Breast cancer;
DNA methylation;
Prognosis;
Overall survival;
CpG sites;
THERAPY;
WOMEN;
D O I:
10.1007/s10549-019-05417-3
中图分类号:
R73 [肿瘤学];
学科分类号:
100214 ;
摘要:
Purpose DNA methylation can be used as prognostic biomarkers in various types of cancers. We aimed to identify a CpG methylation pattern for breast cancer. Methods In this study, using the microarray data from the cancer genome atlas (TCGA) and gene expression omnibus (GEO), we profiled DNA methylation between 97 healthy control samples and 786 breast cancer samples in a training cohort (from TCGA, n = 883) to build a gene classifier using a penalized regression model. We validated the prognostic accuracy of this gene classifier in an internal validation cohort (from GEO, n = 72). Results A total of 1777 differentially methylated CpGs corresponding to 1777 different methylated genes (DMGs) between breast cancer and control were chosen for this study. Subsequently, 16 CpGs were generated to classify patients into high-risk and low-risk groups in the training cohort. Patients with high-risk scores in the training cohort had shorter overall survival (hazard ratio [HR], 4.674; 95% CI 2.918 to 7.487; P = 1.678e-12) than patients with low-risk scores. The prognostic accuracy was also validated in the validation cohorts. Furthermore, among patients with low-risk scores in the combined training and validation cohorts, the patients with the age > 60 years compared with the patients with the age < 60 years were associated with improved overall survival (HR 2.088, 95% CI 1.348 to 3.235; p = 7.575e-04) in patients with a high-risk score but not in patients with low-risk score (HR 1.246, 95% CI 0.515 to 3.011; p = 0.625). The patients treated with radiotherapy compared with the patients without radiotherapy were associated with improved overall survival (HR 0.418, 95% CI 0.249 to 0.703; p = 6.991e-04) in patients with a high-risk score but not in patients with low-risk score (HR 2.092, 95% CI 0.574 to 7.629; p = 0.253). For the patients with recurrence and the patients without recurrence both groups were all associated with improved overall survival (HR 7.475, 95% CI 4.333 to 12.901; p = 6.991e-04) in patients with a high-risk score and in patients with low- risk score (HR 14.33, 95% CI 4.265 to 48.17; p = 4.883e-13). Conclusion The 16 CpG-based signature is useful as a biomarker in predicting prognosis for patients with breast cancer.
机构:
Sun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Breast Oncol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Breast Oncol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R China
Zhang, Kaiming
Ping, Liqin
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Med Oncol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Breast Oncol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R China
Ping, Liqin
Du, Tian
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h-index: 0
机构:
Sun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Breast Oncol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Breast Oncol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R China
Du, Tian
Liang, Gehao
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h-index: 0
机构:
Sun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Breast Oncol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Breast Oncol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R China
Liang, Gehao
Huang, Yun
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Expt Res, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Breast Oncol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R China
Huang, Yun
Li, Zhiling
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Expt Res, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Breast Oncol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R China
