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肺腺癌中脂肪酸代谢特征指导临床治疗。

Characteristics of Fatty Acid Metabolism in Lung Adenocarcinoma to Guide Clinical Treatment.

机构信息

The Second Affiliated Hospital of Harbin Medical University, Harbin, China.

Harbin Medical University, Harbin, China.

出版信息

Front Immunol. 2022 Jul 1;13:916284. doi: 10.3389/fimmu.2022.916284. eCollection 2022.

Abstract

BACKGROUND

Lung adenocarcinoma (LUAD) has a very high morbidity and mortality rate, and its pathogenesis and treatment are still in the exploratory stage. Fatty acid metabolism plays a significant role in tumorigenesis, progression, and immune regulation. However, the gene expression of fatty acid metabolism in patients with LUAD and its relationship with prognosis remain unclear.

METHODS

We collected 309 fatty acid metabolism-related genes, established a LUAD risk model based on The Cancer Genome Atlas (TCGA) using Least Absolute Shrinkage Selection Operator (LASSO) regression analysis, and divided LUAD patients into high-risk and low-risk groups, which were further validated using the Gene Expression Omnibus (GEO) database. The nomogram, principal component analysis (PCA), and receiver operating characteristic (ROC) curves showed that the model had the best predictive performance. The ROC curves and calibration plots confirmed that the nomogram had good predictive power. We further analyzed the differences in clinical characteristics, immune cell infiltration, immune-related functions, chemotherapy drug sensitivity, and immunotherapy efficacy between the high-risk and low-risk groups. We also analyzed the enrichment pathways and protein-protein interaction (PPI) networks of different genes in the high-risk and low-risk groups to screen for target genes and further explored the correlation between target genes and differences in survival prognosis, clinical characteristics, gene mutations, and immune cells.

RESULTS

Risk score and staging are independent prognostic factors for patients with LUAD. The high-risk group had lower immune cell infiltration, was more sensitive to chemotherapeutic agents, and had a poorer survival prognosis. We also obtained three pivotal genes with poor survival prognosis in the high expression group, which were strongly associated with clinical symptoms and immune cells.

CONCLUSION

Risk score and staging are independent prognostic factors for patients with LUAD. The high-risk group had lower immune cell infiltration, was more sensitive to chemotherapeutic agents, and had a poorer survival prognosis. We also obtained three survival prognosis-associated target genes that are closely associated with clinical symptoms and immune cells and may be potential targets for immune-targeted therapy in LUAD.

摘要

背景

肺腺癌(LUAD)发病率和死亡率极高,其发病机制和治疗仍处于探索阶段。脂肪酸代谢在肿瘤发生、进展和免疫调节中起着重要作用。然而,LUAD 患者脂肪酸代谢的基因表达及其与预后的关系尚不清楚。

方法

我们收集了 309 个脂肪酸代谢相关基因,使用最小绝对收缩选择算子(LASSO)回归分析基于癌症基因组图谱(TCGA)建立 LUAD 风险模型,并将 LUAD 患者分为高危和低危组,进一步使用基因表达综合数据库(GEO)进行验证。列线图、主成分分析(PCA)和接收者操作特征(ROC)曲线表明该模型具有最佳的预测性能。ROC 曲线和校准图证实了列线图具有良好的预测能力。我们进一步分析了高危组和低危组之间临床特征、免疫细胞浸润、免疫相关功能、化疗药物敏感性和免疫治疗疗效的差异。我们还分析了高危组和低危组中不同基因的富集途径和蛋白质-蛋白质相互作用(PPI)网络,筛选出靶基因,并进一步探讨了靶基因与生存预后、临床特征、基因突变和免疫细胞的差异之间的相关性。

结果

风险评分和分期是 LUAD 患者的独立预后因素。高危组的免疫细胞浸润较低,对化疗药物更敏感,生存预后较差。我们还获得了高表达组中三个预后不良的关键基因,它们与临床症状和免疫细胞密切相关。

结论

风险评分和分期是 LUAD 患者的独立预后因素。高危组的免疫细胞浸润较低,对化疗药物更敏感,生存预后较差。我们还获得了三个与生存预后相关的靶基因,它们与临床症状和免疫细胞密切相关,可能是 LUAD 免疫靶向治疗的潜在靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4a1a/9289740/99394e904156/fimmu-13-916284-g001.jpg

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