有显着相关。
    充足的睡眠时间可能有利于婴儿白质发育-可能通过支持髓鞘形成。睡眠持续时间与灰质体积无关的事实与临床前研究一致,这表明睡眠对于突触发生和突触修剪之间的平衡至关重要,但不一定与灰质体积的净增加有关。在大脑快速发育期间支持睡眠并在睡眠问题的情况下进行干预可能对认知功能和心理健康具有长期益处。
    UNASSIGNED: Longer sleep duration in infancy supports cognitive and affective functioning - likely through effects on brain development. From childhood through old age, there is evidence for a close link between sleep and brain volume. However, little is known about the association between sleep duration and brain volume in infancy, a developmental period of unprecedented brain maturation. This study aimed to close this gap by assessing sleep duration across the first year of life and gray and white matter volume at 12-mo age.
    UNASSIGNED: Infant sleep duration trajectories across the first year of life were based on maternal reports at 1, 3, 6, 9, and 12 months of age. Infant specific trajectories were generated by running a logarithmic regression for each infant and residualizing the resulting slopes for their intercept. Structural magnetic resonance imaging (MRI) scans were acquired at 12-mo age. Gray and white matter volume estimates were residualized for intracranial volume and age at scan.
    UNASSIGNED: Data to calculate sleep trajectories was available for 112 infants. Overall, sleep duration decreased over the course of the first year of life and was best described by a logarithmic function. Of these infants, data on brain volume was available for 45 infants at 12-mo age. Infants whose sleep duration decreased less during the first year of life relative to their intercept had, on average, greater white matter volume (β = .36, p = .02). Furthermore, average sleep duration across the first year of life, and sleep duration specifically at 6 and 9 months were positively associated with white matter volume. Sleep duration during the first year of life was not significantly associated with gray matter volume at 12-mo age.
    UNASSIGNED: Sufficient sleep duration may benefit infant white matter development - possibly by supporting myelination. The fact that sleep duration was not associated with gray matter volume is in line with preclinical studies suggesting that sleep may be crucial for the balance between synaptogenesis and synaptic pruning but not necessarily relate to a net increase in gray matter volume. Supporting sleep during periods of rapid brain development and intervening in case of sleep problems may have long-term benefits for cognitive function and mental health.
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  • 文章类型: Journal Article
    先前已经在非常早产的儿童中研究了结构性脑体积差异。然而,出生的孩子极度早产,在生存能力的边界,研究程度较低。我们小组先前使用基于体素的形态计量学分析了足月出生时极度早产的儿童。在这项研究中,我们的目的是研究儿童时期同一队列中出生的极度早产儿童的区域灰质和白质差异.我们还旨在探讨围产期危险因素对同一组脑容量的影响。
    10岁时,包括51例早产(27周前0天)的儿童和38例具有高质量3.0Tesla磁共振图像的足月出生对照。使用基于体素的形态计量学进行统计分析,对使用年龄特异性模板进行归一化的图像,调制,和平滑。还对在没有或存在围产期危险因素的情况下出生的极度早产儿童的分层组进行了分析,这些危险因素先前已被证明与足月的体积差异有关。
    我们发现颞叶灰质和白质的体积减少,灰质在前回减少,对于极早产的儿童,前扣带白质减少(所有p<0.001,pfwe<0.05)。灰质和白质的增加主要见于右后扣带和枕叶(均p<0.001,pfwe<0.05)。在检查的围产期危险因素中,脑室出血I-II级与无脑室出血和动脉导管未闭结扎相比,未治疗的动脉导管未闭或用布洛芬治疗的动脉导管未闭相比,导致10岁时的体积差异(均p<0.001,pfwe<0.05).
    极度早产的儿童表现出体积改变,其模式与先前在足月发现的重叠,许多有差异的地区是高阶网络的主要枢纽。一些,但不是全部,已知与足月结构改变相关的危险因素与10岁时的改变相关.
    UNASSIGNED: Structural brain volumetric differences have been investigated previously in very preterm children. However, children born extremely preterm, at the border of viability, have been studied to a lesser degree. Our group previously analyzed children born extremely preterm at term using voxel-based morphometry. In this study, we aimed to examine regional gray and white matter differences for children born extremely preterm derived from the same cohort during childhood. We also aimed to explore the effect of perinatal risk factors on brain volumes in the same group.
    UNASSIGNED: At 10 years of age, 51 children born extremely preterm (before 27 weeks and 0 days) and 38 term-born controls with high-quality 3.0 Tesla magnetic resonance images were included. Statistical analyses using voxel-based morphometry were conducted on images that were normalized using age-specific templates, modulated, and smoothed. Analyses were also performed in stratified groups of children born extremely preterm in the absence or presence of perinatal risk factors that have previously been shown to be associated with volumetric differences at term.
