Literature DB >> 25800743

Pathway analysis from lists of microRNAs: common pitfalls and alternative strategy.

Patrice Godard1, Jonathan van Eyll2.   

Abstract

MicroRNAs (miRNAs) are involved in the regulation of gene expression at a post-transcriptional level. As such, monitoring miRNA expression has been increasingly used to assess their role in regulatory mechanisms of biological processes. In large scale studies, once miRNAs of interest have been identified, the target genes they regulate are often inferred using algorithms or databases. A pathway analysis is then often performed in order to generate hypotheses about the relevant biological functions controlled by the miRNA signature. Here we show that the method widely used in scientific literature to identify these pathways is biased and leads to inaccurate results. In addition to describing the bias and its origin we present an alternative strategy to identify potential biological functions specifically impacted by a miRNA signature. More generally, our study exemplifies the crucial need of relevant negative controls when developing, and using, bioinformatics methods.
© The Author(s) 2015. Published by Oxford University Press on behalf of Nucleic Acids Research.

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Year:  2015        PMID: 25800743      PMCID: PMC4402548          DOI: 10.1093/nar/gkv249

Source DB:  PubMed          Journal:  Nucleic Acids Res        ISSN: 0305-1048            Impact factor:   16.971


  20 in total

Review 1.  Molecular network of microRNA targets in Alzheimer's disease brains.

Authors:  Jun-ichi Satoh
Journal:  Exp Neurol       Date:  2011-09-16       Impact factor: 5.330

2.  Conserved seed pairing, often flanked by adenosines, indicates that thousands of human genes are microRNA targets.

Authors:  Benjamin P Lewis; Christopher B Burge; David P Bartel
Journal:  Cell       Date:  2005-01-14       Impact factor: 41.582

3.  MicroRNA targeting specificity in mammals: determinants beyond seed pairing.

Authors:  Andrew Grimson; Kyle Kai-How Farh; Wendy K Johnston; Philip Garrett-Engele; Lee P Lim; David P Bartel
Journal:  Mol Cell       Date:  2007-07-06       Impact factor: 17.970

4.  Differential microRNA expression profiles in peripheral arterial disease.

Authors:  Philip W Stather; Nicolas Sylvius; John B Wild; Edward Choke; Robert D Sayers; Matthew J Bown
Journal:  Circ Cardiovasc Genet       Date:  2013-10

5.  Integrated miRNA-mRNA analysis revealing the potential roles of miRNAs in chordomas.

Authors:  Cheng Long; Liang Jiang; Feng Wei; Chuan Ma; Hua Zhou; Shaomin Yang; Xiaoguang Liu; Zhongjun Liu
Journal:  PLoS One       Date:  2013-06-24       Impact factor: 3.240

6.  Independent component and pathway-based analysis of miRNA-regulated gene expression in a model of type 1 diabetes.

Authors:  Claus H Bang-Berthelsen; Lykke Pedersen; Tina Fløyel; Peter H Hagedorn; Titus Gylvin; Flemming Pociot
Journal:  BMC Genomics       Date:  2011-02-04       Impact factor: 3.969

7.  A parallel genome-wide mRNA and microRNA profiling of the frontal cortex of HIV patients with and without HIV-associated dementia shows the role of axon guidance and downstream pathways in HIV-mediated neurodegeneration.

Authors:  Li Zhou; Gulietta M Pupo; Priyanka Gupta; Bing Liu; Sieu L Tran; Raany Rahme; Bin Wang; Rejane Rua; Helen Rizos; Adam Carroll; Murray J Cairns; Nitin K Saksena
Journal:  BMC Genomics       Date:  2012-11-28       Impact factor: 3.969

8.  Altered microRNA expression profile in Amyotrophic Lateral Sclerosis: a role in the regulation of NFL mRNA levels.

Authors:  Danae Campos-Melo; Cristian A Droppelmann; Zhongping He; Kathryn Volkening; Michael J Strong
Journal:  Mol Brain       Date:  2013-05-24       Impact factor: 4.041

9.  miRTarBase update 2014: an information resource for experimentally validated miRNA-target interactions.

