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用于头颈部鳞状细胞癌预后评估的胆固醇相关基因特征的开发与验证

Development and Validation of a Cholesterol-related Gene Signature for Prognostic Assessment in Head and Neck Squamous Cell Carcinoma.

作者信息

Zheng Jiarong, Shu Dalong, Xu Rongwei, Zheng Yucheng, Lin Pei, Lin Yunfan, Zhao Xinyuan, Cui Li, Liao Xin, Guo Bing

机构信息

Department of Dentistry, The First Affiliated Hospital, Sun Yat-Sen University, Guangzhou, 510080, China.

Stomatological Hospital, School of Stomatology, Southern Medical University, Guangzhou, 510280, Guangdong, China.

出版信息

Curr Med Chem. 2024 Oct 15. doi: 10.2174/0109298673336147241010065340.

Abstract

AIM

This study seeks to develop a prognostic risk signature for head and neck squamous cell carcinoma (HNSCC) based on cholesterol-related genes (CholRG), aiming to enhance prognostic accuracy in clinical practice.

BACKGROUND

HNSCC poses significant challenges due to its aggressive behavior and limited response to standard treatments, resulting in elevated morbidity and mortality rates.In order to improve prognostic prediction in HNSCC, our study is inspired by the realization that cholesterol metabolism plays a critical role in accelerating the progression of cancer. To this end, we are developing a unique risk signature using CholRG.

OBJECTIVE

The aim of this study was to create a CholRG-based risk signature to predict HNSCC prognosis, aiding in clinical decision-making accurately.

METHOD

The TCGA HNSCC dataset, along with GSE41613 and GSE65858, was obtained from The Cancer Genome Atlas (TCGA) and the Gene Expression Omnibus (GEO) databases, respectively. A CholRG-based risk signature was then developed and validated across various independent HNSCC cohorts. Moreover, a nomogram model incorporating CholRG-based risk signature was established. Additionally, functional enrichment analysis was conducted, and the immune landscapes of the high- and low-risk groups were compared. Finally, in vitro experiments were performed using lipid-based transfection to deliver siRNAs targeting ACAT1 to SCC1 and SCC23 cell lines, further examining the effects of ACAT1 knockdown on these cells.

RESULTS

Utilizing RNA-seq, microarray, and clinical data from public databases, we constructed and validated a CholRG-based risk signature that includes key genes such as ACAT1, CYP19A1, CYP27A1, FAXDC2, INSIG2, PRKAA2, and SEC14L2, which can effectively predict the clinical outcome of HNSCC. Additionally, our findings were reinforced by a nomogram model that integrates the risk score with clinical variables for more clinically practical prognostic assessment. In addition, patients at high risk show hypoxia and increased oncogenic pathways such as mTORC1 signaling, as well as a suppressed immune microenvironment marked by a reduction in the infiltration of important immune cells. Notably, in vitro experiments showed that ACAT1 depletion significantly suppressed the proliferation, colony formation, and invasion capabilities of HNSCC cells, confirming ACAT1's role in promoting malignancy.

CONCLUSION

Collectively, our study not only underscores the importance of cholesterol metabolism in HNSCC pathogenesis but also highlights the CholRG-based risk signature as a promising tool for enhancing prognostic accuracy and personalizing therapeutic strategies.

摘要

目的

本研究旨在基于胆固醇相关基因(CholRG)开发一种头颈部鳞状细胞癌(HNSCC)的预后风险特征,以提高临床实践中的预后准确性。

背景

HNSCC因其侵袭性和对标准治疗反应有限而带来重大挑战,导致发病率和死亡率升高。为了改善HNSCC的预后预测,我们的研究受到胆固醇代谢在加速癌症进展中起关键作用这一认识的启发。为此,我们正在使用CholRG开发一种独特的风险特征。

目的

本研究的目的是创建一种基于CholRG的风险特征来预测HNSCC的预后,以准确辅助临床决策。

方法

分别从癌症基因组图谱(TCGA)和基因表达综合数据库(GEO)获取TCGA HNSCC数据集以及GSE41613和GSE65858。然后开发基于CholRG的风险特征并在多个独立的HNSCC队列中进行验证。此外,建立了一个纳入基于CholRG风险特征的列线图模型。另外,进行了功能富集分析,并比较了高风险组和低风险组的免疫图谱。最后,使用脂质转染进行体外实验,将靶向ACAT1的小干扰RNA(siRNA)导入SCC1和SCC23细胞系,进一步研究敲低ACAT1对这些细胞的影响。

结果

利用来自公共数据库的RNA测序、微阵列和临床数据,我们构建并验证了一种基于CholRG的风险特征,其中包括ACAT1、CYP19A1、CYP27A1、FAXDC2、INSIG2、PRKAA2和SEC14L2等关键基因,该特征能够有效预测HNSCC的临床结局。此外,我们的研究结果通过一个列线图模型得到加强,该模型将风险评分与临床变量相结合,用于更具临床实用性的预后评估。此外,高风险患者表现出缺氧以及mTORC1信号传导等致癌途径增加,并且免疫微环境受到抑制,其特征是重要免疫细胞浸润减少。值得注意的是,体外实验表明,敲低ACAT1可显著抑制HNSCC细胞的增殖、集落形成和侵袭能力,证实了ACAT1在促进恶性肿瘤方面的作用。

结论

总体而言,我们的研究不仅强调了胆固醇代谢在HNSCC发病机制中的重要性,还突出了基于CholRG的风险特征作为提高预后准确性和个性化治疗策略的一种有前景的工具。

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