Glucose metabolism transcriptome clustering identifies subsets of resectable lung adenocarcinoma with different prognoses

Enzo Alifano BSc, Mathilde Prieto MD, Marco Alifano MD, PhD
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Abstract

Objectives

Reprogramming of energy metabolism is a well-established hallmark of cancer, with aerobic glycolysis classically considered a prominent feature. We investigate the heterogeneity in glucose metabolism pathways within resectable primary lung adenocarcinoma and its clinical significance.

Methods

Using The Cancer Genome Atlas data, RNA expressions were extracted from 489 primary lung adenocarcinoma samples. Prognostic influence of glycolytic, aerobic, and mitochondrial markers (monocarboxylate transporter [MCT]4, MCT1, and translocase of outer mitochondrial membrane 20, respectively) was assessed using Kaplan-Meier analysis. Clustering of 35 genes involved in glucose metabolism was performed using the k-means method. The clusters were then analyzed for associations with demographic, clinical, and pathologic variables. Overall survival was assessed using the Kaplan-Meier estimator. Multivariate analysis was performed to assess the independent prognostic value of cluster membership.

Results

Classical statistical approach showed that higher expression of MCT4 was associated with a significantly worse prognosis. Increased expression of translocase of outer mitochondrial membrane 20 was associated with a nonsignificant trend toward better prognosis, and increased expression of MCT1 was associated with a better outcome. Clustering identified 3 major metabolic phenotypes, dominantly hypometabolic, dominantly oxidative, and dominantly mixed oxidative/glycolytic with significantly different pathologic stage distribution and prognosis; mixed oxidative/glycolytic was associated with worse survival. Cluster membership was independently associated with survival.

Conclusions

This study demonstrates the existence of distinct glucose metabolism clusters in resectable lung adenocarcinoma, providing valuable prognostic information. The findings highlight the potential relevance of considering metabolic profiles when designing strategies for reprogramming energy metabolism. Further studies are warranted to validate these findings in different cancer types and populations.

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葡萄糖代谢转录组聚类分析确定了不同预后的可切除肺腺癌亚群
目的能量代谢的程序化是癌症的一个公认特征,有氧糖酵解通常被认为是癌症的一个突出特征。我们研究了可切除原发性肺腺癌中葡萄糖代谢通路的异质性及其临床意义。方法利用癌症基因组图谱数据,从 489 个原发性肺腺癌样本中提取 RNA 表达。采用 Kaplan-Meier 分析法评估了糖酵解、有氧和线粒体标记物(分别为单羧酸盐转运体 [MCT]4、MCT1 和线粒体外膜转运酶 20)对预后的影响。使用 k-means 方法对涉及葡萄糖代谢的 35 个基因进行了聚类。然后分析聚类与人口统计学、临床和病理学变量之间的关联。采用 Kaplan-Meier 估计法评估总生存率。结果经典统计方法显示,MCT4表达量越高,预后越差。线粒体外膜易位酶20表达量的增加与预后较好的趋势无显著相关性,而MCT1表达量的增加与预后较好的趋势相关。聚类确定了3种主要的代谢表型:显性低代谢型、显性氧化型和显性氧化/糖酵解混合型,其病理分期分布和预后有显著差异;氧化/糖酵解混合型与较差的生存率相关。结论这项研究表明,在可切除肺腺癌中存在不同的葡萄糖代谢簇,提供了有价值的预后信息。研究结果凸显了在设计能量代谢重编程策略时考虑代谢特征的潜在相关性。有必要开展进一步研究,在不同癌症类型和人群中验证这些发现。
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