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鉴定 DDIT4 作为三阴性乳腺癌化疗和免疫治疗反应相关的潜在预后标志物。

Identification of DDIT4 as a potential prognostic marker associated with chemotherapeutic and immunotherapeutic response in triple-negative breast cancer.

机构信息

The Center of Pathological Diagnosis and Research, Affiliated Hospital of Guangdong Medical University, Zhanjiang, China.

Renmin Hospital of Wuhan University, Wuhan, Hubei, China.

出版信息

World J Surg Oncol. 2023 Jun 30;21(1):194. doi: 10.1186/s12957-023-03078-7.

Abstract

BACKGROUND

Triple-negative breast cancer (TNBC) is the most heterogenous and aggressive subtype of breast cancer. Chemotherapy remains the standard treatment option for patients with TNBC owing to the unavailability of acceptable targets and biomarkers in clinical practice. Novel biomarkers and targets for patient stratification and treatment of TNBC are urgently needed. It has been reported that the overexpression of DNA damage-inducible transcript 4 gene (DDIT4) is associated with resistance to neoadjuvant chemotherapy and poor prognosis in patients with TNBC. In this study, we aimed to identify novel biomarkers and therapeutic targets using RNA sequencing (RNA-seq) and data mining using data from public databases.

METHODS

RNA sequencing (RNA-Seq) was performed to detect the different gene expression patterns in the human TNBC cell line HS578T treated with docetaxel or doxorubicin. Sequencing data were further analyzed by the R package "edgeR" and "clusterProfiler" to identify the profile of differentially expressed genes (DEGs) and annotate gene functions. The prognostic and predictive value of DDIT4 expression in patients with TNBC was further validated by published online data resources, including TIMER, UALCAN, Kaplan-Meier plotter, and LinkedOmics, and GeneMANIA and GSCALite were used to investigate the functional networks and hub genes related to DDIT4, respectively.

RESULTS

Through the integrative analyses of RNA-Seq data and public datasets, we observed the overexpression of DDIT4 in TNBC tissues and found that patients with DDIT4 overexpression showed poor survival outcomes. Notably, immune infiltration analysis showed that the levels of DDIT4 expression correlated negatively with the abundance of tumor-infiltrating immune cells and immune biomarker expression, but correlated positively with immune checkpoint molecules. Furthermore, DDIT4 and its hub genes (ADM, ENO1, PLOD1, and CEBPB) involved in the activation of apoptosis, cell cycle, and EMT pathways. Eventually, we found ADM, ENO1, PLOD1, and CEBPB showed poor overall survival in BC patients.

CONCLUSION

In this study, we found that DDIT4 expression is associated with the progression, therapeutic efficacy, and immune microenvironment of patients with TNBC, and DDIT4 would be as a potential prognostic biomarker and therapeutic target. These findings will help to identify potential molecular targets and improve therapeutic strategies against TNBC.

摘要

背景

三阴性乳腺癌(TNBC)是乳腺癌中最具异质性和侵袭性的亚型。由于在临床实践中缺乏可接受的靶点和生物标志物,化疗仍然是 TNBC 患者的标准治疗选择。迫切需要用于 TNBC 患者分层和治疗的新型生物标志物和靶点。据报道,DNA 损伤诱导转录物 4 基因(DDIT4)的过表达与 TNBC 患者对新辅助化疗的耐药性和不良预后相关。在这项研究中,我们旨在使用 RNA 测序(RNA-seq)和公共数据库的数据挖掘来鉴定新型生物标志物和治疗靶点。

方法

使用 RNA 测序(RNA-Seq)检测在多西他赛或阿霉素处理的人 TNBC 细胞系 HS578T 中不同基因表达模式。通过 R 包“edgeR”和“clusterProfiler”进一步分析测序数据,以鉴定差异表达基因(DEG)的图谱并注释基因功能。通过包括 TIMER、UALCAN、Kaplan-Meier plotter 和 LinkedOmics 在内的在线公开数据资源,进一步验证 DDIT4 表达在 TNBC 患者中的预后和预测价值,分别使用 GeneMANIA 和 GSCALite 来研究与 DDIT4 相关的功能网络和枢纽基因。

结果

通过 RNA-seq 数据和公共数据集的综合分析,我们观察到 DDIT4 在 TNBC 组织中的过表达,并发现 DDIT4 过表达的患者生存结局较差。值得注意的是,免疫浸润分析表明,DDIT4 的表达水平与肿瘤浸润免疫细胞的丰度和免疫生物标志物的表达呈负相关,但与免疫检查点分子呈正相关。此外,DDIT4 及其枢纽基因(ADM、ENO1、PLOD1 和 CEBPB)参与了细胞凋亡、细胞周期和 EMT 途径的激活。最终,我们发现 ADM、ENO1、PLOD1 和 CEBPB 在 BC 患者中的总体生存率较差。

结论

在这项研究中,我们发现 DDIT4 的表达与 TNBC 患者的进展、治疗效果和免疫微环境有关,DDIT4 可能成为一种潜在的预后生物标志物和治疗靶点。这些发现将有助于确定潜在的分子靶点,并改善针对 TNBC 的治疗策略。

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