Single-cell dissection reveals the role of DNA damage response patterns in tumor microenvironment components contributing to colorectal cancer progression and immunotherapy

被引:7
作者
Shen, Xin [1 ]
Mo, Shaocong [1 ]
Wang, Yulin [2 ]
Lin, Lingxi [1 ]
Liu, YunPeng [3 ]
Weng, Meilin [4 ]
Gu, Wenchao [3 ,5 ]
Nakajima, Takahito
机构
[1] Fudan Univ, Huashan Hosp, Dept Digest Dis, Shanghai 200040, Peoples R China
[2] Fudan Univ, Zhongshan Hosp, Dept Nephrol, Shanghai, Peoples R China
[3] Univ Tsukuba, Dept Diagnost & Intervent Radiol, Tsukuba, Ibaraki 3058577, Japan
[4] Fudan Univ, Zhongshan Hosp, Dept Anesthesiol, Shanghai, Peoples R China
[5] Gunma Univ, Dept Diagnost Radiol & Nucl Med, Grad Sch Med, Maebashi, Japan
关键词
colorectal cancer; DNA damage response; homologous recombination deficiency; immune checkpoint blockade therapy; NMF; single-cell analysis; tumor microenvironment; GENE PER1; THYMINE DIMERS; PROTEIN; BETA; RELEASE; ASBESTOS; REPAIR; PLAYS; CYCLE; HMGB1;
D O I
10.1111/gtc.13017
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
Colorectal cancer (CRC) is one of the leading malignant cancers. DNA damage response (DDR), referring to the molecular process of DNA damage, is emerging as a promising field in targeted cancer therapy. However, the engagement of DDR in the remodeling of the tumor microenvironment is rarely studied. In this study, by sequential nonnegative matrix factorization (NMF) algorithm, pseudotime analysis, cell-cell interaction analysis, and SCENIC analysis, we have shown that DDR genes demonstrate various patterns among different cell types in CRC TME (tumor microenvironment), especially in epithelial cells, cancer-associated fibroblasts, CD8+ T cells, tumor-associated macrophages, which enhance the intensity of intercellular communication and transcription factor activation. Furthermore, based on the newly identified DDR-related TME signatures, cell subtypes including MNAT+CD8+T_cells-C5, POLR2E+Mac-C10, HMGB2+Epi-C4, HMGB1+Mac-C11, PER1+Mac-C5, PER1+CD8+T_cells-C1, POLR2A+Mac-C1, TDG+Epi-C5, TDG+CD8+T_cells-C8 are determined as critical prognostic factors for CRC patients and predictors of immune checkpoint blockade (ICB) therapy efficacy in two public CRC cohorts, TCGA-COAD and GSE39582. Our novel and systematic analysis on the level of the single-cell analysis has revealed the unique role of DDR in remodeling CRC TME for the first time, facilitating the prediction of prognosis and guidance of personalized ICB regimens in CRC.
引用
收藏
页码:348 / 363
页数:16
相关论文
共 66 条
[21]   Global characterization of T cells in non-small-cell lung cancer by single-cell sequencing [J].
Guo, Xinyi ;
Zhang, Yuanyuan ;
Zheng, Liangtao ;
Zheng, Chunhong ;
Song, Jintao ;
Zhang, Qiming ;
Kang, Boxi ;
Liu, Zhouzerui ;
Jin, Liang ;
Xing, Rui ;
Gao, Ranran ;
Zhang, Lei ;
Dong, Minghui ;
Hu, Xueda ;
Ren, Xianwen ;
Kirchhoff, Dennis ;
Roider, Helge Gottfried ;
Yan, Tiansheng ;
Zhang, Zemin .
NATURE MEDICINE, 2018, 24 (07) :978-+
[22]   DNA damage repair: historical perspectives, mechanistic pathways and clinical translation for targeted cancer therapy [J].
Huang, Ruixue ;
Zhou, Ping-Kun .
SIGNAL TRANSDUCTION AND TARGETED THERAPY, 2021, 6 (01)
[23]   Germline PARP4 mutations in patients with primary thyroid and breast cancers [J].
Ikeda, Yuji ;
Kiyotani, Kazuma ;
Yew, Poh Yin ;
Kato, Taigo ;
Tamura, Kenji ;
Yap, Kai Lee ;
Nielsen, Sarah M. ;
Mester, Jessica L. ;
Eng, Charis ;
Nakamura, Yusuke ;
Grogan, Raymon H. .
ENDOCRINE-RELATED CANCER, 2016, 23 (03) :171-179
[24]   The DNA-damage response in human biology and disease [J].
Jackson, Stephen P. ;
Bartek, Jiri .
NATURE, 2009, 461 (7267) :1071-1078
[25]   Signatures of T cell dysfunction and exclusion predict cancer immunotherapy response [J].
Jiang, Peng ;
Gu, Shengqing ;
Pan, Deng ;
Fu, Jingxin ;
Sahu, Avinash ;
Hu, Xihao ;
Li, Ziyi ;
Traugh, Nicole ;
Bu, Xia ;
Li, Bo ;
Liu, Jun ;
Freeman, Gordon J. ;
Brown, Myles A. ;
Wucherpfennig, Kai W. ;
Liu, X. Shirley .
NATURE MEDICINE, 2018, 24 (10) :1550-+
[26]   Inference and analysis of cell-cell communication using CellChat [J].
Jin, Suoqin ;
Guerrero-Juarez, Christian F. ;
Zhang, Lihua ;
Chang, Ivan ;
Ramos, Raul ;
Kuan, Chen-Hsiang ;
Myung, Peggy ;
Plikus, Maksim V. ;
Nie, Qing .
NATURE COMMUNICATIONS, 2021, 12 (01)
[27]   Screening and prevention of colorectal cancer [J].
Kanth, Priyanka ;
Inadomi, John M. .
BMJ-BRITISH MEDICAL JOURNAL, 2021, 374
[28]   Heterogeneity of cancer-associated fibroblasts: Opportunities for precision medicine [J].
Kanzaki, Ryu ;
Pietras, Kristian .
CANCER SCIENCE, 2020, 111 (08) :2708-2717
[29]   The 193-kD vault protein, VPARP, is a novel Poly(ADP-ribose) polymerase [J].
Kickhoefer, VA ;
Siva, AC ;
Kedersha, NL ;
Inman, EM ;
Ruland, C ;
Streuli, M ;
Rome, LH .
JOURNAL OF CELL BIOLOGY, 1999, 146 (05) :917-928
[30]   A subset of patients with MSS/MSI-low-colorectal cancer showed increased CD8(+) TILs together with up-regulated IFN-γ [J].
Kikuchi, Tomohiro ;
Mimura, Kosaku ;
Okayama, Hirokazu ;
Nakayama, Yuko ;
Saito, Katsuharu ;
Yamada, Leo ;
Endo, Eisei ;
Sakamoto, Wataru ;
Fujita, Shotaro ;
Endo, Hisahito ;
Saito, Motonobu ;
Momma, Tomoyuki ;
Saze, Zenichiro ;
Ohki, Shinji ;
Kono, Koji .
ONCOLOGY LETTERS, 2019, 18 (06) :5977-5985