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基于转录组学探究鼻咽癌中与细胞程序性死亡相关的生物标志物和疾病治疗策略。

Exploring Programmed Cell Death-Related Biomarkers and Disease Therapy Strategy in Nasopharyngeal Carcinoma Using Transcriptomics.

机构信息

Department of Otorhinolaryngology, Head and Neck Surgery, The Affiliated Lihuili Hospital of Ningbo University, 315040 Ningbo, Zhejiang, China.

Department of Otorhinolaryngology, Head and Neck Surgery, Ningbo NO.2 Hospital, 315010 Ningbo, Zhejiang, China.

出版信息

Front Biosci (Landmark Ed). 2024 Jun 27;29(7):240. doi: 10.31083/j.fbl2907240.

Abstract

BACKGROUND

Uncontrolled cellular proliferation may result in the progression of diseases such as cancer that promote organism death. Programmed cell death (PCD) is an important mechanism that ensures the quality and quantity of cells, which could be developed as a potential biomarker for disease diagnosis and treatment.

METHODS

RNA-seq data and clinical information of nasopharyngeal carcinoma (NPC) patients were downloaded from the Gene Expression Omnibus (GEO), and 1548 PCD-related genes were collected. We used the "limma" package to analyze differentially expressed genes (DEGs). The STRING database was used for protein interaction analysis, and the least absolute shrinkage and selection operator (Lasso) and support vector machines (SVMs) regression analyses were used to identify biomarkers. Then, the timeROC package was used for classifier efficiency assessment, and the "CIBERSORT" package was used for immune infiltration analysis. Wound healing and transwell migration assay were performed to evaluate migration and invasion.

RESULTS

We identified 800 DEGs between our control and NPC patient groups, in which 59 genes appeared to be PCD-related DEGs, with their function closely associated with NPC progression, including activation of the PI3K-Akt, TGF-β, and IL-17 signaling pathways. Furthermore, based on the STRING database, Cytoscape and six algorithms were employed to screen 16 important genes (, , , , , , , , , , , , , , , and ). Subsequently, two reliably characterized biomarkers, and , were obtained from the Lasso and SVM analyses. The Receiver operating characteristic (ROC) curves showed that both biomarkers had area under the curve (AUC) values higher than 0.9. Meanwhile, the enrichment analysis showed that in NPC patients, the and expression levels correlated with programmed cell death-related pathways. The enrichment analysis and cellular experimental results indicated that and were overexpressed in NPC cells and associated with programmed cell death-related pathways. Importantly, and severely affected the ability of NPC cells to migrate, invade, and undergo apoptosis. Finally, medroxyprogesterone acetate and 8-Bromo-cAMP acted as drug molecules for the docking of FN1 and MUC1 molecules, respectively, and had binding capacities of -9.17 and -7.27 kcal/mol, respectively.

CONCLUSION

We examined the PCD-related phenotypes and screened and as reliable biomarkers of NPC; our findings may promote the development of NPC treatment strategy.

摘要

背景

不受控制的细胞增殖可能导致癌症等促进机体死亡的疾病的进展。细胞程序性死亡(PCD)是确保细胞质量和数量的重要机制,可作为疾病诊断和治疗的潜在生物标志物。

方法

从基因表达综合数据库(GEO)下载鼻咽癌(NPC)患者的 RNA-seq 数据和临床信息,收集了 1548 个与 PCD 相关的基因。我们使用“limma”包分析差异表达基因(DEGs)。使用 STRING 数据库进行蛋白质相互作用分析,使用最小绝对收缩和选择算子(Lasso)和支持向量机(SVMs)回归分析来识别生物标志物。然后,使用 timeROC 包评估分类器效率,并使用“CIBERSORT”包进行免疫浸润分析。进行划痕愈合和 Transwell 迁移实验以评估迁移和侵袭。

结果

我们在对照组和 NPC 患者组之间鉴定出 800 个 DEGs,其中 59 个基因似乎与 PCD 相关的 DEGs 相关,其功能与 NPC 进展密切相关,包括 PI3K-Akt、TGF-β和 IL-17 信号通路的激活。此外,基于 STRING 数据库,使用 Cytoscape 和六种算法筛选出 16 个重要基因(,,,,,,,,,,,,,,, 和 )。随后,从 Lasso 和 SVM 分析中获得了两个可靠表征的生物标志物 和 。ROC 曲线显示,两个生物标志物的 AUC 值均高于 0.9。同时,富集分析表明,在 NPC 患者中, 和 的表达水平与细胞程序性死亡相关途径相关。富集分析和细胞实验结果表明, 和 在 NPC 细胞中过表达,并与细胞程序性死亡相关途径相关。重要的是, 和 严重影响 NPC 细胞的迁移、侵袭和凋亡能力。最后,醋酸甲地孕酮和 8-Bromo-cAMP 分别作为 FN1 和 MUC1 分子的对接药物分子,其结合能力分别为-9.17 和-7.27 kcal/mol。

结论

我们研究了与 PCD 相关的表型,并筛选出 和 作为 NPC 的可靠生物标志物;我们的研究结果可能会促进 NPC 治疗策略的发展。

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