Weighted Gene Coexpression Network Analysis Identifies Neutrophil-Related Molecular Subtypes and Their Clinical Significance in Gastric Cancer

被引:1
作者
Chen, Chujia [1 ,2 ]
Shao, Yongfu [1 ]
Ye, Chengyuan [2 ]
Yu, Xuan [2 ]
Hu, Meng [2 ]
Yan, Jianing [1 ]
Ye, Guoliang [1 ]
机构
[1] Ningbo Univ, Affiliated Hosp 1, Dept Gastroenterol, Ningbo 315020, Peoples R China
[2] Ningbo Univ, Hlth Sci Ctr, Ningbo 315211, Peoples R China
关键词
gastric cancer; neutrophils; molecular subtypes; single-cell RNA sequencing; weighted gene co-expression network analysis; SINGLE-CELL; MIGRATION; REGULATOR; VIMENTIN;
D O I
10.2147/CMAR.S500215
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Background: Gastric cancer (GC) is among the most lethal malignancies worldwide. Due to the substantial heterogeneity of GC, more accurate molecular typing systems are desperately required to enhance the prognosis of GC patients. Methods: The major immune cell subclusters in GC were identified by a single-cell RNA sequencing (scRNA-seq) dataset. High- dimensional weighted gene coexpression network analysis (hdWGCNA) and multiple bioinformatics methods were utilized to classify the molecular subtypes of GC and further investigate the differences among the subtypes. Based on the module genes and differentially expressed genes (DEGs), random survival forest analysis was applied to identify the key prognostic genes for GC, and the roles and functional mechanisms of the key genes in GC were explored by clinical samples and cellular experiments. Results: Two distinct GC molecular subtypes (C1 and C2) associated with neutrophils were identified, with C1 associated with better prognosis. Compared with C2 subtype, C1 subtype has significant differences in immune infiltration, immune checkpoint expression, signaling pathway regulation, tumor mutation burden, and immunotherapy and chemotherapeutic drug sensitivity. Three new key genes (VIM, RBMS1 and RGS2) were revealed to be highly correlated with the prognosis of GC patients. In addition, the expression and cellular functions of key genes RBMS1 and RGS2 in gastric carcinogenesis were verified. Conclusion: We identified two neutrophil-related molecular GC subtypes with different prognostic outcomes and clinical significance. VIM, RBMS1 and RGS2 were identified as potential prognostic markers and therapeutic targets for GC. These findings provide a new perspective for the molecular typing and personalized treatment of GC.
引用
收藏
页码:397 / 418
页数:22
相关论文
共 50 条
[1]   Comprehensive molecular characterization of gastric adenocarcinoma [J].
Bass, Adam J. ;
Thorsson, Vesteinn ;
Shmulevich, Ilya ;
Reynolds, Sheila M. ;
Miller, Michael ;
Bernard, Brady ;
Hinoue, Toshinori ;
Laird, Peter W. ;
Curtis, Christina ;
Shen, Hui ;
Weisenberger, Daniel J. ;
Schultz, Nikolaus ;
Shen, Ronglai ;
Weinhold, Nils ;
Keiser, David P. ;
Bowlby, Reanne ;
Sipahimalani, Payal ;
Cherniack, Andrew D. ;
Getz, Gad ;
Liu, Yingchun ;
Noble, Michael S. ;
Pedamallu, Chandra ;
Sougnez, Carrie ;
Taylor-Weiner, Amaro ;
Akbani, Rehan ;
Lee, Ju-Seog ;
Liu, Wenbin ;
Mills, Gordon B. ;
Yang, Da ;
Zhang, Wei ;
Pantazi, Angeliki ;
Parfenov, Michael ;
Gulley, Margaret ;
Piazuelo, M. Blanca ;
Schneider, Barbara G. ;
Kim, Jihun ;
Boussioutas, Alex ;
Sheth, Margi ;
Demchok, John A. ;
Rabkin, Charles S. ;
Willis, Joseph E. ;
Ng, Sam ;
Garman, Katherine ;
Beer, David G. ;
Pennathur, Arjun ;
Raphael, Benjamin J. ;
Wu, Hsin-Ta ;
Odze, Robert ;
Kim, Hark K. ;
Bowen, Jay .
NATURE, 2014, 513 (7517) :202-209
[2]   Rgs2 Mediates Pro-Angiogenic Function of Myeloid Derived Suppressor Cells in the Tumor Microenvironment via Upregulation of MCP-1 [J].
Boelte, Kimberly C. ;
Gordy, Laura E. ;
Joyce, Sebastian ;
Thompson, Mary Ann ;
Yang, Li ;
Lin, P. Charles .
PLOS ONE, 2011, 6 (04)
[3]   Molecular analysis of gastric cancer identifies subtypes associated with distinct clinical outcomes [J].
