» Articles » PMID: 34980012

Alteration in Glycolytic/cholesterogenic Gene Expression is Associated with Bladder Cancer Prognosis and Immune Cell Infiltration

Overview
Journal BMC Cancer
Publisher Biomed Central
Specialty Oncology
Date 2022 Jan 4
PMID 34980012
Citations 5
Authors
Affiliations
Soon will be listed here.
Abstract

Background: Oncogenic metabolic reprogramming contributes to tumor growth and immune evasion. The intertumoral metabolic heterogeneity and interaction of distinct metabolic pathways may determine patient outcomes. In this study, we aim to determine the clinical and immunological significance of metabolic subtypes according to the expression levels of genes related to glycolysis and cholesterol-synthesis in bladder cancer (BCa).

Methods: Based on the median expression levels of glycolytic and cholesterogenic genes, patients were stratified into 4 subtypes (mixed, cholesterogenic, glycolytic, and quiescent) in an integrated cohort including TCGA, GSE13507, and IMvigor210. Clinical, genomic, transcriptomic, and tumor microenvironment characteristics were compared between the 4 subtypes.

Results: The 4 metabolic subtypes exhibited distinct clinical, molecular, and genomic patterns. Compared to quiescent subtype, mixed subtype was more likely to be basal tumors and was significantly associated with poorer prognosis even after controlling for age, gender, histological grade, clinical stage, and molecular phenotypes. Additionally, mixed tumors harbored a higher frequency of RB1 and LRP1B copy number deletion compared to quiescent tumors (25.7% vs. 12.7 and 27.9% vs. 10.2%, respectively, both adjusted P value< 0.05). Furthermore, aberrant PIK3CA expression level was significantly correlated with those of glycolytic and cholesterogenic genes. The quiescent subtype was associated with lower stemness indices and lower signature scores for gene sets involved in genomic instability, including DNA replication, DNA damage repair, mismatch repair, and homologous recombination genes. Moreover, quiescent tumors exhibited lower expression levels of pyruvate dehydrogenase kinases 1-3 (PDK1-3) than the other subtypes. In addition, distinct immune cell infiltration patterns were observed across the 4 metabolic subtypes, with greater infiltration of M0/M2 macrophages observed in glycolytic and mixed subtypes. However, no significant difference in immunotherapy response was observed across the 4 metabolic subtypes.

Conclusion: This study proposed a new metabolic subtyping method for BCa based on genes involved in glycolysis and cholesterol synthesis pathways. Our findings may provide novel insight for the development of personalized subtype-specific treatment strategies targeting metabolic vulnerabilities.

Citing Articles

PIN1 Prolyl Isomerase Promotes Initiation and Progression of Bladder Cancer through the SREBP2-Mediated Cholesterol Biosynthesis Pathway.

Wang X, Lee D, Xu H, Sui Y, Meisenhelder J, Hunter T Cancer Discov. 2025; 15(3):633-655.

PMID: 39808064 PMC: 11875963. DOI: 10.1158/2159-8290.CD-24-0866.


Tumor-associated macrophages in bladder cancer: roles and targeted therapeutic strategies.

Ma Y, Sun Y, Guo H, Yang R Front Immunol. 2024; 15:1418131.

PMID: 39606239 PMC: 11599180. DOI: 10.3389/fimmu.2024.1418131.


Establishment of a risk score model for bladder urothelial carcinoma based on energy metabolism-related genes and their relationships with immune infiltration.

Huang C, Li Y, Ling Q, Wei C, Fang B, Mao X FEBS Open Bio. 2023; 13(4):736-750.

PMID: 36814419 PMC: 10068335. DOI: 10.1002/2211-5463.13580.


Fibroblast Common Serum Response Signature-Related Classification Affects the Tumour Microenvironment and Predicts Prognosis in Bladder Cancer.

Yang X, Zhou Y, Huang L, Lin S, Ye H, Shan Y Oxid Med Cell Longev. 2022; 2022:5645944.

PMID: 36312898 PMC: 9606836. DOI: 10.1155/2022/5645944.


Classification and Prognostic Characteristics of Hepatocellular Carcinoma Based on Glycolysis Cholesterol Synthesis Axis.

Deng W, Zhu P, Xu H, Hou X, Chen W J Oncol. 2022; 2022:2014625.

PMID: 36213830 PMC: 9546679. DOI: 10.1155/2022/2014625.


References
1.
Mariathasan S, Turley S, Nickles D, Castiglioni A, Yuen K, Wang Y . TGFβ attenuates tumour response to PD-L1 blockade by contributing to exclusion of T cells. Nature. 2018; 554(7693):544-548. PMC: 6028240. DOI: 10.1038/nature25501. View

2.
Atas E, Oberhuber M, Kenner L . The Implications of PDK1-4 on Tumor Energy Metabolism, Aggressiveness and Therapy Resistance. Front Oncol. 2021; 10:583217. PMC: 7771695. DOI: 10.3389/fonc.2020.583217. View

3.
Hao Y, Samuels Y, Li Q, Krokowski D, Guan B, Wang C . Oncogenic PIK3CA mutations reprogram glutamine metabolism in colorectal cancer. Nat Commun. 2016; 7:11971. PMC: 4915131. DOI: 10.1038/ncomms11971. View

4.
Yuan D, Zheng S, Wang L, Li J, Yang J, Wang B . MiR-200c inhibits bladder cancer progression by targeting lactate dehydrogenase A. Oncotarget. 2017; 8(40):67663-67669. PMC: 5620201. DOI: 10.18632/oncotarget.18801. View

5.
Zhang Y, Liu Y, Duan J, Wang H, Zhang Y, Qiao K . Cholesterol depletion sensitizes gallbladder cancer to cisplatin by impairing DNA damage response. Cell Cycle. 2019; 18(23):3337-3350. PMC: 6927696. DOI: 10.1080/15384101.2019.1676581. View