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Does the magnitude of lipid lowering with statin therapy indicate higher intracranial bleeding risk? 他汀类药物降低血脂的程度是否表明颅内出血的风险更高?
IF 14.5 Pub Date : 2022-08-27 DOI: 10.1093/brain/awac259
Aristeidis H Katsanos, Ashkan Shoamanesh
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引用次数: 1
Rare human ATP6V1A variants provide unique insights into V-ATPase functions. 罕见的人类ATP6V1A变体提供了对V-ATPase功能的独特见解。
IF 14.5 Pub Date : 2022-08-27 DOI: 10.1093/brain/awac255
Matthias Groszer
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引用次数: 1
Progression is independent of relapse activity in early multiple sclerosis: a real-life cohort study. 早期多发性硬化症的进展与复发活动无关:一项现实生活队列研究。
IF 14.5 Pub Date : 2022-08-27 DOI: 10.1093/brain/awac111
Emilio Portaccio, Angelo Bellinvia, Mattia Fonderico, Luisa Pastò, Lorenzo Razzolini, Rocco Totaro, Daniele Spitaleri, Alessandra Lugaresi, Eleonora Cocco, Marco Onofrj, Franco Di Palma, Francesco Patti, Davide Maimone, Paola Valentino, Paolo Confalonieri, Alessandra Protti, Patrizia Sola, Giacomo Lus, Giorgia Teresa Maniscalco, Vincenzo Brescia Morra, Giuseppe Salemi, Franco Granella, Ilaria Pesci, Roberto Bergamaschi, Umberto Aguglia, Marika Vianello, Marta Simone, Vito Lepore, Pietro Iaffaldano, Massimo Filippi, Maria Trojano, Maria Pia Amato

Disability accrual in multiple sclerosis may occur as relapse-associated worsening or progression independent of relapse activity. The role of progression independent of relapse activity in early multiple sclerosis is yet to be established. The objective of this multicentre, observational, retrospective cohort study was to investigate the contribution of relapse-associated worsening and progression independent of relapse activity to confirmed disability accumulation in patients with clinically isolated syndrome and early relapsing-remitting multiple sclerosis, assessed within one year from onset and with follow-up ≥5 years (n = 5169). Data were extracted from the Italian Multiple Sclerosis Register. Confirmed disability accumulation was defined by an increase in Expanded Disability Status Scale score confirmed at 6 months, and classified per temporal association with relapses. Factors associated with progression independent of relapse activity and relapse-associated worsening were assessed using multivariable Cox regression models. Over a follow-up period of 11.5 ± 5.5 years, progression independent of relapse activity occurred in 1427 (27.6%) and relapse-associated worsening in 922 (17.8%) patients. Progression independent of relapse activity was associated with older age at baseline [hazard ratio (HR) = 1.19; 95% confidence interval (CI) 1.13-1.25, P < 0.001], having a relapsing-remitting course at baseline (HR = 1.44; 95% CI 1.28-1.61, P < 0.001), longer disease duration at baseline (HR = 1.56; 95% CI 1.28-1.90, P < 0.001), lower Expanded Disability Status Scale at baseline (HR = 0.92; 95% CI 0.88-0.96, P < 0.001) and lower number of relapses before the event (HR = 0.76; 95% CI 0.73-0.80, P < 0.001). Relapse-associated worsening was associated with younger age at baseline (HR = 0.87; 95% CI 0.81-0.93, P < 0.001), having a relapsing-remitting course at baseline (HR = 1.55; 95% CI 1.35-1.79, P < 0.001), lower Expanded Disability Status Scale at baseline (HR = 0.94; 95% CI 0.89-0.99, P = 0.017) and a higher number of relapses before the event (HR = 1.04; 95% CI 1.01-1.07, P < 0.001). Longer exposure to disease-modifying drugs was associated with a lower risk of both progression independent of relapse activity and relapse-associated worsening (P < 0.001). This study provides evidence that in an early relapsing-onset multiple sclerosis cohort, progression independent of relapse activity was an important contributor to confirmed disability accumulation. Our findings indicate that insidious progression appears even in the earliest phases of the disease, suggesting that inflammation and neurodegeneration can represent a single disease continuum, in which age is one of the main determinants of disease phenomenology.