    UNASSIGNED: We found volumetric decreases in gray and white matter in the temporal lobes, gray matter decreases in the precuneus gyri, and white matter decreases in the anterior cingulum for children born extremely preterm (all p < 0.001, and pfwe < 0.05). Gray and white matter increases were predominantly observed in the right posterior cingulum and occipital lobe (all p < 0.001, and pfwe < 0.05). Of the examined perinatal risk factors, intraventricular hemorrhage grades I-II compared with no intraventricular hemorrhage and patent ductus arteriosus ligation compared with no treated patent ductus arteriosus or patent ductus arteriosus treated with ibuprofen led to volumetric differences at 10 years of age (all p < 0.001, and pfwe < 0.05).
    UNASSIGNED: Children born extremely preterm exhibit volumetric alterations in a pattern overlapping that previously found at term, where many regions with differences are the main hubs of higher order networks. Some, but not all, risk factors known to be associated with structural alterations at term were associated with alterations at 10 years of age.
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  • 文章类型: Journal Article
    白质高强度(WMH)是脑小血管疾病(CSVD)的关键影像学特征。然而,缺乏确定WMH体积的标准化方法,和总白质(WM)体积在评估CSVD患者认知障碍中的价值仍然未知。
    我们旨在探讨CSVD患者WMH体积和WM体积与认知功能障碍及其组成部分的相关性。我们还旨在比较Fazekas评分的值,WMH音量,WMH体积与总WM体积之比在认知功能障碍评估中的应用。
    该研究包括99例CSVD患者。根据MoCA评分将患者分为以下几组:轻度认知障碍患者和无认知障碍患者。对脑磁共振图像进行处理,以研究两组之间WMH和WM体积的差异。采用Logistic回归分析确定这两个因素是否为认知功能障碍的独立危险因素。采用相关性分析探讨WMH和WM体积与不同类型认知障碍的关系。受试者工作特征曲线用于比较WMH评分的有效性,WMH音量,和WMH与WM比值用于评估认知功能障碍。
    年龄差异显著,教育水平,WMH音量,各组间WM体积(P<0.05)。在调整了年龄和教育程度后,多因素logistic分析显示WMH体积和WM体积均为认知功能障碍的独立危险因素。相关分析表明,WMH量主要与涉及视觉空间的认知和延迟回忆有关。WM体积与不同类型的认知功能障碍无关。WMH与WM比值是最强的预测因子,曲线下面积值为0.800,95%置信区间为0.710-0.891。
    WMH体积的增加可能会加重CSVD患者的认知功能障碍,较高的WM体积可能在一定程度上降低WMH体积对认知功能的影响。WMH与WM总体积的比率可以减少脑萎缩的影响,允许更准确地评估患有CSVD的老年人的认知功能障碍。
    UNASSIGNED: White matter hyperintensities (WMH) are a key imaging feature of cerebral small-vessel disease (CSVD). However, there is a lack of standardized methods for determining WMH volume, and the value of total white matter (WM) volume in the assessment of cognitive impairment in patients with CSVD remains unknown.
    UNASSIGNED: We aimed to explore the correlations of WMH volume and WM volume with cognitive dysfunction and its components in patients with CSVD. We also aimed to compare the value of the Fazekas score, WMH volume, and ratio of WMH volume to total WM volume in the assessment of cognitive dysfunction.
    UNASSIGNED: The study included 99 patients with CSVD. Patients were categorized into following groups based on MoCA scores: patients with mild cognitive impairment and those without. Brain magnetic resonance images were processed to investigate differences in WMH and WM volumes between the groups. Logistic regression analysis was used to determine whether these two factors were independent risk factors for cognitive dysfunction. Correlation analysis was used to examine the relationships of WMH and WM volume with different types of cognitive impairment. Receiver operating characteristic curves were used to compare the effectiveness of the WMH score, WMH volume, and WMH to WM ratio for evaluating cognitive dysfunction.
    UNASSIGNED: There were significant differences in age, education level, WMH volume, and WM volume between the groups (P < 0.05). After adjusting for age and education, the multivariate logistic analysis indicated that both WMH volume and WM volume were independent risk factors for cognitive dysfunction. Correlation analysis indicated that WMH volume was mainly related to cognition involving the visual space and delayed recall. WM volume was not strongly associated with different types of cognitive dysfunction. The WMH to WM ratio was the strongest predictor, with an area under the curve value of 0.800 and a 95% confidence interval of 0.710-0.891.
    UNASSIGNED: Increases in WMH volume may aggravate cognitive dysfunction in patients with CSVD, and a higher WM volume may reduce the effect of WMH volume on cognitive function to a certain extent. The ratio of WMH to total WM volume may reduce the impact of brain atrophy, allowing for more accurate evaluation of cognitive dysfunction in older adults with CSVD.
