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Related Concept Videos

Alternative RNA Splicing02:18

Alternative RNA Splicing

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Alternative RNA splicing is the regulated splicing of exons and introns to produce different mature mRNAs from a single pre-mRNA. Unlike in constitutive splicing where a single gene produces a single type of mRNA, alternative splicing allows an organism to produce multiple proteins from a single gene and plays an important role in protein diversity.
There are five types of alternative RNA splicing that vary in the ways the pre-mRNA segments are removed or retained in the mature mRNA. The first...
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RNA Splicing01:32

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Splicing is the process by which eukaryotic RNA is edited before its translation into protein. The RNA strand transcribed from eukaryotic DNA is called the primary transcript. The primary transcripts that become mRNAs are called precursor messenger RNAs (pre-mRNAs). Eukaryotic pre-mRNA contains alternating sequences of exons and introns. Exons are nucleotide sequences that code for proteins, whereas introns are the non-coding regions. In RNA splicing, introns are removed and exons are bonded...
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RNA-seq03:21

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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. 
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Updated: Jul 15, 2025

Identification of Alternative Splicing and Polyadenylation in RNA-seq Data
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Advances in alternative splicing identification: deep learning and pantranscriptome.

Fei Shen1, Chenyang Hu1,2, Xin Huang1

  • 1Institute of Biotechnology, Beijing Academy of Agriculture and Forestry Sciences, Beijing, China.

Frontiers in Plant Science
|October 4, 2023
PubMed
Summary
This summary is machine-generated.

Alternative splicing in plants generates diverse proteins by creating multiple mRNA variants. This study explores advanced algorithms and deep learning for accurate splicing event identification, even in pan-genomic contexts.

Keywords:
Iso-seqRNA-seqalternative splicingdeep learningdetection algorithmpantranscriptome

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Area of Science:

  • Plant molecular biology
  • Genomics
  • Bioinformatics

Background:

  • Alternative splicing is a key post-transcriptional gene regulation mechanism in plants.
  • It generates diverse mRNA isoforms and proteins, increasing functional complexity.
  • Accurate identification of splicing events is essential for understanding gene regulation.

Purpose of the Study:

  • To present applications of alternative splicing algorithms in plants, with or without reference genomes.
  • To highlight the integration of deep learning for enhanced detection accuracy.
  • To discuss alternative splicing in a pan-genomic context and integrated strategies.

Main Methods:

  • Review and application of existing alternative splicing algorithms.
  • Integration of deep learning techniques for improved accuracy.
  • Analysis within pan-genomic frameworks.

Main Results:

  • Demonstrated utility of various algorithms for plant alternative splicing detection.
  • Showcased improved accuracy through deep learning integration.
  • Highlighted the importance of pan-genomic approaches for comprehensive profiling.

Conclusions:

  • Advanced algorithms and deep learning significantly improve alternative splicing identification in plants.
  • Pan-genomic studies and integrated strategies are crucial for a complete understanding of alternative splicing.