Integrated single-cell RNA sequencing analysis reveals a mesenchymal stem cell-associated signature for estimating prognosis and drug sensitivity in gastric cancer

被引:11
作者
Shen, Kaiyu [1 ]
Chen, Binyu [1 ]
Gao, Wencang [2 ]
机构
[1] Zhejiang Chinese Med Univ, Clin Med Coll 2, Hangzhou 310053, Peoples R China
[2] Zhejiang Chinese Med Univ, Affiliated Hosp 2, Dept Oncol, Hangzhou 310005, Peoples R China
关键词
Single-cell RNA sequence; Gastric cancer; Mesenchymal stem cells; Biomarker; Nomogram; RISK-FACTORS; MARCKS; EXPRESSION; PROLIFERATION; MECHANISMS; ESOPHAGEAL; RESISTANCE; CARCINOMA; MIGRATION; DELIVERY;
D O I
10.1007/s00432-023-05058-6
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
BackgroundMesenchymal stem cells (MSCs) play an important role in regulating all stages of the immune response, angiogenesis, and transformation of matrix components in the tumor microenvironment. The aim of this study was to identify the prognostic value of MSC-related signatures in patients with gastric cancer (GC).MethodsMSC marker genes were identified by analyzing single-cell RNA sequencing (scRNA-seq) data for GC from the Gene Expression Omnibus (GEO) database. Using bulk sequencing data from the Cancer Genome Atlas-Stomach adenocarcinoma (TCGA-STAD), as a training cohort, and data from GEO, as a validation cohort, we developed a risk model consisting of MSC prognostic signature genes, and classified GC patients into high- and low-MSC risk subgroups. Multifactorial Cox regression was used to evaluate whether MSC prognostic signature was an independent prognostic factor. An MSC nomogram was constructed combining clinical information and risk grouping. Subsequently, we evaluated the effect of MSC prognostic signature on immune cell infiltration, antitumor drugs and immune checkpoints and verified the expression of MSC prognostic signature by in vitro cellular assays.ResultsIn this study, 174 MSC marker genes were identified by analyzing scRNA-seq data. We identified seven genes (POSTN, PLOD2, ITGAV, MMP11, SDC2, MARCKS, ANXA5) to construct MSC prognostic signature. MSC prognostic signature was an independent risk factor in the TCGA and GEO cohorts. GC patients in the high-MSC risk group had worse prognoses. In addition, the MSC nomogram has a high clinical application value. Notably, the MSC signature can induce the development of a poor immune microenvironment. GC patients in the high MSC-risk group were more sensitive to anticancer drugs and tended to have higher levels of immune checkpoint markers. In qRT-PCR assays, the MSC signature was more highly expressed in GC cell lines.ConclusionsThe MSC marker gene-based risk signature developed in this study can not only be used to predict the prognosis of GC patients, but also has the potential to reflect the efficacy of antitumor therapies
引用
收藏
页码:11829 / 11847
页数:19
相关论文
共 73 条
[1]   Anti-Tumor Effect of Adipose Tissue Derived-Mesenchymal Stem Cells Expressing Interferon-β and Treatment with Cisplatin in a Xenograft Mouse Model for Canine Melanoma [J].
Ahn, Jin Ok ;
Lee, Hee Woo ;
Seo, Kyoung Won ;
Kang, Sung Keun ;
Ra, Jeong Chan ;
Youn, Hwa Young .
PLOS ONE, 2013, 8 (09)
[2]   Survival for oesophageal, stomach and small intestine cancers in Europe 1999-2007: Results from EUROCARE-5 [J].
Anderson, L. A. ;
Tavilla, A. ;
Brenner, H. ;
Luttmann, S. ;
Navarro, C. ;
Gavin, A. T. ;
Holleczek, B. ;
Johnston, B. T. ;
Cook, M. B. ;
Bannon, F. ;
Sant, M. .
EUROPEAN JOURNAL OF CANCER, 2015, 51 (15) :2144-2157
[3]   Mesenchymal stem cells and cancer therapy: insights into targeting the tumour vasculature [J].
Aravindhan, Surendar ;
Ejam, Sura Salman ;
Lafta, Methaq Hadi ;
Markov, Alexander ;
Yumashev, Alexei Valerievich ;
Ahmadi, Majid .
CANCER CELL INTERNATIONAL, 2021, 21 (01)
[4]   Extra-embryonic syndecan 2 regulates organ primordia migration and fibrillogenesis throughout the zebrafish embryo [J].
Arrington, Cammon B. ;
Yost, H. Joseph .
DEVELOPMENT, 2009, 136 (18) :3143-3152
[5]   Nomograms in oncology: more than meets the eye [J].
Balachandran, Vinod P. ;
Gonen, Mithat ;
Smith, J. Joshua ;
DeMatteo, Ronald P. .
LANCET ONCOLOGY, 2015, 16 (04) :E173-E180
[6]   Phase III, randomised trial of avelumab versus physician's choice of chemotherapy as third-line treatment of patients with advanced gastric or gastro-oesophageal junction cancer: primary analysis of JAVELIN Gastric 300 [J].
Bang, Y. -J. ;
Ruiz, E. Yanez ;
Van Cutsem, E. ;
Lee, K. -W. ;
Wyrwicz, L. ;
Schenker, M. ;
Alsina, M. ;
Ryu, M. -H. ;
Chung, H. -C. ;
Evesque, L. ;
Al-Batran, S. -E. ;
Park, S. H. ;
Lichinitser, M. ;
Boku, N. ;
Moehler, M. H. ;
Hong, J. ;
Xiong, H. ;
Hallwachs, R. ;
Conti, I. ;
Taieb, J. .
ANNALS OF ONCOLOGY, 2018, 29 (10) :2052-2060
[7]   Recent advances in anti-angiogenic nanomedicines for cancer therapy [J].
Bhattarai, Pravin ;
Hameed, Sadaf ;
Dai, Zhifei .
NANOSCALE, 2018, 10 (12) :5393-5423
[8]   Bone Marrow Mesenchymal Stem Cells: Historical Overview and Concepts [J].
Charbord, Pierre .
HUMAN GENE THERAPY, 2010, 21 (09) :1045-1056
[9]   Upregulation of MARCKS in kidney cancer and its potential as a therapeutic target [J].
Chen, C-H ;
Fong, L. W. R. ;
Yu, E. ;
Wu, R. ;
Trott, J. F. ;
Weiss, R. H. .
ONCOGENE, 2017, 36 (25) :3588-3598
[10]   A peptide that inhibits function of Myristoylated Alanine-Rich C Kinase Substrate (MARCKS) reduces lung cancer metastasis [J].
Chen, C-H ;
Thai, P. ;
Yoneda, K. ;
Adler, K. B. ;
Yang, P-C ;
Wu, R. .
ONCOGENE, 2014, 33 (28) :3696-3706