Identification of senescence-related subtypes, establishment of a prognosis model, and characterization of a tumor microenvironment infiltration in breast cancer

被引:10
作者
Zhou, Yanling [1 ,2 ,3 ]
Xiao, Liang [2 ]
Long, Guo [2 ]
Cao, Jing [4 ]
Liu, Shuang [1 ]
Tao, Yongguang [5 ,6 ,7 ]
Zhou, Ledu [2 ]
Tang, Jianing [2 ,3 ]
机构
[1] Cent South Univ, Xiangya Hosp, Inst Med Sci, Natl Clin Res Ctr Geriatr Disorders,Inst Med Sci, Changsha, Peoples R China
[2] Cent South Univ, Xiangya Hosp, Dept Liver Surg, Changsha, Peoples R China
[3] Cent South Univ, Xiangya Hosp, Natl Clin Res Ctr Geriatr Disorders, Changsha, Peoples R China
[4] Cent South Univ, Xiangya Hosp, Dept Breast, Changsha, Peoples R China
[5] Cent South Univ, Xiangya Hosp, Dept Pathol, Key Lab Carcinogenesis & Canc Invas,Minist Educ, Changsha, Peoples R China
[6] Cent South Univ, Canc Res Inst, Sch Basic Med, Key Lab Carcinogenesis,Minist Hlth, Changsha, Peoples R China
[7] Cent South Univ, Xiangya Hosp 2, Dept Thorac Surg, Hunan Key Lab Tumor Models & Individualized Med, Changsha, Peoples R China
关键词
breast cancer; senescence; tumor microenvironment; prognosis model; immune infiltration; SECRETORY PHENOTYPE; CELL-PROLIFERATION; GROWTH;
D O I
10.3389/fimmu.2022.921182
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Breast cancer is a malignancy with the highest incidence and mortality in women worldwide. Senescence is a model of arrest in the cell cycle, which plays an important role in tumor progression, while the prognostic value of cellular senescence-related genes (SRGs) in evaluating immune infiltration and clinical outcomes of breast cancer needs further investigation. In the present study, we identified two distinct molecular subtypes according to the expression profiles of 278 SRGs. We further explored the dysregulated pathways between the two subtypes and constructed a microenvironmental landscape of breast cancer. Subsequently, we established a senescence-related scoring signature based on the expression of four SRGs in the training set (GSE21653) and validated its accuracy in two validation sets (GSE20685 and GSE25055). In the training set, patients in the high-risk group had a worse prognosis than patients in the low-risk group. Multivariate Cox regression analysis showed that risk score was an independent prognostic indicator. Receiver operating characteristic curve (ROC) analysis proved the predictive accuracy of the signature. The prognostic value of this signature was further confirmed in the validation sets. We also observed that a lower risk score was associated with a higher pathological response rate in patients with neoadjuvant chemotherapy. We next performed functional experiments to validate the results above. Our study demonstrated that these cellular senescence patterns effectively grouped patients at low or high risk of disease recurrence and revealed their potential roles in the tumor-immune-stromal microenvironment. These findings enhanced our understanding of the tumor immune microenvironment and provided new insights for improving the prognosis of breast cancer patients.
引用
收藏
页数:20
相关论文
共 50 条
[1]   Notch signaling: Cell fate control and signal integration in development [J].
Artavanis-Tsakonas, S ;
Rand, MD ;
Lake, RJ .
SCIENCE, 1999, 284 (5415) :770-776
[2]   Compartment-specific activation of PPAR governs breast cancer tumor growth, via metabolic reprogramming and symbiosis [J].
Avena, Paola ;
Anselmo, Wanda ;
Whitaker-Menezes, Diana ;
Wang, Chenguang ;
Pestell, Richard G. ;
Lamb, Rebecca S. ;
Hulit, James ;
Casaburi, Ivan ;
Ando, Sebastiano ;
Martinez-Outschoorn, Ubaldo E. ;
Lisanti, Michael P. ;
Sotgia, Federica .
CELL CYCLE, 2013, 12 (09) :1360-1370
[3]   A proteomic atlas of senescence-associated secretomes for aging biomarker development [J].
Basisty, Nathan ;
Kale, Abhijit ;
Jeon, Ok Hee ;
Kuehnemann, Chisaka ;
Payne, Therese ;
Rao, Chirag ;
Holtz, Anja ;
Shah, Samah ;
Sharma, Vagisha ;
Ferrucci, Luigi ;
Campisi, Judith ;
Schilling, Birgit .
PLOS BIOLOGY, 2020, 18 (01)
[4]   Senescence and the SASP: many therapeutic avenues [J].
Birch, Jodie ;
Gil, Jesus .
GENES & DEVELOPMENT, 2020, 34 (23-24) :1565-1576
[5]   Key steps for effective breast cancer prevention [J].
Britt, Kara L. ;
Cuzick, Jack ;
Phillips, Kelly-Anne .
NATURE REVIEWS CANCER, 2020, 20 (08) :417-436
[6]   CELLULAR SENESCENCE: AGING, CANCER, AND INJURY [J].
Calcinotto, Arianna ;
Kohli, Jaskaren ;
Zagato, Elena ;
Pellegrini, Laura ;
Demaria, Marco ;
Alimonti, Andrea .
PHYSIOLOGICAL REVIEWS, 2019, 99 (02) :1047-1078
[7]   Cellular features of senescence during the evolution of human and murine ductal pancreatic cancer [J].
Caldwell, M. E. ;
DeNicola, G. M. ;
Martins, C. P. ;
Jacobetz, M. A. ;
Maitra, A. ;
Hruban, R. H. ;
Tuveson, D. A. .
ONCOGENE, 2012, 31 (12) :1599-1608
[8]   The Senescence-Associated Secretory Phenotype: The Dark Side of Tumor Suppression [J].
Coppe, Jean -Philippe ;
Desprez, Pierre-Yves ;
Krtolica, Ana ;
Campisi, Judith .
ANNUAL REVIEW OF PATHOLOGY-MECHANISMS OF DISEASE, 2010, 5 :99-118
[9]   Senescence-Associated Secretory Phenotypes Reveal Cell-Nonautonomous Functions of Oncogenic RAS and the p53 Tumor Suppressor [J].
Coppe, Jean-Philippe ;
Patil, Christopher K. ;
Rodier, Francis ;
Sun, Yu ;
Munoz, Denise P. ;
Goldstein, Joshua ;
Nelson, Peter S. ;
Desprez, Pierre-Yves ;
Campisi, Judith .
PLOS BIOLOGY, 2008, 6 (12) :2853-2868
[10]   Localized inhibition of protein phosphatase 1 by NUAK1 promotes spliceosome activity and reveals a MYC-sensitive feedback control of transcription (vol 77, 1322.e1, 2020) [J].
Cossa, Giacomo ;
Roeschert, Isabelle ;
Prinz, Florian ;
Baluapuri, Apoorva ;
Vidal, Raphael Silveira ;
Schulein-Volk, Christina ;
Chang, Yun-Chien ;
Ade, Carsten Patrick ;
Mastrobuoni, Guido ;
Girard, Cyrille ;
Kumar, Amit ;
Wortmann, Lars ;
Walz, Susanne ;
Luhrmann, Reinhard ;
Kempa, Stefan ;
Kuster, Bernhard ;
Wolf, Elmar ;
Mumberg, Dominik ;
Eilers, Martin .
MOLECULAR CELL, 2021, 81 (11) :2495-2495