A novel PD-1/PD-L1 pathway molecular typing-related signature for predicting prognosis and the tumor microenvironment in breast cancer

被引:1
作者
Man, Yuxin [1 ]
Dai, Chao [2 ,3 ]
Guo, Qian [1 ]
Jiang, Lingxi [2 ,3 ,4 ]
Shi, Yi [2 ,3 ,4 ,5 ,6 ]
机构
[1] Univ Elect Sci & Technol China, Sichuan Canc Hosp & Inst, Sichuan Clin Res Ctr Canc, Sichuan Canc Ctr,Affiliated Canc Hosp,Dept Med Onc, Chengdu 610041, Peoples R China
[2] Univ Elect Sci & Technol China, Sichuan Prov Peoples Hosp, Sichuan Prov Key Lab Human Dis Gene Study, Chengdu 610072, Peoples R China
[3] Univ Elect Sci & Technol China, Sichuan Prov Peoples Hosp, Dept Lab Med, Chengdu 610072, Peoples R China
[4] Univ Elect Sci & Technol China, Sichuan Prov Peoples Hosp, Hlth Management Ctr, Chengdu 610072, Peoples R China
[5] Chinese Acad Med Sci, Sichuan Acad Med Sci, Res Unit Blindness Prevent, 2019RU026, Chengdu 610072, Sichuan, Peoples R China
[6] Sichuan Prov Peoples Hosp, Chengdu 610072, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
Breast cancer; PD-1; PD-L1; Tumor microenvironment; Signature; IFNG; PROFILING REVEALS; IMMUNOTHERAPY; CHEMOTHERAPY; PROGRESSION; PROMOTES; GENES; ATLAS; CELL;
D O I
10.1007/s12672-023-00669-4
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
BackgroundCurrently, the development of breast cancer immunotherapy based on the PD-1/PD-L1 pathway is relatively slow, and the specific mechanism affecting the immunotherapy efficacy in breast cancer is still unclear.MethodsWeighted correlation network analysis (WGCNA) and the negative matrix factorization (NMF) were used to distinguish subtypes related to the PD-1/PD-L1 pathway in breast cancer. Then univariate Cox, least absolute shrinkage and selection operator (LASSO), and multivariate Cox regression were used to construct the prognostic signature. A nomogram was established based on the signature. The relationship between the signature gene IFNG and breast cancer tumor microenvironment was analyzed.ResultsFour PD-1/PD-L1 pathway-related subtypes were distinguished. A prognostic signature related to PD-1/PD-L1 pathway typing was constructed to evaluate breast cancer's clinical characteristics and tumor microenvironment. The nomogram based on the RiskScore could be used to accurately predict breast cancer patients' 1-year, 3-year, and 5-year survival probability. The expression of IFNG was positively correlated with CD8+ T cell infiltration in the breast cancer tumor microenvironment.ConclusionA prognostic signature is constructed based on the PD-1/PD-L1 pathway typing in breast cancer, which can guide the precise treatment of breast cancer. The signature gene IFNG is positively related to CD8+ T cell infiltration in breast cancer.
引用
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页数:18
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共 57 条
[1]   M1 macrophages evoke an increase in polymeric immunoglobulin receptor (PIGR) expression in MDA-MB468 breast cancer cells through secretion of interleukin-1β [J].
Asanprakit, Wichitra ;
Lobo, Dileep N. ;
Eremin, Oleg ;
Bennett, Andrew J. .
SCIENTIFIC REPORTS, 2022, 12 (01)
[2]   Tumor antigens heterogeneity and immune response-targeting neoantigens in breast cancer [J].
Benvenuto, Monica ;
Focaccetti, Chiara ;
Izzi, Valerio ;
Masuelli, Laura ;
Modesti, Andrea ;
Bei, Roberto .
SEMINARS IN CANCER BIOLOGY, 2021, 72 :65-75
[3]   Immune modulation of pathologic complete response after neoadjuvant HER2-directed therapies in the NeoSphere trial [J].