Li, Zhiling
Deng, Rong
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h-index: 0
机构:
Sun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Expt Res, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Breast Oncol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R China
Deng, Rong
Tang, Jun
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Breast Oncol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R ChinaSun Yat Sen Univ, Collaborat Innovat Ctr Canc Med, Dept Breast Oncol, State Key Lab Oncol South China,Canc Ctr, Guangzhou, Peoples R China
机构:
Guilin Med Univ, Sch Intelligent Med & Biotechnol, Guilin 541199, Guangxi, Peoples R China
Chandi Precis Med Technol, Foshan 528000, Guangdong, Peoples R ChinaGuilin Med Univ, Sch Intelligent Med & Biotechnol, Guilin 541199, Guangxi, Peoples R China
He, Chunmei
Guo, Zehao
论文数: 0引用数: 0
h-index: 0
机构:
Guilin Med Univ, Sch Intelligent Med & Biotechnol, Guilin 541199, Guangxi, Peoples R China
Guilin Med Univ, Educ Dept Guangxi Zhuang Autonomous Reg, Key Lab Biochem & Mol Biol, Guilin 541199, Guangxi, Peoples R ChinaGuilin Med Univ, Sch Intelligent Med & Biotechnol, Guilin 541199, Guangxi, Peoples R China
Guo, Zehao
Zhang, Hao
论文数: 0引用数: 0
h-index: 0
机构:
Guilin Med Univ, Sch Intelligent Med & Biotechnol, Guilin 541199, Guangxi, Peoples R China
Guilin Med Univ, Educ Dept Guangxi Zhuang Autonomous Reg, Key Lab Biochem & Mol Biol, Guilin 541199, Guangxi, Peoples R ChinaGuilin Med Univ, Sch Intelligent Med & Biotechnol, Guilin 541199, Guangxi, Peoples R China
Zhang, Hao
Yang, Ganqing
论文数: 0引用数: 0
h-index: 0
机构:
Guilin Med Univ, Sch Intelligent Med & Biotechnol, Guilin 541199, Guangxi, Peoples R ChinaGuilin Med Univ, Sch Intelligent Med & Biotechnol, Guilin 541199, Guangxi, Peoples R China
Yang, Ganqing
Gao, Jintao
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h-index: 0
机构:
Guilin Med Univ, Sch Intelligent Med & Biotechnol, Guilin 541199, Guangxi, Peoples R China
Guilin Med Univ, Educ Dept Guangxi Zhuang Autonomous Reg, Key Lab Biochem & Mol Biol, Guilin 541199, Guangxi, Peoples R ChinaGuilin Med Univ, Sch Intelligent Med & Biotechnol, Guilin 541199, Guangxi, Peoples R China
Gao, Jintao
Mo, Zhijing
论文数: 0引用数: 0
h-index: 0
机构:
Guilin Med Univ, Sch Intelligent Med & Biotechnol, Guilin 541199, Guangxi, Peoples R China
Guilin Med Univ, Educ Dept Guangxi Zhuang Autonomous Reg, Key Lab Biochem & Mol Biol, Guilin 541199, Guangxi, Peoples R ChinaGuilin Med Univ, Sch Intelligent Med & Biotechnol, Guilin 541199, Guangxi, Peoples R China
机构:
Southern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R ChinaSouthern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R China
Lee, Nan
Xia, Xuelian
论文数: 0引用数: 0
h-index: 0
机构:
Luo He Cent Hosp, Dept Anesthesiol, Luohe, Henan, Peoples R ChinaSouthern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R China
Xia, Xuelian
Meng, Hui
论文数: 0引用数: 0
h-index: 0
机构:
Southern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R ChinaSouthern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R China
Meng, Hui
Zhu, Weiliang
论文数: 0引用数: 0
h-index: 0
机构:
Southern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R ChinaSouthern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R China
Zhu, Weiliang
Wang, Xiankai
论文数: 0引用数: 0
h-index: 0
机构:
Southern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R ChinaSouthern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R China
Wang, Xiankai
Zhang, Tianyuan
论文数: 0引用数: 0
h-index: 0
机构:
Southern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R ChinaSouthern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R China
Zhang, Tianyuan
Zhang, Chanyuan
论文数: 0引用数: 0
h-index: 0
机构:
