拼接部位识别 - - 解读Exon-Intron转换以获得基因洞察力,使用增强的集成区块级门式LSTM模型
Mohemmed Sha1, Mohamudha Parveen Rahamathulla2
1Department of Software Engineering, College of Computer Engineering and Sciences, Prince Sattam bin Abdulaziz University, Al Kharj 11942, Kingdom of Saudi Arabia.
Gene
|April 4, 2024
概括
这项研究引入了一个深度学习模型,M-LSTM,用于精确预测基因序列中的外子-内子边界. 该模型有效分析基因组数据,以帮助理解与神经发育障碍相关的遗传变异.
科学领域:
- 生物信息学和计算生物学
- 基因组学和分子遗传学
- 在生物数据分析中的机器学习.
背景情况:
- 基因变异是神经发育障碍的关键,例如自闭症谱系障碍 (ASD).
- 准确的拼接部位识别对于理解基因表达和蛋白质功能至关重要.
- 基因预测的挑战包括测序错误和不完整的基因数据.
研究的目的:
- 开发一种先进的计算方法,用于精确的外子-内子边界识别.
- 利用深度学习来分析复杂的基因组数据集.
- 改善基因结构的预测和识别与疾病相关的变异.
主要方法:
- 使用了M-LSTM (多层长短期记忆) 深度学习算法.
- 训练模型将拼接的DNA链分类为三个类别 (EI,IE,没有).
- 与传统方法 (如天真湾和随机森林) 进行了M-LSTM性能比较.
主要成果:
- M-LSTM模型在处理广泛的基因组数据集和长期依赖方面表现出了熟练.
- 该系统准确地分类了外子-内子结合部位.
- 使用诸如回忆,F1分数,精度和准确度等指标验证了性能.
结论:
- 深度学习,特别是M-LSTM,为复杂的基因组序列分析提供了强大的方法.
- 拟议的方法提高了对外体预测的准确性,这对于遗传研究至关重要.
- 这种工具可以有助于更好地了解神经发育障碍中的遗传变异.
相关概念视频
Exon Recombination
3.6K
The evolution of new genes is critical for speciation. Exon recombination, also known as exon shuffling or domain shuffling, is an important means of new gene formation. It is observed across vertebrates, invertebrates, and in some plants such as potatoes and sunflowers. During exon recombination, exons from the same or different genes recombine and produce new exon-intron combinations, which might evolve into new genes.
Exon shuffling follows “splice frame rules.” Each exon...
Exon shuffling follows “splice frame rules.” Each exon...
3.6K
RNA Splicing
56.3K
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...
56.3K
Conservative Site-specific Recombination and Phase Variation
6.0K
Because the DNA segments are cut and reorganized in a direction-specific manner, site-specific recombination has emerged as an efficient genetic engineering technique. Flippase and Cyclization recombinases or Flp and Cre, respectively, are two members of the tyrosine recombinase family derived from bacteriophages, that are used to mediate site-specific DNA insertions, deletions, and targeted expression of proteins in mammalian cell lines.
The recognition sites for Cre recombinase called LoxP...
The recognition sites for Cre recombinase called LoxP...
6.0K
Single Nucleotide Polymorphisms-SNPs
15.0K
A single nucleotide polymorphism or SNP is a single nucleotide variation at a specific genomic position in a large population. It is the most prevalent type of sequence variation found in the human genome. Point mutations that occur in more than 1% of the population qualify as SNPs. These are present once every 1000 nucleotides on an average in the human genome. Replacement of a purine with another purine (A/G) or a pyrimidine with another pyrimidine (C/T) is known as a transition. In contrast,...
15.0K
Long-patch Base Excision Repair
7.0K
Since the discovery of the two BER pathways, there has been a debate about how a cell chooses one pathway over the other and the factors determining this selection. Numerous in vitro experiments have pointed out multiple determinants for the sub-pathway selection. These are:
7.0K
Pre-mRNA Processing: RNA Splicing
5.2K
5.2K


