Identification of hub genes associated with neutrophils infiltration in colorectal cancer

被引:21
作者
Su, Hao [1 ]
Cai, Tianyi [2 ]
Zhang, Sen [1 ]
Yan, Xialin [3 ]
Zhou, Leqi [4 ]
He, Zirui [1 ]
Xue, Pei [1 ]
Li, Jianwen [1 ]
Zheng, Minhua [1 ]
Yang, Xiao [1 ]
Feng, Bo [1 ]
机构
[1] Shanghai Jiao Tong Univ, Ruijin Hosp, Sch Med, Shanghai, Peoples R China
[2] Fudan Univ, Zhongshan Hosp, Dept Gen Surg, Shanghai, Peoples R China
[3] Tongji Univ, Peoples Hosp 10, Dept Gen Surg, Shanghai, Peoples R China
[4] Changhai Hosp, Dept Gen Surg, Shanghai, Peoples R China
基金
上海市自然科学基金;
关键词
CIBERSORTx; colorectal cancer; immune cells; neutrophils; tumour microenvironment; WGCNA; TUMOR-ASSOCIATED NEUTROPHILS; METASTASIS; SURVIVAL; PROMOTE; GROWTH;
D O I
10.1111/jcmm.16414
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Colorectal cancer (CRC) is the leading cause of cancer-related mortality in the world. Accumulating evidence indicate that tumour infiltrating immune cells participated in cancer progression. Among them, tumour infiltrating neutrophils (TINs) are reported to play crucial role in various cancers. In this study, we used CIBERSORTx, a digital cytometry tool to evaluate the neutrophils infiltration in CRC based on gene expression data of CRC tissues from data set and The Cancer Genome Atlas data set (TCGA-COAD and TCGA-READ). Weighted gene co-expression network analysis (WGCNA) was conducted in data set to identify hub genes associated with neutrophil infiltration. The association of hub gene and neutrophils was then validated in TCGA cohorts and an independent RJ cohort. Functional analysis was performed to investigate the molecular mechanisms of the interested hub gene. We found that neutrophil infiltration is elevated in CRC tissues, and it is related to a poorer prognosis. A total of 18 gene modules are identified by WGCNA in data set, among which lightcyan module is significantly correlated with neutrophils infiltration. Furthermore, Superoxide Dismutase 2 (SOD2) in lightcyan module was proved to correlated with neutrophils infiltration in various cancer types. In addition, SOD2 expression is highly associated with several chemokines, including CXCL8, a neutrophils-related attractant, and functional analysis revealed that SOD2 is involved in neutrophils recruitment biological process. These results indicate that an 'SOD2-CXCL8-neutrophil recruitment' axis plays a potential role in colorectal cancer progression.
引用
收藏
页码:3371 / 3380
页数:10
相关论文
共 39 条
[11]   Cancer-promoting mechanisms of tumor-associated neutrophils [J].
Hurt, Brian ;
Schulick, Richard ;
Edil, Barish ;
El Kasmi, Karim C. ;
Barnett, Carlton, Jr. .
AMERICAN JOURNAL OF SURGERY, 2017, 214 (05) :938-944
[12]  
Jemal A, 2011, CA-CANCER J CLIN, V61, P134, DOI [10.3322/caac.21492, 10.3322/caac.20115, 10.3322/caac.20107]
[13]   WGCNA: an R package for weighted correlation network analysis [J].
Langfelder, Peter ;
Horvath, Steve .
BMC BIOINFORMATICS, 2008, 9 (1)
[14]   Comprehensive analyses of tumor immunity: implications for cancer immunotherapy [J].
Li, Bo ;
Severson, Eric ;
Pignon, Jean-Christophe ;
Zhao, Haoquan ;
Li, Taiwen ;
Novak, Jesse ;
Jiang, Peng ;
Shen, Hui ;
Aster, Jon C. ;
Rodig, Scott ;
Signoretti, Sabina ;
Liu, Jun S. ;
Liu, X. Shirley .
GENOME BIOLOGY, 2016, 17
[15]   TIMER: A Web Server for Comprehensive Analysis of Tumor-Infiltrating Immune Cells [J].
