Autophagy-related prognostic signature for breast cancer

被引:79
作者
Gu, Yunyan [1 ]
Li, Pengfei [1 ]
Peng, Fuduan [1 ]
Zhang, Mengmeng [1 ]
Zhang, Yuanyuan [1 ]
Liang, Haihai [3 ]
Zhao, Wenyuan [1 ]
Qi, Lishuang [1 ]
Wang, Hongwei [1 ]
Wang, Chenguang [1 ]
Guo, Zheng [1 ,2 ]
机构
[1] Harbin Med Univ, Coll Bioinformat Sci & Technol, Dept Syst Biol, Harbin, Peoples R China
[2] Fujian Med Univ, Dept Bioinformat, Key Lab, Minist Educ Gastrointestinal Canc, Fuzhou, Peoples R China
[3] Harbin Med Univ, Dept Pharmacol, Harbin, Peoples R China
基金
高等学校博士学科点专项科研基金; 中国国家自然科学基金;
关键词
breast cancer; autophagy; gene expression; survival analysis; EXPRESSION; CELLS; GENE; PREDICTOR; SURVIVAL; DEATH;
D O I
10.1002/mc.22278
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
Autophagy is a process that degrades intracellular constituents, such as long-lived or damaged proteins and organelles, to buffer metabolic stress under starvation conditions. Deregulation of autophagy is involved in the progression of cancer. However, the predictive value of autophagy for breast cancer prognosis remains unclear. First, based on gene expression profiling, we found that autophagy genes were implicated in breast cancer. Then, using the Cox proportional hazard regression model, we detected autophagy prognostic signature for breast cancer in a training dataset. We identified a set of eight autophagy genes (BCL2, BIRC5, EIF4EBP1, ERO1L, FOS, GAPDH, ITPR1 and VEGFA) that were significantly associated with overall survival in breast cancer. The eight autophagy genes were assigned as a autophagy-related prognostic signature for breast cancer. Based on the autophagy-related signature, the training dataset GSE21653 could be classified into high-risk and low-risk subgroups with significantly different survival times (HR=2.72, 95% CI=(1.91, 3.87); P=1.37x10(-5)). Inactivation of autophagy was associated with shortened survival of breast cancer patients. The prognostic value of the autophagy-related signature was confirmed in the testing dataset GSE3494 (HR=2.12, 95% CI=(1.48, 3.03); P=1.65x10(-3)) and GSE7390 (HR=1.76, 95% CI=(1.22, 2.54); P=9.95x10(-4)). Further analysis revealed that the prognostic value of the autophagy signature was independent of known clinical prognostic factors, including age, tumor size, grade, estrogen receptor status, progesterone receptor status, ERBB2 status, lymph node status and TP53 mutation status. Finally, we demonstrated that the autophagy signature could also predict distant metastasis-free survival for breast cancer. (c) 2015 Wiley Periodicals, Inc.
引用
收藏
页码:292 / 299
页数:8
相关论文
共 22 条
[1]   Harmol induces autophagy and subsequent apoptosis in U251MG human glioma cells through the downregulation of survivin [J].
Abe, Akihisa ;
Kokuba, Hiroko .
ONCOLOGY REPORTS, 2013, 29 (04) :1333-1342
[2]   Autophagy delays apoptotic death in breast cancer cells following DNA damage [J].
Abedin, M. J. ;
Wang, D. ;
McDonnell, M. A. ;
Lehmann, U. ;
Kelekar, A. .
CELL DEATH AND DIFFERENTIATION, 2007, 14 (03) :500-510
[3]   Silencing of Bcl-2 expression by small interfering RNA induces autophagic cell death in MCF-7 breast cancer cells [J].
Akar, Ugur ;
Chaves-Reyez, Arturo ;
Barria, Magaly ;
Tari, Ana ;
Sanguino, Angela ;
Kondo, Yasuko ;
Kondo, Seiji ;
Arun, Banu ;
Lopez-Berestein, Gabriel ;
Ozpolat, Bulent .
AUTOPHAGY, 2008, 4 (05) :669-679
[4]   Prediction of survival in diffuse large B-cell lymphoma based on the expression of 2 genes reflecting tumor and microenvironment [J].
Alizadeh, Ash A. ;
Gentles, Andrew J. ;
Alencar, Alvaro J. ;
Liu, Chih Long ;
Kohrt, Holbrook E. ;
Houot, Roch ;
Goldstein, Matthew J. ;
Zhao, Shuchun ;
Natkunam, Yasodha ;
Advani, Ranjana H. ;
Gascoyne, Randy D. ;
Briones, Javier ;
Tibshirani, Robert J. ;
Myklebust, June H. ;
Plevritis, Sylvia K. ;
Lossos, Izidore S. ;
Levy, Ronald .
BLOOD, 2011, 118 (05) :1350-1358
[5]   Autophagy: Cancer's Friend or Foe? [J].
Bhutia, Sujit K. ;
Mukhopadhyay, Subhadip ;
Sinha, Niharika ;
Das, Durgesh Nandini ;
Panda, Prashanta Kumar ;
Patra, Samir K. ;
Maiti, Tapas K. ;
Mandal, Mahitosh ;
Dent, Paul ;
Wang, Xiang-Yang ;
Das, Swadesh K. ;
Sarkar, Devanand ;
Fisher, Paul B. .
ADVANCES IN CANCER RESEARCH, VOL 118, 2013, 118 :61-95
[6]   The Atg8 and Atg12 ubiquitin-like conjugation systems in macroautophagy [J].
Geng, Jiefei ;
Klionsky, Daniel J. .
EMBO REPORTS, 2008, 9 (09) :859-864
[7]   Exploration, normalization, and summaries of high density oligonucleotide array probe level data [J].
Irizarry, RA ;
Hobbs, B ;
Collin, F ;
Beazer-Barclay, YD ;
Antonellis, KJ ;
Scherf, U ;
Speed, TP .
BIOSTATISTICS, 2003, 4 (02) :249-264
[8]   Role of autophagy in cancer - Management of metabolic stress [J].
Jin, Shengkan ;
White, Eileen .
AUTOPHAGY, 2007, 3 (01) :28-31
[9]   Role of autophagy in breast cancer [J].
Karantza-Wadsworth, Vassiliki ;
White, Eileen .
AUTOPHAGY, 2007, 3 (06) :610-613
[10]   Autophagy: from phenomenology to molecular understanding in less than a decade [J].
Klionsky, Daniel J. .
NATURE REVIEWS MOLECULAR CELL BIOLOGY, 2007, 8 (11) :931-937