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文本挖掘策略识别乳腺癌发展过程中受miR-21调控的基因网络。

Text Mining Strategy Identifies Gene Networks Under Control of miR-21 in Breast Cancer Development.

作者信息

Ye Hong, Wu Yuyu, Tran Richard, Wang Jie

机构信息

Department of Neurology, Xiangshan Hospital of TCM Medical and Health Group, Ningbo City, Zhejiang Province, China.

Department of Acupuncture, Xiangshan Hospital of TCM Medical and Health Group, Ningbo City, Zhejiang Province, China.

出版信息

Cancer Med. 2025 Jul;14(13):e70986. doi: 10.1002/cam4.70986.

Abstract

BACKGROUND

MicroRNAs (miRNAs) are small regulatory molecules that play a critical role in various biological processes by regulating gene expression. They have emerged as crucial players in cancer development, including breast cancer. However, individual research studies may be subject to specific biases.

METHODS

To gain a more comprehensive understanding of miRNA involvement in breast cancer, we employed a large-scale analysis of miRNA studies retrieved from PubMed. Our approach involved tokenizing abstracts to identify key biomedical entities (e.g., miRNA, gene, disease) and constructing miRNA-cancer co-occurrence networks using bioinformatic analysis.

RESULTS

This analysis revealed miR-21 as the most frequently studied miRNA in breast cancer research, with a significant difference compared to other miRNAs. Network analysis identified SMAD3, PIK3R1, STAT3, and TP53 as key regulators potentially affecting pathways like TGF-β signaling and p53 signaling. Additionally, our analysis suggests that genes associated with miR-21 are often downregulated in tumors and exhibit a positive correlation with T cell infiltration, particularly CD8+ T cells, potentially indicating a favorable prognosis.

CONCLUSION

Our findings highlight miR-21 as a central regulatory hub and potential biomarker in breast cancer. While informative, the results are derived from literature-based data and may be influenced by text-mining limitations, underscoring the need for experimental validation.

摘要

背景

微小RNA(miRNA)是一类小的调节分子,通过调控基因表达在各种生物学过程中发挥关键作用。它们已成为包括乳腺癌在内的癌症发展中的关键参与者。然而,个别研究可能存在特定偏差。

方法

为了更全面地了解miRNA在乳腺癌中的作用,我们对从PubMed检索到的miRNA研究进行了大规模分析。我们的方法包括对摘要进行分词以识别关键生物医学实体(如miRNA、基因、疾病),并使用生物信息学分析构建miRNA-癌症共现网络。

结果

该分析显示,miR-21是乳腺癌研究中研究最频繁的miRNA,与其他miRNA相比有显著差异。网络分析确定SMAD3、PIK3R1、STAT3和TP53为可能影响TGF-β信号通路和p53信号通路等途径的关键调节因子。此外,我们的分析表明,与miR-21相关的基因在肿瘤中通常下调,并且与T细胞浸润呈正相关,尤其是CD8+T细胞,这可能表明预后良好。

结论

我们的研究结果突出了miR-21作为乳腺癌中的核心调节枢纽和潜在生物标志物。虽然这些结果提供了信息,但它们来自基于文献的数据,可能受到文本挖掘局限性的影响,强调了实验验证的必要性。

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