Novel molecular insights into pyroptosis in triple-negative breast cancer prognosis and immunotherapy

被引:1
作者
Yu, Bin [1 ]
Luo, Junjie [1 ]
Yang, Yifei [1 ]
Zhen, Ke [1 ]
Shen, Binjie [1 ]
机构
[1] Zhejiang Univ, Sch Med, Affiliated Hosp 2, Linping Campus, Hangzhou 311100, Peoples R China
关键词
breast cancer; immune characteristics; immunotherapy; prognosis model; pyroptosis; triple-negative breast cancer; SURVIVAL; GENE; TUMORIGENESIS; GLYCOLYSIS; BIOMARKERS;
D O I
10.1002/jgm.3645
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
BackgroundPatients with triple-negative breast cancer (TNBC) often have a poor prognostic outcome. Current treatment strategies cannot benefit all TNBC patients. Previous findings suggested pyroptosis as a novel target for suppressing cancer development, although the relationship between TNBC and pyroptosis-related genes (PRGs) was still unclear.MethodsGene expression data and clinical follow-up of TNBC patients were collected from the Molecular Taxonomy of Breast Cancer International Consortium (METABRIC) and Gene Expression Omnibus (GEO). PRGs were screened using weighted gene co-expression network analysis. Cox regression analysis and the least absolute shrinkage and selection operator (i.e. LASSO) technique were applied to construct a pyroptosis-related prognostic risk score (PPRS) model, which was further combined with the clinicopathological characteristics of TNBC patients to develop a survival decision tree and a nomogram. The model was used to calculate the PPRS, and then the overall survival, immune infiltration, immunotherapy response and drug sensitivity of TNBC patients were analyzed based on the PPRS.ResultsThe PPRS model was closely related to clinicopathological features and can independently and accurately predict the prognosis of TNBC. According to normalized PPRS, patients in different cohorts were divided into two groups. Compared with the high-PPRS group, the low-PPRS group had significantly higher ESTIMATE (i.e. Estimation of STromal and Immune cells in MAlignantTumours using Expression data) score, immune score and stromal score, and it also had overexpressed immune checkpoints and significantly reduced Tumor Immune Dysfunction and Exclusion (TIDE) score, as well as higher sensitivity to paclitaxel, veliparib, olaparib and talazoparib. A decision tree and nomogram based on PPRS and clinical characteristics can improve the prognosis stratification and survival prediction for TNBC patients.ConclusionsA PPRS model was developed to predict TNBC patients' immune characteristics and response to immunotherapy, chemotherapy and targeted therapy, as well as their survival outcomes. Pyroptosis was a protective factor in triple-negative breast cancer (TNBC). A pyroptosis-related module were identified and nine target genes were screened from it to construct a model with strong stratification ability for TNBC prognosis. Pyroptosis-related prognostic risk score (PPRS) can not only reflect the difference of immunotherapy response in TNBC patients, but also help to predict the effect of chemotherapy and targeted therapy in TNBC patients.image
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