Computational Analysis of mRNA Expression Profiles Identifies MicroRNA-29a/c as Predictor of Colorectal Cancer Early Recurrence

被引:59
作者
Kuo, Tai-Yue [1 ]
Hsi, Edward [2 ,4 ]
Yang, I-Ping [1 ,6 ]
Tsai, Pei-Chien [1 ]
Wang, Jaw-Yuan [1 ,3 ,5 ]
Juo, Suh-Hang Hank [1 ,3 ,4 ]
机构
[1] Kaohsiung Med Univ, Coll Med, Dept Med Genet, Kaohsiung, Taiwan
[2] Kaohsiung Med Univ, Coll Med, Grad Inst Med, Kaohsiung, Taiwan
[3] Kaohsiung Med Univ Hosp, Ctr Canc, Kaohsiung, Taiwan
[4] Kaohsiung Med Univ Hosp, Dept Med Res, Kaohsiung, Taiwan
[5] Kaohsiung Med Univ Hosp, Dept Surg, Kaohsiung, Taiwan
[6] Shu Zen Coll Med & Management, Dept Nursing, Kaohsiung, Taiwan
关键词
BIOCONDUCTOR PACKAGE; MIRNAS; IMPACT; TOOLS; SURVEILLANCE; BIOMARKERS; MIRBASE; BIOLOGY; COLON;
D O I
10.1371/journal.pone.0031587
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Colorectal cancer (CRC) is one of the leading malignant cancers with a rapid increase in incidence and mortality. The recurrences of CRC after curative resection are sometimes unavoidable and often take place within the first year after surgery. MicroRNAs may serve as biomarkers to predict early recurrence of CRC, but identifying them from over 1,400 known human microRNAs is challenging and costly. An alternative approach is to analyze existing expression data of messenger RNAs (mRNAs) because generally speaking the expression levels of microRNAs and their target mRNAs are inversely correlated. In this study, we extracted six mRNA expression data of CRC in four studies (GSE12032, GSE17538, GSE4526 and GSE17181) from the gene expression omnibus (GEO). We inferred microRNA expression profiles and performed computational analysis to identify microRNAs associated with CRC recurrence using the IMRE method based on the MicroCosm database that includes 568,071 microRNA-target connections between 711 microRNAs and 20,884 gene targets. Two microRNAs, miR-29a and miR-29c, were disclosed and further meta-analysis of the six mRNA expression datasets showed that these two microRNAs were highly significant based on the Fisher p-value combination (p = 9.14x10(-9) for miR-29a and p = 1.14x10(-6) for miR-29c). Furthermore, these two microRNAs were experimentally tested in 78 human CRC samples to validate their effect on early recurrence. Our empirical results showed that the two microRNAs were significantly down-regulated (p = 0.007 for miR-29a and p = 0.007 for miR-29c) in the early-recurrence patients. This study shows the feasibility of using mRNA profiles to indicate microRNAs. We also shows miR-29a/c could be potential biomarkers for CRC early recurrence.
引用
收藏
页数:7
相关论文
共 46 条
[1]   MicroRNAs are novel biomarkers of colorectal cancer [J].
Aslam, M. I. ;
Taylor, K. ;
Pringle, J. H. ;
Jameson, J. S. .
BRITISH JOURNAL OF SURGERY, 2009, 96 (07) :702-710
[2]   MicroRNAs: Genomics, biogenesis, mechanism, and function (Reprinted from Cell, vol 116, pg 281-297, 2004) [J].
Bartel, David P. .
CELL, 2007, 131 (04) :11-29
[3]  
Becker H, 1995, Praxis (Bern 1994), V84, P1371
[4]   Identification of hundreds of conserved and nonconserved human microRNAs [J].
Bentwich, I ;
Avniel, A ;
Karov, Y ;
Aharonov, R ;
Gilad, S ;
Barad, O ;
Barzilai, A ;
Einat, P ;
Einav, U ;
Meiri, E ;
Sharon, E ;
Spector, Y ;
Bentwich, Z .
NATURE GENETICS, 2005, 37 (07) :766-770
[5]   Phylogenetic shadowing and computational identification of human microRNA genes [J].
Berezikov, E ;
Guryev, V ;
van de Belt, J ;
Wienholds, E ;
Plasterk, RHA ;
Cuppen, E .
CELL, 2005, 120 (01) :21-24
[6]   bantam encodes a developmentally regulated microRNA that controls cell proliferation and regulates the proapoptotic gene hid in Drosophila [J].
Brennecke, J ;
Hipfner, DR ;
Stark, A ;
Russell, RB ;
Cohen, SM .
CELL, 2003, 113 (01) :25-36
[7]  
Brosens RP, 2010, CELL ONCOL
[8]   MicroRNAs modulate hematopoietic lineage differentiation [J].
Chen, CZ ;
Li, L ;
Lodish, HF ;
Bartel, DP .
SCIENCE, 2004, 303 (5654) :83-86
[9]   The widespread impact of mammalian microRNAs on mRNA repression and evolution [J].
Farh, KKH ;
Grimson, A ;
Jan, C ;
Lewis, BP ;
Johnston, WK ;
Lim, LP ;
Burge, CB ;
Bartel, DP .
SCIENCE, 2005, 310 (5755) :1817-1821
[10]  
Fisher RA, 1932, STAT METHODS RES WOR, V4