Construction of a hypoxia-immune-related prognostic panel based on integrated single-cell and bulk RNA sequencing analyses in gastric cancer

被引:7
|
作者
Deng, Cuncan [1 ]
Deng, Guofei [1 ]
Chu, Hongwu [1 ]
Chen, Songyao [1 ]
Chen, Xiancong [1 ]
Li, Xing [1 ]
He, Yulong [1 ,2 ]
Sun, Chunhui [1 ,2 ]
Zhang, Changhua [1 ,2 ]
机构
[1] Sun Yat Sen Univ, Affiliated Hosp 7, Digest Dis Ctr, Shenzhen, Peoples R China
[2] Sun Yat Sen Univ, Affiliated Hosp 7, Guangdong Prov Key Lab Digest Canc Res, Shenzhen, Guangdong, Peoples R China
来源
FRONTIERS IN IMMUNOLOGY | 2023年 / 14卷
基金
中国国家自然科学基金;
关键词
gastric cancer; hypoxia; prognostic panel; immune infiltration; immune therapy; PHASE-I; FIBROBLASTS; COMBINATION; EXPRESSION; INTERPLAY; SURVIVAL;
D O I
10.3389/fimmu.2023.1140328
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
IntroductionGastric cancer (GC) is the fifth most common tumor, contributing to the third-highest number of cancer-related deaths. Hypoxia is a major feature of the tumor microenvironment. This study aimed to explore the influence of hypoxia in GC and establish a hypoxia-related prognostic panel. MethodsThe GC scRNA-seq data and bulk RNA-seq data were downloaded from the GEO and TCGA databases, respectively. AddModuleScore() and AUCell() were used to calculate module scores and fractions of enrichment for hypoxia-related gene expression in single cells. Least absolute shrinkage and selection operator cox (LASSO-COX) regression analysis was utilized to build a prognostic panel, and hub RNAs were validated by qPCR. The CIBERSORT algorithm was adopted to evaluate immune infiltration. The finding of immune infiltration was validated by a dual immunohistochemistry staining. The TIDE score, TIS score and ESTIMATE were used to evaluate the immunotherapy predictive efficacy. ResultsHypoxia-related scores were the highest in fibroblasts, and 166 differentially expressed genes were identified. Five hypoxia-related genes were incorporated into the hypoxia-related prognostic panel. 4 hypoxia-related genes (including POSTN, BMP4, MXRA5 and LBH) were significantly upregulated in clinical GC samples compared with the normal group, while APOD expression decreased in GC samples. Similar results were found between cancer-associated fibroblasts (CAFs) and normal fibroblasts (NFs). A high hypoxia score was associated with advanced grade, TNM stage, N stage, and poorer prognosis. Decreased antitumor immune cells and increased cancer-promoting immune cells were found in patients with high hypoxia scores. Dual immunohistochemistry staining showed high expression of CD8 and ACTA2 in gastric cancer tissue. In addition, the high hypoxia score group possessed higher TIDE scores, indicating poor immunotherapy benefit. A high hypoxia score was also firmly related to sensitivity to chemotherapeutic drugs. DiscussionThis hypoxia-related prognostic panel may be effective in predicting the clinical prognosis, immune infiltrations, immunotherapy, and chemotherapy in GC.
引用
收藏
页数:13
相关论文
共 50 条
  • [21] Comprehensive analysis of hypoxia-related genes for prognosis, immune features, and drugs treatment strategy in gastric cancer using bulk and single-cell RNA-sequencing
    Tao, Guoqiang
    Jiao, Chengwen
    Wang, Yong
    Zhou, Qi
    SCIENTIFIC REPORTS, 2022, 12 (01):
  • [22] Identification of a hypoxia-related gene prognostic signature in colorectal cancer based on bulk and single-cell RNA-seq
    Qiao, Yihuan
    Jiang, Xunliang
    Li, Yaoting
    Wang, Ke
    Chen, Rujie
    Liu, Jun
    Du, Yongtao
    Sun, Li
    Li, Jipeng
    SCIENTIFIC REPORTS, 2023, 13 (01)
  • [23] Identification of a hypoxia-related gene prognostic signature in colorectal cancer based on bulk and single-cell RNA-seq
    Yihuan Qiao
    Xunliang Jiang
    Yaoting Li
    Ke Wang
    Rujie Chen
    Jun Liu
    Yongtao Du
    Li Sun
    Jipeng Li
    Scientific Reports, 13
  • [24] Prognostic and Immune Landscape Analysis of Ubiquitination-related Genes in Hepatocellular Carcinoma: Based on Bulk and Single-cell RNA Sequencing Data
    Yuan, Zibo
    Zhu, Qingwei
    Wu, Qingsong
    Zhang, Zhe
    Guo, Junwei
    Wu, Gongqiang
    Zheng, Cuiping
    Xu, Qiuran
    Huang, Dongsheng
    Cui, Di
    JOURNAL OF CANCER, 2024, 15 (09): : 2580 - 2600
  • [25] Identification and validation of a pyroptosis-related prognostic model for colorectal cancer based on bulk and single-cell RNA sequencing data
    Zhu, Li-Hua
    Yang, Jun
    Zhang, Yun-Fei
    Yan, Li
    Lin, Wan-Rong
    Liu, Wei-Qing
    WORLD JOURNAL OF CLINICAL ONCOLOGY, 2024, 15 (02):
  • [26] Construction and Validation of a Ferroptosis-Related Prognostic Signature for Melanoma Based on Single-Cell RNA Sequencing
    Liu, Yating
    Shou, Yanhong
    Zhu, Ronghui
    Qiu, Zhuoqiong
    Zhang, Qi
    Xu, Jinhua
    FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY, 2022, 10
  • [27] COL5A2 is a prognostic-related biomarker and correlated with immune infiltrates in gastric cancer based on transcriptomics and single-cell RNA sequencing
    Chen, Meiru
    Zhu, Xinying
    Zhang, Lixian
    Zhao, Dongqiang
    BMC MEDICAL GENOMICS, 2023, 16 (01)
  • [28] COL5A2 is a prognostic-related biomarker and correlated with immune infiltrates in gastric cancer based on transcriptomics and single-cell RNA sequencing
    Meiru Chen
    Xinying Zhu
    Lixian Zhang
    Dongqiang Zhao
    BMC Medical Genomics, 16
  • [29] Integration of single-cell RNA sequencing and bulk RNA sequencing to reveal an immunogenic cell death-related 5-gene panel as a prognostic model for osteosarcoma
    Yang, Jiaqi
    Zhang, Jian
    Na, Song
    Wang, Zhizhou
    Li, Hanshuo
    Su, Yuxin
    Ji, Li
    Tang, Xin
    Yang, Jun
    Xu, Lu
    FRONTIERS IN IMMUNOLOGY, 2022, 13
  • [30] Single-cell RNA sequencing integrated with bulk RNA sequencing analysis identifies a tumor immune microenvironment-related lncRNA signature in lung adenocarcinoma
    Ren, Yuqing
    Wu, Ruhao
    Li, Chunwei
    Liu, Long
    Li, Lifeng
    Weng, Siyuan
    Xu, Hui
    Xing, Zhe
    Zhang, Yuyuan
    Wang, Libo
    Liu, Zaoqu
    Han, Xinwei
    BMC BIOLOGY, 2024, 22 (01)