Multiple Regression Analysis of mRNA-miRNA Associations in Colorectal Cancer Pathway
Background. MicroRNA (miRNA) is a short and endogenous RNA molecule that regulates posttranscriptional gene expression. It is an important factor for tumorigenesis of colorectal cancer (CRC), and a potential biomarker for diagnosis, prognosis, and therapy of CRC. Our objective is to identify the rel...
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Online Access: | http://dx.doi.org/10.1155/2014/676724 |
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doaj-a183305d01b148eca3383eb07e3968ad2020-11-24T22:36:06ZengHindawi LimitedBioMed Research International2314-61332314-61412014-01-01201410.1155/2014/676724676724Multiple Regression Analysis of mRNA-miRNA Associations in Colorectal Cancer PathwayFengfeng Wang0S. C. Cesar Wong1Lawrence W. C. Chan2William C. S. Cho3S. P. Yip4Benjamin Y. M. Yung5Department of Health Technology and Informatics, The Hong Kong Polytechnic University, Hong KongDepartment of Health Technology and Informatics, The Hong Kong Polytechnic University, Hong KongDepartment of Health Technology and Informatics, The Hong Kong Polytechnic University, Hong KongDepartment of Clinical Oncology, Queen Elizabeth Hospital, Hong KongDepartment of Health Technology and Informatics, The Hong Kong Polytechnic University, Hong KongDepartment of Health Technology and Informatics, The Hong Kong Polytechnic University, Hong KongBackground. MicroRNA (miRNA) is a short and endogenous RNA molecule that regulates posttranscriptional gene expression. It is an important factor for tumorigenesis of colorectal cancer (CRC), and a potential biomarker for diagnosis, prognosis, and therapy of CRC. Our objective is to identify the related miRNAs and their associations with genes frequently involved in CRC microsatellite instability (MSI) and chromosomal instability (CIN) signaling pathways. Results. A regression model was adopted to identify the significantly associated miRNAs targeting a set of candidate genes frequently involved in colorectal cancer MSI and CIN pathways. Multiple linear regression analysis was used to construct the model and find the significant mRNA-miRNA associations. We identified three significantly associated mRNA-miRNA pairs: BCL2 was positively associated with miR-16 and SMAD4 was positively associated with miR-567 in the CRC tissue, while MSH6 was positively associated with miR-142-5p in the normal tissue. As for the whole model, BCL2 and SMAD4 models were not significant, and MSH6 model was significant. The significant associations were different in the normal and the CRC tissues. Conclusion. Our results have laid down a solid foundation in exploration of novel CRC mechanisms, and identification of miRNA roles as oncomirs or tumor suppressor mirs in CRC.http://dx.doi.org/10.1155/2014/676724 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Fengfeng Wang S. C. Cesar Wong Lawrence W. C. Chan William C. S. Cho S. P. Yip Benjamin Y. M. Yung |
spellingShingle |
Fengfeng Wang S. C. Cesar Wong Lawrence W. C. Chan William C. S. Cho S. P. Yip Benjamin Y. M. Yung Multiple Regression Analysis of mRNA-miRNA Associations in Colorectal Cancer Pathway BioMed Research International |
author_facet |
Fengfeng Wang S. C. Cesar Wong Lawrence W. C. Chan William C. S. Cho S. P. Yip Benjamin Y. M. Yung |
author_sort |
Fengfeng Wang |
title |
Multiple Regression Analysis of mRNA-miRNA Associations in Colorectal Cancer Pathway |
title_short |
Multiple Regression Analysis of mRNA-miRNA Associations in Colorectal Cancer Pathway |
title_full |
Multiple Regression Analysis of mRNA-miRNA Associations in Colorectal Cancer Pathway |
title_fullStr |
Multiple Regression Analysis of mRNA-miRNA Associations in Colorectal Cancer Pathway |
title_full_unstemmed |
Multiple Regression Analysis of mRNA-miRNA Associations in Colorectal Cancer Pathway |
title_sort |
multiple regression analysis of mrna-mirna associations in colorectal cancer pathway |
publisher |
Hindawi Limited |
series |
BioMed Research International |
issn |
2314-6133 2314-6141 |
publishDate |
2014-01-01 |
description |
Background. MicroRNA (miRNA) is a short and endogenous RNA molecule that regulates posttranscriptional gene expression. It is an important factor for tumorigenesis of colorectal cancer (CRC), and a potential biomarker for diagnosis, prognosis, and therapy of CRC. Our objective is to identify the related miRNAs and their associations with genes frequently involved in CRC microsatellite instability (MSI) and chromosomal instability (CIN) signaling pathways. Results. A regression model was adopted to identify the significantly associated miRNAs targeting a set of candidate genes frequently involved in colorectal cancer MSI and CIN pathways. Multiple linear regression analysis was used to construct the model and find the significant mRNA-miRNA associations. We identified three significantly associated mRNA-miRNA pairs: BCL2 was positively associated with miR-16 and SMAD4 was positively associated with miR-567 in the CRC tissue, while MSH6 was positively associated with miR-142-5p in the normal tissue. As for the whole model, BCL2 and SMAD4 models were not significant, and MSH6 model was significant. The significant associations were different in the normal and the CRC tissues. Conclusion. Our results have laid down a solid foundation in exploration of novel CRC mechanisms, and identification of miRNA roles as oncomirs or tumor suppressor mirs in CRC. |
url |
http://dx.doi.org/10.1155/2014/676724 |
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