多发性硬化症的残疾累积可能是复发相关的恶化或独立于复发活动的进展。在早期多发性硬化症中,独立于复发活动的进展的作用尚未确定。这项多中心、观察性、回顾性队列研究的目的是调查独立于复发活动的复发相关恶化和进展对临床孤立综合征和早期复发-缓解型多发性硬化症患者确认的残疾积累的贡献,在发病后一年内评估,随访≥5年(n = 5169)。数据摘自意大利多发性硬化症登记册。确认的残疾积累是通过6个月时确认的扩展残疾状态量表评分的增加来定义的,并根据与复发的时间关联进行分类。使用多变量Cox回归模型评估与复发活动无关的进展和复发相关恶化相关的因素。在11.5±5.5年的随访期间,1427例(27.6%)患者出现了独立于复发活动的进展,922例(17.8%)患者出现了复发相关恶化。独立于复发活动的进展与基线年龄相关[风险比(HR) = 1.19;95%置信区间(CI) 1.13-1.25, P
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引用次数: 9
Trigeminal microvascular decompression for short-lasting unilateral neuralgiform headache attacks. 三叉微血管减压治疗短期单侧神经痛性头痛。
Pub Date : 2022-08-27 DOI: 10.1093/brain/awac109
Giorgio Lambru, Susie Lagrata, Andrew Levy, Sanjay Cheema, Indran Davagnanam, Khadija Rantell, Neil Kitchen, Ludvic Zrinzo, Manjit Matharu
<p><p>A significant proportion of patients with short-lasting unilateral neuralgiform headache attacks are refractory to medical treatments. Neuroimaging studies have suggested a role for ipsilateral trigeminal neurovascular conflict with morphological changes in the pathophysiology of this disorder. We present the outcome of an uncontrolled open-label prospective single-centre study conducted between 2012 and 2020, to evaluate the efficacy and safety of trigeminal microvascular decompression in refractory chronic short-lasting unilateral neuralgiform headache attacks with MRI evidence of trigeminal neurovascular conflict ipsilateral to the pain side. Primary endpoint was the proportion of patients who achieved an 'excellent response', defined as 90-100% weekly reduction in attack frequency, or 'good response', defined as a reduction in weekly headache attack frequency between 75% and 89% at final follow-up, compared to baseline. These patients were defined as responders. The study group consisted of 47 patients, of whom 31 had short-lasting unilateral neuralgiform headache attacks with conjunctival injection and tearing, and 16 had short-lasting unilateral neuralgiform headache attacks with cranial autonomic symptoms (25 females, mean age ± SD 55.2 years ± 14.8). Participants failed to respond or tolerate a mean of 8.1 (±2.7) preventive treatments pre-surgery. MRI of the trigeminal nerves (n = 47 patients, n = 50 symptomatic trigeminal nerves) demonstrated ipsilateral neurovascular conflict with morphological changes in 39/50 (78.0%) symptomatic nerves and without morphological changes in 11/50 (22.0%) symptomatic nerves. Postoperatively, 37/47 (78.7%) patients obtained either an excellent or a good response. Ten patients (21.3%, short-lasting unilateral neuralgiform headache attacks with conjunctival injection and tearing = 7 and short-lasting unilateral neuralgiform headache attacks with cranial autonomic symptoms = 3) reported no postoperative improvement. The mean post-surgery follow-up was 57.4 ± 24.3 months (range 11-96 months). At final follow-up, 31 patients (66.0%) were excellent/good responders. Six patients experienced a recurrence of headache symptoms. There was no statistically significant difference between short-lasting unilateral neuralgiform headache attacks with conjunctival injection and tearing and short-lasting unilateral neuralgiform headache attacks in the response to surgery (P = 0.463). Responders at the last follow-up were, however, more likely to not have interictal pain (77.42% versus 22.58%, P = 0.021) and to show morphological changes on the MRI (78.38% versus 21.62%, P = 0.001). The latter outcome was confirmed in the Kaplan-Meyer analysis, where patients with no morphological changes were more likely to relapse overtime compared to those with morphological changes (P = 0.0001). All but one patient, who obtained an excellent response without relapse, discontinued their preventive medications. Twenty-two post-surger
相当大比例的单侧神经痛性头痛发作患者对药物治疗难治性。神经影像学研究表明,在这种疾病的病理生理中,同侧三叉神经血管冲突与形态学改变具有一定的作用。我们介绍了2012年至2020年间进行的一项非控制开放标签前瞻性单中心研究的结果,以评估三叉微血管减压治疗难治性慢性短期单侧神经痛性头痛发作的疗效和安全性,MRI证据显示三叉神经血管冲突与疼痛侧同侧。主要终点是达到“优异反应”的患者比例,定义为每周发作频率减少90-100%,或“良好反应”,定义为与基线相比,最终随访时每周头痛发作频率减少75%至89%。这些患者被定义为应答者。研究组共有47例患者,其中31例为短期单侧神经痛样头痛发作伴结膜注射和撕裂,16例为短期单侧神经痛样头痛发作伴颅自主神经症状(女性25例,平均年龄±SD 55.2岁±14.8)。参与者在手术前对预防治疗平均8.1(±2.7)次无效或不能耐受。三叉神经MRI (n = 47例,n = 50例有症状的三叉神经)显示同侧神经血管冲突,39/50(78.0%)有症状神经形态改变,11/50(22.0%)无症状神经形态改变。术后,37/47(78.7%)的患者获得极好或良好的反应。10例患者(21.3%,伴有结膜注射和撕裂的短期单侧神经痛性头痛发作= 7例,伴有颅自主神经症状的短期单侧神经痛性头痛发作= 3例)术后无改善。术后平均随访57.4±24.3个月(11 ~ 96个月)。在最后随访时,31例(66.0%)患者有优/良反应。6例患者出现头痛症状复发。短期单侧神经痛性头痛伴结膜注射撕裂与短期单侧神经痛性头痛对手术的反应差异无统计学意义(P = 0.463)。然而,在最后一次随访中,应答者更有可能没有间痛(77.42%对22.58%,P = 0.021),并且在MRI上显示形态改变(78.38%对21.62%,P = 0.001)。Kaplan-Meyer分析证实了后一种结果,与形态学改变的患者相比,无形态学改变的患者更容易复发(P = 0.0001)。除了一名患者外,所有患者都停止了预防性药物治疗,该患者获得了良好的反应,没有复发。18例患者发生22例术后不良事件(46.8%),但未见死亡或严重神经功能缺损。三叉微血管减压可能是一种安全有效的长期治疗方法,用于短期持续的单侧神经痛性头痛发作,MRI证据表明神经血管冲突与形态学改变。
