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基于线粒体相关基因的肺腺癌分子亚型及其预后意义。

Mitochondria-related gene-based molecular subtypes of lung adenocarcinoma and their prognostic implications.

作者信息

Zhanghuang Ziyi, Xie Fei, Ma Xuemei, Chen Jinfeng

机构信息

College of Chemistry and Life Science, Beijing University of Technology, Beijing, 100124, China.

Key Laboratory of Carcinogenesis and Translational Research (Ministry of Education/Beijing), Department of Thoracic Surgery II, Peking University Cancer Hospital & Institute, Beijing, 100142, China.

出版信息

Sci Rep. 2025 Jul 22;15(1):26577. doi: 10.1038/s41598-025-07982-8.

Abstract

Lung adenocarcinoma (LUAD) is the most prevalent subtype of lung cancer, presenting significant challenges in treatment and prognostic prediction. Despite advancements in therapeutic approaches in recent years, personalized medicine has not yet achieved a notable breakthrough. Given the poor prognosis of patients, there is an urgent need to enhance the ability for precise prediction. Mitochondria play a crucial role in the metabolism and energy production of cancer cells, yet their specific impact in lung adenocarcinoma warrants further investigation. This study leveraged data from the TCGA and GEO databases to stratify 515 lung adenocarcinoma patients into two distinct subtypes based on mitochondrial-related genes. We systematically evaluated survival outcomes and biological pathway activities between subtypes, characterized their immune infiltration profiles, and developed a prognostic model using subtype-specific differentially expressed genes. Drug sensitivity disparities were further assessed. Single-cell RNA sequencing data were analyzed using an XGBoost classifier to delineate cell-type heterogeneity across subtypes at single-cell resolution. In LUAD, we identified two distinct subtypes. One subtype exhibited active mitochondrial metabolism, which was associated with poor prognosis and higher tumor purity. Moreover, this subtype showed greater sensitivity to Osimertinib. Further single-cell analysis revealed that this subtype was characterized by substantial macrophage infiltration, potentially promoting tumor progression through the NF-κB signaling pathway. Overall, our study identified novel LUAD subtypes and provided new insights into the clinical treatment of LUAD.

摘要

肺腺癌(LUAD)是肺癌最常见的亚型,在治疗和预后预测方面面临重大挑战。尽管近年来治疗方法有所进步,但个性化医疗尚未取得显著突破。鉴于患者预后较差,迫切需要提高精确预测能力。线粒体在癌细胞的代谢和能量产生中起关键作用,但其在肺腺癌中的具体影响值得进一步研究。本研究利用来自TCGA和GEO数据库的数据,根据线粒体相关基因将515例肺腺癌患者分为两种不同亚型。我们系统评估了各亚型之间的生存结果和生物学通路活性,表征了它们的免疫浸润谱,并使用亚型特异性差异表达基因建立了一个预后模型。进一步评估了药物敏感性差异。使用XGBoost分类器分析单细胞RNA测序数据,以单细胞分辨率描绘各亚型间的细胞类型异质性。在肺腺癌中,我们鉴定出两种不同亚型。一种亚型表现出线粒体代谢活跃,这与预后不良和更高的肿瘤纯度相关。此外,该亚型对奥希替尼表现出更高的敏感性。进一步的单细胞分析表明,该亚型的特征是大量巨噬细胞浸润,可能通过NF-κB信号通路促进肿瘤进展。总体而言,我们的研究鉴定出了新的肺腺癌亚型,并为肺腺癌的临床治疗提供了新见解。

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