A Computational Approach to Identify Novel Protein Targets Uncovers New Potential Mechanisms of Action of Mirtazapine S(+) and R(−) Enantiomers in Rett Syndrome

IF 4 3区 医学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY
Ottavia Maria Roggero, Nicolò Gualandi, Viviana Ciraci, Vittoria Berutto, Emanuele Carosati, Enrico Tongiorgi
{"title":"A Computational Approach to Identify Novel Protein Targets Uncovers New Potential Mechanisms of Action of Mirtazapine S(+) and R(−) Enantiomers in Rett Syndrome","authors":"Ottavia Maria Roggero,&nbsp;Nicolò Gualandi,&nbsp;Viviana Ciraci,&nbsp;Vittoria Berutto,&nbsp;Emanuele Carosati,&nbsp;Enrico Tongiorgi","doi":"10.1111/jnc.70093","DOIUrl":null,"url":null,"abstract":"<p>Rett syndrome (RTT) is a progressive neurodevelopmental disorder that affects approximately 1:10000 newborn girls and is primarily caused by mutations in the X-linked gene <i>MECP2</i>. Due to reduced brain monoamine levels in RTT, antidepressants have been explored as potential therapies. In previous studies, we demonstrated that the antidepressant mirtazapine (MTZ) alleviates symptoms in <i>Mecp2</i>-mutant mice and RTT adult patients. However, the mechanism of action of MTZ, a racemic mixture that binds to multiple receptors, remains unclear. This study introduces a computational approach to screen the “human pocketome,” comprising over 25 K ligand-bound pockets derived from more than 210 K human protein structures available in the RCSB Protein Data Bank, aiming to identify binding pockets with high affinity for each MTZ enantiomer. Novelty concerns the approach to compare the two enantiomers of MTZ to other drugs experimentally determined as inactive for RTT. This approach introduces a new metric, the ZZscore, which ranks tested proteins and pockets based on their degree of interaction with the tested drugs. This enables the identification of potential drug-protein interactions relevant to the disease and/or phenotypic traits under study. Initial relaxed settings and thresholds parameters suggested over 30 potential targets, among which the RASH/SOS1 complex, but in vitro experiments on cultured hippocampal neurons from <i>Mecp2</i>-KO mice excluded any MTZ effect on it. Thus, we refined the procedure with more stringent parameters and identified 16 protein targets for <i>S</i>(+)MTZ and 14 for <i>R</i>(−)MTZ, with 5 common targets. Pathway enrichment analysis revealed 25 pathways for <i>S</i>(+)MTZ and 24 for <i>R</i>(−)MTZ, with 11 common pathways, many related to MeCP2 functions disrupted in RTT, such as epigenetic chromatin regulation, intracellular signaling, energy metabolism, cholesterol and lipid metabolism, and catecholamine biosynthesis. Overall, the presented computational modeling strategy for target identification allowed us to hypothesize new mechanisms of action for the two MTZ enantiomers.\n\n <figure>\n <div><picture>\n <source></source></picture><p></p>\n </div>\n </figure>\n </p>","PeriodicalId":16527,"journal":{"name":"Journal of Neurochemistry","volume":"169 5","pages":""},"PeriodicalIF":4.0000,"publicationDate":"2025-05-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1111/jnc.70093","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Neurochemistry","FirstCategoryId":"3","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1111/jnc.70093","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BIOCHEMISTRY & MOLECULAR BIOLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Rett syndrome (RTT) is a progressive neurodevelopmental disorder that affects approximately 1:10000 newborn girls and is primarily caused by mutations in the X-linked gene MECP2. Due to reduced brain monoamine levels in RTT, antidepressants have been explored as potential therapies. In previous studies, we demonstrated that the antidepressant mirtazapine (MTZ) alleviates symptoms in Mecp2-mutant mice and RTT adult patients. However, the mechanism of action of MTZ, a racemic mixture that binds to multiple receptors, remains unclear. This study introduces a computational approach to screen the “human pocketome,” comprising over 25 K ligand-bound pockets derived from more than 210 K human protein structures available in the RCSB Protein Data Bank, aiming to identify binding pockets with high affinity for each MTZ enantiomer. Novelty concerns the approach to compare the two enantiomers of MTZ to other drugs experimentally determined as inactive for RTT. This approach introduces a new metric, the ZZscore, which ranks tested proteins and pockets based on their degree of interaction with the tested drugs. This enables the identification of potential drug-protein interactions relevant to the disease and/or phenotypic traits under study. Initial relaxed settings and thresholds parameters suggested over 30 potential targets, among which the RASH/SOS1 complex, but in vitro experiments on cultured hippocampal neurons from Mecp2-KO mice excluded any MTZ effect on it. Thus, we refined the procedure with more stringent parameters and identified 16 protein targets for S(+)MTZ and 14 for R(−)MTZ, with 5 common targets. Pathway enrichment analysis revealed 25 pathways for S(+)MTZ and 24 for R(−)MTZ, with 11 common pathways, many related to MeCP2 functions disrupted in RTT, such as epigenetic chromatin regulation, intracellular signaling, energy metabolism, cholesterol and lipid metabolism, and catecholamine biosynthesis. Overall, the presented computational modeling strategy for target identification allowed us to hypothesize new mechanisms of action for the two MTZ enantiomers.

