Identification of Senescence-Related Subtypes, the Development of a Prognosis Model, and Characterization of Immune Infiltration and Gut Microbiota in Colorectal Cancer

被引:9
作者
Dai, Ju-Ji [1 ]
Fu, Yang-Yang [2 ]
Zhong, Xi-Qiang [3 ]
Cen, Wei [1 ]
Ye, Mao-Fei [4 ]
Chen, Xi-Han [5 ]
Pan, Yi-Fei [1 ]
Ye, Le-Chi [1 ]
机构
[1] Wenzhou Med Univ, Dept Colorectal & Anal Surg, Affiliated Hosp 1, Wenzhou, Peoples R China
[2] Wenzhou Med Univ, Div Pulm Med, Key Lab Heart & Lung, Affiliated Hosp 1, Wenzhou, Peoples R China
[3] Wenzhou Med Univ, Dept Spinal Surg, Affiliated Hosp 3, Wenzhou, Peoples R China
[4] Shanghai Baoshan Luodian Hosp, Dept Urol, Shanghai, Peoples R China
[5] Peoples Hosp Pingyang, Dept Gastroenterol, Wenzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
colorectal cancer; senescence; tumor microenvironment; gut microbiota; prognosis; COLON-CANCER; DENDRITIC CELLS; INHIBITION; SENSITIZES; EXPRESSION; APOPTOSIS; MK5/PRAK; KINASE; BCL6; LOOP;
D O I
10.3389/fmed.2022.916565
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Cellular senescence is associated with tumorigenesis, and the subtype and prognostic signatures of senescence-related genes (SRGs) in the tumor microenvironment (TME) and gut microbiota have not been fully determined. Analysis of 91 SRGs obtained from the GSEA and MSigDB, and mRNA sequencing of genes in the Gene Expression Omnibus (GEO) and The Cancer Genome Atlas (TCGA) databases enabled the identification of two distinct molecular types of colorectal cancer (CRC). Patient samples were clustered into two subtypes, with Kaplan-Meier survival analyses showing significant differences in patient survival between the two subtypes. Cluster C2 was associated with patient clinicopathological features, high immune score, high abundance of immune infiltrating cells and somewhat high abundance of bacteria. A risk model based on eight SRGs showed that a low risk score was characterized by inhibition of immune activity and was indicative of better prognosis in patients with CRC. In combination with clinical characteristics, risk score was found to be an independent prognostic predictor of survival in patients with CRC. In conclusion, the present study showed that senescence-related subtypes and a signature consisting of eight SRGs were associated with CRC patient prognosis, as well as with immune cell infiltration and gut microbiota. These findings may enable better prediction of CRC patient prognosis and facilitate individualized treatments.
引用
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页数:13
相关论文
共 41 条
[31]   Prognostic value of tumor-infiltrating dendritic cells in colorectal cancer: Role of maturation status and intratumoral localization [J].
Sandel, MH ;
Dadabayev, AR ;
Menon, AG ;
Morreau, H ;
Melief, CJM ;
Offringa, R ;
van der Burg, SH ;
Janssen-van Rhijn, CM ;
Ensink, NG ;
Tollenaar, RAEM ;
van de Velde, CJH ;
Kuppen, PJK .
CLINICAL CANCER RESEARCH, 2005, 11 (07) :2576-2582
[32]   International Cancer Microbiome Consortium consensus statement on the role of the human microbiome in carcinogenesis [J].
Scott, Alasdair J. ;
Alexander, James L. ;
Merrifield, Claire A. ;
Cunningham, David ;
Jobin, Christian ;
Brown, Robert ;
Alverdy, John ;
O'Keefe, Stephen J. ;
Gaskins, H. Rex ;
Teare, Julian ;
Yu, Jun ;
Hughes, David J. ;
Verstraelen, Hans ;
Burton, Jeremy ;
O'Toole, Paul W. ;
Rosenberg, Daniel W. ;
Marchesi, Julian R. ;
Kinross, James M. .
GUT, 2019, 68 (09) :1624-1632
[33]   Morphological and quantitative analysis of BCL6 expression in human colorectal carcinogenesis [J].
Sena, Paola ;
Mariani, Francesco ;
Benincasa, Marta ;
De Leon, Maurizio Ponz ;
Di Gregorio, Carmela ;
Mancini, Stefano ;
Cavani, Francesco ;
Smargiassi, Alberto ;
Palumbo, Carla ;
Roncucci, Luca .
ONCOLOGY REPORTS, 2014, 31 (01) :103-110
[34]   Cancer statistics, 2020 [J].
Siegel, Rebecca L. ;
Miller, Kimberly D. ;
Jemal, Ahmedin .
CA-A CANCER JOURNAL FOR CLINICIANS, 2020, 70 (01) :7-30
[35]   RETRACTED: JNK confers 5-fluorouracil resistance in p53-deficient and mutant p53-expressing colon cancer cells by inducing survival autophagy (Retracted article. See vol. 11, 2021) [J].
Sui, Xinbing ;
Kong, Na ;
Wang, Xian ;
Fang, Yong ;
Hu, Xiaotong ;
Xu, Yinghua ;
Chen, Wei ;
Wang, Kaifeng ;
Li, Da ;
Jin, Wei ;
Lou, Fang ;
Zheng, Yu ;
Hu, Hong ;
Gong, Liu ;
Zhou, Xiaoyun ;
Pan, Hongming ;
Han, Weidong .
SCIENTIFIC REPORTS, 2014, 4
[36]   JNK1 Inhibition Attenuates Hypoxia-Induced Autophagy and Sensitizes to Chemotherapy [J].
Vasilevskaya, Irina A. ;
Selvakumaran, Muthu ;
Roberts, David ;
O'Dwyer, Peter J. .
MOLECULAR CANCER RESEARCH, 2016, 14 (08) :753-763
[37]   Cellular senescence impact on immune cell fate and function [J].
Vicente, Rita ;
Mausset-Bonnefont, Anne-Laure ;
Jorgensen, Christian ;
Louis-Plence, Pascale ;
Brondello, Jean-Marc .
AGING CELL, 2016, 15 (03) :400-406
[38]   Metastatic patterns and survival outcomes in patients with stage IV colon cancer: A population-based analysis [J].
Wang, Jiwei ;
Li, Song ;
Liu, Yanna ;
Zhang, Chunquan ;
Li, Honglang ;
Lai, Bin .
CANCER MEDICINE, 2020, 9 (01) :361-373
[39]   Dendritic cells in cancer immunology and immunotherapy [J].
Wculek, Stefanie K. ;
Cueto, Francisco J. ;
Mujal, Adriana M. ;
Melero, Ignacio ;
Krummel, Matthew F. ;
Sancho, David .
NATURE REVIEWS IMMUNOLOGY, 2020, 20 (01) :7-24
[40]   POSTOPERATIVE ADJUVANT CHEMOTHERAPY OR BCG FOR COLON CANCER - RESULTS FROM NSABP PROTOCOL-C-01 [J].
WOLMARK, N ;
FISHER, B ;
ROCKETTE, H ;
REDMOND, C ;
WICKERHAM, DL ;
FISHER, ER ;
JONES, J ;
GLASS, A ;
LERNER, H ;
LAWRENCE, W ;
PRAGER, D ;
WEXLER, M ;
EVANS, J ;
CRUZ, A ;
DIMITROV, N ;
JOCHIMSEN, P .
JNCI-JOURNAL OF THE NATIONAL CANCER INSTITUTE, 1988, 80 (01) :30-36