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

被引:1
作者
Zhang, Hui [1 ]
Zhuo, Changhua [2 ]
Lin, Ruirong [2 ]
Ke, Fayong [1 ]
Wang, Ming [1 ]
Yang, Chunkang [2 ]
机构
[1] Fujian Med Univ, Fujian Canc Hosp, Coll Clin Med Oncol, Dept Hepatopancreatobiliary Surg Oncol, Fuzhou, Fujian, Peoples R China
[2] Fujian Med Univ, Fujian Canc Hosp, Coll Clin Med Oncol, Dept Gastrointestinal Surg Oncol, Fuzhou, Fujian, Peoples R China
关键词
Colorectal cancer liver metastases metastases; Tumor microenvironment; Single-cell RNA-sequencing; Colorectal cancer stem cells;
D O I
10.1245/s10434-024-16194-9
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
BackgroundColorectal 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.MethodsThe 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.ResultsCluster 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.ConclusionsSeveral 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.
引用
收藏
页码:8664 / 8679
页数:16
相关论文
共 23 条
  • [1] Emerging trends in colorectal cancer: Dysregulated signaling pathways (Review)
    Ahmad, Rehan
    Singh, Jaikee Kumar
    Wunnava, Amoolya
    Al-Obeed, Omar
    Abdulla, Maha
    Srivastava, Sandeep Kumar
    [J]. INTERNATIONAL JOURNAL OF MOLECULAR MEDICINE, 2021, 47 (03)
  • [2] Reference-based analysis of lung single-cell sequencing reveals a transitional profibrotic macrophage
    Aran, Dvir
    Looney, Agnieszka P.
    Liu, Leqian
    Wu, Esther
    Fong, Valerie
    Hsu, Austin
    Chak, Suzanna
    Naikawadi, Ram P.
    Wolters, Paul J.
    Abate, Adam R.
    Butte, Atul J.
    Bhattacharya, Mallar
    [J]. NATURE IMMUNOLOGY, 2019, 20 (02) : 163 - +
  • [3] Colorectal Cancer Liver Metastases: Multimodal Therapy
    Aykut, Berk
    Lidsky, Michael E.
    [J]. SURGICAL ONCOLOGY CLINICS OF NORTH AMERICA, 2023, 32 (01) : 119 - 141
  • [4] Carcinoembryonic antigen (CEA) and hepatic metastasis in colorectal cancer: Update on biomarker for clinical and biotechnological approaches
    Campos-Da-paz M.
    Dórea J.G.
    Galdino A.S.
    Lacava Z.G.M.
    Almeida Santos M.F.M.
    [J]. Recent Patents on Biotechnology, 2018, 12 (04) : 269 - 279
  • [5] The Colorectal Cancer Tumor Microenvironment and Its Impact on Liver and Lung Metastasis
    Chandra, Raghav
    Karalis, John D.
    Liu, Charles
    Murimwa, Gilbert Z.
    Voth Park, Josiah
    Heid, Christopher A.
    Reznik, Scott I.
    Huang, Emina
    Minna, John D.
    Brekken, Rolf A.
    [J]. CANCERS, 2021, 13 (24)
  • [6] The tumor microenvironment of colorectal cancer metastases: opportunities in cancer immunotherapy
    Kamal, Yasmin
    Schmit, Stephanie L.
    Frost, Hildreth Robert
    Amos, Christopher, I
    [J]. IMMUNOTHERAPY, 2020, 12 (14) : 1083 - 1100
  • [7] KEGG as a reference resource for gene and protein annotation
    Kanehisa, Minoru
    Sato, Yoko
    Kawashima, Masayuki
    Furumichi, Miho
    Tanabe, Mao
    [J]. NUCLEIC ACIDS RESEARCH, 2016, 44 (D1) : D457 - D462
  • [8] Remodeling of the immune and stromal cell compartment by PD-1 blockade in mismatch repair-deficient colorectal cancer
    Li, Jianxia
    Wu, Cheng
    Hu, Huabin
    Qin, Ge
    Wu, Xueqian
    Bai, Fan
    Zhang, Jianwei
    Cai, Yue
    Huang, Yan
    Wang, Chao
    Yang, Jiaqi
    Luan, Yizhao
    Jiang, Zehang
    Ling, Jiayu
    Wu, Zehua
    Chen, Yaoxu
    Xie, Zhi
    Deng, Yanhong
    [J]. CANCER CELL, 2023, 41 (06) : 1152 - +
  • [9] Immune phenotypic linkage between colorectal cancer and liver metastasis
    Liu, Yedan
    Zhang, Qiming
    Xing, Baocai
    Luo, Nan
    Gao, Ranran
    Yu, Kezhuo
    Hu, Xueda
    Bu, Zhaode
    Peng, Jirun
    Ren, Xianwen
    Zhang, Zemin
    [J]. CANCER CELL, 2022, 40 (04) : 424 - +
  • [10] Single-cell analyses reveal suppressive tumor microenvironment of human colorectal cancer
    Mei, Yan
    Xiao, Weiwei
    Hu, Hao
    Lu, Guanming
    Chen, Lingdan
    Sun, Zhun
    Lu, Mengdie
    Ma, Wenhui
    Jiang, Ting
    Gao, YuanHong
    Li, LiRen
    Chen, Gong
    Wang, Zifeng
    Li, Hanjie
    Wu, Duojiao
    Zhou, Pinghong
    Leng, Qibin
    Jia, Guangshuai
    [J]. CLINICAL AND TRANSLATIONAL MEDICINE, 2021, 11 (06):