MicroRNA signature analysis in colorectal cancer: identification of expression profiles in stage II tumors associated with aggressive disease

被引:95
作者
Chang, Kah Hoong [2 ]
Miller, Nicola [1 ,2 ]
Kheirelseid, Elrasheid A. H. [2 ]
Lemetre, Christophe [3 ]
Ball, Graham R. [3 ]
Smith, Myles J. [2 ]
Regan, Mark [2 ]
McAnena, Oliver J. [2 ]
Kerin, Michael J. [2 ]
机构
[1] Univ Coll Hosp Galway, Dept Surg, Inst Clin Sci, Galway, Ireland
[2] Natl Univ Ireland, Dept Surg, Galway, Ireland
[3] Nottingham Trent Univ, John Van Geest Canc Res Ctr, Sch Sci & Technol, Nottingham, England
关键词
Colorectal cancer; MicroRNA; Expression signature; Artificial neural networks; ARTIFICIAL NEURAL-NETWORKS; DUKES-B; CIRCULATING MICRORNAS; PLUS IRINOTECAN; COLON-CANCER; C-MYC; GENE; CLASSIFICATION; BREAST; PREDICTION;
D O I
10.1007/s00384-011-1279-4
中图分类号
R57 [消化系及腹部疾病];
学科分类号
100201 [内科学];
摘要
Purpose Colorectal cancer (CRC) is a clinically diverse disease whose molecular etiology remains poorly understood. The purpose of this study was to identify miRNA expression patterns predictive of CRC tumor status and to investigate associations between microRNA (miRNA) expression and clinicopathological parameters. Methods Expression profiling of 380 miRNAs was performed on 20 paired stage II tumor and normal tissues. Artificial neural network (ANN) analysis was applied to identify miRNAs predictive of tumor status. The validation of specific miRNAs was performed on 102 tissue specimens of varying stages. Results Thirty-three miRNAs were identified as differentially expressed in tumor versus normal tissues. ANN analysis identified three miRNAs (miR-139-5p, miR-31, and miR-1792 cluster) predictive of tumor status in stage II disease. Elevated expression of miR-31 (p= 0.004) and miR-139-5p (p< 0.001) and reduced expression of miR-143 (p= 0.016) were associated with aggressive mucinous phenotype. Increased expression of miR-10b was also associated with mucinous tumors (p= 0.004). Furthermore, progressively increasing levels of miR-10b expression were observed from T1 to T4 lesions and from stage I to IV disease. Conclusion Association of specific miRNAs with clinicopathological features indicates their biological relevance and highlights the power of ANN to reliably predict clinically relevant miRNA biomarkers, which it is hoped will better stratify patients to guide adjuvant therapy.
引用
收藏
页码:1415 / 1422
页数:8
相关论文
共 48 条
[1]
MicroRNA regulation of a cancer network: Consequences of the feedback loops involving miR-17-92, E2F, and Myc [J].
Aguda, Baltazar D. ;
Kim, Yangjin ;
Piper-Hunter, Melissa G. ;
Friedman, Avner ;
Marsh, Clay B. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (50) :19678-19683
[2]
Akao Y, 2006, ONCOL REP, V16, P845
[3]
[Anonymous], 2007, Global cancer facts and figures 2007
[4]
An integrated approach utilizing artificial neural networks and SELDI mass spectrometry for the classification of human tumours and rapid identification of potential biomarkers [J].
Ball, G ;
Mian, S ;
Holding, F ;
Allibone, RO ;
Lowe, J ;
Ali, S ;
Li, G ;
McCardle, S ;
Ellis, IO ;
Creaser, C ;
Rees, RC .
BIOINFORMATICS, 2002, 18 (03) :395-404
[5]
Identification by Real-time PCR of 13 mature microRNAs differentially expressed in colorectal cancer and non-tumoral tissues [J].
Bandres, E. ;
Cubedo, E. ;
Agirre, X. ;
Malumbres, R. ;
Zarate, R. ;
Ramirez, N. ;
Abajo, A. ;
Navarro, A. ;
Moreno, I. ;
Monzo, M. ;
Garcia-Foncillas, J. .
MOLECULAR CANCER, 2006, 5 (1)
[6]
Molecular Mechanisms of Resistance to Cetuximab and Panitumumab in Colorectal Cancer [J].
Bardelli, Alberto ;
Siena, Salvatore .
JOURNAL OF CLINICAL ONCOLOGY, 2010, 28 (07) :1254-1261
[7]
MicroRNA expression profiling to identify and validate reference genes for relative quantification in colorectal cancer [J].
Chang, Kah Hoong ;
Mestdagh, Pieter ;
Vandesompele, Jo ;
Kerin, Michael J. ;
Miller, Nicola .
BMC CANCER, 2010, 10
[8]
MicroRNAs modulate hematopoietic lineage differentiation [J].
Chen, CZ ;
Li, L ;
Lodish, HF ;
Bartel, DP .
SCIENCE, 2004, 303 (5654) :83-86
[9]
Role of miR-143 targeting KRAS in colorectal tumorigenesis [J].
Chen, X. ;
Guo, X. ;
Zhang, H. ;
Xiang, Y. ;
Chen, J. ;
Yin, Y. ;
Cai, X. ;
Wang, K. ;
Wang, G. ;
Ba, Y. ;
Zhu, L. ;
Wang, J. ;
Yang, R. ;
Zhang, Y. ;
Ren, Z. ;
Zen, K. ;
Zhang, J. ;
Zhang, C-Y .
ONCOGENE, 2009, 28 (10) :1385-1392
[10]
Characterization of microRNAs in serum: a novel class of biomarkers for diagnosis of cancer and other diseases [J].
Chen, Xi ;
Ba, Yi ;
Ma, Lijia ;
Cai, Xing ;
Yin, Yuan ;
Wang, Kehui ;
Guo, Jigang ;
Zhang, Yujing ;
Chen, Jiangning ;
Guo, Xing ;
Li, Qibin ;
Li, Xiaoying ;
Wang, Wenjing ;
Zhang, Yan ;
Wang, Jin ;
Jiang, Xueyuan ;
Xiang, Yang ;
Xu, Chen ;
Zheng, Pingping ;
Zhang, Juanbin ;
Li, Ruiqiang ;
Zhang, Hongjie ;
Shang, Xiaobin ;
Gong, Ting ;
Ning, Guang ;
Wang, Jun ;
Zen, Ke ;
Zhang, Junfeng ;
Zhang, Chen-Yu .
CELL RESEARCH, 2008, 18 (10) :997-1006