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引用次数: 0
Ultrasound delivery of a TrkA agonist confers neuroprotection to Alzheimer-associated pathologies. 超声递送TrkA激动剂对阿尔茨海默病相关病理具有神经保护作用。
IF 14.5 Pub Date : 2022-08-27 DOI: 10.1093/brain/awab460
Kristiana Xhima, Kelly Markham-Coultes, Rikke Hahn Kofoed, H Uri Saragovi, Kullervo Hynynen, Isabelle Aubert

Early degeneration of basal forebrain cholinergic neurons contributes substantially to cognitive decline in Alzheimer's disease. Evidence from preclinical models of neuronal injury and aging support a pivotal role for nerve growth factor (NGF) in neuroprotection, resilience, and cognitive function. However, whether NGF can provide therapeutic benefit in the presence of Alzheimer's disease-related pathologies still unresolved. Perturbations in the NGF signalling system in Alzheimer's disease may render neurons unable to benefit from NGF administration. Additionally, challenges related to brain delivery remain for clinical translation of NGF-based therapies in Alzheimer's disease. To be safe and efficient, NGF-related agents should stimulate the NGF receptor, tropomyosin receptor kinase A (TrkA), avoid activation through the p75 neurotrophin receptor (p75NTR), and be delivered non-invasively to targeted brain areas using real-time monitoring. We addressed these limitations using MRI-guided focused ultrasound (MRIgFUS) to increase blood-brain barrier permeability locally and transiently, allowing an intravenously administered TrkA agonist that does not activate p75NTR, termed D3, to enter targeted brain areas. Here, we report the therapeutic potential of selective TrkA activation in a transgenic mouse model that recapitulates numerous Alzheimer's disease-associated pathologies. Repeated MRIgFUS-mediated delivery of D3 (D3/FUS) improved cognitive function in the TgCRND8 model of Alzheimer's disease. Mechanistically, D3/FUS treatment effectively attenuated cholinergic degeneration and promoted functional recovery. D3/FUS treatment also resulted in widespread reduction of brain amyloid pathology and dystrophic neurites surrounding amyloid plaques. Furthermore, D3/FUS markedly enhanced hippocampal neurogenesis in TgCRND8 mice, implicating TrkA agonism as a novel therapeutic target to promote neurogenesis in the context of Alzheimer's disease-related pathology. Thus, this study provides evidence that selective TrkA agonism confers neuroprotection to effectively counteract Alzheimer's disease-related vulnerability. Recent clinical trials demonstrate that non-invasive blood-brain barrier modulation using MRIgFUS is safe, feasible and reversible in Alzheimer's disease patients. TrkA receptor agonists coupled with MRIgFUS delivery constitute a promising disease-modifying strategy to foster brain health and counteract cognitive decline in Alzheimer's disease.

基底前脑胆碱能神经元的早期退化是阿尔茨海默病认知能力下降的重要原因。来自神经损伤和衰老的临床前模型的证据支持神经生长因子(NGF)在神经保护、恢复和认知功能中的关键作用。然而,NGF是否能在存在阿尔茨海默病相关病理的情况下提供治疗益处仍未得到解决。阿尔茨海默病中NGF信号系统的扰动可能使神经元无法从NGF给药中获益。此外,基于ngf的阿尔茨海默病治疗的临床转化仍然存在与脑输送相关的挑战。为了安全有效,NGF相关药物应刺激NGF受体原肌球蛋白受体激酶A (TrkA),避免通过p75神经营养因子受体(p75NTR)激活,并通过实时监测将其无创递送至目标脑区。我们使用mri引导的聚焦超声(MRIgFUS)来解决这些局限性,以局部和短暂地增加血脑屏障的通透性,允许静脉注射不激活p75NTR的TrkA激动剂(称为D3)进入目标脑区域。在这里,我们报告了选择性TrkA激活在转基因小鼠模型中的治疗潜力,该模型概括了许多阿尔茨海默病相关病理。重复mrigfus介导的D3 (D3/FUS)递送改善阿尔茨海默病TgCRND8模型的认知功能。从机制上讲,D3/FUS治疗有效地减轻了胆碱能变性,促进了功能恢复。D3/FUS治疗也导致脑淀粉样蛋白病理和淀粉样斑块周围营养不良的神经突的广泛减少。此外,D3/FUS显著增强了TgCRND8小鼠的海马神经发生,暗示TrkA激动剂是促进阿尔茨海默病相关病理背景下神经发生的新治疗靶点。因此,本研究提供了选择性TrkA激动剂赋予神经保护以有效对抗阿尔茨海默病相关易感性的证据。最近的临床试验表明,在阿尔茨海默病患者中使用MRIgFUS进行非侵入性血脑屏障调节是安全、可行和可逆的。TrkA受体激动剂联合MRIgFUS递送是一种有希望的疾病改善策略,可促进大脑健康并抵消阿尔茨海默病的认知能力下降。
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引用次数: 15
N-terminal and mid-region tau fragments as fluid biomarkers in neurological diseases. n端和中部tau片段作为神经系统疾病的液体生物标志物。
IF 14.5 Pub Date : 2022-08-27 DOI: 10.1093/brain/awab481
Anniina Snellman, Juan Lantero-Rodriguez, Andreja Emeršič, Agathe Vrillon, Thomas K Karikari, Nicholas J Ashton, Milica Gregorič Kramberger, Saša Čučnik, Claire Paquet, Uroš Rot, Henrik Zetterberg, Kaj Blennow

