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  4. Validation of human microRNA target pathways enables evaluation of target prediction tools
 
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2021
Journal Article
Title

Validation of human microRNA target pathways enables evaluation of target prediction tools

Abstract
MicroRNAs are regulators of gene expression. A wide-spread, yet not validated, assumption is that the targetome of miRNAs is non-randomly distributed across the transcriptome and that targets share functional pathways. We developed a computational and experimental strategy termed high-throughput miRNA interaction reporter assay (HiTmIR) to facilitate the validation of target pathways. First, targets and target pathways are predicted and prioritized by computational means to increase the specificity and positive predictive value. Second, the novel webtool miRTaH facilitates guided designs of reporter assay constructs at scale. Third, automated and standardized reporter assays are performed. We evaluated HiTmIR using miR-34a-5p, for which TNF-and TGFB-signaling, and Parkinson's Disease (PD)-related categories were identified and repeated the pipeline for miR-7-5p. HiTmIR validated 58.9% of the target genes for miR-34a-5p and 46.7% for miR-7-5p. We confirmed the targeting by measuring the endogenous protein levels of targets in a neuronal cell model. The standardized positive and negative targets are collected in the new miRATBase database, representing a resource for training, or benchmarking new target predictors. Applied to 88 target predictors with different confidence scores, TargetScan 7.2 and miRanda outperformed other tools. Our experiments demonstrate the efficiency of HiTmIR and provide evidence for an orchestrated miRNA-gene targeting.
Author(s)
Kern, Fabian
Universität des Saarlandes
Krammes, Lena
Universität des Saarlandes
Danz, Karin
Fraunhofer-Institut für Biomedizinische Technik IBMT  
Diener, Caroline
Universität des Saarlandes
Kehl, Tim
Universität des Saarlandes
Küchler, Oliver
Universität des Saarlandes
Fehlmann, Tobias
Universität des Saarlandes
Kahraman, Mustafa
Universität des Saarlandes
Rheinheimer, Stefanie
Universität des Saarlandes
Aparicio-Puerta, Ernesto
University of Granada
Wagner, Sylvia  orcid-logo
Fraunhofer-Institut für Biomedizinische Technik IBMT  
Ludwig, Nicole
Universität des Saarlandes
Backes, Christina
Universität des Saarlandes
Lenhof, Hans-Peter
Universität des Saarlandes
Briesen, Hagen von
Fraunhofer-Institut für Biomedizinische Technik IBMT  
Hart, Martin
Universität des Saarlandes
Keller, Andreas
Stanford University
Meese, Eckart
Universität des Saarlandes
Journal
Nucleic Acids Research  
Open Access
File(s)
Download (5.46 MB)
Rights
CC BY 4.0: Creative Commons Attribution
DOI
10.1093/nar/gkaa1161
10.24406/publica-r-269381
Additional link
Full text
Language
English
Fraunhofer-Institut für Biomedizinische Technik IBMT  
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