A multi-layered network model identifies Akt1 as a common modulator of neurodegeneration.

IF 8.5 1区 生物学 Q1 BIOCHEMISTRY & MOLECULAR BIOLOGY Molecular Systems Biology Pub Date : 2023-12-06 Epub Date: 2023-11-20 DOI:10.15252/msb.202311801
Dokyun Na, Do-Hwan Lim, Jae-Sang Hong, Hyang-Mi Lee, Daeahn Cho, Myeong-Sang Yu, Bilal Shaker, Jun Ren, Bomi Lee, Jae Gwang Song, Yuna Oh, Kyungeun Lee, Kwang-Seok Oh, Mi Young Lee, Min-Seok Choi, Han Saem Choi, Yang-Hee Kim, Jennifer M Bui, Kangseok Lee, Hyung Wook Kim, Young Sik Lee, Jörg Gsponer
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Abstract

The accumulation of misfolded and aggregated proteins is a hallmark of neurodegenerative proteinopathies. Although multiple genetic loci have been associated with specific neurodegenerative diseases (NDs), molecular mechanisms that may have a broader relevance for most or all proteinopathies remain poorly resolved. In this study, we developed a multi-layered network expansion (MLnet) model to predict protein modifiers that are common to a group of diseases and, therefore, may have broader pathophysiological relevance for that group. When applied to the four NDs Alzheimer's disease (AD), Huntington's disease, and spinocerebellar ataxia types 1 and 3, we predicted multiple members of the insulin pathway, including PDK1, Akt1, InR, and sgg (GSK-3β), as common modifiers. We validated these modifiers with the help of four Drosophila ND models. Further evaluation of Akt1 in human cell-based ND models revealed that activation of Akt1 signaling by the small molecule SC79 increased cell viability in all models. Moreover, treatment of AD model mice with SC79 enhanced their long-term memory and ameliorated dysregulated anxiety levels, which are commonly affected in AD patients. These findings validate MLnet as a valuable tool to uncover molecular pathways and proteins involved in the pathophysiology of entire disease groups and identify potential therapeutic targets that have relevance across disease boundaries. MLnet can be used for any group of diseases and is available as a web tool at http://ssbio.cau.ac.kr/software/mlnet.

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多层网络模型确定Akt1是神经退行性变的共同调节剂。
错误折叠和聚集蛋白的积累是神经退行性蛋白病的标志。尽管多个遗传位点与特定的神经退行性疾病(NDs)相关,但可能与大多数或所有蛋白质病变具有更广泛相关性的分子机制仍未得到充分解决。在这项研究中,我们开发了一个多层网络扩展(MLnet)模型来预测一组疾病中常见的蛋白质修饰剂,因此可能对该组具有更广泛的病理生理相关性。当应用于四种NDs阿尔茨海默病(AD)、亨廷顿病和脊髓小脑性共济失调1型和3型时,我们预测了胰岛素通路的多个成员,包括PDK1、Akt1、InR和sgg (GSK-3β),作为常见的修饰因子。我们在四个果蝇ND模型的帮助下验证了这些修饰符。在基于人类细胞的ND模型中对Akt1的进一步评估显示,小分子SC79激活Akt1信号传导可以提高所有模型中的细胞活力。此外,用SC79治疗AD模型小鼠增强了它们的长期记忆,并改善了AD患者常见的焦虑失调水平。这些发现证实了MLnet是一种有价值的工具,可以揭示参与整个疾病群体病理生理学的分子途径和蛋白质,并确定具有跨疾病边界相关性的潜在治疗靶点。MLnet可用于任何一组疾病,并可在http://ssbio.cau.ac.kr/software/mlnet上作为网络工具获得。
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来源期刊
Molecular Systems Biology
Molecular Systems Biology 生物-生化与分子生物学
CiteScore
18.50
自引率
1.00%
发文量
62
审稿时长
6-12 weeks
期刊介绍: Systems biology is a field that aims to understand complex biological systems by studying their components and how they interact. It is an integrative discipline that seeks to explain the properties and behavior of these systems. Molecular Systems Biology is a scholarly journal that publishes top-notch research in the areas of systems biology, synthetic biology, and systems medicine. It is an open access journal, meaning that its content is freely available to readers, and it is peer-reviewed to ensure the quality of the published work.
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