Brain-derived tau secreted into CSF and blood consists of different N-terminal and mid-domain fragments, which may have a differential temporal course and thus, biomarker potential across the Alzheimer's disease continuum or in other neurological diseases. While current clinically validated total tau assays target mid-domain epitopes, comparison of these assays with new biomarkers targeting N-terminal epitopes using the same analytical platform may be important to increase the understanding of tau pathophysiology. We developed three total tau immunoassays targeting specific N-terminal (NTA and NTB total tau) or mid-region (MR total tau) epitopes, using single molecule array technology. After analytical validation, the diagnostic performance of these biomarkers was evaluated in CSF and compared with the Innotest total tau (and as proof of concept, with N-p-tau181 and N-p-tau217) in three clinical cohorts (n = 342 total). The cohorts included participants across the Alzheimer's disease continuum (n = 276), other dementias (n = 22), Creutzfeldt-Jakob disease (n = 24), acute neurological disorders (n = 18) and progressive supranuclear palsy (n = 22). Furthermore, we evaluated all three new total tau biomarkers in plasma (n = 44) and replicated promising findings with NTA total tau in another clinical cohort (n = 50). In CSF, all total tau biomarkers were increased in Alzheimer's disease compared with controls (P < 0.0001) and correlated with each other (rs = 0.53-0.95). NTA and NTB total tau, but not other total tau assays, distinguished amyloid-positive and amyloid-negative mild cognitive impairment with high accuracies (AUCs 84% and 82%, P < 0.001) matching N-p-tau217 (AUC 83%; DeLong test P = 0.93 and 0.88). All total tau assays were excellent in differentiating Alzheimer's disease from other dementias (P < 0.001, AUCs 89-100%). In Creutzfeldt-Jakob disease and acute neurological disorders, N-terminal total tau biomarkers had significantly higher fold changes versus controls in CSF (45-133-fold increase) than Innotest or MR total tau (11-42-fold increase, P < 0.0001 for all). In progressive supranuclear palsy, CSF concentrations of all total tau biomarkers were similar to those in controls. Plasma NTA total tau concentrations were increased in Alzheimer's disease compared with controls in two independent cohorts (P = 0.0056 and 0.0033), while Quanterix total tau performed poorly (P = 0.55 and 0.44). Taken together, N-terminal-directed CSF total tau biomarkers increase ahead of standard total tau alternatives in the Alzheimer's disease continuum, increase to higher degrees in Creutzfeldt-Jakob disease and acute neurological diseases and show better potential than Quanterix total tau as Alzheimer's disease blood biomarkers. For progressive supranuclear palsy, other tau biomarkers should continue to be investigated.

分泌到脑脊液和血液中的脑源性tau由不同的n端和中间结构域片段组成,它们可能具有不同的时间过程,因此,在阿尔茨海默病连续体或其他神经系统疾病中具有生物标志物潜力。虽然目前临床验证的总tau检测是针对中端表位的,但使用相同的分析平台将这些检测与针对n端表位的新生物标志物进行比较,可能对增加对tau病理生理的理解很重要。我们利用单分子阵列技术开发了三种针对特定n端(NTA和NTB总tau)或中部(MR总tau)表位的总tau免疫测定方法。经过分析验证后,在三个临床队列(n = 342)中评估了这些生物标志物在脑脊液中的诊断性能,并与Innotest总tau(作为概念证明,n -p-tau181和n -p-tau217)进行了比较。该队列包括阿尔茨海默病连续体(n = 276),其他痴呆症(n = 22),克雅氏病(n = 24),急性神经系统疾病(n = 18)和进行性核上性麻痹(n = 22)的参与者。此外,我们评估了血浆中所有三种新的总tau生物标志物(n = 44),并在另一个临床队列(n = 50)中重复了NTA总tau的有希望的发现。在脑脊液中,与对照组相比,阿尔茨海默病患者的所有总tau生物标志物均升高(P
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引用次数: 13
Lyme neuroborreliosis: known knowns, known unknowns. 莱姆病:已知的已知,已知的未知。
Pub Date : 2022-08-27 DOI: 10.1093/brain/awac206
John J Halperin, Randi Eikeland, John A Branda, Rick Dersch

Lyme borreliosis affects the nervous system in three principal ways-mononuclear cell meningitis, cranial neuropathies and radiculoneuropathies-the last a broad term encompassing painful radiculopathy, unifocal and multifocal peripheral nerve involvement. Diagnostic tools have been significantly refined-including improved peripheral blood and CSF serodiagnostics-and much has been learned about the interactions between the causative pathogen and the nervous system. Despite these advances in our understanding of this disease, a broad range of other disorders continue to be misattributed to nervous system Lyme borreliosis, supported by, at best, limited evidence. These misattributions often reflect limited understanding not only of Lyme neuroborreliosis but also of what constitutes nervous system disease generally. Fortunately, a large body of evidence now exists to clarify many of these issues, establishing a clear basis for diagnosing nervous system involvement in this infection and, based on well performed studies, clarifying which clinical disorders are associated with Lyme neuroborreliosis, which with non-neurologic Lyme borreliosis, and which with neither.

