Diffusion tensor imaging (DTI)

扩散张量成像 (DTI)
  • 文章类型: Journal Article
    背景:抑郁症状是脑小血管疾病(CSVD)的常见伴随症状,其中的发病机制需要更多的研究。白质微结构异常和蛋白质组改变已被广泛报道与CSVD老年抑郁症有关。探索脑白质微结构改变与血清蛋白之间的关系可能为CSVD合并抑郁症状的神经影像学研究发现的分子机制提供解释。
    方法:使用基于质谱的非靶向蛋白质组学方法来获得血清蛋白质组学图谱,它们被聚集到共表达蛋白模块中。使用FMRIB软件库(FSL)和MATLAB测量白质微结构完整性,以分析扩散张量成像(DTI)数据并计算分数各向异性(FA)的差异,平均扩散率(MD),轴向扩散率(AD),和50个感兴趣区域(ROI)的径向扩散率(RD)。将蛋白质组与DTI结果整合,加权基因共表达分析(WGCNA)用于鉴定与白质微结构改变相关的蛋白质模块,并通过生物信息学技术对相应模块的蛋白质进行功能富集分析。
    结果:DTI测量结果为脑小血管病(CSVD);抑郁症;扩散张量成像(DTI);蛋白质组学;在患有CSVD和抑郁症状(CSVDD)(n=24)和没有抑郁症状(CSVD-D)(n=35)的个体之间发生炎症。结果显示MD总体增加,AD,CSVD+D组左半球的RD,提示白质完整性和轴突脱髓鞘的广泛丧失,包括左上纵束(SLF),左后冠辐射(PCR)和右外囊(EC)。我们确定了两个与DTI扩散相关的蛋白质模块,功能富集分析表明,补体和凝血级联反应以及免疫反应参与了CSVDD组白质微观结构的改变。
    结论:结果表明免疫和炎症相关机制与伴抑郁症状的CSVD脑白质微结构改变有关。
    BACKGROUND: Depressive symptoms are a common concomitant of cerebral small vessel disease (CSVD), of which pathogenesis requires more study. White matter microstructural abnormalities and proteomic alternation have been widely reported regarding depression in the elderly with CSVD. Exploring the relationship between cerebral white matter microstructural alterations and serum proteins may complete the explanation of molecular mechanisms for the findings from neuroimaging research of CSVD combined with depressive symptoms.
    METHODS: An untargeted proteomics approach based on mass spectrometry was used to obtain serum proteomic profiles, which were clustered into co-expression protein modules. White matter microstructural integrity was measured using the FMRIB Software Library (FSL) and MATLAB to analyze diffusion tensor imaging (DTI) data and calculate the differences in fractional anisotropy (FA), mean diffusivity (MD), axial diffusivity (AD), and radial diffusivity (RD) for 50 regions of interest (ROI). Integrating the proteome with the DTI results, weighted gene co-expression analysis (WGCNA) was used to identify protein modules related to white matter microstructural alterations, and the proteins of the corresponding modules were analyzed for functional enrichment through bioinformatics techniques.
    RESULTS: DTI measurements were analCerebral small vessel disease (CSVD); Depression; Diffusion tensor imaging (DTI); Proteomics; Inflammationyzed between individuals with CSVD and depressive symptoms (CSVD+D) (n = 24) and those without depressive symptoms (CSVD-D) (n = 35). Results showed an overall increase in MD, AD, and RD within the left hemisphere of the CSVD+D group, suggesting widespread loss of white matter integrity and axonal demyelination, including left superior longitudinal fasciculus (SLF), left posterior corona radiata (PCR) and right external capsule (EC). We identified two protein modules associated with DTI diffusivity, and functional enrichment analyses revealed that complement and coagulation cascades and immune responses participate in the alternation of white matter microstructure in the CSVD+D group.
    CONCLUSIONS: The results suggested immune- and inflammation-related mechanism was associated with white matter microstructure changes in CSVD with depressive symptoms.
