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利用生物信息学方法鉴定 CDT1 作为人肺腺癌的预后标志物。

Identification of CDT1 as a prognostic marker in human lung adenocarcinoma using bioinformatics approaches.

机构信息

Department of Oncology, Hangzhou Traditional Chinese Medicine (TCM) Hospital Affiliated to Zhejiang Chinese Medical University, Hangzhou, China.

The Third Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, China.

出版信息

PeerJ. 2023 Sep 28;11:e16166. doi: 10.7717/peerj.16166. eCollection 2023.

Abstract

BACKGROUND

Lung cancer has the highest cancer-related mortality worldwide. Lung adenocarcinoma (LUAD) is the most common histological subtype of non-small cell lung cancer (NSCLC). Chromatin licensing and DNA replication factor 1 (CDT1), a key regulator of cell cycle control and replication in eukaryotic cells, has been implicated in various cancer-related processes. Given its significant role in cancer, the focus on CDT1 in this study is justified as it holds promise as a potential biomarker or therapeutic target for cancer treatment. However, its prognostic value in lung adenocarcinoma (LUAD) remains unclear.

METHODS

Bioinformatics analysis was conducted using data obtained from The Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) databases were utilized to predict biological processes and signaling pathways, respectively. The LinkedOmics database was employed to identify differentially expressed genes (DEGs) associated with CDT1. Nomograms and Kaplan-Meier plots were generated to assess the survival rates of patients with lung adenocarcinoma (LUAD). To determine the RNA and protein expression levels of CDT1 in LUAD and adjacent normal tissues, quantitative polymerase chain reaction (qPCR) and immunohistochemistry techniques were employed, respectively.

RESULTS

CDT1 was upregulated in the vast majority of cancer tissues, based on pan-cancer analysis in TCGA and GEO datasets, as to lung cancer, the level of CDT1 expression was much higher in LUAD tissue than in healthy lung tissue. Our clinical data supported these findings. In our study, we used a specific cutoff value to dichotomize the patient samples into high and low CDT1 expression groups. The Kaplan-Meier survival curve revealed poor survival rates in CDT1 high expression group than the low expression group. To determine if CDT1 expression was an independent risk factor in LUAD patients, univariate and multivariate Cox regression analyses were performed. The result showed that CDT1 was a potential novel prognosis factor for LUAD patients, whose prognosis was poorer when CDT1 expression was higher. Based on functional enrichment analysis, highly expressed DEGs of CDT1-high patients were predicted to be involved in the cell cycle. According to our analysis of immune infiltration, CDT1 exhibited a strong correlation with specific immune cell subsets and was found to be a significant predictor of poor survival in patients with LUAD.

CONCLUSIONS

Our research found that CDT1 was upregulated in LUAD and that high CDT1 expression predicted poor prognosis. We comprehensively and systematically analyzed the expression level in the datasets as well as in our own clinical samples, we also evaluated the prognostic and diagnostic value of CDT1, and finally, the potential mechanisms of CDT1 in the progression of LUAD. These results suggested that CDT1 may be a prognostic marker and therapeutic target for LUAD.

摘要

背景

肺癌是全球癌症相关死亡率最高的癌症。肺腺癌(LUAD)是非小细胞肺癌(NSCLC)中最常见的组织学亚型。细胞周期调控和真核细胞复制的染色质许可和 DNA 复制因子 1(CDT1)是一种关键调节剂,它与各种癌症相关过程有关。鉴于其在癌症中的重要作用,本研究对 CDT1 的关注是合理的,因为它有望成为癌症治疗的潜在生物标志物或治疗靶点。然而,它在肺腺癌(LUAD)中的预后价值尚不清楚。

方法

使用从癌症基因组图谱(TCGA)和基因表达综合(GEO)数据库获得的数据进行生物信息学分析。基因本体论(GO)和京都基因与基因组百科全书(KEGG)数据库分别用于预测生物过程和信号通路。利用 LinkedOmics 数据库鉴定与 CDT1 相关的差异表达基因(DEGs)。生成列线图和 Kaplan-Meier 图以评估肺腺癌(LUAD)患者的生存率。为了确定 LUAD 和相邻正常组织中 CDT1 的 RNA 和蛋白质表达水平,分别采用定量聚合酶链反应(qPCR)和免疫组织化学技术。

结果

基于 TCGA 和 GEO 数据集的泛癌症分析,CDT1 在绝大多数癌症组织中上调,就肺癌而言,CDT1 的表达水平在 LUAD 组织中明显高于健康肺组织。我们的临床数据支持了这些发现。在我们的研究中,我们使用特定的截止值将患者样本分为 CDT1 高表达组和低表达组。Kaplan-Meier 生存曲线显示 CDT1 高表达组的生存率低于低表达组。为了确定 CDT1 表达是否是 LUAD 患者的独立危险因素,进行了单变量和多变量 Cox 回归分析。结果表明,CDT1 是 LUAD 患者的一个潜在新的预后因素,当 CDT1 表达较高时,其预后较差。基于功能富集分析,预测 CDT1-高表达患者的高表达 DEGs 参与细胞周期。根据我们对免疫浸润的分析,CDT1 与特定免疫细胞亚群呈强相关性,并且是 LUAD 患者不良预后的显著预测因子。

结论

我们的研究发现 LUAD 中 CDT1 上调,高 CDT1 表达预测预后不良。我们全面系统地分析了数据集以及我们自己的临床样本中的表达水平,还评估了 CDT1 的预后和诊断价值,最后,探讨了 CDT1 在 LUAD 进展中的潜在机制。这些结果表明,CDT1 可能是 LUAD 的预后标志物和治疗靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/fbd9/10542661/cb1056edece6/peerj-11-16166-g001.jpg

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