Comprehensive Bioinformatics Analysis Reveals Molecular Signatures and Potential Caloric Restriction Mimetics with Neuroprotective Effects: Validation in an In Vitro Stroke Model

IF 2.8 4区 医学 Q3 BIOCHEMISTRY & MOLECULAR BIOLOGY
Navami Krishna, Neelakandan Annamalai Ramalakshmi, Rajanikant Golgodu Krishnamurthy
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引用次数: 0

Abstract

Caloric restriction (CR) is a dietary intervention that reduces calorie intake without inducing malnutrition, demonstrating lifespan-extending effects in preclinical studies and some human trials, along with potential benefits in ameliorating age-related ailments. Caloric restriction mimetics (CRMs) are compounds mimicking CR effects, offering a potential therapeutic avenue for age-related diseases. This study explores the potential protective effects of CR on the brain neocortex (GSE11291) and the identification of CRMs using integrative bioinformatics and systems biology approaches. Our findings indicate that long-term CR activates cellular pathways improving mitochondrial function, enhancing antioxidant capacity, and reducing inflammation, potentially providing neuroprotection. The key signaling pathways enriched in our study include PPAR, mTOR, FoxO, AMPK, and Notch signaling pathways, which are crucial regulators of metabolism, cellular stress response, neuroprotection, and longevity. We identify key signaling molecules and molecular mechanisms associated with CR, including transcription factors, kinase regulators, and microRNAs linked to differentially expressed genes. Furthermore, potential CRMs such as rapamycin, replicating CR-related health benefits, are identified. Additionally, machine learning models were developed to classify small molecules based on their CNS activity and anti-inflammatory properties. As a proof of concept, we have demonstrated the ischemic neuroprotective effects of two top-ranked candidate reference molecules (CRMs) using the oxygen–glucose deprivation (OGD) model, an established in vitro stroke model. However, further investigations are essential to fully elucidate the therapeutic potential of these CRMs. In summary, our study suggests that long-term CR entails protective mechanisms preserving and safeguarding neuronal function, potentially impacting the treatment of age-related neurological diseases. Moreover, our findings contribute to the identification of potential genes and regulatory molecules involved in CR, along with potential CRMs, providing a promising foundation for future research in the field of neurological disorder treatment.

Graphical Abstract

Abstract Image

综合生物信息学分析揭示了具有神经保护作用的分子特征和潜在的热量限制模拟物:在体外卒中模型中验证
热量限制(CR)是一种饮食干预,在不引起营养不良的情况下减少热量摄入,在临床前研究和一些人体试验中显示出延长寿命的效果,同时在改善与年龄有关的疾病方面具有潜在的益处。热量限制模拟物(CRMs)是一种模拟CR效应的化合物,为年龄相关疾病提供了潜在的治疗途径。本研究探讨了CR对大脑新皮层(GSE11291)的潜在保护作用,并利用综合生物信息学和系统生物学方法鉴定了CR。我们的研究结果表明,长期CR激活细胞通路,改善线粒体功能,增强抗氧化能力,减少炎症,潜在地提供神经保护。在我们的研究中丰富的关键信号通路包括PPAR、mTOR、FoxO、AMPK和Notch信号通路,它们是代谢、细胞应激反应、神经保护和寿命的重要调节因子。我们确定了与CR相关的关键信号分子和分子机制,包括转录因子、激酶调节因子和与差异表达基因相关的microrna。此外,还确定了潜在的crm,如雷帕霉素,可复制cr相关的健康益处。此外,他们还开发了机器学习模型,根据小分子的中枢神经系统活性和抗炎特性对它们进行分类。为了证明这一概念,我们利用体外卒中模型氧葡萄糖剥夺(OGD)模型证明了两种顶级候选参考分子(CRMs)的缺血性神经保护作用。然而,进一步的研究是必要的,以充分阐明这些crm的治疗潜力。总之,我们的研究表明,长期CR具有保存和保护神经元功能的保护机制,可能影响与年龄相关的神经系统疾病的治疗。此外,我们的发现有助于识别与CR相关的潜在基因和调控分子,以及潜在的CRMs,为未来神经系统疾病治疗领域的研究提供了有希望的基础。图形抽象
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来源期刊
Journal of Molecular Neuroscience
Journal of Molecular Neuroscience 医学-神经科学
CiteScore
6.60
自引率
3.20%
发文量
142
审稿时长
1 months
期刊介绍: The Journal of Molecular Neuroscience is committed to the rapid publication of original findings that increase our understanding of the molecular structure, function, and development of the nervous system. The criteria for acceptance of manuscripts will be scientific excellence, originality, and relevance to the field of molecular neuroscience. Manuscripts with clinical relevance are especially encouraged since the journal seeks to provide a means for accelerating the progression of basic research findings toward clinical utilization. All experiments described in the Journal of Molecular Neuroscience that involve the use of animal or human subjects must have been approved by the appropriate institutional review committee and conform to accepted ethical standards.
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