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  • 文章类型: Journal Article
    目的:目的是利用中枢听觉测试(CAT)和弥散张量成像(DTI)对中枢听觉处理至关重要的脑区评估耳鸣与中枢听觉功能障碍之间的联系。
    方法:这项前瞻性病例对照研究包括15名持续性耳鸣患者和20名健康志愿者作为对照。他们接受了猫的记忆,注意,和DTI。还应用了耳鸣障碍量表(THI)问卷。从几个大脑区域,确定平均扩散率(MD)和分数各向异性(FA)的值。
    结果:比较两组,耳鸣组的CAT(内容记忆,序列记忆,不同信噪比下的噪声语音感知(SPIN),\"SNR\")与对照组相比。至于DTI,耳鸣组显示几个大脑区域的FA降低,包括扣带,前额叶皮质(PFC),脑岛,和海马体。此外,耳鸣组在扣带中显示出明显较高的MD,与对照组相比,BA-46和杏仁核。BA-46的FA值与SPIN-SNR-10评分呈正相关。此外,中扣带的FA值与SPIN-SNRzero评分呈正相关。BA-46的MD值与SPIN-SNR-10呈负相关。THI分数与BA-46的FA呈负相关;然而,它们与杏仁核的MD呈正相关。
    结论:中枢听觉功能障碍可能与慢性耳鸣的潜在神经生理变化有关。
    方法:二级喉镜,2024.
    OBJECTIVE: It was aimed at assessing the connection between tinnitus and central auditory dysfunction using both central auditory tests (CATs) and diffusion tensor imaging (DTI) for brain regions that are crucial for central auditory processing.
    METHODS: This prospective case-control study included 15 patients with persistent tinnitus and 20 healthy volunteers as controls. They underwent CATs for memory, attention, and DTI. The Tinnitus Handicap Inventory (THI) Questionnaire was applied as well. From several brain regions, the values of mean diffusivity (MD) and fractional anisotropy (FA) were determined.
    RESULTS: Comparing both groups, the tinnitus group showed statistically worse values as regards the CATs (memory for content, sequence memory, speech perception in noise (SPIN) at different signal-to-noise ratios, \"SNRs\") compared with the control group. As regards DTI, the tinnitus group showed decreased FA in several brain areas, including the cingulum, prefrontal-cortex (PFC), insula, and hippocampus. Furthermore, the tinnitus group showed significantly higher MD in the cingulum, BA-46, and amygdala compared with the control group. FA values of BA-46 were positively correlated with the SPIN-SNR-10 scores. Also, FA values of the middle cingulum were positively correlated with SPIN-SNRzero scores. MD values at BA-46 were negatively correlated with SPIN-SNR-10. THI scores were negatively correlated with FA at BA-46; however, they were positively correlated with MD at the amygdala.
    CONCLUSIONS: Central auditory dysfunction may be linked to the underlying neurophysiological changes in chronic tinnitus.
    METHODS: Level 2 Laryngoscope, 2024.
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  • 文章类型: Journal Article
    背景技术腰椎间盘突出症(LDH)引起的腰骶神经根病(LSR)是由神经根的机械压迫引起的病症。由于LDH,已提出了各种物理治疗干预措施来保守管理LSR。然而,缺乏多模式形式的物理治疗干预措施的研究。此外,物理治疗对受压迫神经根扩散张量成像(DTI)参数的影响尚未研究。本研究旨在探讨多模式物理治疗(MPT)对疼痛的影响,残疾,比目鱼H反射,LDH导致的慢性单侧LSR患者压迫神经根的DTI参数。方法采用便利样本进行前瞻性初步临床前-后试验。共招募了14例因L4-L5或L5-S1LDH引起的慢性单侧LSR患者进行研究。参与者总共接受了18个为期六周的MPT计划,其中包括电物理试剂,手动治疗干预,和核心稳定性练习。电物理试剂涉及干扰电流和热包。手动治疗干预包括肌筋膜释放,侧姿势位置分散,被动脊柱旋转动员,和高速低振幅操纵。视觉模拟量表(VAS),罗兰-莫里斯残疾问卷(RMDQ),比目鱼H反射振幅,左右振幅(H/H)比,分数各向异性(FA),在基线和干预后测量受压神经根的表观扩散系数(ADC)。结果VAS有明显改善,RMDQ,H/H比,FA,和受压神经根的ADC。此外,与对侧相比,患侧的H反射幅度显着改善。结论该初步试验的观察结果表明,MPT是由于LDH导致的慢性单侧LSR患者的成功干预措施。关于受压神经根的DTI参数,FA升高,ADC降低。未来的研究与对照组,大样本量,需要更长的随访时间。
    Background Lumbosacral radiculopathy (LSR) due to lumbar disc herniation (LDH) is a condition caused by mechanical compression of nerve roots. Various physical therapy interventions have been proposed for the conservative management of LSR due to LDH. However, the study of physical therapy interventions in a multimodal form is lacking. Additionally, the effect of physical therapy on diffusion tensor imaging (DTI) parameters of the compressed nerve root has not been studied. This study aimed to investigate the effects of multimodal physical therapy (MPT) on pain, disability, soleus