Southern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R ChinaSouthern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R China
Zhang, Chanyuan
Zhang, Jian
论文数: 0引用数: 0
h-index: 0
机构:
Southern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R ChinaSouthern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R China
Zhang, Jian
Luo, Peng
论文数: 0引用数: 0
h-index: 0
机构:
Southern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R ChinaSouthern Med Univ, Zhu Jiang Hosp, Dept Oncol, 253 Gongye Ave, Guangzhou 510220, Guangdong, Peoples R China
机构:Natl Canc Ctr, Res Inst & Hosp, Ctr Breast Canc, Gyeonggi Do 411764, South Korea
Kim, SJ
Kim, TW
论文数: 0引用数: 0
h-index: 0
机构:Natl Canc Ctr, Res Inst & Hosp, Ctr Breast Canc, Gyeonggi Do 411764, South Korea
Kim, TW
Lee, SY
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h-index: 0
机构:Natl Canc Ctr, Res Inst & Hosp, Ctr Breast Canc, Gyeonggi Do 411764, South Korea
Lee, SY
Park, SJ
论文数: 0引用数: 0
h-index: 0
机构:Natl Canc Ctr, Res Inst & Hosp, Ctr Breast Canc, Gyeonggi Do 411764, South Korea
Park, SJ
Kim, HS
论文数: 0引用数: 0
h-index: 0
机构:Natl Canc Ctr, Res Inst & Hosp, Ctr Breast Canc, Gyeonggi Do 411764, South Korea
Kim, HS
Chung, KW
论文数: 0引用数: 0
h-index: 0
机构:Natl Canc Ctr, Res Inst & Hosp, Ctr Breast Canc, Gyeonggi Do 411764, South Korea
Chung, KW
Lee, ES
论文数: 0引用数: 0
h-index: 0
机构:Natl Canc Ctr, Res Inst & Hosp, Ctr Breast Canc, Gyeonggi Do 411764, South Korea
Lee, ES
Kang, HS
论文数: 0引用数: 0
h-index: 0
机构:
Natl Canc Ctr, Res Inst & Hosp, Ctr Breast Canc, Gyeonggi Do 411764, South KoreaNatl Canc Ctr, Res Inst & Hosp, Ctr Breast Canc, Gyeonggi Do 411764, South Korea
机构:
Kyoto Univ, Dept Mol Oncol, Grad Sch Med, Sakyo Ku, Yoshida Konoe Cho, Kyoto 6068501, JapanKyoto Univ, Dept Mol Oncol, Grad Sch Med, Sakyo Ku, Yoshida Konoe Cho, Kyoto 6068501, Japan
Shi, Gongping
Yoshida, Yoko
论文数: 0引用数: 0
h-index: 0
机构:
Kyoto Univ, Med Innovat Ctr, Grad Sch Med, Lab Malignancy Control Res,Sakyo Ku, Yoshida Konoe Cho, Kyoto 6068501, JapanKyoto Univ, Dept Mol Oncol, Grad Sch Med, Sakyo Ku, Yoshida Konoe Cho, Kyoto 6068501, Japan
Yoshida, Yoko
Yuki, Kanako
论文数: 0引用数: 0
h-index: 0
机构:
Kyoto Univ, Med Innovat Ctr, Grad Sch Med, Lab Malignancy Control Res,Sakyo Ku, Yoshida Konoe Cho, Kyoto 6068501, JapanKyoto Univ, Dept Mol Oncol, Grad Sch Med, Sakyo Ku, Yoshida Konoe Cho, Kyoto 6068501, Japan
Yuki, Kanako
论文数: 引用数:
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机构:
Nishimura, Tomomi
Kawata, Yukiko
论文数: 0引用数: 0
h-index: 0
机构:
Kyoto Univ, Grad Sch Med, Dept Breast Surg, Sakyo Ku, Yoshida Konoe Cho, Kyoto 6068501, JapanKyoto Univ, Dept Mol Oncol, Grad Sch Med, Sakyo Ku, Yoshida Konoe Cho, Kyoto 6068501, Japan
Kawata, Yukiko
Kawashima, Masahiro
论文数: 0引用数: 0
h-index: 0
机构:
Kyoto Univ, Grad Sch Med, Dept Breast Surg, Sakyo Ku, Yoshida Konoe Cho, Kyoto 6068501, JapanKyoto Univ, Dept Mol Oncol, Grad Sch Med, Sakyo Ku, Yoshida Konoe Cho, Kyoto 6068501, Japan
Kawashima, Masahiro
Iwaisako, Keiko
论文数: 0引用数: 0
h-index: 0
机构:
Kyoto Univ, Grad Sch Med, Dept Target Therapy & Oncol, Sakyo Ku, Yoshida Konoe Cho, Kyoto 6068501, JapanKyoto Univ, Dept Mol Oncol, Grad Sch Med, Sakyo Ku, Yoshida Konoe Cho, Kyoto 6068501, Japan
Iwaisako, Keiko
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机构:
Yoshikawa, Kiyotsugu
Kurebayashi, Junichi
论文数: 0引用数: 0
h-index: 0
机构:
Kawasaki Med Sch, Dept Breast & Thyroid Surg, Kurashiki, Okayama 7010192, JapanKyoto Univ, Dept Mol Oncol, Grad Sch Med, Sakyo Ku, Yoshida Konoe Cho, Kyoto 6068501, Japan
Kurebayashi, Junichi
论文数: 引用数:
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机构:
Toi, Masakazu
Noda, Makoto
论文数: 0引用数: 0
h-index: 0
机构:
Kyoto Univ, Dept Mol Oncol, Grad Sch Med, Sakyo Ku, Yoshida Konoe Cho, Kyoto 6068501, Japan