莱姆病以三种主要方式影响神经系统:单核细胞脑膜炎、颅神经病变和神经根病变,后者是一个广义的术语,包括疼痛性神经根病变、单灶和多灶周围神经受累。诊断工具已经得到了显著的改进——包括外周血和脑脊液血清诊断技术的改进——人们对致病病原体和神经系统之间的相互作用也有了更多的了解。尽管我们对这种疾病的了解取得了这些进展,但仍有广泛的其他疾病被错误地归因于神经系统莱姆病,充其量证据有限。这些错误归因不仅反映了对莱姆病神经螺旋体病的理解有限,而且反映了对一般神经系统疾病的理解有限。幸运的是,现在有大量证据可以澄清其中的许多问题,为诊断这种感染涉及的神经系统建立了明确的基础,并且基于良好的研究,澄清了哪些临床疾病与莱姆病神经性疏螺旋体病有关,哪些与非神经性莱姆病疏螺旋体病有关,哪些与两者都没有。
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引用次数: 0
A recurrent machine learning model predicts intracranial hypertension in neurointensive care patients. 复发性机器学习模型预测神经重症患者颅内高压。
IF 14.5 Pub Date : 2022-08-27 DOI: 10.1093/brain/awab453
Nils Schweingruber, Marius Marc Daniel Mader, Anton Wiehe, Frank Röder, Jennifer Göttsche, Stefan Kluge, Manfred Westphal, Patrick Czorlich, Christian Gerloff

The evolution of intracranial pressure (ICP) of critically ill patients admitted to a neurointensive care unit (ICU) is difficult to predict. Besides the underlying disease and compromised intracranial space, ICP is affected by a multitude of factors, many of which are monitored on the ICU, but the complexity of the resulting patterns limits their clinical use. This paves the way for new machine learning techniques to assist clinical management of patients undergoing invasive ICP monitoring independent of the underlying disease. An institutional cohort (ICP-ICU) of patients with invasive ICP monitoring (n = 1346) was used to train recurrent machine learning models to predict the occurrence of ICP increases of ≥22 mmHg over a long (>2 h) time period in the upcoming hours. External validation was performed on patients undergoing invasive ICP measurement in two publicly available datasets [Medical Information Mart for Intensive Care (MIMIC, n = 998) and eICU Collaborative Research Database (n = 1634)]. Different distances (1-24 h) between prediction time point and upcoming critical phase were evaluated, demonstrating a decrease in performance but still robust AUC-ROC with larger distances (24 h AUC-ROC: ICP-ICU 0.826 ± 0.0071, MIMIC 0.836 ± 0.0063, eICU 0.779 ± 0.0046, 1 h AUC-ROC: ICP-ICU 0.982 ± 0.0008, MIMIC 0.965 ± 0.0010, eICU 0.941 ± 0.0025). The model operates on sparse hourly data and is stable in handling variable input lengths and missingness through its nature of recurrence and internal memory. Calculation of gradient-based feature importance revealed individual underlying decisions for our long short time memory-based model and thereby provided improved clinical interpretability. Recurrent machine learning models have the potential to be an effective tool for the prediction of ICP increases with high translational potential.