H-reflex, and DTI parameters of the compressed nerve root in patients with chronic unilateral LSR due to LDH. Methods A prospective preliminary pre-post clinical trial with a convenience sample was conducted. A total of 14 patients with chronic unilateral LSR due to paracentral L4-L5 or L5-S1 LDH were recruited for the study. Participants received a total of 18 sessions of a six-week MPT program that consisted of electrophysical agents, manual therapy interventions, and core stability exercises. Electrophysical agents involved interferential current and hot pack. Manual therapy interventions included myofascial release, side posture positional distraction, passive spinal rotation mobilization, and high-velocity low-amplitude manipulation. Visual analog scale (VAS), Roland-Morris Disability Questionnaire (RMDQ), soleus H-reflex amplitude, side-to-side amplitude (H/H) ratio, fractional anisotropy (FA), and apparent diffusion coefficient (ADC) of the compressed nerve root were measured at baseline and post-intervention. Results There were significant improvements in VAS, RMDQ, H/H ratio, FA, and ADC of the compressed nerve root. Furthermore, significant improvement was found in the affected side compared with the contralateral side in H-reflex amplitude. Conclusions The observations of this preliminary trial suggest that MPT is a successful intervention in patients with chronic unilateral LSR due to LDH. Regarding DTI parameters of the compressed nerve root, FA increased and ADC decreased. Future studies with a control group, large sample sizes, and longer follow-up periods are needed.
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  • 文章类型: Journal Article
    背景:多发性硬化症(MS)是一种复杂的疾病,具有大量的遗传力估计。除了典型的临床表现,如运动和感觉缺陷,MS的特征是大脑结构和功能异常,以及认知障碍,如工作记忆(WM)表现下降。
    目的:我们调查了健康成年人(18-35岁)中MS多基因风险与WM表现之间的可能联系。此外,我们讨论了MS的多基因风险与白质各向异性分数(FA)之间的关系。
    方法:我们生成了MS易感性的多基因风险评分(PRS),并研究了其与3282名健康成年人的WM表现的关联(两个子样本,N1=1803,N2=1479)。在第二个子样本中研究了MS-PRS和FA之间的关联。对于WM和FA测量,还研究了MS严重性PRS关联。
    结果:在10%WM表现最低的个体中,MS-PRS与WM表现显著相关(p=0.001;pFDR=0.018)。它与任何所研究的FA测量没有显著关联。MS严重程度PRS与全脑平均FA显着相关(p=0.041),并显示与其他FA测量值的暗示性关联。
    结论:通过确定MS和WM表现之间的遗传联系,本研究有助于理解MS的遗传复杂性,并希望能够识别与MS认知缺陷相关的分子途径。它还有助于理解与MS严重程度的遗传关联,因为与遗传变体相比,这些关联似乎涉及不同的生物学途径,这些遗传变体与发展MS的总体风险有关。
    BACKGROUND: Multiple sclerosis (MS) is a complex disease with substantial heritability estimates. Besides typical clinical manifestations such as motor and sensory deficits, MS is characterized by structural and functional brain abnormalities, and by cognitive impairment such as decreased working memory (WM) performance.
    OBJECTIVE: We investigated the possible link between the polygenic risk for MS and WM performance in healthy adults (18-35 years). Additionally, we addressed the relationship between polygenic risk for MS and white matter fractional anisotropy (FA).
    METHODS: We generated a polygenic risk score (PRS) of MS susceptibility and investigated its association with WM performance in 3282 healthy adults (two subsamples, N1 = 1803, N2 = 1479). The association between MS-PRS and FA was studied in the second subsample. MS severity PRS associations were also investigated for the WM and FA measurements.
    RESULTS: MS-PRS was significantly associated with WM performance within the 10% lowest WM-performing individuals (p = 0.001; pFDR = 0.018). It was not significantly associated with any of the investigated FA measurements. MS severity PRS was significantly associated with brain-wide mean FA (p = 0.041) and showed suggestive associations with additional FA measurements.
