DL-GapFilling:一种新的深度学习框架,用于改善填补植物基因组缺口的方法
Yu Chen1, Zihao Wang1, Gang Wang1
1College of Computer and Control Engineering, Northeast Forestry University, Harbin 150040, China.
Briefings in bioinformatics
|January 26, 2026
概括
DL-GapFilling是一个新的深度学习框架,可以显著改善基因组组装缺口填补. 它提高了构建高质量的参考基因组的准确性和效率.
科学领域:
- 生物信息学是一种生物信息学.
- 基因组学就是基因组学.
- 计算生物学 计算生物学
背景情况:
- 基因组组装至关重要,但由于序列多样性和算法限制,由于差距而受到挑战.
- 现有的方法在有效填补差距和纳入基因组结构性质方面扎.
研究的目的:
- 开发一个深度学习框架,DL-GapFilling,以有效和准确地填补基因组组装缺口.
- 通过解决当前组装工具的局限性,改进高质量的参考基因组的构建.
主要方法:
- 利用深度填充神经网络来提取和语境化侧面序列信息.
- 整合了BeamStar收缩-扩展算法,并重新定义了成本函数和增强的搜索策略.
- 引入了一个PredictionFilter机制,以保留高可信度填补差距的预测.
主要成果:
- DL-GapFilling显著改善了植物和藻类基因组数据集的填空性能.
- 与传统工具相比,与传统工具相比,填补差距的数量显著增加 (15.6%至23.5%).
- 在效率和准确性方面,超越了现有的基于深度学习的方法.
结论:
- DL-GapFilling在基因组组装缺口填补方面表现出卓越的性能.
- 该框架为推进参考基因组构建的准确性和效率提供了一个强大的工具.
- 强调深度学习在克服基因组序列分析方面的挑战方面的潜力.
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
4.5K
07:12Development of a Gaze-Contingent Display Framework Designed for Perceptual and Oculomotor Research with Simulated Central Vision Loss
Published on: April 11, 2025
897
相关概念视频
Gap Junctions
57.1K
Multicellular organisms employ a variety of ways for cells to communicate with each other. Gap junctions are specialized proteins that form pores between neighboring cells in animals, connecting the cytoplasm between the two, and allowing for the exchange of molecules and ions. They are found in a wide range of invertebrate and vertebrate species, mediate numerous functions including cell differentiation and development, and are associated with numerous human diseases, including cardiac and...
57.1K
Gap Junctions
9.5K
The cytoplasm of adjacent animal cells can exchange small molecules, ions, and secondary messengers via the communication channels which form the gap junctions. These junctions comprise a few hundred to thousands of molecular channels, each made of two halves, called the connexon hemichannel. A connexon is a hexamer of six transmembrane connexin proteins, which assemble radially, thus forming a pore or channel in the center. One connexon hemichannel docks with a corresponding connexon on the...
9.5K
Genomics
40.3K
Genomics is the science of genomes: it is the study of all the genetic material of an organism. In humans, the genome consists of information carried in 23 pairs of chromosomes in the nucleus, as well as mitochondrial DNA. In genomics, both coding and non-coding DNA is sequenced and analyzed. Genomics allows a better understanding of all living things, their evolution, and their diversity. It has a myriad of uses: for example, to build phylogenetic trees, to improve productivity and...
40.3K
Comparing Mitochondrial, Chloroplast, and Prokaryotic Genomes
15.9K
The present-day mitochondrial and chloroplast genomes have retained some of the characteristics of their ancestral prokaryotes and also have acquired new attributes during their evolution within eukaryotic cells. Like prokaryotic genomes, mitochondrial and chloroplast genomes neither bind with histone-like proteins nor show complex packaging into chromosome-like structures, as observed in eukaryotes. Unlike mitotic cell divisions observed in eukaryotic cells, mitochondria and chloroplasts...
15.9K
Genome Size and the Evolution of New Genes
9.1K
While every living organism has a genome of some kind (be it RNA, or DNA), there is considerable variation in the sizes of these blueprints. One major factor that impacts genome size is whether the organism is prokaryotic or eukaryotic. In prokaryotes, the genome contains little to no non-coding sequence, such that genes are tightly clustered in groups or operons sequentially along the chromosome. Conversely, the genes in eukaryotes are punctuated by long stretches of non-coding sequence.
9.1K
Plant Breeding and Biotechnology
21.7K
Crop cultivation has a long history in human civilization, with records showing the cultivation of cereal plants beginning at around 8000 BC. This early plant breeding was developed primarily to provide a steady supply of food.
21.7K
