Computational identification of miRNAs that modulate the differentiation of mesenchymal stem cells to osteoblasts

MicroRNAs (miRNAs) are small endogenous noncoding RNAs that play an instrumental role in post-transcriptional modulation of gene expression. Genes related to osteogenesis (i.e., RUNX2, COL1A1 and OSX) is important in controlling the differentiation of mesenchymal stem cells (MSCs) to bone tissues. T...

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Main Authors: Kanokwan Seenprachawong, Pornlada Nuchnoi, Chanin Nantasenamat, Virapong Prachayasittikul, Aungkura Supokawej
Format: Article
Language:English
Published: PeerJ Inc. 2016-04-01
Series:PeerJ
Subjects:
Online Access:https://peerj.com/articles/1976.pdf
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spelling doaj-7e85af21bca7495eb54c71dd95f177cd2020-11-24T22:59:53ZengPeerJ Inc.PeerJ2167-83592016-04-014e197610.7717/peerj.1976Computational identification of miRNAs that modulate the differentiation of mesenchymal stem cells to osteoblastsKanokwan Seenprachawong0Pornlada Nuchnoi1Chanin Nantasenamat2Virapong Prachayasittikul3Aungkura Supokawej4Department of Clinical Microscopy, Faculty of Medical Technology, Mahidol University, Bangkok, ThailandCenter for Research and Innovation, Faculty of Medical Technology, Mahidol University, Bangkok, ThailandCenter of Data Mining and Biomedical Informatics, Faculty of Medical Technology, Mahidol University, Bangkok, ThailandDepartment of Clinical Microbiology and Applied Technology, Faculty of Medical Technology, Mahidol University, Bangkok, ThailandDepartment of Clinical Microscopy, Faculty of Medical Technology, Mahidol University, Bangkok, ThailandMicroRNAs (miRNAs) are small endogenous noncoding RNAs that play an instrumental role in post-transcriptional modulation of gene expression. Genes related to osteogenesis (i.e., RUNX2, COL1A1 and OSX) is important in controlling the differentiation of mesenchymal stem cells (MSCs) to bone tissues. The regulated expression level of miRNAs is critically important for the differentiation of MSCs to preosteoblasts. The understanding of miRNA regulation in osteogenesis could be applied for future applications in bone defects. Therefore, this study aims to shed light on the mechanistic pathway underlying osteogenesis by predicting miRNAs that may modulate this pathway. This study investigates RUNX2, which is a major transcription factor for osteogenesis that drives MSCs into preosteoblasts. Three different prediction tools were employed for identifying miRNAs related to osteogenesis using the 3’UTR of RUNX2 as the target gene. Of the 1,023 miRNAs, 70 miRNAs were found by at least two of the tools. Candidate miRNAs were then selected based on their free energy values, followed by assessing the probability of target accessibility. The results showed that miRNAs 23b, 23a, 30b, 143, 203, 217, and 221 could regulate the RUNX2 gene during the differentiation of MSCs to preosteoblasts.https://peerj.com/articles/1976.pdfmiRNAsMicroRNAsOsteogenesisMesenchymal stem cellsBioinformaticsRUNX2
collection DOAJ
language English
format Article
sources DOAJ
author Kanokwan Seenprachawong
Pornlada Nuchnoi
Chanin Nantasenamat
Virapong Prachayasittikul
Aungkura Supokawej
spellingShingle Kanokwan Seenprachawong
Pornlada Nuchnoi
Chanin Nantasenamat
Virapong Prachayasittikul
Aungkura Supokawej
Computational identification of miRNAs that modulate the differentiation of mesenchymal stem cells to osteoblasts
PeerJ
miRNAs
MicroRNAs
Osteogenesis
Mesenchymal stem cells
Bioinformatics
RUNX2
author_facet Kanokwan Seenprachawong
Pornlada Nuchnoi
Chanin Nantasenamat
Virapong Prachayasittikul
Aungkura Supokawej
author_sort Kanokwan Seenprachawong
title Computational identification of miRNAs that modulate the differentiation of mesenchymal stem cells to osteoblasts
title_short Computational identification of miRNAs that modulate the differentiation of mesenchymal stem cells to osteoblasts
title_full Computational identification of miRNAs that modulate the differentiation of mesenchymal stem cells to osteoblasts
title_fullStr Computational identification of miRNAs that modulate the differentiation of mesenchymal stem cells to osteoblasts
title_full_unstemmed Computational identification of miRNAs that modulate the differentiation of mesenchymal stem cells to osteoblasts
title_sort computational identification of mirnas that modulate the differentiation of mesenchymal stem cells to osteoblasts
publisher PeerJ Inc.
series PeerJ
issn 2167-8359
publishDate 2016-04-01
description MicroRNAs (miRNAs) are small endogenous noncoding RNAs that play an instrumental role in post-transcriptional modulation of gene expression. Genes related to osteogenesis (i.e., RUNX2, COL1A1 and OSX) is important in controlling the differentiation of mesenchymal stem cells (MSCs) to bone tissues. The regulated expression level of miRNAs is critically important for the differentiation of MSCs to preosteoblasts. The understanding of miRNA regulation in osteogenesis could be applied for future applications in bone defects. Therefore, this study aims to shed light on the mechanistic pathway underlying osteogenesis by predicting miRNAs that may modulate this pathway. This study investigates RUNX2, which is a major transcription factor for osteogenesis that drives MSCs into preosteoblasts. Three different prediction tools were employed for identifying miRNAs related to osteogenesis using the 3’UTR of RUNX2 as the target gene. Of the 1,023 miRNAs, 70 miRNAs were found by at least two of the tools. Candidate miRNAs were then selected based on their free energy values, followed by assessing the probability of target accessibility. The results showed that miRNAs 23b, 23a, 30b, 143, 203, 217, and 221 could regulate the RUNX2 gene during the differentiation of MSCs to preosteoblasts.
topic miRNAs
MicroRNAs
Osteogenesis
Mesenchymal stem cells
Bioinformatics
RUNX2
url https://peerj.com/articles/1976.pdf
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AT pornladanuchnoi computationalidentificationofmirnasthatmodulatethedifferentiationofmesenchymalstemcellstoosteoblasts
AT chaninnantasenamat computationalidentificationofmirnasthatmodulatethedifferentiationofmesenchymalstemcellstoosteoblasts
AT virapongprachayasittikul computationalidentificationofmirnasthatmodulatethedifferentiationofmesenchymalstemcellstoosteoblasts
AT aungkurasupokawej computationalidentificationofmirnasthatmodulatethedifferentiationofmesenchymalstemcellstoosteoblasts
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