    CONCLUSIONS: By identifying a genetic link between MS and WM performance this study contributes to the understanding of the genetic complexity of MS, and hopefully to the possible identification of molecular pathways linked to cognitive deficits in MS. It also contributes to the understanding of genetic associations with MS severity, as these associations seem to involve distinct biological pathways compared to genetic variants linked to the overall risk of developing MS.
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  • 文章类型: Systematic Review
    神经系统疾病在早产(PT)出生的个体中很常见。使用基于束的空间统计(TBSS)的扩散张量成像(DTI)研究可有效检测大脑中的微结构白质(WM)异常。我们进行了这项系统评价,以整合TBSS研究的结果,以确定PT出生个体中最一致的WM改变。
    PubMed,Embase,搜索了WebofScience和ScienceDirect。截至2022年10月,对PT出生个体使用TBSS的DTI研究进行了筛选。系统评价包括报告立体定向空间中整个大脑FA值变化的研究,三个坐标(x,y,z),根据基于种子的d映射方法。
    搜索策略确定了17项符合我们纳入标准的研究,共分析了911名PT出生个体和563名匹配对照.在17项研究中,八个是献给650名成年人的,5至411名儿童和4至413名婴儿。10项研究招募了812名早产的人(GA<29周),6项研究招募了386名中度早产个体(GA=29-32周),1项研究招募了276名早产晚期个体(GA>32周).这项对包括388名个体的六项研究的荟萃分析强调了四个大脑区域,其中PT组的各向异性分数(FA)低于足月出生的人。定量荟萃分析发现,最稳健的WM改变位于call体(CC)中,双侧丘脑和左上纵束(SLF)II。FA的显着变化反映了从婴儿到成年的PT出生个体的WM异常。
    FA的显著变化反映了从婴儿期到年轻成年期出生的PT个体的WM异常。CC的异常发展,双侧丘脑和左侧SLF可能在PT个体的神经发育中起重要作用。
    神经系统疾病在早产(PT)出生的个体中很普遍。在扩散张量成像(DTI)研究中使用基于束的空间统计(TBSS)已被证明可有效检测大脑白质(WM)的微结构异常。为了确定早产人群中WM最一致的改变,我们已经在该PT出生人群中使用TBSS筛选了DTI研究,直至2022年10月。荟萃分析确定了PT组中各向异性分数(FA)低于足月出生的四个大脑区域。定量荟萃分析确定了call体,双侧丘脑和左上纵束II。作为最健壮的WM改变。各种研究已经证明了PT出生之间的联系,智商,胎龄和受试者年龄。
    UNASSIGNED: Neurological disorders are common in preterm (PT) born individuals. Diffusion tensor imaging (DTI) studies using tract-based spatial statistics (TBSS) effectively detect microstructural white matter (WM) abnormalities in the brain. We conducted this systematic review to integrate the findings of TBSS studies to determine the most consistent WM alterations in PT born individuals.
    UNASSIGNED: PubMed, Embase, Web of Science and Science Direct were searched. DTI studies using TBSS in PT born individuals were screened up to October 2022. The systematic review included studies reporting alterations in FA values for the entire brain in a stereotactic space, with three coordinates (x, y, z), according to the seed-based d mapping method.
    UNASSIGNED: The search strategy identified seventeen studies that fulfilled our inclusion criteria, with a total of 911 PT-born individuals and 563 matched controls were analysed. Of the seventeen studies, eight were dedicated to 650 adults, five to 411 children and four to 413 infants. Ten studies recruited 812 individuals born very prematurely (GA <29 weeks), six studies recruited 386 moderately premature individuals (GA = 29-32 weeks) and one study recruited 276 individuals born late prematurely (GA >32 weeks). This meta-analysis of six studies including 388 individuals highlighted four brain regions in which fractional anisotropy (FA) was lower in PT group than in people born at term. The quantitative meta-analysis found that the most robust WM alterations were located in the corpus callosum (CC), the bilateral thalamus and the left superior longitudinal fasciculus (SLF) II. Significant changes in FA reflect WM abnormalities in PT born individuals from infant to young adulthood.
    UNASSIGNED: Significant changes in FA reflect WM abnormalities in individuals born PT from infancy to young adulthood. The abnormal development of the CC, bilateral thalamus and left SLF may play a vital role in the neurodevelopment of PT individuals.