Authors:  Sheng-Da Hsu; Yu-Ting Tseng; Sirjana Shrestha; Yu-Ling Lin; Anas Khaleel; Chih-Hung Chou; Chao-Fang Chu; Hsi-Yuan Huang; Ching-Min Lin; Shu-Yi Ho; Ting-Yan Jian; Feng-Mao Lin; Tzu-Hao Chang; Shun-Long Weng; Kuang-Wen Liao; I-En Liao; Chun-Chi Liu; Hsien-Da Huang
Journal:  Nucleic Acids Res       Date:  2013-12-04       Impact factor: 16.971

10.  Identification of differentially expressed microRNAs across the developing human brain.

Authors:  M N Ziats; O M Rennert
Journal:  Mol Psychiatry       Date:  2013-08-06       Impact factor: 15.992

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  34 in total

1.  Differentially expressed microRNAs in the aqueous humor of patients with exfoliation glaucoma or primary open-angle glaucoma.

Authors:  Michelle D Drewry; Pratap Challa; John G Kuchtey; Iris Navarro; Inas Helwa; Yanzhong Hu; Hongmei Mu; W Daniel Stamer; Rachel W Kuchtey; Yutao Liu
Journal:  Hum Mol Genet       Date:  2018-04-01       Impact factor: 6.150

2.  A compendium of human genes regulating feeding behavior and body weight, its functional characterization and identification of GWAS genes involved in brain-specific PPI network.

Authors:  Elena V Ignatieva; Dmitry A Afonnikov; Olga V Saik; Evgeny I Rogaev; Nikolay A Kolchanov
Journal:  BMC Genet       Date:  2016-12-22       Impact factor: 2.797

Review 3.  A network-biology perspective of microRNA function and dysfunction in cancer.

Authors:  Cameron P Bracken; Hamish S Scott; Gregory J Goodall
Journal:  Nat Rev Genet       Date:  2016-10-31       Impact factor: 53.242

4.  Integrative analysis reveals disrupted pathways regulated by microRNAs in cancer.

Authors:  Gary Wilk; Rosemary Braun
Journal:  Nucleic Acids Res       Date:  2018-02-16       Impact factor: 16.971

5.  TAM 2.0: tool for MicroRNA set analysis.

Authors:  Jianwei Li; Xiaofen Han; Yanping Wan; Shan Zhang; Yingshu Zhao; Rui Fan; Qinghua Cui; Yuan Zhou
Journal:  Nucleic Acids Res       Date:  2018-07-02       Impact factor: 16.971

6.  The regulatory network analysis of long noncoding RNAs in human colorectal cancer.

Authors:  Yuwei Zhang; Yang Tao; Yang Li; Jinshun Zhao; Lina Zhang; Xiaohong Zhang; Changzheng Dong; Yangyang Xie; Xiaoyu Dai; Xinjun Zhang; Qi Liao
Journal:  Funct Integr Genomics       Date:  2018-01-26       Impact factor: 3.410

7.  miEAA: microRNA enrichment analysis and annotation.

Authors:  Christina Backes; Qurratulain T Khaleeq; Eckart Meese; Andreas Keller
Journal:  Nucleic Acids Res       Date:  2016-04-29       Impact factor: 16.971

8.  Comprehensive analysis of high-throughput screens with HiTSeekR.

Authors:  Markus List; Steffen Schmidt; Helle Christiansen; Marc Rehmsmeier; Qihua Tan; Jan Mollenhauer; Jan Baumbach
Journal:  Nucleic Acids Res       Date:  2016-06-21       Impact factor: 16.971

9.  mirDIP 4.1-integrative database of human microRNA target predictions.

Authors:  Tomas Tokar; Chiara Pastrello; Andrea E M Rossos; Mark Abovsky; Anne-Christin Hauschild; Mike Tsay; Richard Lu; Igor Jurisica
Journal:  Nucleic Acids Res       Date:  2018-01-04       Impact factor: 16.971

10.  Music-listening regulates human microRNA expression.

Authors:  Preethy Sasidharan Nair; Pirre Raijas; Minna Ahvenainen; Anju K Philips; Liisa Ukkola-Vuoti; Irma Järvelä
Journal:  Epigenetics       Date:  2020-09-06       Impact factor: 4.528

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