Abstract Image

一种识别新蛋白靶点的计算方法揭示了米氮平S(+)和R(−)对映体在Rett综合征中的新的潜在作用机制
Rett综合征(RTT)是一种进行性神经发育障碍,影响约1:10000新生女孩,主要由x连锁基因MECP2突变引起。由于RTT降低了大脑单胺水平,抗抑郁药已被探索作为潜在的治疗方法。在之前的研究中,我们证明了抗抑郁药米氮平(MTZ)可以缓解mecp2突变小鼠和RTT成年患者的症状。然而,MTZ是一种结合多种受体的外消旋混合物,其作用机制尚不清楚。本研究引入了一种计算方法来筛选“人类口袋组”,包括来自RCSB蛋白质数据库中超过210 K的人类蛋白质结构的超过25 K配体结合口袋,旨在识别对每个MTZ对映体具有高亲和力的结合口袋。将MTZ的两种对映体与其他实验确定对RTT无活性的药物进行比较的方法具有新颖性。这种方法引入了一种新的度量,即ZZscore,它根据与被测药物相互作用的程度对被测蛋白质和口袋进行排名。这使得鉴定与所研究的疾病和/或表型性状相关的潜在药物-蛋白质相互作用成为可能。初始宽松设置和阈值参数提示超过30个潜在靶点,其中包括RASH/SOS1复合体,但体外培养Mecp2-KO小鼠海马神经元实验排除了MTZ对其的影响。因此,我们用更严格的参数改进了程序,鉴定了S(+)MTZ的16个蛋白靶点和R(-)MTZ的14个蛋白靶点,其中有5个共同靶点。途径富集分析发现S(+)MTZ有25条通路,R(−)MTZ有24条通路,其中有11条共同通路,其中许多与MeCP2功能有关,如表观遗传染色质调节、细胞内信号传导、能量代谢、胆固醇和脂质代谢以及儿茶酚胺生物合成。总的来说,提出的目标识别的计算建模策略使我们能够假设两种MTZ对映体的新作用机制。
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 求助全文
来源期刊
Journal of Neurochemistry
Journal of Neurochemistry 医学-神经科学
CiteScore
9.30
自引率
2.10%
发文量
181
审稿时长
2.2 months
期刊介绍: Journal of Neurochemistry focuses on molecular, cellular and biochemical aspects of the nervous system, the pathogenesis of neurological disorders and the development of disease specific biomarkers. It is devoted to the prompt publication of original findings of the highest scientific priority and value that provide novel mechanistic insights, represent a clear advance over previous studies and have the potential to generate exciting future research.
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信