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通过整合单细胞和批量 RNA 测序,鉴定和验证一种新的铜死亡相关干性特征,以预测肺腺癌的预后和免疫图谱。

Identification and validation of a novel cuproptosis-related stemness signature to predict prognosis and immune landscape in lung adenocarcinoma by integrating single-cell and bulk RNA-sequencing.

机构信息

Department of Medical Oncology, Longhua Hospital Shanghai University of Traditional Chinese Medicine, Shanghai, China.

出版信息

Front Immunol. 2023 May 23;14:1174762. doi: 10.3389/fimmu.2023.1174762. eCollection 2023.

Abstract

BACKGROUND

Cancer stem cells (CSCs) play vital roles in lung adenocarcinoma (LUAD) recurrence, metastasis, and drug resistance. Cuproptosis has provided a novel insight into the treatment of lung CSCs. However, there is a lack of knowledge regarding the cuproptosis-related genes combined with the stemness signature and their roles in the prognosis and immune landscape of LUAD.

METHODS

Cuproptosis-related stemness genes (CRSGs) were identified by integrating single-cell and bulk RNA-sequencing data in LUAD patients. Subsequently, cuproptosis-related stemness subtypes were classified using consensus clustering analysis, and a prognostic signature was constructed by univariate and least absolute shrinkage operator (LASSO) Cox regression. The association between signature with immune infiltration, immunotherapy, and stemness features was also investigated. Finally, the expression of CRSGs and the functional roles of target gene were validated .

RESULTS

We identified six CRSGs that were mainly expressed in epithelial and myeloid cells. Three distinct cuproptosis-related stemness subtypes were identified and associated with the immune infiltration and immunotherapy response. Furthermore, a prognostic signature was constructed to predict the overall survival (OS) of LUAD patients based on eight differently expressed genes (DEGs) with cuproptosis-related stemness signature (KLF4, SCGB3A1, COL1A1, SPP1, C4BPA, TSPAN7, CAV2, and CTHRC1) and confirmed in validation cohorts. We also developed an accurate nomogram to improve clinical applicability. Patients in the high-risk group showed worse OS with lower levels of immune cell infiltration and higher stemness features. Ultimately, further cellular experiments were performed to verify the expression of CRSGs and prognostic DEGs and demonstrate that SPP1 could affect the proliferation, migration, and stemness of LUAD cells.

CONCLUSION

This study developed a novel cuproptosis-related stemness signature that can be used to predict the prognosis and immune landscape of LUAD patients, and provided potential therapeutic targets for lung CSCs in the future.

摘要

背景

癌症干细胞(CSC)在肺腺癌(LUAD)的复发、转移和耐药中发挥着重要作用。铜死亡为治疗肺 CSC 提供了新的视角。然而,对于与铜死亡相关的基因与干性特征相结合,并在 LUAD 的预后和免疫景观中的作用,我们的了解还很缺乏。

方法

通过整合 LUAD 患者的单细胞和批量 RNA-seq 数据,确定了铜死亡相关干性基因(CRSGs)。随后,通过共识聚类分析对铜死亡相关干性亚型进行分类,并通过单变量和最小绝对收缩和选择算子(LASSO)Cox 回归构建预后签名。还研究了签名与免疫浸润、免疫治疗和干性特征的关联。最后,验证了 CRSGs 的表达和靶基因的功能作用。

结果

我们鉴定了六个主要在上皮细胞和髓样细胞中表达的 CRSGs。确定了三个不同的铜死亡相关干性亚型,并与免疫浸润和免疫治疗反应相关。此外,基于具有铜死亡相关干性特征的八个差异表达基因(KLF4、SCGB3A1、COL1A1、SPP1、C4BPA、TSPAN7、CAV2 和 CTHRC1)构建了一个预测 LUAD 患者总生存期(OS)的预后签名,并在验证队列中得到了验证。我们还开发了一个准确的列线图来提高临床适用性。高危组患者的 OS 较差,免疫细胞浸润水平较低,干性特征较高。最终,进一步进行了细胞实验以验证 CRSGs 和预后 DEGs 的表达,并证明 SPP1 可以影响 LUAD 细胞的增殖、迁移和干性。

结论

本研究开发了一种新的与铜死亡相关的干性特征签名,可以用于预测 LUAD 患者的预后和免疫景观,并为未来的肺 CSC 提供了潜在的治疗靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0ba1/10242006/78046a59ff86/fimmu-14-1174762-g001.jpg

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