Exploring the underlying molecular connections: a bioinformatics approach to link melanoma and Parkinson's disease.

IF 2.8 3区 生物学 Q2 GENETICS & HEREDITY
Frontiers in Genetics Pub Date : 2025-02-24 eCollection Date: 2025-01-01 DOI:10.3389/fgene.2025.1526018
Limei Zhang, Dailin Li, Xu Zheng, Moli Wu, Qijun Yao, Haoran Chen, Zhiqiang Ye, Bo Yuan
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引用次数: 0

Abstract

Introduction: Melanoma, a highly aggressive form of skin cancer, and Parkinson's disease (PD), a progressive neurodegenerative disorder, have been epidemiologically linked, showing a positive association that suggests a shared etiology. This association implies that individuals with one condition may have an increased risk of developing the other. However, the specific molecular mechanisms underlying this relationship remain unclear. This study aimed to elucidate the molecular mechanisms by conducting a comprehensive comparative analysis of gene expression profiles in both PD and melanoma to identify common differentially expressed genes (DEGs) that may contribute to the pathophysiological overlap between these two conditions.

Methods: We analyzed two independent publicly available genomic datasets to identify overlapping DEGs associated with both PD and melanoma. Regulatory networks, including transcription factors (TFs), DEGs, and microRNAs (miRNAs), were constructed. Protein-protein interaction (PPI) networks were established to identify hub genes. Additionally, we investigated the interplay between PD, melanoma, and immune cell infiltration to uncover potential correlations between the expression levels of hub genes and specific subsets of immune cells. Molecular docking studies were performed to identify potential therapeutic agents targeting the DEGs.

Results: A total of 41 overlapping DEGs were identified, including VSNL1, ATP6V1G2, and DNM1, which were significantly down-regulated in both PD and melanoma patients. These genes play critical roles in biological processes, cellular components, and molecular functions relevant to the pathogenesis of both diseases. VSNL1 is associated with synaptic vesicle fusion and may impact neuronal communication compromised in PD. ATP6V1G2, a subunit of the V-ATPase, is involved in the dysregulated pH homeostasis observed in melanoma. DNM1, a key player in vesicle trafficking, may influence aberrant cellular transport processes in both diseases. Regulatory and PPI networks revealed potential hub genes and their interactions. Molecular docking studies identified retinoic acid as a potential therapeutic agent targeting VSNL1, ATP6V1G2, and DNM1.

Discussion: Our study provides insights into the shared molecular characteristics of PD and melanoma, identifying potential biomarkers for early diagnosis and prognosis and revealing new therapeutic targets. The discovery of retinoic acid as a promising therapeutic agent represents a significant step forward in drug development and treatment strategies for these diseases. This comprehensive analysis enhances our understanding of the intricate molecular mechanisms underlying the association between PD and melanoma, paving the way for further research and therapeutic advancements. The findings hold the promise of improved diagnosis, prognosis, and personalized treatment strategies for individuals affected by these debilitating diseases.

探索潜在的分子联系:生物信息学方法链接黑色素瘤和帕金森病。
黑色素瘤是一种高度侵袭性的皮肤癌,而帕金森病(PD)是一种进行性神经退行性疾病,两者在流行病学上存在关联,表明两者具有共同的病因。这种联系意味着患有一种疾病的人患另一种疾病的风险可能会增加。然而,这种关系背后的具体分子机制尚不清楚。本研究旨在通过对PD和黑色素瘤的基因表达谱进行全面的比较分析来阐明其分子机制,以确定可能导致这两种疾病之间病理生理重叠的共同差异表达基因(DEGs)。方法:我们分析了两个独立的公开可用的基因组数据集,以确定与PD和黑色素瘤相关的重叠deg。构建了包括转录因子(tf)、DEGs和microrna (mirna)在内的调控网络。建立蛋白-蛋白相互作用(PPI)网络来鉴定枢纽基因。此外,我们研究了PD、黑色素瘤和免疫细胞浸润之间的相互作用,以揭示中枢基因表达水平与特定免疫细胞亚群之间的潜在相关性。进行了分子对接研究,以确定靶向DEGs的潜在治疗剂。结果:共鉴定出41个重叠的deg,包括VSNL1、ATP6V1G2和DNM1,这些deg在PD和黑色素瘤患者中均显著下调。这些基因在与这两种疾病的发病机制相关的生物过程、细胞成分和分子功能中发挥关键作用。VSNL1与突触囊泡融合有关,并可能影响PD中受损的神经元通讯。ATP6V1G2是v - atp酶的一个亚基,参与了黑色素瘤中观察到的pH稳态失调。DNM1在囊泡运输中起关键作用,可能影响这两种疾病的异常细胞运输过程。调控网络和PPI网络揭示了潜在的枢纽基因及其相互作用。分子对接研究发现维甲酸是一种潜在的靶向VSNL1、ATP6V1G2和DNM1的治疗剂。讨论:我们的研究揭示了PD和黑色素瘤的共同分子特征,确定了早期诊断和预后的潜在生物标志物,并揭示了新的治疗靶点。维甲酸作为一种很有前景的治疗药物的发现,在这些疾病的药物开发和治疗策略方面迈出了重要的一步。这项全面的分析增强了我们对帕金森病和黑色素瘤之间复杂的分子机制的理解,为进一步的研究和治疗进步铺平了道路。这些发现有望改善这些衰弱性疾病患者的诊断、预后和个性化治疗策略。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Frontiers in Genetics
Frontiers in Genetics Biochemistry, Genetics and Molecular Biology-Molecular Medicine
CiteScore
5.50
自引率
8.10%
发文量
3491
审稿时长
14 weeks
期刊介绍: Frontiers in Genetics publishes rigorously peer-reviewed research on genes and genomes relating to all the domains of life, from humans to plants to livestock and other model organisms. Led by an outstanding Editorial Board of the world’s leading experts, this multidisciplinary, open-access journal is at the forefront of communicating cutting-edge research to researchers, academics, clinicians, policy makers and the public. The study of inheritance and the impact of the genome on various biological processes is well documented. However, the majority of discoveries are still to come. A new era is seeing major developments in the function and variability of the genome, the use of genetic and genomic tools and the analysis of the genetic basis of various biological phenomena.
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