Genomic Analysis Uncovers Immune Microenvironment Characteristics and Drug Sensitivity of Ferroptosis in Breast Cancer Brain Metastasis

被引:7
作者
Zhu, Lei [1 ,2 ]
Chen, Mu [1 ]
Huang, Bingsong [1 ]
Zhang, Tao [1 ]
Chen, Kui [1 ]
Lian, Hao [1 ]
Liu, Min [1 ]
Zhao, Kaijun [1 ]
Pang, Ying [1 ]
Zhang, Jing [1 ,3 ]
Li, Qinchuan [2 ]
Zhong, Chunlong [1 ]
机构
[1] Tongji Univ, Shanghai East Hosp, Sch Med, Dept Neurosurg, Shanghai, Peoples R China
[2] Tongji Univ, Shanghai East Hosp, Sch Med, Dept Thorac Surg, Shanghai, Peoples R China
[3] Tongji Univ, Inst Adv Study, Shanghai, Peoples R China
关键词
ferroptosis; breast cancer; brain metastasis; prognosis; drug sensitivity; IRON; CARCINOMA; HEAD;
D O I
10.3389/fgene.2021.819632
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Background: The role of ferroptosis in breast cancer brain metastasis (BCBM) is unclear. This study aimed to explore the ferroptosis-related genes (FRG) relations with the tumor microenvironment, as well as evaluate their values in predicting survival and drug sensitivity in patients with BCBM.Materials and Methods: Genes expression and clinical data were downloaded from Gene Expression Omnibus (GEO). Univariate and multivariate Cox regression analyses were performed to explore the independent prognostic factors. Consensus cluster principal component analysis (PCA) was used to establish the ferroptosis score. Immunological signatures were analyzed by the single-sample gene set enrichment analysis (ssGSEA). Drug sensitivity was evaluated through the estimated half-maximal inhibitory concentration (IC50). Finally, results were validated in external cohorts.Results: Fourteen significantly different FRG were identified between breast cancer (BC) and BCBM tissues. Survival analysis demonstrated HMOX1, PEBP1, KEAP1, and LPCAT3 were significantly associated with overall survival (OS) and relapse-free survival (RFS) (all p < 0.05). High ferroptosis score was correlated with iron ion homeostasis, iron metabolism, higher stromal cells and immune cells scores. Patients with high- and low-ferroptosis scores were characterized by different drug sensitivities. Following external validations, the ferroptosis had distinct expression profiles between the BC and BCBM, and could serve as biomarkers for OS and drug response.Conclusion: Our findings suggested that ferroptosis may be involved in the process of BCBM, and ferroptosis could serve as prognostic biomarkers. Evaluation of ferroptosis may deepen our understanding about the tumor microenvironment, and could help clinicians to make individualized therapy.
引用
收藏
页数:18
相关论文
共 55 条
[1]   Brain metastases [J].
Achrol, Achal Singh ;
Rennert, Robert C. ;
Anders, Carey ;
Soffietti, Riccardo ;
Ahluwalia, Manmeet S. ;
Nayak, Lakshmi ;
Peters, Solange ;
Arvold, Nils D. ;
Harsh, Griffith R. ;
Steeg, Patricia S. ;
Chang, Steven D. .
NATURE REVIEWS DISEASE PRIMERS, 2019, 5 (1)
[2]   Heme oxygenase-1 mitigates ferroptosis in renal proximal tubule cells [J].
Adedoyin, Oreoluwa ;
Boddu, Ravindra ;
Traylor, Amie ;
Lever, Jeremie M. ;
Bolisetty, Subhashini ;
George, James F. ;
Agarwal, Anupam .
AMERICAN JOURNAL OF PHYSIOLOGY-RENAL PHYSIOLOGY, 2018, 314 (05) :F702-F714
[3]   Fenton Reaction Induced Cancer in Wild Type Rats Recapitulates Genomic Alterations Observed in Human Cancer [J].
Akatsuka, Shinya ;
Yamashita, Yoriko ;
Ohara, Hiroki ;
Liu, Yu-Ting ;
Izumiya, Masashi ;
Abe, Koichiro ;
Ochiai, Masako ;
Jiang, Li ;
Nagai, Hirotaka ;
Okazaki, Yasumasa ;
Murakami, Hideki ;
Sekido, Yoshitaka ;
Arai, Eri ;
Kanai, Yae ;
Hino, Okio ;
Takahashi, Takashi ;
Nakagama, Hitoshi ;
Toyokuni, Shinya .
PLOS ONE, 2012, 7 (08)
[4]   Prognosis of hormone-dependent breast cancer seems to be influenced by KEAP1, NRF2 and GSTM1 genetic polymorphisms [J].
Almeida, Micaela ;
Soares, Mafalda ;
Ramalhinho, Ana Cristina ;
Moutinho, Jose Fonseca ;
Breitenfeld, Luiza .
MOLECULAR BIOLOGY REPORTS, 2019, 46 (03) :3213-3224
[5]   Ferroptosis at the crossroads of cancer-acquired drug resistance and immune evasion [J].
Angeli, Jose Pedro Friedmann ;
Krysko, Dmitri, V ;
Conrad, Marcus .
NATURE REVIEWS CANCER, 2019, 19 (07) :405-414
[6]  
[Anonymous], 2020, CANCER DISCOV, V10, P1621, DOI [10.1158/2159-8290.CD-RW2020-128, DOI 10.1158/2159-8290.CD-RW2020-128]
[7]   Systemic treatment in breast-cancer patients with brain metastasis [J].
Arslan, Cagatay ;
Dizdar, Omer ;
Altundag, Kadri .
EXPERT OPINION ON PHARMACOTHERAPY, 2010, 11 (07) :1089-1100
[8]   Mechanisms of immune evasion in breast cancer [J].
Bates, Joshua P. ;
Derakhshandeh, Roshanak ;
Jones, Laundette ;
Webb, Tonya J. .
BMC CANCER, 2018, 18
[9]   The CoQ oxidoreductase FSP1 acts parallel to GPX4 to inhibit ferroptosis [J].
Bersuker, Kirill ;
Hendricks, Joseph M. ;
Li, Zhipeng ;
Magtanong, Leslie ;
Ford, Breanna ;
Tang, Peter H. ;
Roberts, Melissa A. ;
Tong, Bingqi ;
Maimone, Thomas J. ;
Zoncu, Roberto ;
Bassik, Michael C. ;
Nomura, Daniel K. ;
Dixon, Scott J. ;
Olzmann, James A. .
NATURE, 2019, 575 (7784) :688-+
[10]   Overexpression of cellular iron import proteins is associated with malignant progression of Esophageal adenocarcinoma [J].
Boult, Jessica ;
Roberts, Keith ;
Brookes, Matthew J. ;
Hughes, Sharon ;
Bury, Jonathan P. ;
Cross, Simon S. ;
Anderson, Gregory J. ;
Spychal, Robert ;
Lqbal, Tariq ;
Tselepis, Chris .
CLINICAL CANCER RESEARCH, 2008, 14 (02) :379-387