入住神经重症监护病房(ICU)的危重患者颅内压(ICP)的演变很难预测。除了潜在疾病和颅内间隙受损外,ICP还受到多种因素的影响,其中许多因素在ICU中得到监测,但结果模式的复杂性限制了其临床应用。这为新的机器学习技术铺平了道路,以协助临床管理独立于潜在疾病进行侵入性ICP监测的患者。采用有创ICP监测患者(n = 1346)的机构队列(ICP- icu)来训练循环机器学习模型,以预测在接下来的几个小时内ICP升高≥22 mmHg的情况。在两个公开可用的数据集[重症监护医疗信息集市(MIMIC, n = 998)和eICU合作研究数据库(n = 1634)]中对接受有创ICP测量的患者进行外部验证。对预测时间点与即将到来的关键阶段之间的不同距离(1-24 h)进行评估,结果显示预测效果有所下降,但距离较大的AUC-ROC仍然稳健(24 h AUC-ROC: ICP-ICU 0.826±0.0071,MIMIC 0.836±0.0063,eICU 0.779±0.0046,1 h AUC-ROC: ICP-ICU 0.982±0.0008,MIMIC 0.965±0.0010,eICU 0.941±0.0025)。该模型在稀疏的每小时数据上运行,并通过其递归性和内部存储器的性质在处理可变输入长度和缺失方面是稳定的。基于梯度的特征重要性的计算揭示了我们基于长、短时间记忆的模型的个体潜在决策,从而提供了改进的临床可解释性。循环机器学习模型有潜力成为预测具有高转化潜力的ICP增加的有效工具。
{"title":"A recurrent machine learning model predicts intracranial hypertension in neurointensive care patients.","authors":"Nils Schweingruber,&nbsp;Marius Marc Daniel Mader,&nbsp;Anton Wiehe,&nbsp;Frank Röder,&nbsp;Jennifer Göttsche,&nbsp;Stefan Kluge,&nbsp;Manfred Westphal,&nbsp;Patrick Czorlich,&nbsp;Christian Gerloff","doi":"10.1093/brain/awab453","DOIUrl":"https://doi.org/10.1093/brain/awab453","url":null,"abstract":"<p><p>The evolution of intracranial pressure (ICP) of critically ill patients admitted to a neurointensive care unit (ICU) is difficult to predict. Besides the underlying disease and compromised intracranial space, ICP is affected by a multitude of factors, many of which are monitored on the ICU, but the complexity of the resulting patterns limits their clinical use. This paves the way for new machine learning techniques to assist clinical management of patients undergoing invasive ICP monitoring independent of the underlying disease. An institutional cohort (ICP-ICU) of patients with invasive ICP monitoring (n = 1346) was used to train recurrent machine learning models to predict the occurrence of ICP increases of ≥22 mmHg over a long (>2 h) time period in the upcoming hours. External validation was performed on patients undergoing invasive ICP measurement in two publicly available datasets [Medical Information Mart for Intensive Care (MIMIC, n = 998) and eICU Collaborative Research Database (n = 1634)]. Different distances (1-24 h) between prediction time point and upcoming critical phase were evaluated, demonstrating a decrease in performance but still robust AUC-ROC with larger distances (24 h AUC-ROC: ICP-ICU 0.826 ± 0.0071, MIMIC 0.836 ± 0.0063, eICU 0.779 ± 0.0046, 1 h AUC-ROC: ICP-ICU 0.982 ± 0.0008, MIMIC 0.965 ± 0.0010, eICU 0.941 ± 0.0025). The model operates on sparse hourly data and is stable in handling variable input lengths and missingness through its nature of recurrence and internal memory. Calculation of gradient-based feature importance revealed individual underlying decisions for our long short time memory-based model and thereby provided improved clinical interpretability. Recurrent machine learning models have the potential to be an effective tool for the prediction of ICP increases with high translational potential.</p>","PeriodicalId":121505,"journal":{"name":"Brain : a journal of neurology","volume":" ","pages":"2910-2919"},"PeriodicalIF":14.5,"publicationDate":"2022-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/14/36/awab453.PMC9486888.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39599890","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Targeting enkephalins and pituitary adenylate cyclase-activating polypeptide (PACAP) in migraine. 偏头痛的脑啡肽和垂体腺苷酸环化酶激活多肽(PACAP)。
IF 14.5 Pub Date : 2022-08-27 DOI: 10.1093/brain/awac260
Messoud Ashina
modulating PACAP-38-induced hypersensitivity between the RAMP1 deficient and wild-type mice. Furthermore, the humanized monoclonal CGRP antibody (ALD405) did not prevent PACAP-38-induced hypersensitivity in wild-type mice. In addition, the study found that the TRPA1 channel was not involved in PACAP-38-induced hypersensitivity. Interestingly, GTN hypersensitivity is dependent on RAMP1 and TRPA1. Finally, the study showed that a non-selective K ATP channel inhibitor glibenclamide partially inhibited PACAP-38-induced hypersensitivity. These results contrast with human data showing that glibenclamide did not attenuate PACAP-38-induced headache and haemodynamic changes in healthy volunteers, 9 but the potency of glibenclamide on the rele-vant subtype K ATP channel is probably too small in humans. Together, both studies provide new data supporting the possible use of delta opioid agonists and anti-PACAP drugs in migraine treatment. More studies in humans are needed to assess the safety and risk of addiction to delta opioids. Monoclonal PAC 1 receptor antibody failed in a proof-of-concept study for migraine prevention, 10 and two ongoing randomized clinical trials on the efficacy, safety and tolerability of monoclonal antibodies designed to target PACAP (ClinicalTrials.gov NCT04498910; ClinicalTrials.gov Identifier: NCT05133323) will reveal whether targeting PACAP-signalling is effective for migraine prevention.
