Demystifying the influence of ferroptosis on Alzheimer’s and Parkinson’s diseases: A network and systems biology approach

Deepyaman Das, C. Munshi, Kalpesh Jas, Sourish Pramanik
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Abstract

Research into the pathophysiology of Alzheimer’s disease (AD) and Parkinson’s disease (PD) has spanned decades, unraveling deregulated signaling cascades in these diseases. Recently, the discovery of the link between ferroptosis and neurodegeneration has opened new avenues for neurodegenerative disease research. Despite this, the key players in the ferroptotic pathway potentially governing the progression of neurodegenerative disease remain unidentified. Thus, in the present study, we reconstructed two protein–protein interaction networks (PPINs) for AD and PD with their respective differentially expressed genes from post-mortem tissues and identified 21 highly connected clusters within the AD PPIN and 17 clusters within the PD PPIN. Then, we identified 8 ferroptotic transcription factors (FerrTFs) that regulate hub genes from the 7 deregulated clusters of AD and 6 FerrTFs from the 4 deregulated clusters of PD. Functional enrichment analysis of these clusters revealed impairment in important neurological functions. Finally, we identified 681 drugs with potential therapeutic effects against the 8 FerrTFs associated with AD and 633 drugs against the 6 FerrTFs linked to PD. In addition, 126 and 114 miRNAs might silence 7 and 5 FerrTFs against AD and PD, respectively. This exploratory study identifies potential markers of ferroptosis that could exacerbate these neurodegenerative diseases and also suggests possible therapeutic measures against them.
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揭示铁下垂对阿尔茨海默病和帕金森病的影响:网络和系统生物学方法
对阿尔茨海默病(AD)和帕金森病(PD)病理生理学的研究已经持续了几十年,揭示了这些疾病中不受控制的信号级联反应。最近,铁下垂与神经退行性疾病之间联系的发现为神经退行性疾病的研究开辟了新的途径。尽管如此,可能控制神经退行性疾病进展的嗜铁途径的关键参与者仍未确定。因此,在本研究中,我们从死后组织中重建了AD和PD的两个蛋白-蛋白相互作用网络(PPINs),并在AD PPIN中鉴定了21个高度连接的簇,在PD PPIN中鉴定了17个簇。然后,我们从7个失调控的AD集群和4个失调控的PD集群中分别鉴定出8个调控枢纽基因的铁ptotic转录因子(fertfs)和6个调控枢纽基因的fertfs。功能富集分析揭示了重要的神经功能损伤。最后,我们确定了681种药物对与AD相关的8种fertfs具有潜在的治疗作用,633种药物对与PD相关的6种fertfs具有潜在的治疗作用。此外,126和114个mirna可能分别沉默7和5个fertfs抗AD和PD。本探索性研究确定了可能加剧这些神经退行性疾病的铁下垂的潜在标志物,并提出了可能的治疗措施。
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