    Neurological disorders are prevalent in preterm (PT) born individuals. The use of tract-based spatial statistics (TBSS) in diffusion tensor imaging (DTI) studies has proven effective in detecting microstructural abnormalities of the white matter (WM) of the brain. In order to determine the most consistent alterations in WM among those born prematurely, we have screened DTI studies using TBSS in this PT born population up until October 2022. The meta-analysis identified four brain regions where fractional anisotropy (FA) was lower in the PT group than in those born at term. The quantitative meta-analysis identified the corpus callosum, the bilateral thalamus and the left superior longitudinal fasciculus II. As the most robust WM alterations. Various studies have demonstrated the links between PT birth, intelligence quotient, gestational age and subject age.
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  • 文章类型: Journal Article
    即使是轻度形式的创伤性脑损伤(TBI)也可能导致长期持续的脑震荡后症状。TBI也是晚期神经变性的已知风险。最近的研究表明,在淋巴系统的功能障碍,负责清除大脑中的蛋白质废物,可能在TBI后痴呆的发展中起关键作用。鉴于TBI的多样性,纵向调查对于理解淋巴系统的动态变化及其对恢复的影响至关重要。在这项前瞻性研究中,我们评估了两个有希望的淋巴淋巴成像标记,即扩大的血管周围间隙(ePVS)负荷和基于扩散张量成像的ALPS指数,44例mTBI患者在受伤后两个早期时间点:受伤后约14天(14天)和6-12个月(6-12月),同时检查它们与脑震荡后症状的关系。此外,37个控件,包括骨科患者和健康个体,进行比较分析。我们的主要发现包括:1)白质ePVS负荷(WM-ePVS)和ALPS指数与年龄显着相关。2)急性mTBI(14天)中WM-ePVS负荷升高与脑震荡后症状的数量增加显着相关,尤其是记忆问题。3)mTBI患者的ALPS指数从急性(14天)到慢性(6-12Mon)阶段的增加与睡眠措施的改善有关。此外,纳入WM-ePVS负担和急性期ALPS指数可增强对慢性记忆问题的预测,超出社会人口统计学和基本临床信息,强调它们在评估类淋巴结构和活性方面的不同作用。早期评估淋巴功能对于了解TBI恢复和制定针对性干预措施以改善患者预后至关重要。
    Traumatic brain injury (TBI) even in the mild form may result in long-lasting post-concussion symptoms. TBI is also a known risk to late-life neurodegeneration. Recent studies suggest that dysfunction in the glymphatic system, responsible for clearing protein waste from the brain, may play a pivotal role in the development of dementia following TBI. Given the diverse nature of TBI, longitudinal investigations are essential to comprehending the dynamic changes in the glymphatic system and its implications for recovery. In this prospective study, we evaluated two promising glymphatic imaging markers, namely the enlarged perivascular space (ePVS) burden and Diffusion Tensor Imaging-based ALPS index, in 44 patients with mTBI at two early post-injury time points: approximately 14 days (14Day) and 6-12 months (6-12Mon) post-injury, while also examining their associations with post-concussion symptoms. Additionally, 37 controls, comprising both orthopedic patients and healthy individuals, were included for comparative analysis. Our key findings include: 1) White matter ePVS burden (WM-ePVS) and ALPS index exhibit significant correlations with age. 2) Elevated WM-ePVS burden in acute mTBI (14Day) is significantly linked to a higher number of post-concussion symptoms, particularly memory problems. 3) The increase in the ALPS index from acute (14Day) to the chronic (6-12Mon) phases in mTBI patients correlates with improvement in sleep measures. Furthermore, incorporating WM-ePVS burden and the ALPS index from acute phase enhances the prediction of chronic memory problems beyond socio-demographic and basic clinical information, highlighting their distinct roles in assessing glymphatic structure and activity. Early evaluation of glymphatic function could be crucial for understanding TBI recovery and developing targeted interventions to improve patient outcomes.
