鉴定顺铂耐药鳞状细胞肺癌患者的预后基因特征。

IF 2.1 3区 医学 Q3 RESPIRATORY SYSTEM Journal of thoracic disease Pub Date : 2024-07-30 Epub Date: 2024-07-26 DOI:10.21037/jtd-24-827
Yi Mu, Yinan Dong, Mingyang Zheng, Martin P Barr, Giandomenico Roviello, Zhihuang Hu, Jia Liu
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引用次数: 0

摘要

背景:在缺乏靶向突变和免疫检查点的情况下,铂类化疗仍是治疗肺鳞状细胞癌(LUSC)患者的金标准药物。然而,顺铂耐药性极大地限制了其疗效,给肺癌患者的治疗带来了挑战。因此,这项研究的潜在临床需求集中在确定新的分子特征,以进一步阐明 LUSC 中顺铂耐药的潜在机制。越来越多的证据表明,替代剪接(AS)事件会显著影响肺癌患者的肿瘤进展和生存期。然而,很少有报告对肺癌患者的替代剪接事件进行系统分析。本研究旨在探讨信使RNA(mRNA)、微RNA(miRNA)和AS在预测顺铂耐药LUSC患者预后中的作用,并提供潜在的治疗靶点和药物:从癌症基因组图谱(TCGA)数据库下载基因表达和 miRNA 表达、RNA 测序(RNA-seq)和 SpliceSeq 数据。采用最小绝对收缩和选择算子(LASSO)Cox回归分析构建预测模型。Kaplan-Meier 生存分析用于评估患者的预后。通过R软件包 "GSEAbase "进行的单样本基因组富集分析(ssGSEA)用于评估免疫相关特征。免疫组化用于检测蛋白质表达。Connectivity Map(CMap)数据库用于筛选潜在药物。3-(4,5)-二甲基噻唑(-z-y1)-3,5-二苯基四唑鎓(MTT)测定法用于确定和计算舒拉萘烷和苦参内酯这两种药物的半最大抑制浓度(IC50):本研究利用生物信息学方法鉴定了与顺铂反应相关的mRNA、miRNA和AS事件,并为70例LUSC和顺铂耐药患者建立了综合预后特征。该预后特征是一个独立的预后因素,准确率很高[危险比(HR)=2.346,95%置信区间(CI):1.568-3.510;PConclusions:本研究为基于mRNA、miRNA和AS的顺铂反应评估以及针对LUSC顺铂耐药的几种潜在治疗药物提供了一个框架。这些发现可作为临床缓解顺铂耐药的理论依据,从而有助于改善LUSC患者的化疗反应。
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Identification of a prognostic gene signature in patients with cisplatin resistant squamous cell lung cancer.

Background: In the absence of targeted mutations and immune checkpoints, platinum-based chemotherapy remains a gold standard agent in the treatment of patients with lung squamous cell carcinoma (LUSC). However, cisplatin resistance greatly limits its therapeutic efficacy and presents challenges in the treatment of lung cancer patients. Therefore, the potential clinical needs for this research focus on identifying novel molecular signatures to further elucidate the underlying mechanisms of cisplatin resistance in LUSC. A growing body of evidence indicates that alternative splicing (AS) events significantly influence the tumor progression and survival of patients with LUSC. However, there are few systematic analyses of AS reported in LUSC. This study aims to explore the role of messenger RNA (mRNA), microRNA (miRNA), and AS in predicting prognosis in patients with cisplatin-resistant LUSC and provide potential therapeutic targets and drugs.

Methods: Gene expression and miRNA expression, using RNA sequencing (RNA-seq), and SpliceSeq data were downloaded from The Cancer Genome Atlas (TCGA) database. The least absolute shrinkage and selection operator (LASSO) Cox regression analysis were used to construct predictive models. Kaplan-Meier survival analyses were used to evaluate patients' prognosis. Single-sample gene set enrichment analysis (ssGSEA) conducted via the R package "GSEAbase" was used to evaluate the immune-related characteristics. Immunohistochemistry was used to examine protein expression. The Connectivity Map (CMap) database was used to screen for potential drugs. The 3-(4,5)-dimethylthiahiazo (-z-y1)-3,5-di-phenytetrazoliumromide (MTT) assay was used to determine and calculate the half-maximal inhibitory concentration (IC50) of the drugs, sulforaphane and parthenolide.

Results: In this study, bioinformatics were used to identify mRNAs, miRNAs, and AS events related to response to cisplatin and to establish an integrated prognostic signature for 70 patients with LUSC and cisplatin resistance. The prognostic signature served as an independent prognostic factor with high accuracy [hazard ratio (HR) =2.346, 95% confidence interval (CI): 1.568-3.510; P<0.001], yielding an area under the curve (AUC) of 0.825, 0.829, and 0.877 for 1-, 3-, and 5-year survival, respectively. It also demonstrated high predictive performance in this cohort of patients with LUSC, with an AUC of 0.734, 0.767, and 0.776 for 1-, 3-, and 5-year survival, respectively. This integrated signature was also found to be an independent indicator among conventional clinical features (HR =2.288, 95% CI: 1.547-3.383; P<0.001). In addition, we analyzed the correlation of the signature with immune infiltration and identified several small-molecule drugs that had the potential to improve the survival of patients with LUSC.

Conclusions: This study provides a framework for the mRNA-, miRNA-, and AS-based evaluation of cisplatin response and several potential therapeutic drugs for targeting cisplatin resistance in LUSC. These findings may serve as a theoretical basis for the clinical alleviation of cisplatin resistance and thus help to improve treatment responses to chemotherapy in patients with LUSC.

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来源期刊
Journal of thoracic disease
Journal of thoracic disease RESPIRATORY SYSTEM-
CiteScore
4.60
自引率
4.00%
发文量
254
期刊介绍: The Journal of Thoracic Disease (JTD, J Thorac Dis, pISSN: 2072-1439; eISSN: 2077-6624) was founded in Dec 2009, and indexed in PubMed in Dec 2011 and Science Citation Index SCI in Feb 2013. It is published quarterly (Dec 2009- Dec 2011), bimonthly (Jan 2012 - Dec 2013), monthly (Jan. 2014-) and openly distributed worldwide. JTD received its impact factor of 2.365 for the year 2016. JTD publishes manuscripts that describe new findings and provide current, practical information on the diagnosis and treatment of conditions related to thoracic disease. All the submission and reviewing are conducted electronically so that rapid review is assured.
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