Integrated analysis of single-cell RNA-seq and bulk RNA-seq reveals immune suppression subtypes and establishes a novel signature for determining the prognosis in lung adenocarcinoma

IF 6.6 2区 医学 Q1 Medicine Cellular Oncology Pub Date : 2024-04-15 DOI:10.1007/s13402-024-00948-4
Shengqiang Mao, Yilong Wang, Ningning Chao, Lingyan Zeng, Li Zhang
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Abstract

Background

Lung adenocarcinoma (LUAD) is the most common histological type of lung cancer with lower survival rates. Recent advancements in targeted therapies and immunotherapies targeting immune checkpoints have achieved remarkable success, there is still a large percentage of LUAD that lacks available therapeutic options. Due to tumor heterogeneity, the diagnosis and treatment of LUAD are challenging. Exploring the biology of LUAD and identifying new biomarker and therapeutic targets options are essential.

Method

We performed single-cell RNA sequencing (scRNA-seq) of 6 paired primary and adjacent LUAD tissues, and integrative omics analysis of the scRNA-seq, bulk RNA-seq and whole-exome sequencing data revealed molecular subtype characteristics. Our experimental results confirm that CDC25C gene can serve as a potential marker for poor prognosis in LUAD.

Results

We investigated aberrant gene expression in diverse cell types in LUAD via the scRNA-seq data. Moreover, multi-omics clustering revealed four subgroups defined by transcriptional profile and molecular subtype 4 (MS4) with poor survival probability, and immune cell infiltration signatures revealed that MS4 tended to be the immunosuppressive subtype. Our study revealed that the CDC25C gene can be a distinct prognostic biomarker that indicates immune infiltration levels and response to immunotherapy in LUAD patients. Our experimental results concluded that CDC25C expression affects lung cancer cell invasion and migration, might play a key role in regulating Epithelial-Mesenchymal Transition (EMT) pathways.

Conclusions

Our multi-omics result revealed a comprehensive set of molecular attributes associated with prognosis-related genes in LUAD at the cellular and tissue level. Identification of a subtype of immunosuppressive TME and prognostic signature for LUAD. We identified the cell cycle regulation gene CDC25C affects lung cancer cell invasion and migration, which can be used as a potential biomarker for LUAD.

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单细胞RNA-seq和大体RNA-seq的整合分析揭示了免疫抑制亚型,并建立了用于确定肺腺癌预后的新型特征
背景肺腺癌(LUAD)是肺癌中最常见的组织学类型,生存率较低。近年来,靶向治疗和针对免疫检查点的免疫疗法取得了显著进展,但仍有很大一部分肺腺癌患者缺乏可供选择的治疗方案。由于肿瘤的异质性,LUAD 的诊断和治疗具有挑战性。方法我们对6个配对的原发性和相邻的LUAD组织进行了单细胞RNA测序(scRNA-seq),并对scRNA-seq、大量RNA-seq和全外显子组测序数据进行了整合性全局分析,揭示了分子亚型特征。我们的实验结果证实,CDC25C基因可作为LUAD预后不良的潜在标志物。结果我们通过scRNA-seq数据研究了LUAD中不同细胞类型的异常基因表达。此外,多组学聚类发现了四个由转录谱和分子亚型4(MS4)定义的亚组,这些亚组的生存概率较低,免疫细胞浸润特征显示MS4倾向于免疫抑制亚型。我们的研究发现,CDC25C基因可作为一种独特的预后生物标志物,指示LUAD患者的免疫浸润水平和对免疫疗法的反应。我们的实验结果表明,CDC25C的表达影响肺癌细胞的侵袭和迁移,可能在调控上皮-间质转化(EMT)通路中发挥关键作用。确定了免疫抑制性 TME 亚型和 LUAD 的预后特征。我们发现细胞周期调控基因 CDC25C 影响肺癌细胞的侵袭和迁移,可作为 LUAD 的潜在生物标志物。
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来源期刊
Cellular Oncology
Cellular Oncology Biochemistry, Genetics and Molecular Biology-Cancer Research
CiteScore
10.40
自引率
1.50%
发文量
0
审稿时长
16 weeks
期刊介绍: The Official Journal of the International Society for Cellular Oncology Focuses on translational research Addresses the conversion of cell biology to clinical applications Cellular Oncology publishes scientific contributions from various biomedical and clinical disciplines involved in basic and translational cancer research on the cell and tissue level, technical and bioinformatics developments in this area, and clinical applications. This includes a variety of fields like genome technology, micro-arrays and other high-throughput techniques, genomic instability, SNP, DNA methylation, signaling pathways, DNA organization, (sub)microscopic imaging, proteomics, bioinformatics, functional effects of genomics, drug design and development, molecular diagnostics and targeted cancer therapies, genotype-phenotype interactions. A major goal is to translate the latest developments in these fields from the research laboratory into routine patient management. To this end Cellular Oncology forms a platform of scientific information exchange between molecular biologists and geneticists, technical developers, pathologists, (medical) oncologists and other clinicians involved in the management of cancer patients. In vitro studies are preferentially supported by validations in tumor tissue with clinicopathological associations.
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