A Ferroptosis-Related lncRNAs Signature Predicts Prognosis and Immune Microenvironment for Breast Cancer

被引:66
作者
Zhang, Kaiming [1 ]
Ping, Liqin [2 ]
Du, Tian [1 ]
Liang, Gehao [1 ]
Huang, Yun [3 ]
Li, Zhiling [3 ]
Deng, Rong [3 ]
Tang, Jun [1 ]
机构
[1] Sun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Breast Oncol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R China
[2] Sun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Med Oncol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R China
[3] Sun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Expt Res, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
breast cancer; ferroptosis; lncRNA; prognostic signature; tumor immune microenvironment; OXIDATIVE STRESS; CELL; METABOLISM; BIOINFORMATICS; MECHANISMS; THERAPY; FORM;
D O I
10.3389/fmolb.2021.678877
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Background: Ferroptosis, a regulated cell death which is driven by the iron-dependent peroxidation of lipids, plays an important role in cancer. However, studies about ferroptosis-related Long non-coding RNAs (lncRNAs) in breast cancer (BC) are limited. Besides, the prognostic role of ferroptosis-related lncRNAs and their relationship to immune microenvironment in breast cancer remain unclear. This study aimed to explore the potential prognostic value of ferroptosis-related lncRNAs and their relationship to immune microenvironment in breast cancer. Methods: RNA-sequencing data of female breast cancer patients were downloaded from TCGA database. 937 patients were randomly separated into training or validation cohort in 2:1 ratio. Ferroptosis-related lncRNAs were screened by Pearson correlation analysis with 239 reported ferroptosis-related genes. A ferroptosis-related lncRNAs signature was constructed with univariate and multivariate Cox regression analyses in the training cohort, and its prognostic value was further tested in the validation cohort. Results: An 8-ferroptosis-related-lncRNAs signature was developed by multivariate Cox regression analysis to divide patients into two risk groups. Patients in the high-risk group had worse prognosis than patients in the low-risk group. Multivariate Cox regression analysis showed the risk score was an independent prognostic indicator. Receiver operating characteristic curve (ROC) analysis proved the predictive accuracy of the signature. The area under time-dependent ROC curve (AUC) reached 0.853 at 1 year, 0.802 at 2 years, 0.740 at 5 years in the training cohort and 0.791 at 1 year, 0.778 at 2 years, 0.722 at 5 years in the validation cohort. Further analysis demonstrated that immune-related pathways were significantly enriched in the high-risk group. Analysis of the immune cell infiltration landscape showed that breast cancer in the high-risk group tended be immunologically "cold". Conclusion: We identified a novel ferroptosis-related lncRNA signature which could precisely predict the prognosis of breast cancer patients. Ferroptosis-related lncRNAs may have a potential role in the process of anti-tumor immunity and serve as therapeutic targets for breast cancer.
引用
收藏
页数:19
相关论文
共 45 条
[1]   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
[2]   NON-CODING RNAs IN DEVELOPMENT AND DISEASE: BACKGROUND, MECHANISMS, AND THERAPEUTIC APPROACHES [J].
Beermann, Julia ;
Piccoli, Maria-Teresa ;
Viereck, Janika ;
Thum, Thomas .
PHYSIOLOGICAL REVIEWS, 2016, 96 (04) :1297-1325
[3]  
Bray F, 2018, CA-CANCER J CLIN, V68, P394, DOI [10.3322/caac.21492, 10.3322/caac.21609]
[4]   Prominin2 Drives Ferroptosis Resistance by Stimulating Iron Export [J].
Brown, Caitlin W. ;
Amante, John J. ;
Chhoy, Peter ;
Elaimy, Ameer L. ;
Liu, Haibo ;
Zhu, Lihua Julie ;
Baer, Christina E. ;
Dixon, Scott J. ;
Mercurio, Arthur M. .
DEVELOPMENTAL CELL, 2019, 51 (05) :575-+
[5]   Mechanisms of ferroptosis [J].
Cao, Jennifer Yinuo ;
Dixon, Scott J. .
CELLULAR AND MOLECULAR LIFE SCIENCES, 2016, 73 (11-12) :2195-2209
[6]   Genomic Analysis of Tumor Microenvironment Immune Types across 14 Solid Cancer Types: Immunotherapeutic Implications [J].
Chen, Yu-Pei ;
Zhang, Yu ;
Lv, Jia-Wei ;
Li, Ying-Qin ;
Wang, Ya-Qin ;
He, Qing-Mei ;
Yang, Xiao-Jing ;
Sun, Ying ;
Mao, Yan-Ping ;
Yun, Jing-Ping ;
Liu, Na ;
Ma, Jun .
THERANOSTICS, 2017, 7 (14) :3585-3594
[7]   Ensembl 2019 [J].
Cunningham, Fiona ;
Achuthan, Premanand ;
Akanni, Wasiu ;
Allen, James ;
Amode, M. Ridwan ;
Armean, Irina M. ;
Bennett, Ruth ;
Bhai, Jyothish ;
Billis, Konstantinos ;
Boddu, Sanjay ;
Cummins, Carla ;
Davidson, Claire ;
Dodiya, Kamalkumar Jayantilal ;
Gall, Astrid ;
Giron, Carlos Garcia ;
Gil, Laurent ;
Grego, Tiago ;
Haggerty, Leanne ;
Haskell, Erin ;
Hourlier, Thibaut ;
Izuogu, Osagie G. ;
Janacek, Sophie H. ;
Juettemann, Thomas ;
Kay, Mike ;
Laird, Matthew R. ;
Lavidas, Ilias ;
Liu, Zhicheng ;
Loveland, Jane E. ;
Marugan, Jose C. ;
Maurel, Thomas ;
McMahon, Aoife C. ;
Moore, Benjamin ;
Morales, Joannella ;
Mudge, Jonathan M. ;
Nuhn, Michael ;
Ogeh, Denye ;
Parker, Anne ;
Parton, Andrew ;
Patricio, Mateus ;
Salam, Ahamed Imran Abdul ;
Schmitt, Bianca M. ;
Schuilenburg, Helen ;
Sheppard, Dan ;
Sparrow, Helen ;
Stapleton, Eloise ;
Szuba, Marek ;
Taylor, Kieron ;
Threadgold, Glen ;
Thormann, Anja ;
Vullo, Alessandro .
NUCLEIC ACIDS RESEARCH, 2019, 47 (D1) :D745-D751
[8]   Breast cancer statistics, 2019 [J].
DeSantis, Carol E. ;
Ma, Jiemin ;
Gaudet, Mia M. ;
Newman, Lisa A. ;
Miller, Kimberly D. ;
Sauer, Ann Goding ;
Jemal, Ahmedin ;
Siegel, Rebecca L. .
CA-A CANCER JOURNAL FOR CLINICIANS, 2019, 69 (06) :438-451
[9]   Bioinformatics and cancer target discovery [J].
Desany, B ;
Zhang, ZM .
DRUG DISCOVERY TODAY, 2004, 9 (18) :795-802
[10]   Ferroptosis: An Iron-Dependent Form of Nonapoptotic Cell Death [J].
Dixon, Scott J. ;
Lemberg, Kathryn M. ;
Lamprecht, Michael R. ;
Skouta, Rachid ;
Zaitsev, Eleina M. ;
Gleason, Caroline E. ;
Patel, Darpan N. ;
Bauer, Andras J. ;
Cantley, Alexandra M. ;
Yang, Wan Seok ;
Morrison, Barclay, III ;
Stockwell, Brent R. .
CELL, 2012, 149 (05) :1060-1072