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基于单细胞测序和加权共表达网络分析鉴定的锌转运相关基因构建结直肠癌预后模型。

Construction of a prognostic model for colorectal adenocarcinoma based on Zn transport-related genes identified by single-cell sequencing and weighted co-expression network analysis.

作者信息

Chen Hua, Zhao Ting, Fan Jianing, Yu Zhiqiang, Ge Yiwen, Zhu He, Dong Pingping, Zhang Fu, Zhang Liang, Xue Xiangyang, Lin Xiaoming

机构信息

Department of Thoracic Surgery, The First Affiliated Hospital of Wenzhou Medical University, Wenzhou, Zhejiang, China.

Department of Microbiology and Immunology, School of Basic Medical Science, Institute of Molecular Virology and Immunology, Institute of Tropical Medicine, Wenzhou Medical University, Wenzhou, Zhejiang, China.

出版信息

Front Oncol. 2023 Sep 26;13:1207499. doi: 10.3389/fonc.2023.1207499. eCollection 2023.

Abstract

BACKGROUND

Colorectal cancer (CRC) is one of the most prevalent malignancies and the third most lethal cancer globally. The most reported histological subtype of CRC is colon adenocarcinoma (COAD). The zinc transport pathway is critically involved in various tumors, and its anti-tumor effect may be through improving immune function. However, the Zn transport pathway in COAD has not been reported.

METHODS

The determination of Zn transport-related genes in COAD was carried out through single-cell analysis of the GSE 161277 obtained from the GEO dataset. Subsequently, a weighted co-expression network analysis of the TCGA cohort was performed. Then, the prognostic model was conducted utilizing univariate Cox regression and least absolute shrinkage and selection operator (LASSO) Cox regression analysis. Functional enrichment, immune microenvironment, and survival analyses were also carried out. Consensus clustering analysis was utilized to verify the validity of the prognostic model and explore the immune microenvironment. Ultimately, cell experiments, including CCK-8,transwell and scratch assays, were performed to identify the function of LRRC59 in COAD.

RESULTS

According to the Zn transport-related prognostic model, the individuals with COAD in TCGA and GEO databases were classified into high- and low-risk groups. The group with low risk had a comparatively more favorable prognosis. Two groups had significant variations in the immune infiltration, MHC, and the expression of genes related to the immune checkpoint. The cell experiments indicated that the proliferation, migration, and invasion of the HCT-116, DLD-1, and RKO cell lines were considerably increased after LRRC59 knockdown. It proved that LRRC59 was indeed a protective factor for COAD.

CONCLUSION

A prognostic model for COAD was developed using zinc transport-related genes. This model can efficiently assess the immune microenvironment and prognosis of individuals with COAD. Subsequently, the function of LRRC59 in COAD was validated via cell experiments, highlighting its potential as a biomarker.

摘要

背景

结直肠癌(CRC)是全球最常见的恶性肿瘤之一,也是致死率第三高的癌症。CRC最常见的组织学亚型是结肠腺癌(COAD)。锌转运途径在多种肿瘤中起着关键作用,其抗肿瘤作用可能是通过改善免疫功能实现的。然而,COAD中的锌转运途径尚未见报道。

方法

通过对从GEO数据集中获取的GSE 161277进行单细胞分析,确定COAD中锌转运相关基因。随后,对TCGA队列进行加权共表达网络分析。然后,利用单变量Cox回归和最小绝对收缩和选择算子(LASSO)Cox回归分析构建预后模型。还进行了功能富集、免疫微环境和生存分析。采用一致性聚类分析验证预后模型的有效性并探索免疫微环境。最终,进行了包括CCK-8、Transwell和划痕试验在内的细胞实验,以确定LRRC59在COAD中的功能。

结果

根据锌转运相关预后模型,将TCGA和GEO数据库中的COAD患者分为高风险组和低风险组。低风险组的预后相对较好。两组在免疫浸润、MHC以及免疫检查点相关基因的表达方面存在显著差异。细胞实验表明,敲低LRRC59后,HCT-116、DLD-1和RKO细胞系的增殖、迁移和侵袭能力显著增强。这证明LRRC59确实是COAD的一个保护因子。

结论

利用锌转运相关基因建立了COAD的预后模型。该模型可以有效评估COAD患者的免疫微环境和预后。随后,通过细胞实验验证了LRRC59在COAD中的功能,突出了其作为生物标志物的潜力。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2a2f/10565862/594aa9619cff/fonc-13-1207499-g001.jpg

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