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  • 文章类型: Journal Article
    目的:评估弥散张量成像(DTI)和广义q采样成像(GQI)指标是否可以预测帕金森病(PD)患者术前深部脑刺激(DBS)的临床结果。
    方法:在这项单中心回顾性研究中,2021年9月至2023年3月,对44例接受DBS手术的患者进行术前DTI和GQI检查,进行了分析。为了评估运动功能,在DBS手术前和术后3个月使用统一的帕金森病评定量表(UPDRS)和帕金森病问卷-39(PDQ-39)。根据量表的改善率将研究人群分为两组:≥50%和<50%。五个目标区域,据报道在PD中受到影响,被调查了。对具有统计学显著性差异的参数进行接收器工作特性(ROC)分析。
    结果:来自苍白球的定量各向异性(qa)值,苍白球(qa_Gpi),在用药期间,就UPDRS-3量表的改善率而言,黑质和黑质在组间表现出显着分布差异(分别为p=0.003,p=0.0003和p=0.0008)。在ROC分析中,预测DBS反应的最佳参数包括截断值为0.01370的qa_Gpi,获得ROC曲线下面积,准确度,灵敏度,特异性为0.810,73%,62.5%,85%,分别。最佳临界值≥0.01864和≤0.01162产生100%的灵敏度和特异性,分别。
    结论:从GQI获取的成像参数,特别是qa_Gpi,可能具有非侵入性预测DBS手术的临床结果的能力。
    OBJECTIVE: To assess whether diffusion tensor imaging (DTI) and generalized q-sampling imaging (GQI) metrics could preoperatively predict the clinical outcome of deep brain stimulation (DBS) in patients with Parkinson\'s disease (PD).
    METHODS: In this single-center retrospective study, from September 2021 to March 2023, preoperative DTI and GQI examinations of 44 patients who underwent DBS surgery, were analyzed. To evaluate motor functions, the Unified Parkinson\'s Disease Rating Scale (UPDRS) during on- and off-medication and Parkinson\'s Disease Questionnaire-39 (PDQ-39) scales were used before and three months after DBS surgery. The study population was divided into two groups according to the improvement rate of scales: ≥ 50% and < 50%. Five target regions, reported to be affected in PD, were investigated. The parameters having statistically significant difference were subjected to a receiver operating characteristic (ROC) analysis.
    RESULTS: Quantitative anisotropy (qa) values from globus pallidus externus, globus pallidus internus (qa_Gpi), and substantia nigra exhibited significant distributional difference between groups in terms of the improvement rate of UPDRS-3 scale during on-medication (p = 0.003, p = 0.0003, and p = 0.0008, respectively). In ROC analysis, the best parameter in predicting DBS response included qa_Gpi with a cut-off value of 0.01370 achieved an area under the ROC curve, accuracy, sensitivity, and specificity of 0.810, 73%, 62.5%, and 85%, respectively. Optimal cut-off values of ≥ 0.01864 and ≤ 0.01162 yielded a sensitivity and specificity of 100%, respectively.
    CONCLUSIONS: The imaging parameters acquired from GQI, particularly qa_Gpi, may have the ability to non-invasively predict the clinical outcome of DBS surgery.
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  • 文章类型: Journal Article
    边缘占优势的年龄相关性TDP-43脑病神经病理学改变(LATE-NC)常见于老年人,并与神经变性有关,认知衰退和痴呆。在这项MRI和病理学研究中,我们测试了LATE-NC与白质结构完整性异常和LATE中通常包含TDP-43内含物的大脑区域网络的连通性异常相关的假设。此处称为“LATE-NC网络”。收集了184名社区老年人的离体扩散MRI和详细的神经病理学数据。线性回归显示,在一组白质连接中,较高的LATE-NC阶段与较低的扩散各向异性之间存在独立关联,形成了与这种病理在大脑中的刻板传播相一致的连接模式。图论分析显示,LATE-NC网络中较高的LATE-NC阶段与LATE-NC网络中较弱的集成和分离之间存在关联。异常在第3阶段是显着的,表明它们在疾病的后期阶段是可检测的。最后,LATE-NC网络异常与更快的认知能力下降有关,特别是在情景记忆和语义记忆中。
    Limbic predominant age-related TDP-43 encephalopathy neuropathological change (LATE-NC) is common in older adults and is associated with neurodegeneration, cognitive decline and dementia. In this MRI and pathology investigation we tested the hypothesis that LATE-NC is associated with abnormalities in white matter structural integrity and connectivity of a network of brain regions typically harboring TDP-43 inclusions in LATE, referred to here as the \"LATE-NC network\". Ex-vivo diffusion MRI and detailed neuropathological data were collected on 184 community-based older adults. Linear regression revealed an independent association of higher LATE-NC stage with lower diffusion anisotropy in a set of white matter connections forming a pattern of connectivity that is consistent with the stereotypical spread of this pathology in the brain. Graph theory analysis revealed an association of higher LATE-NC stage with weaker integration and segregation in the LATE-NC network. Abnormalities were significant in stage 3, suggesting that they are detectable in later stages of the disease. Finally, LATE-NC network abnormalities were associated with faster cognitive decline, specifically in episodic and semantic memory.
