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The biochemical basis of microRNA targeting efficacy

Biology

The biochemical basis of microRNA targeting efficacy

S. E. Mcgeary, K. S. Lin, et al.

Explore the groundbreaking insights of Sean E. McGeary and colleagues as they reveal how microRNAs target Argonaute proteins, uncovering unique binding patterns and a stunning 100-fold influence of surrounding dinucleotides. Their innovative model enhances the prediction of cellular repression and integrates miRNAs into gene-regulatory networks.

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~3 min • Beginner • English
Abstract
MicroRNAs (miRNAs) act within Argonaute proteins to guide repression of mRNA targets. Although various approaches have provided insight into target recognition, the sparsity of miRNA-target affinity measurements has limited understanding and prediction of targeting efficacy. Here, we adapted RNA bind-n-seq to enable measurement of relative binding affinities between Argonaute-miRNA complexes and all ≤12-nucleotide sequences. This approach revealed noncanonical target sites unique to each miRNA, miRNA-specific differences in canonical target-site affinities, and a 100-fold impact of dinucleotides flanking each site. These data enabled construction of a biochemical model of miRNA-mediated repression, which was extended to all miRNA sequences using a convolutional neural network. This model substantially improved prediction of cellular repression, thereby providing a biochemical basis for quantitatively integrating miRNAs into gene-regulatory networks.
Publisher
Science
Published On
Dec 05, 2019
Authors
Sean E. McGeary, Kathy S. Lin, Charlie Y. Shi, Thy Pham, Namita Bisaria, Gina M. Kelley, David P. Bartel
Tags
microRNAs
Argonaute proteins
binding affinities
gene-regulatory networks
cellular repression
biochemical model
convolutional neural network
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