Brain atrophy in prodromal synucleinopathy is shaped by structural connectivity and gene expression

S. Rahayel, C. Tremblay, A. Vo, Ying-Qiu Zheng, S. Lehéricy, I. Arnulf, M. Vidailhet, J. Corvol, J. Gagnon, R. Postuma, J. Montplaisir, S. Lewis, E. Matar, K. E. Ehgoetz Martens, P. Borghammer, K. Knudsen, A. Hansen, O. Monchi, B. Mišić, A. Dagher
{"title":"Brain atrophy in prodromal synucleinopathy is shaped by structural connectivity and gene expression","authors":"S. Rahayel, C. Tremblay, A. Vo, Ying-Qiu Zheng, S. Lehéricy, I. Arnulf, M. Vidailhet, J. Corvol, J. Gagnon, R. Postuma, J. Montplaisir, S. Lewis, E. Matar, K. E. Ehgoetz Martens, P. Borghammer, K. Knudsen, A. Hansen, O. Monchi, B. Mišić, A. Dagher","doi":"10.1101/2021.12.27.21268442","DOIUrl":null,"url":null,"abstract":"Isolated REM sleep behaviour disorder (iRBD) is a synucleinopathy characterized by abnormal behaviours and vocalizations during REM sleep. Most iRBD patients develop dementia with Lewy bodies, Parkinson's disease, or multiple system atrophy over time. Patients with iRBD exhibit brain atrophy patterns that are reminiscent of those observed in overt synucleinopathies. However, the mechanisms linking brain atrophy to the underlying alpha-synuclein pathophysiology are poorly understood. Our objective was to investigate how the prion-like and regional vulnerability hypotheses of alpha-synuclein might explain brain atrophy in iRBD. Using a multicentric cohort of 182 polysomnography-confirmed iRBD patients who underwent T1-weighted MRI, we performed vertex-based cortical surface and deformation-based morphometry analyses to quantify brain atrophy in patients (67.8 years, 84% men) and 261 healthy controls (66.2 years, 75%) and investigated the morphological correlates of motor and cognitive functioning in iRBD. Next, we applied the agent-based Susceptible-Infected-Removed model (i.e., a computational model that simulates in silico the spread of pathologic alpha-synuclein based on structural connectivity and gene expression) and tested if it recreated atrophy in iRBD by statistically comparing simulated regional brain atrophy to the atrophy observed in patients. The impact of SNCA and GBA gene expression and brain connectivity was then evaluated by comparing the model fit to the one obtained in null models where either gene expression or connectivity was randomized. The results showed that iRBD patients present with cortical thinning and tissue deformation, which correlated with motor and cognitive functioning. Next, we found that the atrophy simulated based on brain connectivity and gene expression recreated cortical thinning (r=0.51, p=0.0007) and tissue deformation (r=0.52, p=0.0005) in patients, and that the connectome's architecture along with SNCA and GBA gene expression contributed to shaping atrophy in iRBD. We further demonstrated that the full agent-based model performed better than network measures or gene expression alone in recreating the atrophy pattern in iRBD. In summary, atrophy in iRBD is extensive, correlates with motor and cognitive functioning, and can be recreated using the dynamics of agent-based modelling, structural connectivity, and gene expression. These findings support the concepts that both prion-like spread and regional susceptibility account for the atrophy observed in prodromal synucleinopathies. Therefore, the agent-based Susceptible-Infected-Removed model may be a useful tool for testing hypotheses underlying neurodegenerative diseases and new therapies aimed at slowing or stopping the spread of alpha-synuclein pathology.","PeriodicalId":121505,"journal":{"name":"Brain : a journal of neurology","volume":"23 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-12-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"10","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Brain : a journal of neurology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1101/2021.12.27.21268442","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 10