Li, Taiwen ;
Fan, Jingyu ;
Wang, Binbin ;
Traugh, Nicole ;
Chen, Qianming ;
Liu, Jun S. ;
Li, Bo ;
Liu, X. Shirley .
CANCER RESEARCH, 2017, 77 (21) :E108-E110
[16]   The Genotype-Tissue Expression (GTEx) project [J].
Lonsdale, John ;
Thomas, Jeffrey ;
Salvatore, Mike ;
Phillips, Rebecca ;
Lo, Edmund ;
Shad, Saboor ;
Hasz, Richard ;
Walters, Gary ;
Garcia, Fernando ;
Young, Nancy ;
Foster, Barbara ;
Moser, Mike ;
Karasik, Ellen ;
Gillard, Bryan ;
Ramsey, Kimberley ;
Sullivan, Susan ;
Bridge, Jason ;
Magazine, Harold ;
Syron, John ;
Fleming, Johnelle ;
Siminoff, Laura ;
Traino, Heather ;
Mosavel, Maghboeba ;
Barker, Laura ;
Jewell, Scott ;
Rohrer, Dan ;
Maxim, Dan ;
Filkins, Dana ;
Harbach, Philip ;
Cortadillo, Eddie ;
Berghuis, Bree ;
Turner, Lisa ;
Hudson, Eric ;
Feenstra, Kristin ;
Sobin, Leslie ;
Robb, James ;
Branton, Phillip ;
Korzeniewski, Greg ;
Shive, Charles ;
Tabor, David ;
Qi, Liqun ;
Groch, Kevin ;
Nampally, Sreenath ;
Buia, Steve ;
Zimmerman, Angela ;
Smith, Anna ;
Burges, Robin ;
Robinson, Karna ;
Valentino, Kim ;
Bradbury, Deborah .
NATURE GENETICS, 2013, 45 (06) :580-585
[17]   Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2 [J].
Love, Michael I. ;
Huber, Wolfgang ;
Anders, Simon .
GENOME BIOLOGY, 2014, 15 (12)
[18]   Gene Expression Classification of Colon Cancer into Molecular Subtypes: Characterization, Validation, and Prognostic Value [J].
Marisa, Laetitia ;
de Reynies, Aureline ;
Duval, Alex ;
Selves, Janick ;
Gaub, Marie Pierre ;
Vescovo, Laure ;
Etienne-Grimaldi, Marie-Christine ;
Schiappa, Renaud ;
Guenot, Dominique ;
Ayadi, Mira ;
Kirzin, Sylvain ;
Chazal, Maurice ;
Flejou, Jean-Francois ;
Benchimol, Daniel ;
Berger, Anne ;
Lagarde, Arnaud ;
Pencreach, Erwan ;
Piard, Francois ;
Elias, Dominique ;
Parc, Yann ;
Olschwang, Sylviane ;
Milano, Gerard ;
Laurent-Puig, Pierre ;
Boige, Valerie .
PLOS MEDICINE, 2013, 10 (05)
[19]   Subsets of exhausted CD8+ T cells differentially mediate tumor control and respond to checkpoint blockade [J].
Miller, Brian C. ;
Sen, Debattama R. ;
Al Abosy, Rose ;
Bi, Kevin ;
Virkud, Yamini V. ;
LaFleur, Martin W. ;
Yates, Kathleen B. ;
Lako, Ana ;
Felt, Kristen ;
Naik, Girish S. ;
Manos, Michael ;
Gjini, Evisa ;
Kuchroo, Juhi R. ;
Ishizuka, Jeffrey J. ;
Collier, Jenna L. ;
Griffin, Gabriel K. ;
Maleri, Seth ;
Comstock, Dawn E. ;
Weiss, Sarah A. ;
Brown, Flavian D. ;
Panda, Arpit ;
Zimmer, Margaret D. ;
Manguso, Robert T. ;
Hodi, F. Stephen ;
Rodig, Scott J. ;
Sharpe, Arlene H. ;
Haining, W. Nicholas .
NATURE IMMUNOLOGY, 2019, 20 (03) :326-+
[20]   Human neutrophils: Their role in cancer and relation to myeloid-derived suppressor cells [J].
Moses, Katrin ;
Brandau, Sven .
SEMINARS IN IMMUNOLOGY, 2016, 28 (02) :187-196