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  • 文章类型: Journal Article
    目的:&#xD;大多数基于深度神经网络的扩散张量成像方法需要重建数据中的扩散梯度\'数量和方向以匹配训练数据中的那些。这项工作旨在开发和评估一种新颖的基于动态卷积的方法,称为FlexDTI,用于使用灵活的扩散编码梯度方案进行高效的扩散张量重建。&#xD;方法:&#xD;FlexDTI的开发是为了实现具有灵活数量和方向的扩散编码梯度的高质量DTI参数映射。该方法使用动态卷积核将扩散梯度方向信息嵌入到相应扩散信号的特征图中。此外,它通过设置网络的最大输入通道数,实现了对多个灵活扩散梯度方向的泛化。该网络使用HumanConnectome项目和当地医院的数据集进行了培训和测试。比较了FlexDTI和其他高级张量参数估计方法的结果。 主要结果: 与其他方法相比,即使扩散编码梯度的数量和方向发生变化,FlexDTI也成功地实现了高质量的扩散张量导出参数。它减少了归一化均方根误差(NRMSE)约50%的分数各向异性(FA)和15%的平均扩散率(MD),与具有灵活扩散编码梯度方案的最先进的深度学习方法相比。&#xD;意义:&#xD;FlexDTI可以很好地学习扩散梯度方向信息,以灵活的扩散梯度方案实现广义DTI重建。在该网络中可以考虑灵活性和重建质量。 .
    Objective. Most deep neural network-based diffusion tensor imaging methods require the diffusion gradients\' number and directions in the data to be reconstructed to match those in the training data. This work aims to develop and evaluate a novel dynamic-convolution-based method called FlexDTI for highly efficient diffusion tensor reconstruction with flexible diffusion encoding gradient scheme.Approach. FlexDTI was developed to achieve high-quality DTI parametric mapping with flexible number and directions of diffusion encoding gradients. The method used dynamic convolution kernels to embed diffusion gradient direction information into feature maps of the corresponding diffusion signal. Furthermore, it realized the generalization of a flexible number of diffusion gradient directions by setting the maximum number of input channels of the network. The network was trained and tested using datasets from the Human Connectome Project and local hospitals. Results from FlexDTI and other advanced tensor parameter estimation methods were compared.Main results. Compared to other methods, FlexDTI successfully achieves high-quality diffusion tensor-derived parameters even if the number and directions of diffusion encoding gradients change. It reduces normalized root mean squared error by about 50% on fractional anisotropy and 15% on mean diffusivity, compared with the state-of-the-art deep learning method with flexible diffusion encoding gradient scheme.Significance. FlexDTI can well learn diffusion gradient direction information to achieve generalized DTI reconstruction with flexible diffusion gradient scheme. Both flexibility and reconstruction quality can be taken into account in this network.
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  • 文章类型: Journal Article
    目的:使用扩散张量成像(DTI)探讨噪声性听力损失(NIHL)患者的大脑微观结构的变化。
    方法:总的来说,122例NIHL(轻度[MP,n=79],相对严重的患者[包括中度和重度;RSP,n=32],和不确定的[失去了随访,n=11])和84名健康对照(HC)入组。所有临床资料,包括年龄,教育水平,听力阈值,职业类型,噪声暴露时间,和一些量表分数(包括迷你精神状态考试[MMSE],耳鸣障碍清单[THI],和汉密尔顿焦虑量表[HAMA]),进行了收集和分析。所有参与者均接受T1WI3DFSPGR和DTI,和基于道的空间统计和感兴趣区域(ROI)分析用于评估。
    结果:最终样本包括71MP,28RSP,和75HCs。三组的HAMA评分差异有统计学意义(p<0.05)。噪声暴露时间,听力阈值,MP和RSP的HAMA评分有显著差异(p<0.05)。噪声暴露时间与听阈呈正相关,与HAMA评分呈负相关(p<0.05),而THI评分与听阈呈正相关(p<.05)。DTI分析表明,所有DTI参数(分数各向异性[FA],轴向扩散率[AD],平均扩散率[MD],和径向扩散率[RD])在三组的左下纵束(ILF)和左下额枕骨束(IFOF)中存在显着差异(p<.05)。此外,双侧皮质脊髓束(CST)的FA值显着降低,右桥前束(FPT),右镊子专业,左上纵束(颞部)(SLF),MP和RSP的左扣带(海马)(C-H)比HCs(p<0.05);AD值在双侧CST中显示出不同的变化,左IFOF,右前丘脑放射,右外囊(EC),右SLF,与HC相比,MP和RSP的右上小脑花梗(SCP)(p<.05)。然而,3组患者双侧听觉皮层ROI比较差异无统计学意义(p>.05)。左IFOF/ILF的FA和HAMA评分之间存在显著负相关,右FPT,左SLF,三组左C-H(p<0.05)。三组的左IFOF/ILF和右EC的AD和HAMA评分之间存在显着正相关(p<0.05)。三组左IFOF/ILF中RD/MD和HAMA评分均呈显著正相关(p<0.05)。右侧SCP组AD与MP组和RSP组噪声暴露时间呈显著负相关(p<0.05)。AD,MD,左侧ROI和RD与MP和RSP组的听力阈值呈显著正相关(p<0.05),而右侧ROI的FA与三组的HAMA评分呈显著正相关(p<.05)。
    结论:白质(WM)微结构的变化可能与噪声暴露引起的听力损失有关,NIHL患者的WM结构异常主要位于颞枕区的联合纤维,影响了听觉和语言通路。这证实NIHL患者的听觉通路具有异常的构造连通性。