Abstract

Isolated REM sleep behaviour disorder (iRBD) is a synucleinopathy characterized by abnormal behaviours and vocalizations during REM sleep. Most iRBD patients develop dementia with Lewy bodies, Parkinson's disease, or multiple system atrophy over time. Patients with iRBD exhibit brain atrophy patterns that are reminiscent of those observed in overt synucleinopathies. However, the mechanisms linking brain atrophy to the underlying alpha-synuclein pathophysiology are poorly understood. Our objective was to investigate how the prion-like and regional vulnerability hypotheses of alpha-synuclein might explain brain atrophy in iRBD. Using a multicentric cohort of 182 polysomnography-confirmed iRBD patients who underwent T1-weighted MRI, we performed vertex-based cortical surface and deformation-based morphometry analyses to quantify brain atrophy in patients (67.8 years, 84% men) and 261 healthy controls (66.2 years, 75%) and investigated the morphological correlates of motor and cognitive functioning in iRBD. Next, we applied the agent-based Susceptible-Infected-Removed model (i.e., a computational model that simulates in silico the spread of pathologic alpha-synuclein based on structural connectivity and gene expression) and tested if it recreated atrophy in iRBD by statistically comparing simulated regional brain atrophy to the atrophy observed in patients. The impact of SNCA and GBA gene expression and brain connectivity was then evaluated by comparing the model fit to the one obtained in null models where either gene expression or connectivity was randomized. The results showed that iRBD patients present with cortical thinning and tissue deformation, which correlated with motor and cognitive functioning. Next, we found that the atrophy simulated based on brain connectivity and gene expression recreated cortical thinning (r=0.51, p=0.0007) and tissue deformation (r=0.52, p=0.0005) in patients, and that the connectome's architecture along with SNCA and GBA gene expression contributed to shaping atrophy in iRBD. We further demonstrated that the full agent-based model performed better than network measures or gene expression alone in recreating the atrophy pattern in iRBD. In summary, atrophy in iRBD is extensive, correlates with motor and cognitive functioning, and can be recreated using the dynamics of agent-based modelling, structural connectivity, and gene expression. These findings support the concepts that both prion-like spread and regional susceptibility account for the atrophy observed in prodromal synucleinopathies. Therefore, the agent-based Susceptible-Infected-Removed model may be a useful tool for testing hypotheses underlying neurodegenerative diseases and new therapies aimed at slowing or stopping the spread of alpha-synuclein pathology.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
前驱突触核蛋白病的脑萎缩是由结构连通性和基因表达形成的
孤立性快速眼动睡眠行为障碍(iRBD)是一种以快速眼动睡眠中异常行为和发声为特征的突触核蛋白病。随着时间的推移,大多数iRBD患者会发展为路易体痴呆、帕金森病或多系统萎缩。iRBD患者表现出脑萎缩模式,与明显的突触核蛋白病患者相似。然而,将脑萎缩与潜在的α -突触核蛋白病理生理联系起来的机制尚不清楚。我们的目的是研究α -突触核蛋白的朊病毒样和区域易损性假说如何解释iRBD中的脑萎缩。我们对182名接受t1加权MRI检查的多睡眠图确诊的iRBD患者进行了多中心队列研究,对患者(67.8岁,84%男性)和261名健康对照(66.2岁,75%)进行了基于顶点的皮质表面和基于变形的形态学分析,以量化脑萎缩,并研究了iRBD中运动和认知功能的形态学相关性。接下来,我们应用了基于药物的易感-感染-移除模型(即,一种基于结构连通性和基因表达模拟病理性α -突触核蛋白扩散的计算机模型),并通过统计比较模拟的区域脑萎缩与患者观察到的脑萎缩,来测试它是否在iRBD中重现萎缩。然后,通过将模型拟合结果与基因表达或连通性随机化的零模型进行比较,评估SNCA和GBA基因表达和大脑连通性的影响。结果显示,iRBD患者存在皮层变薄和组织变形,这与运动和认知功能相关。接下来,我们发现基于脑连接和基因表达模拟的萎缩在患者中重现了皮质变薄(r=0.51, p=0.0007)和组织变形(r=0.52, p=0.0005),并且连接组的结构以及SNCA和GBA基因表达有助于形成iRBD中的萎缩。我们进一步证明,在重建iRBD的萎缩模式方面,完全基于代理的模型比网络测量或单独的基因表达表现更好。总之,iRBD的萎缩是广泛的,与运动和认知功能相关,并且可以使用基于主体的建模、结构连接和基因表达的动态来重建。这些发现支持了朊病毒样扩散和区域易感性导致前驱突触核病中观察到的萎缩的概念。因此,基于药物的易感-感染-去除模型可能是一个有用的工具,用于测试神经退行性疾病的假设和旨在减缓或阻止α -突触核蛋白病理扩散的新疗法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
相关文献
Single-Site Laparoscopy and Robotic Surgery in Pediatric Urology.
IF 2.6 2区 医学Current Urology ReportsPub Date : 2018-04-17 DOI: 10.1007/s11934-018-0794-z
Diana K Bowen, Jason P Van Batavia, Arun K Srinivasan
Comparison of robotic assistance and laparoscopy for pediatric choledochal cyst: advantages of robotic assistance.
IF 1.5 3区 医学Pediatric Surgery InternationalPub Date : 2023-11-21 DOI: 10.1007/s00383-023-05588-7
Shunsuke Yamada, Hiroyuki Koga, Shogo Seo, Takanori Ochi, Souichi Shibuya, Yuta Yazaki, Masahiro Takeda, Naho Fujiwara, Geoffrey J Lane, Atsuyuki Yamataka
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Vaccination with structurally modified fungal protein fibrils: a new treatment for synucleinopathies? Serum GFAP levels correlate with astrocyte reactivity, post-mortem brain atrophy and neurofibrillary tangles. Biallelic truncating variants in PACSIN3 cause childhood-onset myopathy with hyperCKaemia. Blood GFAP reflects astrocyte reactivity to Alzheimer's pathology in post-mortem brain tissue. Correction to: Disrupted daily activity/rest cycles in relation to daily cortisol rhythms of home-dwelling patients with early Alzheimer's dementia.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1