Network-Based Analysis Reveals Gene Signature in Tip Cells and Stalk Cells

被引:3
作者
Xu, Lingyun [1 ]
Li, Chen [1 ]
机构
[1] Anhui Med Univ, Affiliated Fuyang Peoples Hosp, Fuyang Peoples Hosp, Dept Hematol, Fuyang City 236200, Anhui, Peoples R China
关键词
Angiogenesis; tip cells and stalk cells; bioinformatics approach; differentially expressed genes; WGCNA; candidate genes; the therapeutic agent; ENDOTHELIAL GROWTH-FACTOR; VEGF-A; ANGIOGENESIS; IDENTIFICATION; ENDOCAN; CANCER; DLL4; MORPHOGENESIS; EXPRESSION; NOTCH1;
D O I
10.2174/1871520621666210720120218
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Angiogenesis occurs during various physiological or pathological processes such as wound healing and tumor growth. Differentiation of vascular endothelial cells into tip cells and stalk cells initiates the formation of new blood vessels. Tip cells and stalk cells are endothelial cells with different biological characteristics and functions. Objective: The aim of this study was to determine the mechanisms of angiogenesis by exploring differences in gene expression of tip cells and stalk cells. Methods: Raw data were retrieved from NCBI Gene Expression Omnibus (GSE19284). Data were reanalyzed using bioinformatics methods that employ robust statistical methods, including identification of differentially expressed genes (DEGs) between the stalk and tip cells, Weighted Gene Correlation Network Analysis (WGCNA), gene ontology and pathway enrichment analysis using DAVID tools, integration of Protein-Protein Interaction (PPI) networks and screening of hub genes. DEGs of stalk and tip cells were grouped as dataset A. Gene modules associated with differentiation of stalk and tip cells screened by WGCNA were named dataset B. Further, we retrieved existing markers of angiogenesis from previous experimental studies on tip and stalk cells which we called dataset C. Intersection of datasets A, B and C was used as a candidate gene. Subsequently, we verified the results applying Quantitative Polymerase Chain Reaction (Q-PCR) to our clinical specimen. In general, the Q-PCR results coincide with the majority of the expression profile. Results: We identified five candidate genes, including ESM1, CXCR4, JAG1, FLT1 and PTK2, and two pathways, including Rap1 signaling pathway and PI3K-Akt signaling pathway in vascular endothelial cells that differentiate into tip cells and stalk cells using bioinformatics analysis. Conclusion: Bioinformatics approaches provide new avenues for basic research in different fields such as angiogenesis. The findings of this study provide new perspectives and a basis for the study of molecular mechanisms of vascular endothelial cell differentiation into stalk and tip cells. Genes and pathways identified in this study are potential biomarkers and therapeutic targets for angiogenesis in the tumor.
引用
收藏
页码:1571 / 1581
页数:11
相关论文
共 48 条
[1]   Angiogenic morphogenesis driven by dynamic and heterogeneous collective endothelial cell movement [J].
Arima, Satoshi ;
Nishiyama, Koichi ;
Ko, Toshiyuki ;
Arima, Yuichiro ;
Hakozaki, Yuji ;
Sugihara, Kei ;
Koseki, Hiroaki ;
Uchijima, Yasunobu ;
Kurihara, Yukiko ;
Kurihara, Hiroki .
DEVELOPMENT, 2011, 138 (21) :4763-4776
[2]   Network Analysis-Based Approach for Exploring the Potential Diagnostic Biomarkers of Acute Myocardial Infarction [J].
Chen, Jiaqi ;
Yu, Ling ;
Zhang, Siwei ;
Chen, Xia .
FRONTIERS IN PHYSIOLOGY, 2016, 7
[3]   Endothelial cells and VEGF in vascular development [J].
Coultas, L ;
Chawengsaksophak, K ;
Rossant, J .
NATURE, 2005, 438 (7070) :937-945
[4]  
De Bock K, 2013, CELL, V28, P1658
[5]   Identification and functional analysis of endothelial tip cell-enriched genes [J].
del Toro, Raquel ;
Prahst, Claudia ;
Mathivet, Thomas ;
Siegfried, Geraldine ;
Kaminker, Joshua S. ;
Larrivee, Bruno ;
Breant, Christiane ;
Duarte, Antonio ;
Takakura, Nobuyuki ;
Fukamizu, Akiyoshi ;
Penninger, Josef ;
Eichmann, Anne .
BLOOD, 2010, 116 (19) :4025-4033
[6]   Intussusceptive angiogenesis - Its role in embryonic vascular network formation [J].
Djonov, V ;
Schmid, M ;
Tschanz, SA ;
Burri, PH .
CIRCULATION RESEARCH, 2000, 86 (03) :286-292
[7]  
Djonov V, 2001, MICROSC RES TECHNIQ, V52, P182, DOI 10.1002/1097-0029(20010115)52:2<182::AID-JEMT1004>3.3.CO
[8]  
2-D
[9]   Vascular permeability factor/vascular endothelial growth factor: A critical cytokine in tumor angiogenesis and a potential target for diagnosis and therapy [J].
Dvorak, HF .
JOURNAL OF CLINICAL ONCOLOGY, 2002, 20 (21) :4368-4380
[10]   Identification of prostate cancer hub genes and therapeutic agents using bioinformatics approach [J].
Fang, Enhao ;
Zhang, Xiuqing ;
Wang, Qi ;
Wang, Daoming .
CANCER BIOMARKERS, 2017, 20 (04) :553-561