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  • 文章类型: Journal Article
    背景:患者获得性,特发性嗅觉功能障碍(OD)通常接受磁共振成像(MRI)评估以排除颅内病变。考虑到相对于检测可治疗病变的概率的MRI的费用,这种实践是高度争论的。这个,结合在研究中越来越多地使用MRI来研究OD的潜在机制,为这次全面审查提供了动力。
    目的:本系统评价的目的是评估MRI在特发性OD诊断中的应用,并描述混合OD病因中的MRI表现,以更好地了解其作为研究工具在该患者人群中的作用。
    方法:PubMed的文献检索,Embase,科克伦,WebofScience,和Scopus完成了OD患者原始MRI数据的研究。排除了专门研究神经认知缺陷患者或研究OD的创伤性或先天性病因的患者的研究。
    结果:来自1758篇候选文章,共纳入33项研究。四项研究回顾了特发性OD患者的MRI结构病理,其中372例患者中有17例(4.6%)有潜在的中心病因,3例(0.8%)患有嗅觉脑膜瘤或嗅觉神经母细胞瘤。14项研究(42.4%)报告了嗅球体积与嗅觉结果之间的显着相关性,6项研究(18.8%)报告灰质体积减少,特别是在眶额皮质,前扣带皮质,岛叶皮层,海马旁,和梨状皮质区域,混合型OD病因患者。功能性MRI研究报告嗅觉网络区域的大脑激活和功能连通性降低。
    结论:MRI在特发性OD患者中发现颅内病理异常。在混合OD病因的患者中,嗅球和灰质体积减少是MRI上最常见的异常发现。需要进一步的研究,以更好地了解MRI的作用及其在获得性,特发性OD。
    BACKGROUND: Patients with acquired, idiopathic olfactory dysfunction (OD) commonly undergo magnetic resonance imaging (MRI) evaluation to rule out intracranial pathologies. This practice is highly debated given the expense of MRI relative to the probability of detecting a treatable lesion. This, combined with the increasing use of MRI in research to investigate the mechanisms underlying OD, provided the impetus for this comprehensive review.
    OBJECTIVE: The purpose of this systematic review was to both assess the utility of MRI in diagnosis of idiopathic OD and to describe MRI findings among mixed OD etiologies to better understand its role as a research tool in this patient population.
    METHODS: A literature search of PubMed, Embase, Cochrane, Web of Science, and Scopus for studies with original MRI data for patients with OD was completed. Studies exclusively investigating patients with neurocognitive deficits or those studying traumatic or congenital etiologies of OD were excluded.
    RESULTS: From 1758 candidate articles, 33 studies were included. Four studies reviewed patients with idiopathic OD for structural pathologies on MRI, of which 17 of 372 (4.6%) patients had a potential central cause identified, and 3 (0.8%) had an olfactory meningioma or olfactory neuroblastoma. Fourteen studies (42.4%) reported significant correlation between olfactory bulb volume and olfactory outcomes, and 6 studies (18.8%) reported gray matter volume reduction, specifically in the orbitofrontal cortex, anterior cingulate cortex, insular cortex, parahippocampal, and piriform cortex areas, in patients with mixed OD etiologies. Functional MRI studies reported reduced brain activation and functional connectivity in olfactory network areas.
    CONCLUSIONS: MRI uncommonly detects intracranial pathology in patients with idiopathic OD. Among patients with mixed OD etiologies, reduced olfactory bulb and gray matter volume are the most common abnormal findings on MRI. Further research is required to better understand the role of MRI and its cost-effectiveness in patients with acquired, idiopathic OD.
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  • 文章类型: Systematic Review
    最近,氯胺酮的滥用激增。因此,研究其潜在风险具有重要意义。可以在慢性娱乐性使用者中观察到氯胺酮对大脑的影响。我们对报告反复滥用氯胺酮后大脑功能和结构变化的研究进行了系统评价。我们搜索了以下电子数据库:Medline,Embase和PsycINFO我们筛选了11,438条记录,其中16条符合纳入标准,总计440名慢性娱乐性氯胺酮使用者(2-9.7年;平均使用2.4克/天),259个无药物对照和44个多药物对照。长期娱乐性使用氯胺酮与较低的灰质体积和较低的白质完整性有关,功能较低的丘脑皮质和皮质皮质连接。氯胺酮使用者和对照组之间在结构和功能神经解剖学上观察到的差异可能解释了其长期认知和精神副作用的一些原因。如记忆障碍和执行功能。鉴于长期接触氯胺酮可能产生的影响,应该努力遏制它的滥用。
    Recently, the abuse of ketamine has soared. Therefore, it is of great importance to study its potential risks. The effects of prolonged ketamine on the brain can be observationally studied in chronic recreational users. We performed a systematic review of studies reporting functional and structural brain changes after repeated ketamine abuse. We searched the following electronic databases: Medline, Embase and PsycINFO We screened 11,438 records and 16 met inclusion criteria, totaling 440 chronic recreational ketamine users (2-9.7 years; mean use 2.4 g/day), 259 drug-free controls and 44 poly-drug controls. Long-term recreational ketamine use was associated with lower gray matter volume and less white matter integrity, lower functional thalamocortical and corticocortical connectivity. The observed differences in both structural and functional neuroanatomy between ketamine users and controls may explain some of its long-term cognitive and psychiatric side effects, such as memory impairment and executive functioning. Given the effect that long-term ketamine exposure may yield, an effort should be made to curb its abuse.
