雷格网:为短DNA监管区域提供一流的深度学习模型
Dmitry Penzar1,2,3, Daria Nogina4, Elizaveta Noskova4
1Vavilov Institute of General Genetics, Moscow 119991, Russia.
Bioinformatics (Oxford, England)
|July 25, 2023
概括
深度学习模型LegNet准确地预测基因表达和DNA序列的变异效应. 这种卷积网络有助于为所需的基因表达水平设计促进子序列.
科学领域:
- 基因组学就是基因组学.
- 计算生物学 计算生物学
- 生物信息学是一种生物信息学.
背景情况:
- 高通量实验产生了用于DNA调控语法建模的庞大数据集.
- 深度学习方法对于分析复杂的生物数据越来越重要.
研究的目的:
- 介绍LegNet,一个新的深度学习模型,用于从DNA序列预测基因表达.
- 评估LegNet与现有模型的性能及其在设计监管要素中的实用性.
主要方法:
- 开发了LegNet,一个以EfficientNetV2为灵感的卷积神经网络.
- 在并行报告员测试数据上训练LegNet,将序列到表达式作为软分类任务来处理.
- 在传播网络框架内利用LegNet进行促销者序列设计.
主要成果:
- 在预测基因表达的DREAM 2022挑战中,LegNet获得了第一名.
- 在预测基因表达和单核酸变异效应方面,LegNet在现有模型中表现出优异的表现.
- 展示了LegNet在合理设计具有目标表达水平的促销器序列方面的能力.
结论:
- 乐格网是一个强大的工具,用于建模DNA调节语法和预测基因表达.
- 该模型有助于为生物技术应用设计合成调节序列.
- 乐格网的开源可用性促进了可复制性和该领域的进一步研究.
更多相关视频
12:29Identifying Transcription Factor Olig2 Genomic Binding Sites in Acutely Purified PDGFRα+ Cells by Low-cell Chromatin Immunoprecipitation Sequencing Analysis
Published on: April 16, 2018
9.3K
04:17DNA Virus Detection System Based on RPA-CRISPR/Cas12a-SPM and Deep Learning
Published on: May 10, 2024
807
相关概念视频
Cooperative Binding of Transcription Regulators
6.5K
Transcriptional regulators bind to specific cis-regulatory sequences in the DNA to regulate gene transcription. These cis-regulatory sequences are very short, usually less than ten nucleotide pairs in length. The short length means that there is a high probability of the exact same sequence randomly occurring throughout the genome. Since regulators can also bind to groups of similar sequences, this further increases the chances of random binding. Transcriptional regulators form...
6.5K
Cis-regulatory Sequences
9.9K
Cis-regulatory sequences are short fragments of non-coding DNA that are present on the same chromosomes as the genes that they regulate. These fragments serve as binding sites for transcriptional regulators, proteins that are responsible for controlling gene transcription and differential gene expression across cell types in eukaryotes. Cis-regulatory sequences can be close to the gene of interest or thousands of bases away in the DNA sequence; however, those sequences that are further away are...
9.9K
DNA-only Transposons
14.6K
DNA-only transposons are called autonomous transposons since they code for the enzyme transposase that is required for the transposition mechanism. Insertion of transposons can alter gene functions in multiple ways. They can mutate the gene, alter gene expression by introducing a novel promoter or insulator sequence, introduce new splice sites, and change the mRNA transcripts produced, or remodel chromatin structure.
The donor site from where the transposon is excised is either degraded or...
The donor site from where the transposon is excised is either degraded or...
14.6K
RNA Polymerase II Accessory Proteins
9.2K
Proteins that regulate transcription can do so either via direct contact with RNA Polymerase or through indirect interactions facilitated by adaptors, mediators, histone-modifying proteins, and nucleosome remodelers. Direct interactions to activate transcription is seen in bacteria as well as in some eukaryotic genes. In these cases, upstream activation sequences are adjacent to the promoters, and the activator proteins interact directly with the transcriptional machinery. For example, in...
9.2K
lncRNA - Long Non-coding RNAs
2.8K
2.8K
Prokaryotic Gene Structure and Organization
85
Prokaryotic genomes exhibit a streamlined organization of coding and non-coding regions essential for gene expression and protein synthesis. While coding regions contain the genetic instructions for proteins or functional RNAs, non-coding regions regulate the precise transcription and translation of these genes.Coding Regions: Proteins and RNAsThe primary coding regions, known as structural genes, include sequences transcribed into messenger RNA (mRNA) and ultimately translated into...
85
