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Related Concept Videos

RNA Structure01:23

RNA Structure

Overview
The basic structure of RNA consists of a five-carbon sugar and one of four nitrogenous bases. Although most RNA is single-stranded, it can form complex secondary and tertiary structures. Such structures play essential roles in the regulation of transcription and translation.
Different Types of RNA Have the Same Basic Structure
There are three main types of ribonucleic acid (RNA): messenger RNA (mRNA), transfer RNA (tRNA), and ribosomal RNA (rRNA). All three RNA types consist of a...
RNA Structure01:23

RNA Structure

Overview
The basic structure of RNA consists of a five-carbon sugar and one of four nitrogenous bases. Although most RNA is single-stranded, it can form complex secondary and tertiary structures. Such structures play essential roles in the regulation of transcription and translation.
Different Types of RNA Have the Same Basic Structure
There are three main types of ribonucleic acid (RNA): messenger RNA (mRNA), transfer RNA (tRNA), and ribosomal RNA (rRNA). All three RNA types consist of a...
RNA-seq03:21

RNA-seq

RNA sequencing, or RNA-Seq, is a high-throughput sequencing technology used to study the transcriptome of a cell. Transcriptomics helps to interpret the functional elements of a genome and identify the molecular constituents of an organism. Additionally, it also helps in understanding the development of an organism and the occurrence of diseases. 
Before the discovery of RNA-seq, microarray-based methods and Sanger sequencing were used for transcriptome analysis. However, while microarray-based...
Ribosome Profiling02:24

Ribosome Profiling

Ribosome profiling or ribo-sequencing is a deep sequencing technique that produces a snapshot of active translation in a cell. It selectively sequences the mRNAs protected by ribosomes to get an insight into a cell’s translation landscape at any given point in time.
Applications of ribosome profiling
Ribosome profiling has many applications, including in vivo monitoring of translation inside a particular organ or tissue type and quantifying new protein synthesis levels.
The technique helps...
RNA Structure01:19

RNA Structure

The basic structure of RNA consists of a string of ribonucleotides attached by phosphodiester bonds. Although most RNA is single-stranded, it can form complex secondary and tertiary structures. Such structures play essential roles in the regulation of transcription and translation.
Different Types of RNA Have the Same Basic Structure
There are three main types of ribonucleic acid (RNA) involved in protein synthesis: messenger RNA (mRNA), transfer RNA (tRNA), and ribosomal RNA (rRNA). All three...
Nucleic Acid Structure01:25

Nucleic Acid Structure

The pentose sugar in DNA is deoxyribose, while in RNA the pentose sugar is ribose. The difference between the sugars is the presence of the hydroxyl group on the ribose's second carbon and a hydrogen on the deoxyribose's second carbon. The phosphate residue attaches to the hydroxyl group of the 5′ carbon of one sugar and the hydroxyl group of the 3′ carbon of the sugar of the next nucleotide, which forms  a 5′ to 3′ phosphodiester linkage.
DNA Structure
DNA has a double-helix structure. The...

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Use of Alu Element Containing Minigenes to Analyze Circular RNAs
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mRNASyner: An Integrative Framework for Full-Length mRNA Sequence Optimization via Multimodule Synergistic Design.

Zijie Gu1, Gang-Ao Wang2, Ziyan Feng1

  • 1School of Pharmacy, East China University of Science and Technology, Shanghai 200237, China.

Molecular Pharmaceutics
|April 16, 2026
PubMed
Summary
This summary is machine-generated.

This study introduces mRNASyner, a novel in silico framework for optimizing messenger RNA (mRNA) sequences. It enhances both translation efficiency and stability for advanced mRNA therapeutics.

Keywords:
UTR generationcodon optimizationdeep learninglong-sequence designmRNA design

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2D-HELS MS Seq: A General LC-MS-Based Method for Direct and de novo Sequencing of RNA Mixtures with Different Nucleotide Modifications
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Area of Science:

  • Biomedical engineering
  • Computational biology
  • Molecular biology

Background:

  • Messenger RNA (mRNA) therapeutics show great promise but require efficient translation and in vivo stability.
  • Current optimization methods often address sequence components individually, lacking global synergy.
  • Existing approaches struggle with long sequences and iterative refinement.

Purpose of the Study:

  • To develop a unified, interpretable in silico framework for full-length mRNA sequence design.
  • To integrate coding sequence (CDS) optimization, untranslated region (UTR) generation, and degradation modeling.
  • To enable synergistic optimization for improved mRNA therapeutic efficacy.

Main Methods:

  • Developed a computational framework (mRNASyner) for holistic mRNA sequence design.
  • Integrated CDS optimization, UTR generation, and mRNA degradation modeling.
  • Applied the framework to respiratory syncytial virus (RSV) vaccine sequence design.

Main Results:

  • mRNASyner demonstrated effective global, synergistic optimization of mRNA sequences.
  • Achieved a favorable balance between translational accessibility and structural stability in silico.
  • Successfully applied to RSV vaccine design, showcasing potential for personalized therapeutics.

Conclusions:

  • mRNASyner provides a novel solution for designing full-length mRNA sequences.
  • The framework supports long-sequence optimization and iterative refinement.
  • Offers a pathway for developing next-generation personalized mRNA therapeutics.