Science and Technology Innovation Center, 47879Guangzhou University of Chinese Medicine, Guangzhou, Guangdong 510405, China.
Exp Biol Med (Maywood). 2021 Mar;246(5):560-571. doi: 10.1177/1535370220975206. Epub 2020 Nov 27.
Identification of molecular subtypes of clinically resectable triple-negative breast cancer (TNBC) is of great importance to achieve better clinical outcomes. Inter- and intratumor metabolic heterogeneity improves cancer survival, and the interaction of various metabolic pathways may affect treatment outcome of TNBC. We speculated that TNBC can be categorized into prognostic metabolic subtype according to the expression changes of glycolysis and cholesterol synthesis. The genome, transcriptome, and clinical data were downloaded from the Cancer Genome Atlas and Molecular Taxonomy of Breast Cancer International Consortium and subsequently analyzed by integrated bioinformatics methods. Four subtypes, namely, glycolytic, cholesterogenic, quiescent, and mixed, were classified according to the normalized median expressions of the genes involved in glycolysis and cholesterol synthesis. In the four subtypes, the cholesterogenic type was correlated with the shortest median survival (log rank = 0.044), while patients with high-expressed glycolytic genes tended to have a longer survival. Tumors with PIK3CA amplification and dynein axonemal heavy chain 2 deletion exhibited higher expressions of cholesterogenic genes than other mutant oncogenes. The expressions of mitochondrial pyruvate carrier MPC1 and MPC2 were the lowest in quiescent tumor, and MPC2 expression was higher in cholesterogenic tumor compared with glycolytic or quiescent tumor (-test < 0.001). Glycolytic and cholesterogenic gene expressions were related to the expressions of prognostic genes in some other types of cancers. Classification of glycolytic and cholesterogenic pathways according to metabolic characteristics provides a new understanding to previously identified subtypes of TNBC and could improve personalized treatments based on tumor metabolic profiles.
鉴定临床上可切除的三阴性乳腺癌(TNBC)的分子亚型对于获得更好的临床结果非常重要。肿瘤内和肿瘤间代谢异质性提高了癌症的存活率,并且各种代谢途径的相互作用可能会影响 TNBC 的治疗结果。我们推测,根据糖酵解和胆固醇合成表达的变化,可以将 TNBC 分为预后代谢亚型。从癌症基因组图谱和乳腺癌国际联合会的转录组和临床数据下载基因组、转录组和临床数据,并通过综合生物信息学方法进行分析。根据参与糖酵解和胆固醇合成的基因的归一化中位数表达,将四个亚型(糖酵解型、胆固醇生成型、静止型和混合型)进行分类。在这四个亚型中,胆固醇生成型与最短的中位生存期相关(对数秩检验=0.044),而高表达糖酵解基因的患者倾向于有更长的生存时间。具有 PIK3CA 扩增和动力蛋白轴索重链 2 缺失的肿瘤表现出比其他突变致癌基因更高的胆固醇生成基因表达。在静止型肿瘤中,MPC1 和 MPC2 的线粒体丙酮酸载体表达最低,而与糖酵解型或静止型肿瘤相比,胆固醇生成型肿瘤中 MPC2 的表达更高(t 检验<0.001)。糖酵解和胆固醇生成基因的表达与其他类型癌症中一些预后基因的表达有关。根据代谢特征对糖酵解和胆固醇生成途径进行分类,为以前鉴定的 TNBC 亚型提供了新的认识,并可以根据肿瘤代谢特征来改善基于个体化的治疗。