使用序列和结构的多模式对比学习改进ncRNA家族预测
Ruiting Xu1, Dan Li1, Wen Yang2
1College of Computer and Control Engineering, Northeast Forestry University, Harbin 150040, China.
Bioinformatics (Oxford, England)
|October 26, 2024
概括
本研究介绍了MM-ncRNAFP,这是一种通过整合序列和结构数据来预测非编码RNA (ncRNA) 家族的新框架. 该方法通过有效地融合多模式信息来提高ncRNA家族预测的准确性.
科学领域:
- 基因组学就是基因组学.
- 生物信息学是一种生物信息学.
- 计算生物学 计算生物学
背景情况:
- 高通量测序增加了对非编码RNA (ncRNA) 的关注,但它们的功能通常是未知的.
- 准确的ncRNA家族预测至关重要,因为类似的ncRNA经常共享功能.
- 现有的ncRNA家族预测计算方法无法充分利用多式联络数据.
研究的目的:
- 开发一种有效的计算方法来预测ncRNA家族.
- 通过整合不同的ncRNA数据类型来解决现有方法的局限性.
- 为了提高ncRNA特征表示的准确性和全面性.
主要方法:
- 提出了MM-ncRNAFP,一个多式模式的对比学习框架.
- 使用预训练的语言模型编码ncRNA初级序列.
- 使用图形神经网络和注意力机制来融合二次结构信息.
主要成果:
- MM-ncRNAFP有效地融合多模式的ncRNA数据 (序列和结构).
- 与基线方法相比,该框架在ncRNA家族预测方面取得了卓越的表现.
- 废弃性研究证实了单个模型组件的有效性.
结论:
- 整合序列和结构信息显著提高了ncRNA家族预测.
- MM-ncRNAFP提供了更全面的ncRNA特征表示.
- 预训练模型在其他ncRNA相关的研究领域有潜在的应用.
更多相关视频
09:34A Virtual Machine Platform for Non-Computer Professionals for Using Deep Learning to Classify Biological Sequences of Metagenomic Data
Published on: September 25, 2021
3.9K
10:34Probing RNA Structure with Dimethyl Sulfate Mutational Profiling with Sequencing In Vitro and in Cells
Published on: December 9, 2022
4.0K
相关概念视频
Multi-species Conserved Sequences
3.9K
Next-generation sequencing technologies have created large genomic databases of a variety of animals and plants. Ever since the human genome project was completed, scientists studied the genome of primates, mammals, and other phylogenetically distant living beings. Such large-scale studies have provided new insights into the evolutionary relationship between organisms.
Although the genome of each species varies greatly from each other, a few sequences are highly conserved. Such conserved...
Although the genome of each species varies greatly from each other, a few sequences are highly conserved. Such conserved...
3.9K
Per-Unit Sequence Models
71
An ideal Y-Y transformer, grounded through neutral impedances, displays per-unit sequence networks akin to those of a single-phase ideal transformer when subjected to balanced positive- or negative-sequence currents. These currents do not produce neutral currents, and their associated voltage drops.
Zero-sequence currents, which are identical in magnitude and phase, generate a neutral current, resulting in voltage drops across the neutral impedance and the low-voltage winding. If the...
Zero-sequence currents, which are identical in magnitude and phase, generate a neutral current, resulting in voltage drops across the neutral impedance and the low-voltage winding. If the...
71
Improving Translational Accuracy
9.2K
Base complementarity between the three base pairs of mRNA codon and the tRNA anticodon is not a failsafe mechanism. Inaccuracies can range from a single mismatch to no correct base pairing at all. The free energy difference between the correct and nearly correct base pairs can be as small as 3 kcal/ mol. With complementarity being the only proofreading step, the estimated error frequency would be one wrong amino acid in every 100 amino acids incorporated. However, error frequencies observed in...
9.2K
Nucleic Acid Structure
6.0K
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...
DNA Structure
DNA...
6.0K
RNA Structure
4.7K
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...
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...
4.7K
Associative Learning
300
Associative learning is a fundamental concept in behavioral psychology, wherein a connection is established between two stimuli or events, leading to a learned response. This process is critical in understanding how behaviors are acquired and modified. Conditioning, the mechanism through which associations are formed, can be divided into two main types: classical conditioning and operant conditioning, each elucidating different aspects of associative learning.
Classical conditioning, also known...
Classical conditioning, also known...
300
