Biomedical Informatics Research Lab, School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, 211198, China.
Cancer Genomics Research Center, School of Basic Medicine and Clinical Pharmacy, China Pharmaceutical University, Nanjing, 211198, China.
Clin Transl Oncol. 2024 Feb;26(2):538-548. doi: 10.1007/s12094-023-03275-6. Epub 2023 Aug 21.
Lung adenocarcinoma (LUAD) is a predominant subtype of lung cancer. Although molecular classification of LUAD has been widely explored, proteomics-based subtyping of LUAD remains scarce.
We proposed a subtyping method for LUAD based on the expression profiles of 500 proteins with the largest expression variability across LUAD. Furthermore, we comprehensively compared molecular and clinical features among the LUAD subtypes.
Consensus clustering identified three subtypes of LUAD, namely MtE, DrE, and StE. We demonstrated this subtyping method to be reproducible by analyzing two independent LUAD cohorts. MtE was characterized by high enrichment of metabolic pathways, high EGFR mutation rate, low stemness, proliferation, invasion, metastasis and inflammation signatures, favorable prognosis; DrE was characterized by high enrichment of DNA repair pathways, high TP53 mutation rate, and high levels of genomic instability, stemness, proliferation, and intratumor heterogeneity (ITH); and StE was characterized by high enrichment of stroma-related pathways, high KRAS mutation rate, and low levels of genomic instability.
The proteomics-based clustering analysis identified three LUAD subtypes with significantly different molecular and clinical properties. The novel subtyping method offers new perspectives on the cancer biology and holds promise in improving the clinical management of LUAD.
肺腺癌(LUAD)是肺癌的主要亚型。尽管 LUAD 的分子分类已得到广泛探索,但基于蛋白质组学的 LUAD 分型仍然很少。
我们提出了一种基于 500 种表达变异最大的蛋白质表达谱的 LUAD 分型方法。此外,我们全面比较了 LUAD 亚型之间的分子和临床特征。
共识聚类确定了 LUAD 的三种亚型,即 MtE、DrE 和 StE。通过分析两个独立的 LUAD 队列,我们证明了这种分型方法具有可重复性。MtE 的特点是代谢途径高度富集,EGFR 突变率高,干性、增殖、侵袭、转移和炎症特征低,预后良好;DrE 的特点是 DNA 修复途径高度富集,TP53 突变率高,基因组不稳定性、干性、增殖和肿瘤内异质性(ITH)水平高;StE 的特点是基质相关途径高度富集,KRAS 突变率高,基因组不稳定性水平低。
基于蛋白质组学的聚类分析确定了三种具有显著不同分子和临床特征的 LUAD 亚型。这种新的分型方法为癌症生物学提供了新的视角,并有望改善 LUAD 的临床管理。