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基于线粒体自噬和乳酸相关基因特征预测肺腺癌的预后和免疫反应

Prediction of prognosis and immune response in lung adenocarcinoma based on mitophagy and lactate-related gene signatures.

作者信息

Jiang Wenjie, Zhang Fan, Tang Zhen, Xu Shuonan, Zhang Yukun, Liu Lina, Zhong Daixing, Liu Yingxiang

机构信息

Department of Thoracic Surgery, Tangdu Hospital, the Air Force Medical University, Xi'an, 710038, China.

Department of Thoracic Surgery, Weinan Central Hospital, Weinan, 714000, China.

出版信息

Int J Clin Oncol. 2025 Feb;30(2):277-297. doi: 10.1007/s10147-024-02664-3. Epub 2024 Nov 27.

Abstract

BACKGROUND

Lung adenocarcinoma (LUAD) causes leading death worldwide. Mitophagy and lactate metabolism accumulation are distinctive features of LUAD. We aimed to identify lactate-related genes (LRGs) signatures based on mitophagy for predicting prognosis and immune response in LUAD.

METHODS

The gene expression and clinical data were downloaded from TCGA and GEO database. First, the subtype analysis was analyzed based on 29 mitophagy genes. Survival, immune, and function differences between the different subtypes were analyzed. Then, based on mitophagy genes and 14 LRGs, the best LRGs were screened to construct a risk score model and combined with clinical factors to establish a nomogram for predicting patient survival. Finally, the expression level and molecular function of the key candidate gene OGDH were verified by in vitro experiments.

RESULTS

All the LUAD samples were divided into 2 subtypes: sub1 and sub2. The sub2 possessed worse survival. Immune score, immune checkpoint genes, and human leucocyte antigen genes in sub1 were higher than in sub2. Six optimal mitophagy-related LRGs were used to construct a risk score model. A high-risk score indicates poorer survival, higher tumor mutation burden, and higher drug sensitivity. The nomogram was robust in predicting LUAD survival. The experiments in vitro showed that knockdown of OGDH inhibited the proliferation, migration and invasion in LUAD cells.

CONCLUSIONS

A nomogram based on the construction of the mitophagy-related lactate genes predicts prognosis and immune response in LUAD. These results could help with risk stratification and targeted therapy for LUAD.

摘要

背景

肺腺癌(LUAD)在全球导致主要死亡。线粒体自噬和乳酸代谢积累是LUAD的显著特征。我们旨在基于线粒体自噬鉴定乳酸相关基因(LRGs)特征,以预测LUAD的预后和免疫反应。

方法

从TCGA和GEO数据库下载基因表达和临床数据。首先,基于29个线粒体自噬基因进行亚型分析。分析不同亚型之间的生存、免疫和功能差异。然后,基于线粒体自噬基因和14个LRGs,筛选出最佳的LRGs构建风险评分模型,并结合临床因素建立预测患者生存的列线图。最后,通过体外实验验证关键候选基因OGDH的表达水平和分子功能。

结果

所有LUAD样本分为2个亚型:sub1和sub2。sub2的生存情况较差。sub1中的免疫评分、免疫检查点基因和人类白细胞抗原基因高于sub2。使用6个最佳的线粒体自噬相关LRGs构建风险评分模型。高风险评分表明生存较差、肿瘤突变负担较高和药物敏感性较高。该列线图在预测LUAD生存方面具有稳健性。体外实验表明,敲低OGDH可抑制LUAD细胞的增殖、迁移和侵袭。

结论

基于线粒体自噬相关乳酸基因构建的列线图可预测LUAD的预后和免疫反应。这些结果有助于LUAD的风险分层和靶向治疗。

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