Target gene expression levels and competition between transfected and endogenous microRNAs are strong confounding factors in microRNA high-throughput experiments.

Silence Pub Date : 2012-02-10 DOI:10.1186/1758-907X-3-3
Takaya Saito, Pål Sætrom
{"title":"Target gene expression levels and competition between transfected and endogenous microRNAs are strong confounding factors in microRNA high-throughput experiments.","authors":"Takaya Saito,&nbsp;Pål Sætrom","doi":"10.1186/1758-907X-3-3","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>MicroRNA (miRNA) target genes tend to have relatively long and conserved 3' untranslated regions (UTRs), but to what degree these characteristics contribute to miRNA targeting is poorly understood. Different high-throughput experiments have, for example, shown that miRNAs preferentially regulate genes with both short and long 3' UTRs and that target site conservation is both important and irrelevant for miRNA targeting.</p><p><strong>Results: </strong>We have analyzed several gene context-dependent features, including 3' UTR length, 3' UTR conservation, and messenger RNA (mRNA) expression levels, reported to have conflicting influence on miRNA regulation. By taking into account confounding factors such as technology-dependent experimental bias and competition between transfected and endogenous miRNAs, we show that two factors - target gene expression and competition - could explain most of the previously reported experimental differences. Moreover, we find that these and other target site-independent features explain about the same amount of variation in target gene expression as the target site-dependent features included in the TargetScan model.</p><p><strong>Conclusions: </strong>Our results show that it is important to consider confounding factors when interpreting miRNA high throughput experiments and urge special caution when using microarray data to compare average regulatory effects between groups of genes that have different average gene expression levels.</p>","PeriodicalId":88703,"journal":{"name":"Silence","volume":"3 ","pages":"3"},"PeriodicalIF":0.0000,"publicationDate":"2012-02-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1186/1758-907X-3-3","citationCount":"38","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Silence","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1186/1758-907X-3-3","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 38

Abstract

Background: MicroRNA (miRNA) target genes tend to have relatively long and conserved 3' untranslated regions (UTRs), but to what degree these characteristics contribute to miRNA targeting is poorly understood. Different high-throughput experiments have, for example, shown that miRNAs preferentially regulate genes with both short and long 3' UTRs and that target site conservation is both important and irrelevant for miRNA targeting.

Results: We have analyzed several gene context-dependent features, including 3' UTR length, 3' UTR conservation, and messenger RNA (mRNA) expression levels, reported to have conflicting influence on miRNA regulation. By taking into account confounding factors such as technology-dependent experimental bias and competition between transfected and endogenous miRNAs, we show that two factors - target gene expression and competition - could explain most of the previously reported experimental differences. Moreover, we find that these and other target site-independent features explain about the same amount of variation in target gene expression as the target site-dependent features included in the TargetScan model.

Conclusions: Our results show that it is important to consider confounding factors when interpreting miRNA high throughput experiments and urge special caution when using microarray data to compare average regulatory effects between groups of genes that have different average gene expression levels.

Abstract Image

Abstract Image

Abstract Image

靶基因表达水平和转染microRNA与内源性microRNA之间的竞争是microRNA高通量实验中很强的混淆因素。
背景:MicroRNA (miRNA)靶基因往往具有相对较长且保守的3'非翻译区(UTRs),但这些特征在多大程度上有助于miRNA靶向尚不清楚。例如,不同的高通量实验表明,miRNA优先调节具有短和长3' utr的基因,靶位保护对于miRNA靶向既重要又无关紧要。结果:我们分析了几个基因上下文相关的特征,包括3' UTR长度、3' UTR保守性和信使RNA (mRNA)表达水平,据报道这些特征对miRNA调控有相互冲突的影响。通过考虑诸如技术依赖性实验偏差和转染mirna与内源性mirna之间的竞争等混杂因素,我们发现两个因素——靶基因表达和竞争——可以解释之前报道的大多数实验差异。此外,我们发现这些和其他与目标位点无关的特征与TargetScan模型中包含的目标位点依赖特征解释的目标基因表达变异量相同。结论:我们的研究结果表明,在解释miRNA高通量实验时,考虑混杂因素是很重要的,在使用微阵列数据比较具有不同平均基因表达水平的基因组之间的平均调控效应时,需要特别谨慎。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书