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构建基于ceRNA的lncRNA-miRNA-mRNA调控网络以揭示其在骨骼肌发育中的作用。

Developing a ceRNA-based lncRNA-miRNA-mRNA regulatory network to uncover roles in skeletal muscle development.

作者信息

Wenlun Wang, Chaohang Yu, Yan Huang, Wenbin Li, Nanqing Zhou, Qianmin Hu, Shengcai Wu, Qing Yuan, Shirui Yu, Feng Zhang, Lingyun Zhu

机构信息

Department of Food Science and Engineering, Moutai Institute, Renhuai, Guizhou, China.

Department of Biology and Chemistry, College of Sciences, National University of Defense Technology, Changsha, Hunan, China.

出版信息

Front Bioinform. 2025 Jan 15;4:1494717. doi: 10.3389/fbinf.2024.1494717. eCollection 2024.

Abstract

The precise role of lncRNAs in skeletal muscle development and atrophy remain elusive. We conducted a bioinformatic analysis of 26 GEO datasets from mouse studies, encompassing embryonic development, postnatal growth, regeneration, cell proliferation, and differentiation, using R and relevant packages (limma et al.). LncRNA-miRNA relationships were predicted using miRcode and lncBaseV2, with miRNA-mRNA pairs identified via miRcode, miRDB, and Targetscan7. Based on the ceRNA theory, we constructed and visualized the lncRNA-miRNA-mRNA regulatory network using ggalluvial among other R packages. GO, Reactome, KEGG, and GSEA explored interactions in muscle development and regeneration. We identified five candidate lncRNAs (Xist, Gas5, Pvt1, Airn, and Meg3) as potential mediators in these processes and microgravity-induced muscle wasting. Additionally, we created a detailed lncRNA-miRNA-mRNA regulatory network, including interactions such as lncRNA Xist/miR-126/IRS1, lncRNA Xist/miR-486-5p/GAB2, lncRNA Pvt1/miR-148/RAB34, and lncRNA Gas5/miR-455-5p/SOCS3. Significant signaling pathway changes (PI3K/Akt, MAPK, NF-κB, cell cycle, AMPK, Hippo, and cAMP) were observed during muscle development, regeneration, and atrophy. Despite bioinformatics challenges, our research underscores the significant roles of lncRNAs in muscle protein synthesis, degradation, cell proliferation, differentiation, function, and metabolism under both normal and microgravity conditions. This study offers new insights into the molecular mechanisms governing skeletal muscle development and regeneration.

摘要

长链非编码RNA(lncRNAs)在骨骼肌发育和萎缩中的精确作用仍不清楚。我们使用R语言和相关软件包(limma等)对来自小鼠研究的26个基因表达综合数据库(GEO)数据集进行了生物信息学分析,这些数据集涵盖胚胎发育、出生后生长、再生、细胞增殖和分化。使用miRcode和lncBaseV2预测lncRNA与miRNA的关系,通过miRcode、miRDB和Targetscan7鉴定miRNA与mRNA的配对。基于竞争性内源RNA(ceRNA)理论,我们使用ggalluvial等R软件包构建并可视化了lncRNA-miRNA-mRNA调控网络。基因本体论(GO)、Reactome、京都基因与基因组百科全书(KEGG)和基因集富集分析(GSEA)探索了肌肉发育和再生中的相互作用。我们确定了5种候选lncRNA(Xist、Gas5、Pvt1、Airn和Meg3)作为这些过程以及微重力诱导的肌肉萎缩的潜在调节因子。此外,我们创建了一个详细的lncRNA-miRNA-mRNA调控网络,包括lncRNA Xist/miR-126/胰岛素受体底物1(IRS1)、lncRNA Xist/miR-486-5p/Grb2相关结合蛋白2(GAB2)、lncRNA Pvt1/miR-148/RAB34和lncRNA Gas5/miR-455-5p/细胞因子信号传导抑制因子3(SOCS3)等相互作用。在肌肉发育、再生和萎缩过程中观察到显著的信号通路变化(磷脂酰肌醇-3-激酶/蛋白激酶B(PI3K/Akt)、丝裂原活化蛋白激酶(MAPK)、核因子κB(NF-κB)、细胞周期、腺苷酸活化蛋白激酶(AMPK)、河马通路(Hippo)和环磷酸腺苷(cAMP))。尽管存在生物信息学挑战,但我们的研究强调了lncRNAs在正常和微重力条件下肌肉蛋白质合成、降解、细胞增殖、分化、功能和代谢中的重要作用。这项研究为控制骨骼肌发育和再生的分子机制提供了新的见解。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2a15/11774864/cfddd5a7eb56/fbinf-04-1494717-g001.jpg

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