    OBJECTIVE: To explore the changes in the cerebral microstructure of patients with noise-induced hearing loss (NIHL) using diffusion tensor imaging (DTI).
    METHODS: Overall, 122 patients with NIHL (mild [MP, n = 79], relatively severe patients [including moderate and severe; RSP, n = 32], and undetermined [lost to follow-up, n = 11]) and 84 healthy controls (HCs) were enrolled. All clinical data, including age, education level, hearing threshold, occupation type, noise exposure time, and some scale scores (including the Mini-Mental State Examination [MMSE], tinnitus handicap inventory [THI], and Hamilton Anxiety Scale [HAMA]), were collected and analyzed. All participants underwent T1WI3DFSPGR and DTI, and tract-based spatial statistics and region of interest (ROI) analysis were used for assessment.
    RESULTS: The final sample included 71 MP, 28 RSP, and 75 HCs. The HAMA scores of the three groups were significantly different (p < .05). The noise exposure times, hearing thresholds, and HAMA scores of the MP and RSP were significantly different (p < .05). The noise exposure time was positively correlated with the hearing threshold and negatively correlated with the HAMA scores (p < .05), whereas the THI scores were positively correlated with the hearing threshold (p < .05). DTI analysis showed that all DTI parameters (fractional anisotropy [FA], axial diffusivity [AD], mean diffusivity [MD], and radial diffusivity [RD]) were significantly different in the left inferior longitudinal fasciculus (ILF) and left inferior fronto-occipital fasciculus (IFOF) for the three groups (p < .05). In addition, the FA values were significantly lower in the bilateral corticospinal tract (CST), right fronto-pontine tract (FPT), right forceps major, left superior longitudinal fasciculus (temporal part) (SLF), and left cingulum (hippocampus) (C-H) of the MP and RSP than in those of the HCs (p < .05); the AD values showed diverse changes in the bilateral CST, left IFOF, right anterior thalamic radiation, right external capsule (EC), right SLF, and right superior cerebellar peduncle (SCP) of the MP and RSP relative to those of the HC (p < .05). However, there were no significant differences among the bilateral auditory cortex ROIs of the three groups (p > .05). There was a significant negative correlation between the FA and HAMA scores for the left IFOF/ILF, right FPT, left SLF, and left C-H for the three groups (p < .05). There was a significant positive correlation between the AD and HAMA scores for the left IFOF/ILF and right EC of the three groups (p < .05). There were significantly positive correlations between the RD/MD and HAMA scores in the left IFOF/ILF of the three groups (p < .05). There was a significant negative correlation between the AD in the right SCP and noise exposure time of the MP and RSP groups (p < .05). The AD, MD, and RD in the left ROI were significantly positively correlated with hearing threshold in the MP and RSP groups (p < .05), whereas FA in the right ROI was significantly positively correlated with the HAMA scores for the three groups (p < .05).
    CONCLUSIONS: The changes in the white matter (WM) microstructure may be related to hearing loss caused by noise exposure, and the WM structural abnormalities in patients with NIHL were mainly located in the syndesmotic fibers of the temporooccipital region, which affected the auditory and language pathways. This confirmed that the auditory pathways have abnormal structural connectivity in patients with NIHL.
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