Cristescu, Razvan ;
Lee, Jeeyun ;
Nebozhyn, Michael ;
Kim, Kyoung-Mee ;
Ting, Jason C. ;
Wong, Swee Seong ;
Liu, Jiangang ;
Yue, Yong Gang ;
Wang, Jian ;
Yu, Kun ;
Ye, Xiang S. ;
Do, In-Gu ;
Liu, Shawn ;
Gong, Lara ;
Fu, Jake ;
Jin, Jason Gang ;
Choi, Min Gew ;
Sohn, Tae Sung ;
Lee, Joon Ho ;
Bae, Jae Moon ;
Kim, Seung Tae ;
Park, Se Hoon ;
Sohn, Insuk ;
Jung, Sin-Ho ;
Tan, Patrick ;
Chen, Ronghua ;
Hardwick, James ;
Kang, Won Ki ;
Ayers, Mark ;
Dai Hongyue ;
Reinhard, Christoph ;
Loboda, Andrey ;
Kim, Sung ;
Aggarwal, Amit .
NATURE MEDICINE, 2015, 21 (05) :449-U217
[4]   Integrative Single-Cell and Bulk Transcriptomes Analyses Identify Intrinsic HNSCC Subtypes with Distinct Prognoses and Therapeutic Vulnerabilities [J].
Dai, Yibin ;
Wang, Ziyu ;
Xia, Yingchao ;
Li, Jin ;
Wu, Yaping ;
Wang, Yanling ;
Jiang, Hongbing ;
Cheng, Jie .
CLINICAL CANCER RESEARCH, 2023, 29 (15) :2845-2858
[5]   Vimentin expression predicts the occurrence of metastases in non small cell lung carcinomas [J].
Dauphin, Maryline ;
Barbe, Coralie ;
Lemaire, Sarah ;
Nawrocki-Raby, Beatrice ;
Lagonotte, Eymeric ;
Delepine, Gonzague ;
Birembaut, Philippe ;
Gilles, Christine ;
Polette, Myriam .
LUNG CANCER, 2013, 81 (01) :117-122
[7]   Ischemia induces regulator of G protein signaling 2 (RGS2) protein upregulation and enhances apoptosis in astrocytes [J].
Endale, Mehari ;
Kim, Sung Dae ;
Lee, Whi Min ;
Kim, Sangseop ;
Suk, Kyoungho ;
Cho, Jae Youl ;
Park, Hwa Jin ;
Wagley, Yadav ;
Kim, Suk ;
Oh, Jae-Wook ;
Rhee, Man Hee .
AMERICAN JOURNAL OF PHYSIOLOGY-CELL PHYSIOLOGY, 2010, 298 (03) :C611-C623
[8]   Single-cell roadmap of human gonadal development [J].
Garcia-Alonso, Luz ;
Lorenzi, Valentina ;
Mazzeo, Cecilia Icoresi ;
Alves-Lopes, Joao Pedro ;
Roberts, Kenny ;
Sancho-Serra, Carmen ;
Engelbert, Justin ;
Mareckova, Magda ;
Gruhn, Wolfram H. ;
Botting, Rachel A. ;
Li, Tong ;
Crespo, Berta ;
van Dongen, Stijn ;
Kiselev, Vladimir Yu ;
Prigmore, Elena ;
Herbert, Mary ;
Moffett, Ashley ;
Chedotal, Alain ;
Bayraktar, Omer Ali ;
Surani, Azim ;
Haniffa, Muzlifah ;
Vento-Tormo, Roser .
NATURE, 2022, 607 (7919) :540-+
[9]   A neutrophil response linked to tumor control in immunotherapy [J].
Gungabeesoon, Jeremy ;
Gort-Freitas, Nicolas A. ;
Kiss, Mate ;
Bolli, Evangelia ;
Messemaker, Marius ;
Siwicki, Marie ;
Hicham, Mehdi ;
Bill, Ruben ;
Koch, Peter ;
Cianciaruso, Chiara ;
Duval, Florent ;
Pfirschke, Christina ;
Mazzola, Michael ;
Peters, Solange ;
Homicsko, Krisztian ;
Garris, Christopher ;
Weissleder, Ralph ;
Klein, Allon M. ;
Pittet, Mikael J. .
CELL, 2023, 186 (07) :1448-1464.e20
[10]   Integrated analysis of multimodal single-cell data [J].
Hao, Yuhan ;
Hao, Stephanie ;
Andersen-Nissen, Erica ;
Mauck, William M. I. I. I. I. I. I. ;
Zheng, Shiwei ;
Butler, Andrew ;
Lee, Maddie J. ;
Wilk, Aaron J. ;
Darby, Charlotte ;
Zager, Michael ;
Hoffman, Paul ;
Stoeckius, Marlon ;
Papalexi, Efthymia ;
Mimitou, Eleni P. ;
Jain, Jaison ;
Srivastava, Avi ;
Stuart, Tim ;
Fleming, Lamar M. ;
Yeung, Bertrand ;
Rogers, Angela J. ;
McElrath, Juliana M. ;
Blish, Catherine A. ;
Gottardo, Raphael ;
Smibert, Peter ;
Satija, Rahul .
CELL, 2021, 184 (13) :3573-+