{"title":"Targeting enkephalins and pituitary adenylate cyclase-activating polypeptide (PACAP) in migraine.","authors":"Messoud Ashina","doi":"10.1093/brain/awac260","DOIUrl":"https://doi.org/10.1093/brain/awac260","url":null,"abstract":"modulating PACAP-38-induced hypersensitivity between the RAMP1 deficient and wild-type mice. Furthermore, the humanized monoclonal CGRP antibody (ALD405) did not prevent PACAP-38-induced hypersensitivity in wild-type mice. In addition, the study found that the TRPA1 channel was not involved in PACAP-38-induced hypersensitivity. Interestingly, GTN hypersensitivity is dependent on RAMP1 and TRPA1. Finally, the study showed that a non-selective K ATP channel inhibitor glibenclamide partially inhibited PACAP-38-induced hypersensitivity. These results contrast with human data showing that glibenclamide did not attenuate PACAP-38-induced headache and haemodynamic changes in healthy volunteers, 9 but the potency of glibenclamide on the rele-vant subtype K ATP channel is probably too small in humans. Together, both studies provide new data supporting the possible use of delta opioid agonists and anti-PACAP drugs in migraine treatment. More studies in humans are needed to assess the safety and risk of addiction to delta opioids. Monoclonal PAC 1 receptor antibody failed in a proof-of-concept study for migraine prevention, 10 and two ongoing randomized clinical trials on the efficacy, safety and tolerability of monoclonal antibodies designed to target PACAP (ClinicalTrials.gov NCT04498910; ClinicalTrials.gov Identifier: NCT05133323) will reveal whether targeting PACAP-signalling is effective for migraine prevention.","PeriodicalId":121505,"journal":{"name":"Brain : a journal of neurology","volume":" ","pages":"2619-2620"},"PeriodicalIF":14.5,"publicationDate":"2022-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/1e/4e/awac260.PMC9420013.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40447117","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Glymphatic system impairment in multiple sclerosis: relation with brain damage and disability. 多发性硬化症的淋巴系统损害:与脑损伤和残疾的关系。
IF 14.5 Pub Date : 2022-08-27 DOI: 10.1093/brain/awab454
Antonio Carotenuto, Laura Cacciaguerra, Elisabetta Pagani, Paolo Preziosa, Massimo Filippi, Maria A Rocca
<p><p>Recent evidence has shown the existence of a CNS 'waste clearance' system, defined as the glymphatic system. Glymphatic abnormalities have been described in several neurodegenerative conditions, including Alzheimer's and Parkinson's disease. Glymphatic function has not been thoroughly explored in multiple sclerosis, where neurodegenerative processes are intermingled with inflammatory processes. We aimed to investigate glymphatic system function in multiple sclerosis and to evaluate its association with clinical disability, disease course, demyelination and neurodegeneration, quantified using different MRI techniques. In this retrospective study, we enrolled 71 multiple sclerosis patients (49 relapsing-remitting and 22 progressive multiple sclerosis) and 32 age- and sex-matched healthy control subjects. All subjects underwent neurological and MRI assessment including high-resolution T1, T2 and double inversion recovery sequences, diffusion and susceptibility weighted imaging. We calculated the diffusion along perivascular space index, a proxy for glymphatic function, cortical and deep grey matter volume, white and cortical grey matter lesion volume and normal-appearing white matter microstructural damage. Multiple sclerosis patients showed an overall lower diffusion along perivascular space index versus healthy controls (estimated mean difference: -0.09, P = 0.01). Both relapsing-remitting and progressive multiple sclerosis patients had lower diffusion along perivascular space index versus healthy controls (estimated mean difference: -0.06, P = 0.04 for relapsing-remitting and -0.19, P = 0.001 for progressive multiple sclerosis patients). Progressive multiple sclerosis patients showed lower diffusion along perivascular space index versus relapsing-remitting multiple sclerosis patients (estimated mean difference: -0.09, P = 0.03). In multiple sclerosis patients, lower diffusion along perivascular space index was associated with more severe clinical disability (r = -0.45, P = 0.001) and longer disease duration (r = -0.37, P = 0.002). Interestingly, we detected a negative association between diffusion along perivascular space index and disease duration in the first 4.13 years of the disease course (r = -0.38, P = 0.04) without any association thereafter (up to 34 years of disease duration). Lower diffusion along perivascular space index was associated with higher white (r = -0.36, P = 0.003) and cortical (r = -0.41, P = 0.001) lesion volume, more severe cortical (r = 0.30, P = 0.007) and deep (r = 0.42, P = 0.001) grey matter atrophy, reduced fractional anisotropy (r = 0.42, P = 0.001) and increased mean diffusivity (r = -0.45, P = 0.001) in the normal-appearing white matter. Our results suggest that the glymphatic system is impaired in multiple sclerosis, especially in progressive stages. Impaired glymphatic function was associated with measures of both demyelination and neurodegeneration and reflects a more severe clinical disability. These f