Kyoto Univ, Med Innovat Ctr, Grad Sch Med, Lab Malignancy Control Res,Sakyo Ku, Yoshida Konoe Cho, Kyoto 6068501, JapanKyoto Univ, Dept Mol Oncol, Grad Sch Med, Sakyo Ku, Yoshida Konoe Cho, Kyoto 6068501, Japan
机构:
Peoples Liberat Army Gen Hosp, Dept Gen Surg, Med Ctr 4, Beijing, Peoples R ChinaPeoples Liberat Army Gen Hosp, Dept Gen Surg, Med Ctr 4, Beijing, Peoples R China
Chen, Feng
Pei, Lijuan
论文数: 0引用数: 0
h-index: 0
机构:
Peoples Liberat Army Gen Hosp, Dept Gen Surg, Med Ctr 4, Beijing, Peoples R ChinaPeoples Liberat Army Gen Hosp, Dept Gen Surg, Med Ctr 4, Beijing, Peoples R China
Pei, Lijuan
Liu, Siyao
论文数: 0引用数: 0
h-index: 0
机构:
ChosenMed Technol Co Ltd, Beijing, Peoples R ChinaPeoples Liberat Army Gen Hosp, Dept Gen Surg, Med Ctr 4, Beijing, Peoples R China
Liu, Siyao
Lin, Yan
论文数: 0引用数: 0
h-index: 0
机构:
Hebei Med Univ, Hosp 4, Shijiazhuang, Hebei, Peoples R ChinaPeoples Liberat Army Gen Hosp, Dept Gen Surg, Med Ctr 4, Beijing, Peoples R China
Lin, Yan
Han, Xinyin
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Comp Network Informat Ctr, Beijing, Peoples R China
Univ Chinese Acad Sci, Beijing, Peoples R ChinaPeoples Liberat Army Gen Hosp, Dept Gen Surg, Med Ctr 4, Beijing, Peoples R China
Han, Xinyin
Meng, Erhong
论文数: 0引用数: 0
h-index: 0
机构:
ChosenMed Technol Co Ltd, Beijing, Peoples R ChinaPeoples Liberat Army Gen Hosp, Dept Gen Surg, Med Ctr 4, Beijing, Peoples R China
Meng, Erhong
Wang, Xintong
论文数: 0引用数: 0
h-index: 0
机构:
ChosenMed Technol Co Ltd, Beijing, Peoples R ChinaPeoples Liberat Army Gen Hosp, Dept Gen Surg, Med Ctr 4, Beijing, Peoples R China
Wang, Xintong
Hong, Shuai
论文数: 0引用数: 0
h-index: 0
机构:
ChosenMed Technol Co Ltd, Beijing, Peoples R ChinaPeoples Liberat Army Gen Hosp, Dept Gen Surg, Med Ctr 4, Beijing, Peoples R China
Hong, Shuai
Wang, Dongliang
论文数: 0引用数: 0
h-index: 0
机构:
ChosenMed Technol Co Ltd, Beijing, Peoples R ChinaPeoples Liberat Army Gen Hosp, Dept Gen Surg, Med Ctr 4, Beijing, Peoples R China
Wang, Dongliang
Liu, Feide
论文数: 0引用数: 0
h-index: 0
机构:
Peoples Liberat Army Gen Hosp, Dept Gen Surg, Med Ctr 4, Beijing, Peoples R ChinaPeoples Liberat Army Gen Hosp, Dept Gen Surg, Med Ctr 4, Beijing, Peoples R China
Liu, Feide
Fei, Yang
论文数: 0引用数: 0
h-index: 0
机构:
Peoples Liberat Army Gen Hosp, Dept Gen Surg, Med Ctr 4, Beijing, Peoples R ChinaPeoples Liberat Army Gen Hosp, Dept Gen Surg, Med Ctr 4, Beijing, Peoples R China
Fei, Yang
Wang, Guangda
论文数: 0引用数: 0
h-index: 0
机构:
Hebei Med Univ, Dept Radiol, Hosp 4, Shijiazhuang, Hebei, Peoples R ChinaPeoples Liberat Army Gen Hosp, Dept Gen Surg, Med Ctr 4, Beijing, Peoples R China
机构:
Louisiana State Univ, Sch Med, Dept Genet, Hlth Sci Ctr, Bolivar 533, New Orleans, LA 70112 USA
Louisiana State Univ, Bioinformat & Genom Program, Hlth Sci Ctr, Bolivar 533, New Orleans, LA 70112 USALouisiana State Univ, Sch Med, Dept Genet, Hlth Sci Ctr, Bolivar 533, New Orleans, LA 70112 USA
Wu, Jiande
Zhang, Lu
论文数: 0引用数: 0
h-index: 0
机构:
Clemson Univ, Dept Publ Hlth Sci, Clemson, SC 29634 USALouisiana State Univ, Sch Med, Dept Genet, Hlth Sci Ctr, Bolivar 533, New Orleans, LA 70112 USA
Zhang, Lu
Kuchi, Aditi
论文数: 0引用数: 0
h-index: 0
机构:
Louisiana State Univ, Sch Med, Dept Genet, Hlth Sci Ctr, Bolivar 533, New Orleans, LA 70112 USA
Louisiana State Univ, Bioinformat & Genom Program, Hlth Sci Ctr, Bolivar 533, New Orleans, LA 70112 USALouisiana State Univ, Sch Med, Dept Genet, Hlth Sci Ctr, Bolivar 533, New Orleans, LA 70112 USA
Kuchi, Aditi
Otohinoyi, David
论文数: 0引用数: 0
h-index: 0
机构:
Louisiana State Univ, Sch Med, Dept Genet, Hlth Sci Ctr, Bolivar 533, New Orleans, LA 70112 USA
Louisiana State Univ, Bioinformat & Genom Program, Hlth Sci Ctr, Bolivar 533, New Orleans, LA 70112 USALouisiana State Univ, Sch Med, Dept Genet, Hlth Sci Ctr, Bolivar 533, New Orleans, LA 70112 USA