Bianchini, G. ;
Pusztai, L. ;
Pienkowski, T. ;
Im, Y. -H. ;
Bianchi, G. V. ;
Tseng, L. -M. ;
Liu, M. -C. ;
Lluch, A. ;
Galeota, E. ;
Magazzu, D. ;
de la Haba-Rodriguez, J. ;
Oh, D. -Y. ;
Poirier, B. ;
Pedrini, J. L. ;
Semiglazov, V. ;
Valagussa, P. ;
Gianni, L. .
ANNALS OF ONCOLOGY, 2015, 26 (12) :2429-2436
[4]   CD137 Costimulation Counteracts TGFβ Inhibition of NK-cell Antitumor Function [J].
Cabo, Mariona ;
Santana-Hernandez, Sara ;
Costa-Garcia, Marcel ;
Rea, Anna ;
Lozano-Rodriguez, Roberto ;
Ataya, Michelle ;
Balaguer, Francesc ;
Juan, Manel ;
Ochoa, Maria C. ;
Menendez, Silvia ;
Comerma, Laura ;
Rovira, Ana ;
Berraondo, Pedro ;
Albanell, Joan ;
Melero, Ignacio ;
Lopez-Botet, Miguel ;
Muntasell, Aura .
CANCER IMMUNOLOGY RESEARCH, 2021, 9 (12) :1476-1490
[5]   clusterProfiler 4.0: A universal enrichment tool for interpreting omics data [J].
Wu, Tianzhi ;
Hu, Erqiang ;
Xu, Shuangbin ;
Chen, Meijun ;
Guo, Pingfan ;
Dai, Zehan ;
Feng, Tingze ;
Zhou, Lang ;
Tang, Wenli ;
Zhan, Li ;
Fu, Xiaocong ;
Liu, Shanshan ;
Bo, Xiaochen ;
Yu, Guangchuang .
INNOVATION, 2021, 2 (03)
[6]   Correlating transcriptional networks to breast cancer survival: a large-scale coexpression analysis [J].
Clarke, Colin ;
Madden, Stephen F. ;
Doolan, Padraig ;
Aherne, Sinead T. ;
Joyce, Helena ;
O'Driscoll, Lorraine ;
Gallagher, William M. ;
Hennessy, Bryan T. ;
Moriarty, Michael ;
Crown, John ;
Kennedy, Susan ;
Clynes, Martin .
CARCINOGENESIS, 2013, 34 (10) :2300-2308
[7]   DNA methylation profiling reveals a predominant immune component in breast cancers [J].
Dedeurwaerder, Sarah ;
Desmedt, Christine ;
Calonne, Emilie ;
Singhal, Sandeep K. ;
Haibe-Kains, Benjamin ;
Defrance, Matthieu ;
Michiels, Stefan ;
Volkmar, Michael ;
Deplus, Rachel ;
Luciani, Judith ;
Lallemand, Francoise ;
Larsimont, Denis ;
Toussaint, Jerome ;
Haussy, Sandy ;
Rothe, Francoise ;
Rouas, Ghizlane ;
Metzger, Otto ;
Majjaj, Samira ;
Saini, Kamal ;
Putmans, Pascale ;
Hames, Gerald ;
van Baren, Nicolas ;
Coulie, Pierre G. ;
Piccart, Martine ;
Sotiriou, Christos ;
Fuks, Francois .
EMBO MOLECULAR MEDICINE, 2011, 3 (12) :726-741
[8]   PD-1/PD-L1 Checkpoints and Resveratrol: A Controversial New Way for a Therapeutic Strategy [J].
Delmas, Dominique ;
Hermetet, Francois ;
Aires, Virginie .
CANCERS, 2021, 13 (18)
[9]   Pathogenesis of Triple-Negative Breast Cancer [J].
Derakhshan, Fatemeh ;
Reis-Filho, Jorge S. .
ANNUAL REVIEW OF PATHOLOGY-MECHANISMS OF DISEASE, 2022, 17 :181-204
[10]   Actin-Like Protein 8 Promotes the Progression of Triple-Negative Breast Cancer via Activating PI3K/AKT/mTOR Pathway [J].
Fan, Shaoxia ;
Yan, Shen ;
Yang, Yang ;
Shang, Jian ;
Hao, Min .
ONCOTARGETS AND THERAPY, 2021, 14 :2463-2473