Decoding the Molecular Mechanism of Bioactive Compounds Derived from Microalgae via Transcriptomics Data and Integrative Bioinformatics Analysis.

IF 1.6
Hina Shahid, Muhammad Ibrahim, Wadi B Alonazi, Zhanyou Chi
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引用次数: 0

Abstract

Introduction: Microalgae, with their high photosynthetic efficiency and sustainability, hold promise to produce bioactive compounds, chemicals, cosmetics, and biofuels. This study aims to understand the molecular mechanisms of bioactive compounds from microalgae using integrative bioinformatics approaches to identify their potential therapeutic applications.

Methods: Gene expression profiles from the GSE113144 and GSE115827 datasets were retrieved from the GEO database using keywords such as liver disease, microalgae, and bioactive compounds. Different expressed genes (DEGs) were identified using the GEO2R tool. Subsequently, a PPI network was constructed to identify hub genes and key regulatory elements. The findings were further cross-validated using a range of bioinformatics tools, databases, and literature to explore their potential applications in drug development, nutraceuticals, and disease modulation.

Results: Following oxo-fatty acid treatment, 2051 differentially expressed genes (DEGs) were identified, while 399 DEGs were detected after sea spray aerosol treatment, with 39 genes shared between the two treatments. These DEGs were primarily enriched in immune and metabolic processes. Protein-protein interaction analysis revealed ten key hub genes: PBK, CENPA, ASPM, DLGAP5, DEPDC1, SPC25, CDCA3, HJURP, ERCC6L, and KIF18B, which are involved in immune and metabolic responses. Functional enrichment highlighted roles in cholesterol and fatty-acyl-CoA binding, peptidoglycan recognition, metal ion binding, and protease activity. Notably, PBK and CDCA3 are associated with approved drugs, suggesting potential for therapeutic repurposing.

Discussion: The molecular functions enriched among hub genes, such as cholesterol binding, fatty-acyl-CoA binding, peptidoglycan receptor activity, and metal ion binding, suggest actionable pathways that could be pharmacologically modulated. These targets are highly relevant to diseases such as NAFLD and chronic inflammation. The identification of druggable hub genes and enriched immune-metabolic functions provides a foundation for further preclinical and translational research.

Conclusion: This study offers valuable insights into the molecular mechanisms underlying human immune and metabolic responses to sea spray aerosols and oxo-fatty acids, identifying cellular pathways and processes that are often regulated in human immune and metabolic responses to various microalgae. Overall, this study enhances our understanding of the potential therapeutic applications of microalgae-derived bioactive compounds, offering potential breakthroughs in drug discovery and nutraceutical development.

利用转录组学数据和综合生物信息学分析解读微藻生物活性化合物的分子机制。
微藻具有高光合效率和可持续性,有望生产生物活性化合物、化学品、化妆品和生物燃料。本研究旨在利用综合生物信息学方法了解微藻生物活性化合物的分子机制,以确定其潜在的治疗应用。方法:使用肝脏疾病、微藻、生物活性化合物等关键词从GEO数据库中检索GSE113144和GSE115827数据集的基因表达谱。使用GEO2R工具鉴定不同的表达基因(DEGs)。随后,构建了一个PPI网络来识别枢纽基因和关键调控元件。使用一系列生物信息学工具、数据库和文献进一步交叉验证了这些发现,以探索它们在药物开发、营养食品和疾病调节方面的潜在应用。结果:氧脂肪酸处理后,鉴定出2051个差异表达基因(deg),而海雾气溶胶处理后,鉴定出399个差异表达基因(deg),其中39个基因在两种处理中共享。这些deg主要在免疫和代谢过程中富集。蛋白-蛋白互作分析揭示了10个关键枢纽基因:PBK、CENPA、ASPM、DLGAP5、DEPDC1、SPC25、CDCA3、HJURP、ERCC6L和KIF18B,它们参与免疫和代谢反应。功能富集强调了胆固醇和脂肪酰基辅酶a结合、肽聚糖识别、金属离子结合和蛋白酶活性的作用。值得注意的是,PBK和CDCA3与已批准的药物相关,这表明它们具有治疗再利用的潜力。讨论:枢纽基因中丰富的分子功能,如胆固醇结合、脂肪酰基辅酶a结合、肽聚糖受体活性和金属离子结合,提示可通过药理学调节的可行途径。这些靶点与NAFLD和慢性炎症等疾病高度相关。可药物中枢基因的鉴定和丰富的免疫代谢功能为进一步的临床前和转化研究奠定了基础。结论:本研究为人类对海洋喷雾气溶胶和氧脂肪酸的免疫和代谢反应的分子机制提供了有价值的见解,确定了人类对各种微藻的免疫和代谢反应中经常调节的细胞途径和过程。总的来说,这项研究增强了我们对微藻衍生生物活性化合物潜在治疗应用的理解,为药物发现和营养保健开发提供了潜在的突破。
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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