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  • 文章类型: Journal Article
    未经证实:本研究的目的是评估脑小血管病(CSVD)中灰质体积(GMV)和白质体积(WMV)的改变是否与脑微出血(CMBs)的存在有关。
    未经批准:在这项研究中,我们纳入了26例CSVD患者的CMBs(CSVD-c),43例无CMBs的CSVD患者(CSVD-n)和39例健康对照。所有参与者都接受了认知评估测试。单变量分析和多变量模式分析(MVPA)方法均用于研究组间大脑形态测量的差异。
    未经评估:在单变量分析中,使用基于体素的形态计量学(VBM)和通过指数代数(DARTEL)进行亚形解剖配准,比较了各组之间的GMV和WMV差异。与健康对照相比,CSVD-c组和CSVD-n组在相似的脑簇中GMV显著低于对照组,主要包括右额上回(眼眶内侧),左前扣带回,右额下回(三角形部分)和左额上回(内侧),而CSVD-n组的左额上回(内侧)簇的WMV也显着降低。在CSVD-c组和CSVD-n组之间没有发现显著的GMV或WMV差异。具体来说,我们在MVPA中应用了多核学习(MKL)技术来结合GMV和WMV特征,对于三个二元分类问题,平均准确率>80%,与个人模式方法相比,这是一个相当大的改进。与单变量分析一致,与对照组相比,MKL权重图显示与CSVD相关的默认模式网络和皮质下区域损伤.另一方面,在MVPA分析中对CSVD-c组和CSVD-n组进行分类时,我们发现一些WMV是高度加权的区域(左嗅皮层和右中额回),这暗示了CSVD-c组中存在不同的白质改变。
    UNASSIGNED:我们的发现不仅表明GMV和WMV的局部改变似乎与CSVD的病理生理学有关,而且还表明改变的大脑形态测量可能是在个体水平上检测CSVD的潜在判别模式。
    UNASSIGNED: The objective of this study was to evaluate whether altered gray matter volume (GMV) and white matter volume (WMV) are associated with the presence of cerebral microbleeds (CMBs) in cerebral small vessel disease (CSVD).
    UNASSIGNED: In this study, we included 26 CSVD patients with CMBs (CSVD-c), 43 CSVD patients without CMBs (CSVD-n) and 39 healthy controls. All participants underwent cognitive assessment testing. Both univariate analysis and multivariate pattern analysis (MVPA) approaches were applied to investigate differences in brain morphometry among groups.
    UNASSIGNED: In univariate analysis, GMV and WMV differences were compared among groups using voxel-based morphometry (VBM) with diffeomorphic anatomical registration through exponentiated lie algebra (DARTEL). Compared to healthy controls, the CSVD-c group and CSVD-n group showed significantly lower GMV than the control group in similar brain clusters, mainly including the right superior frontal gyrus (medial orbital), left anterior cingulate gyrus, right inferior frontal gyrus (triangular part) and left superior frontal gyrus (medial), while the CSVD-n group also showed significantly lower WMV in the cluster of the left superior frontal gyrus (medial). No significant GMV or WMV differences were found between the CSVD-c group and the CSVD-n group. Specifically, we applied the multiple kernel learning (MKL) technique in MVPA to combine GMV and WMV features, yielding an average of >80% accuracy for three binary classification problems, which was a considerable improvement over the individual modality approach. Consistent with the univariate analysis, the MKL weight maps revealed default mode network and subcortical region damage associated with CSVD compared to controls. On the other hand, when classifying the CSVD-c group and CSVD-n group in the MVPA analysis, we found that some WMVs were highly weighted regions (left olfactory cortex and right middle frontal gyrus), which hinted at the presence of different white matter alterations in the CSVD-c group.
    UNASSIGNED: Our findings not only suggested that the localized alterations in GMV and WMV appeared to be associated with the pathophysiology of CSVD but also indicated that altered brain morphometry could be a potential discriminative pattern to detect CSVD at the individual level.
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