RNA-Binding Protein Motifs Predict microRNA Secretion and Cellular Retention in Hypothalamic and Other Cell Types

Wenyuan He1, Denise D Belsham1,2

  • 1Department of Physiology, University of Toronto, Toronto, ON M5S 1A8, Canada.

Biomedicines
|April 27, 2024
PubMed

Insights

RNA-binding proteins (RBPs) play a key role in sorting cellular microRNAs (miRNAs) for secretion or retention. RBP motifs predict cell-specific miRNA localization, crucial for developing effective small RNA therapeutics.

Area of Science:

  • Molecular Biology
  • Cell Biology
  • Genomics

Background:

  • Cellular microRNAs (miRNAs) are critical regulators of health and disease.
  • The mechanisms governing selective miRNA secretion versus intracellular retention are not fully understood.
  • RNA-binding proteins (RBPs) are implicated in miRNA localization, but their systematic role remains unclear.

Purpose of the Study:

  • To investigate the role of RBPs in the sorting of miRNAs into small extracellular vesicles (sEVs) versus intracellular retention.
  • To identify specific RBP motifs associated with cell-specific miRNA localization.
  • To assess the predictive power of RBP motifs for miRNA sorting using machine learning.

Main Methods:

  • Profiling of intracellular and sEV miRNAs in hypothalamic neurons.
  • Analysis of publicly available miRNA data from various cell types (adipocytes, endothelium, liver, muscle).
  • Enrichment analysis of experimentally determined RBP binding motifs and machine learning modeling (Random Forest, Naive Bayes).

Main Results:

  • Significant differences in RBP motifs were found between sEV-derived and intracellularly retained miRNAs across multiple cell types.
  • Specific RBP motifs, such as those for RBM4 and SAMD4, were enriched across various cell types and interact with Argonaute proteins.
  • Machine learning models accurately predicted cell-specific miRNA sorting based on RBP motif enrichment (ROC curve 0.77-0.84).

Conclusions:

  • RBPs play a critical role in the preferential sorting of miRNAs within mammalian cells.
  • RBP-miRNA interactions are crucial for miRNA localization and can be predicted using motif analysis.
  • Understanding these interactions is vital for optimizing small RNA therapeutics delivery and minimizing off-target effects.

Related Concept Videos

MicroRNAs01:22

MicroRNAs

MicroRNA (miRNA) are short, regulatory RNA transcribed from introns (non-coding regions of a gene) or intergenic regions (stretches of DNA present between genes). Several processing steps are required to form biologically active, mature miRNA. The initial transcript, called primary miRNA (pri-mRNA), base-pairs with itself, forming a stem-loop structure. Within the nucleus, an endonuclease enzyme, called Drosha, shortens the stem-loop structure into hairpin-shaped pre-miRNA. After the pre-miRNA...
3.0K
Types of RNA01:23

Types of RNA

Overview
Three main types of RNA are involved in protein synthesis: messenger RNA (mRNA), transfer RNA (tRNA), and ribosomal RNA (rRNA). These RNAs perform diverse functions and can be broadly classified as protein-coding or non-coding RNA. Non-coding RNAs play important roles in the regulation of gene expression in response to developmental and environmental changes. Non-coding RNAs in prokaryotes can be manipulated to develop more effective antibacterial drugs for human or animal use.
RNA...
63.6K
Riboswitches01:56

Riboswitches

Riboswitches are non-coding mRNA domains that regulate the transcription and translation of downstream genes without the help of proteins. Riboswitches bind directly to a metabolite and can form unique stem-loop or hairpin structures in response to the amount of the metabolite present. They have two distinct regions – a metabolite-binding aptamer and an expression platform.
The aptamer has high specificity for a particular metabolite which allows riboswitches to specifically regulate...
8.1K
RNA Stability01:53

RNA Stability

Intact DNA strands can be found in fossils, while scientists sometimes struggle to keep RNA intact under laboratory conditions. The structural variations between RNA and DNA underlie the differences in their stability and longevity. Because DNA is double-stranded, it is inherently more stable. The single-stranded structure of RNA is less stable but also more flexible and can form weak internal bonds. Additionally, most RNAs in the cell are relatively short, while DNA can be up to 250 million...
33.5K
Regulation of Nuclear Protein Sorting01:45

Regulation of Nuclear Protein Sorting

Nuclear protein sorting regulates nucleus composition and gene expression, crucial for determining the fate of a eukaryotic cell. Hence, the entry and exit of molecules across the nuclear envelope is a tightly controlled process. Nuclear protein sorting can be inhibited by one of the following ways: 1) masking cargo signal sequences, 2) modifying the nuclear receptor's affinity for cargo, 3) controlling the nuclear pore size, 4) retaining the cargo during its transit to the cytosol or the...
2.4K
Regulation of Expression at Multiple Steps01:23

Regulation of Expression at Multiple Steps

The gene expression in cells is regulated at different stages: (i) transcription, (ii) RNA processing, (iii) RNA localization, and (iv) translation. Transcriptional regulation is mediated by regulatory proteins such as transcription factors, activators, or repressors—these control gene expression by initiating or inhibiting the transcription of genes. Once a precursor or pre-mRNA is produced, it undergoes post-transcriptional modification, including 5' capping, splicing, and the...
899