最近的证据表明中枢神经系统存在“废物清除”系统,定义为淋巴系统。在一些神经退行性疾病中,包括阿尔茨海默病和帕金森病,已经描述了淋巴异常。在多发性硬化症中,神经退行性过程与炎症过程交织在一起,淋巴功能尚未得到彻底的探讨。我们的目的是研究多发性硬化症的淋巴系统功能,并评估其与临床残疾、病程、脱髓鞘和神经退行性变的关系,使用不同的MRI技术进行量化。在这项回顾性研究中,我们招募了71名多发性硬化症患者(49名复发缓解型多发性硬化症患者和22名进行性多发性硬化症患者)和32名年龄和性别匹配的健康对照组。所有受试者接受神经学和MRI评估,包括高分辨率T1、T2和双反转恢复序列、扩散和敏感性加权成像。我们计算了沿血管周围空间扩散指数(代表淋巴功能)、皮层和深部灰质体积、白质和皮层灰质病变体积以及正常白质微结构损伤。与健康对照相比,多发性硬化症患者沿血管周围空间指数的扩散总体较低(估计平均差异:-0.09,P = 0.01)。与健康对照相比,复发缓解型和进行性多发性硬化症患者沿血管周围空间指数的扩散都较低(估计平均差异:复发缓解型患者为-0.06,P = 0.04,进行性多发性硬化症患者为-0.19,P = 0.001)。进展性多发性硬化症患者与复发缓解型多发性硬化症患者相比,沿血管周围空间指数的扩散较低(估计平均差异:-0.09,P = 0.03)。在多发性硬化症患者中,沿血管周围空间指数较低的弥散与更严重的临床残疾(r = -0.45, P = 0.001)和更长的病程(r = -0.37, P = 0.002)相关。有趣的是,我们发现在疾病病程的前4.13年,沿血管周围空间指数的扩散与疾病病程呈负相关(r = -0.38, P = 0.04),此后(长达34年的疾病病程)没有任何关联。沿血管周围空间指数的低弥散与较高的白质(r = -0.36, P = 0.003)和皮质(r = -0.41, P = 0.001)病变体积、更严重的皮质(r = 0.30, P = 0.007)和深部(r = 0.42, P = 0.001)灰质萎缩、分数各向异性降低(r = 0.42, P = 0.001)和正常白质平均弥散性增加(r = -0.45, P = 0.001)相关。我们的研究结果表明,多发性硬化症的淋巴系统受损,特别是在进展阶段。淋巴功能受损与脱髓鞘和神经退行性变有关,反映了更严重的临床残疾。这些发现提示淋巴损伤可能是多发性硬化症的病理机制。该疾病与其他病理底物的动态相互作用值得进一步研究。
{"title":"Glymphatic system impairment in multiple sclerosis: relation with brain damage and disability.","authors":"Antonio Carotenuto,&nbsp;Laura Cacciaguerra,&nbsp;Elisabetta Pagani,&nbsp;Paolo Preziosa,&nbsp;Massimo Filippi,&nbsp;Maria A Rocca","doi":"10.1093/brain/awab454","DOIUrl":"https://doi.org/10.1093/brain/awab454","url":null,"abstract":"&lt;p&gt;&lt;p&gt;Recent evidence has shown the existence of a CNS 'waste clearance' system, defined as the glymphatic system. Glymphatic abnormalities have been described in several neurodegenerative conditions, including Alzheimer's and Parkinson's disease. Glymphatic function has not been thoroughly explored in multiple sclerosis, where neurodegenerative processes are intermingled with inflammatory processes. We aimed to investigate glymphatic system function in multiple sclerosis and to evaluate its association with clinical disability, disease course, demyelination and neurodegeneration, quantified using different MRI techniques. In this retrospective study, we enrolled 71 multiple sclerosis patients (49 relapsing-remitting and 22 progressive multiple sclerosis) and 32 age- and sex-matched healthy control subjects. All subjects underwent neurological and MRI assessment including high-resolution T1, T2 and double inversion recovery sequences, diffusion and susceptibility weighted imaging. We calculated the diffusion along perivascular space index, a proxy for glymphatic function, cortical and deep grey matter volume, white and cortical grey matter lesion volume and normal-appearing white matter microstructural damage. Multiple sclerosis patients showed an overall lower diffusion along perivascular space index versus healthy controls (estimated mean difference: -0.09, P = 0.01). Both relapsing-remitting and progressive multiple sclerosis patients had lower diffusion along perivascular space index versus healthy controls (estimated mean difference: -0.06, P = 0.04 for relapsing-remitting and -0.19, P = 0.001 for progressive multiple sclerosis patients). Progressive multiple sclerosis patients showed lower diffusion along perivascular space index versus relapsing-remitting multiple sclerosis patients (estimated mean difference: -0.09, P = 0.03). In multiple sclerosis patients, lower diffusion along perivascular space index was associated with more severe clinical disability (r = -0.45, P = 0.001) and longer disease duration (r = -0.37, P = 0.002). Interestingly, we detected a negative association between diffusion along perivascular space index and disease duration in the first 4.13 years of the disease course (r = -0.38, P = 0.04) without any association thereafter (up to 34 years of disease duration). Lower diffusion along perivascular space index was associated with higher white (r = -0.36, P = 0.003) and cortical (r = -0.41, P = 0.001) lesion volume, more severe cortical (r = 0.30, P = 0.007) and deep (r = 0.42, P = 0.001) grey matter atrophy, reduced fractional anisotropy (r = 0.42, P = 0.001) and increased mean diffusivity (r = -0.45, P = 0.001) in the normal-appearing white matter. Our results suggest that the glymphatic system is impaired in multiple sclerosis, especially in progressive stages. Impaired glymphatic function was associated with measures of both demyelination and neurodegeneration and reflects a more severe clinical disability. These f","PeriodicalId":121505,"journal":{"name":"Brain : a journal of neurology","volume":" ","pages":"2785-2795"},"PeriodicalIF":14.5,"publicationDate":"2022-08-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39735690","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 27
期刊
Brain : a journal of neurology
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