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通过单细胞测序数据和 TCGA 数据分析鉴定和验证结直肠癌肝转移的关键基因。

Identification and Verification of Key Genes in Colorectal Cancer Liver Metastases Through Analysis of Single-Cell Sequencing Data and TCGA Data.

机构信息

Department of Hepatopancreatobiliary Surgical Oncology, Fujian Cancer Hospital, College of Clinical Medicine for Oncology, Fujian Medical University, Fuzhou, Fujian, People's Republic of China.

Department of Gastrointestinal Surgical Oncology, Fujian Cancer Hospital, College of Clinical Medicine for Oncology, Fujian Medical University, Fuzhou, Fujian, People's Republic of China.

出版信息

Ann Surg Oncol. 2024 Dec;31(13):8664-8679. doi: 10.1245/s10434-024-16194-9. Epub 2024 Oct 9.

Abstract

BACKGROUND

Colorectal cancer (CRC) is highly prevalent worldwide, with more patients experiencing colorectal cancer liver metastases (CRLM). This study aimed to identify key genes in CRLM through single-cell sequencing data reanalysis and experimental validation.

METHODS

The study analyzed single-cell RNA-sequencing (scRNA-seq) data from the Gene Expression Omnibus (GEO) database. Gene ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG) were used for gene functional enrichment analysis. The Cancer Genome Atlas (TCGA) data enabled bulk-RNA expression and survival prognosis analysis. Real-time polymerase chain reaction (qPCR) detected mRNA expression, whereas Western blot determined protein levels. Cell function experiments assessed SPARC's impact on CRC cell behavior.

RESULTS

Cluster analysis showed 23 classes among 17 CRLM samples, representing six cell types. A GO and KEGG analysis identified interleukin-1 beta (IL1B), CD2 molecule (CD2), and C-X-C motif chemokine ligand 8 (CXCL8) as significant prognostic factors in CRC. Secreted protein acidic and cysteine rich (SPARC) was one of the top differentially expressed genes (DEGs) in tissue stem cells, confirmed in primary and metastatic lesions. Metastatic lesions showed higher expression of SPARC and CRC stem cell marker leucine-rich repeat containing G protein-coupled receptor 5 (LGR5), which was significantly correlated positively with LGR5 expression. Knockdown of SPARC reduced CRC cell sphere- and colony-formation, invasion, and migration abilities. Overexpression of SPARC significantly increased the malignancy of CRC cells.

CONCLUSIONS

Several key genes were identified in the process of CRLM. In CRLM samples and those corresponding to CRC stem cells, SPARC was significantly upregulated. In the therapy of CRLM, SPARC might be a potential target.

摘要

背景

结直肠癌(CRC)在全球范围内高发,有更多的患者患有结直肠癌肝转移(CRLM)。本研究旨在通过单细胞测序数据再分析和实验验证,鉴定 CRLM 中的关键基因。

方法

本研究分析了来自基因表达综合数据库(GEO)的单细胞 RNA 测序(scRNA-seq)数据。基因本体论(GO)和京都基因与基因组百科全书(KEGG)用于基因功能富集分析。癌症基因组图谱(TCGA)数据可进行批量 RNA 表达和生存预后分析。实时聚合酶链反应(qPCR)检测 mRNA 表达,Western blot 检测蛋白水平。细胞功能实验评估了 SPARC 对 CRC 细胞行为的影响。

结果

聚类分析显示,17 个 CRLM 样本中有 23 个聚类,代表 6 种细胞类型。GO 和 KEGG 分析鉴定出白细胞介素 1 受体拮抗剂(IL1B)、CD2 分子(CD2)和 C-X-C 基序趋化因子配体 8(CXCL8)是 CRC 的重要预后因素。富含酸性和半胱氨酸的分泌蛋白(SPARC)是组织干细胞中差异表达基因(DEGs)中的一种,在原发和转移病灶中均得到证实。转移病灶中 SPARC 和 CRC 干细胞标志物富含亮氨酸重复的 G 蛋白偶联受体 5(LGR5)表达较高,且与 LGR5 表达呈显著正相关。SPARC 敲低降低了 CRC 细胞球体和集落形成、侵袭和迁移能力。SPARC 的过表达显著增加了 CRC 细胞的恶性程度。

结论

在 CRLM 过程中鉴定出了几个关键基因。在 CRLM 样本和相应的 CRC 干细胞中,SPARC 表达显著上调。在 CRLM 的治疗中,SPARC 可能是一个潜在的靶点。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/7e10/11549235/758de5278288/10434_2024_16194_Fig1_HTML.jpg

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