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基于CRISPR-Cas9筛选解析增殖必需基因特征以预测头颈部鳞状细胞癌的预后并表征其免疫微环境。

Deciphering a proliferation-essential gene signature based on CRISPR-Cas9 screening to predict prognosis and characterize the immune microenvironment in HNSCC.

作者信息

Pang Ke-Ling, Li Pian, Yao Xiang-Rong, Xiao Wen-Tao, Ren Xing, He Jun-Yan

机构信息

Department of Oncology, The First Affiliated Hospital, Hengyang Medical School, University of South China, Hengyang, China.

Affiliated Tumor Hospital of Guangxi Medical University, Nanning, China.

出版信息

BMC Cancer. 2025 Apr 22;25(1):756. doi: 10.1186/s12885-025-14181-1.

Abstract

BACKGROUND

Head and neck squamous cell carcinoma (HNSCC) is a highly aggressive malignancy with a poor prognosis. Identifying reliable prognostic biomarkers and therapeutic targets is crucial for improving patient outcomes. This study aimed to systematically identify proliferation-essential genes (PEGs) associated with HNSCC prognosis using CRISPR-Cas9 screening data.

METHODS

CRISPR-Cas9 screening data from the DepMap database were used to identify PEGs in HNSCC cells. A prognostic PEGs signature was constructed using univariate Cox regression, least absolute shrinkage and selection operator (LASSO) Cox regression, and multivariate Cox regression analyses. The predictive accuracy of the signature was validated in internal and external datasets. Weighted gene co-expression network analysis (WGCNA), gene set enrichment analysis (GSEA), and immune infiltration analysis were used to investigate the underlying mechanism between high and low-risk patients. Random forest analysis and functional experiments were conducted to investigate the role of key proliferation essential genes in HNSCC progression.

RESULTS

A total of 1511 PEGs were identified. A seven-gene prognostic PEGs signature (MRPL33, NAT10, PSMC1, PSMD11, RPN2, TAF7, and ZNF335) was developed and validated, demonstrating robust prognostic performance in stratifying HNSCC patients by survival risk. WGCNA and GSEA analyses revealed a marked downregulation of immune-related pathways in high-risk patients. Immune infiltration analysis validated those high-risk patients had reduced immune scores, stromal scores, and ESTIMATE scores, as well as decreased infiltration of multiple immune cell types. Among the identified genes, PSMC1 was highlighted as a pivotal regulator of HNSCC proliferation and migration, as confirmed by functional experiments.

CONCLUSIONS

This study identifies a novel PEGs signature that effectively predicts HNSCC prognosis and stratifies patients by survival risk. PSMC1 was identified as a key gene promoting malignant progression, offering potential as a therapeutic target for HNSCC.

摘要

背景

头颈部鳞状细胞癌(HNSCC)是一种侵袭性很强的恶性肿瘤,预后较差。识别可靠的预后生物标志物和治疗靶点对于改善患者预后至关重要。本研究旨在利用CRISPR-Cas9筛选数据系统地鉴定与HNSCC预后相关的增殖必需基因(PEGs)。

方法

使用来自DepMap数据库的CRISPR-Cas9筛选数据来鉴定HNSCC细胞中的PEGs。通过单变量Cox回归、最小绝对收缩和选择算子(LASSO)Cox回归以及多变量Cox回归分析构建预后PEGs特征。在内部和外部数据集中验证该特征的预测准确性。使用加权基因共表达网络分析(WGCNA)、基因集富集分析(GSEA)和免疫浸润分析来研究高风险和低风险患者之间的潜在机制。进行随机森林分析和功能实验以研究关键增殖必需基因在HNSCC进展中的作用。

结果

共鉴定出1511个PEGs。开发并验证了一个七基因预后PEGs特征(MRPL33、NAT10、PSMC1、PSMD11、RPN2、TAF7和ZNF335),其在根据生存风险对HNSCC患者进行分层方面显示出强大的预后性能。WGCNA和GSEA分析显示高风险患者中免疫相关途径明显下调。免疫浸润分析证实那些高风险患者的免疫评分、基质评分和ESTIMATE评分降低,以及多种免疫细胞类型的浸润减少。在鉴定出的基因中,功能实验证实PSMC1是HNSCC增殖和迁移的关键调节因子。

结论

本研究鉴定出一种新型的PEGs特征,可有效预测HNSCC预后并根据生存风险对患者进行分层。PSMC1被鉴定为促进恶性进展的关键基因,具有作为HNSCC治疗靶点的潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/da18/12016166/08f23adf902b/12885_2025_14181_Fig1_HTML.jpg

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