相关实验视频
Updated: Jun 4, 2025

12:29
mRNA Interactome Capture from Plant Protoplasts
Published on: July 28, 2017
9.1K
一个可解释的RNA基础模型,用于探索植物中的功能RNA动机
Haopeng Yu1,2, Heng Yang3, Wenqing Sun1,2
1Key Laboratory of Molecular Epigenetics of the Ministry of Education, Northeast Normal University, Changchun, China.
Nature machine intelligence
|December 20, 2024
概括
我们开发了PlantRNA-FM,这是植物可解释的RNA基础模型 (FM). 它破译了RNA调节元素,改善了基因区域注释,并为植物科学揭示了功能性RNA动机.
科学领域:
- 植物生物学 植物生物学
- 基因组学就是基因组学.
- 生物信息学是一种生物信息学.
背景情况:
- 植物RNA在调节生长,发育和应激适应方面发挥着至关重要的作用.
- 基础模型 (FMs) 在解密复杂的生物数据方面表现有前途.
- 现有的模型缺乏植物特异性RNA分析能力.
研究的目的:
- 推出PlantRNA-FM,这是一个针对植物量身定制的高性能,可解释的RNA基础模型.
- 增强对植物RNA调节元件及其功能的理解.
- 为了能够识别功能性RNA序列和结构图案.
主要方法:
- 在1,124种植物的RNA序列和结构的大数据集上进行PlantRNA-FM预训练.
- 使用可解释的框架来识别图案.
- 进行实验验证,以确认发现.
主要成果:
- 植物RNA-FM在基因区域注释方面获得了0.974的优异F1得分,明显超过了之前的最佳模型 (0.639).
- 确定了生物功能性RNA序列和结构图案,包括二级和三级结构.
- 揭示了翻译相关的RNA动机及其在基因区域内的位置重要性.
结论:
- 植物RNA-FM为探索植物转录组中的功能性RNA动机提供了先进的功能.
- 该模型使植物科学家能够更好地理解和潜在地编程RNA代码.
- 这项工作推进了植物RNA生物学和生物信息学领域.
相关概念视频
Riboswitches
8.0K
Riboswitches are non-coding mRNA domains that regulate the transcription and translation of downstream genes without the help of proteins. Riboswitches bind directly to a metabolite and can form unique stem-loop or hairpin structures in response to the amount of the metabolite present. They have two distinct regions – a metabolite-binding aptamer and an expression platform.
The aptamer has high specificity for a particular metabolite which allows riboswitches to specifically regulate...
The aptamer has high specificity for a particular metabolite which allows riboswitches to specifically regulate...
8.0K
Nucleic Acid Structure
5.9K
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...
5.9K
Nucleic Acids
43.6K
Nucleic acids are the most important macromolecules for the continuity of life. They carry the cell's genetic blueprint and carry instructions for its functioning.
DNA and RNA
The two main types of nucleic acids are deoxyribonucleic acid (DNA) and ribonucleic acid (RNA). DNA is the genetic material in all living organisms, ranging from single-celled bacteria to multicellular mammals. It is in the nucleus of eukaryotes and in the organelles, chloroplasts, and mitochondria. In prokaryotes,...
DNA and RNA
The two main types of nucleic acids are deoxyribonucleic acid (DNA) and ribonucleic acid (RNA). DNA is the genetic material in all living organisms, ranging from single-celled bacteria to multicellular mammals. It is in the nucleus of eukaryotes and in the organelles, chloroplasts, and mitochondria. In prokaryotes,...
43.6K
RNA Stability
33.3K
Intact DNA strands can be found in fossils, while scientists sometimes struggle to keep RNA intact under laboratory conditions. The structural variations between RNA and DNA underlie the differences in their stability and longevity. Because DNA is double-stranded, it is inherently more stable. The single-stranded structure of RNA is less stable but also more flexible and can form weak internal bonds. Additionally, most RNAs in the cell are relatively short, while DNA can be up to 250 million...
33.3K
Transcriptional Regulation: Riboswitches
1
Riboswitches are RNA elements that regulate gene expression by altering their secondary structures in response to specific effector molecules. These elements, located in the leader regions of certain mRNAs, act as transcriptional regulators by toggling between alternative conformations to control downstream gene expression. Riboswitch-mediated regulation is a precise mechanism for modulating biosynthetic pathways, as exemplified by the riboflavin biosynthesis pathway in Bacillus...
1
Ribosome Profiling
3.5K
Ribosome profiling or ribo-sequencing is a deep sequencing technique that produces a snapshot of active translation in a cell. It selectively sequences the mRNAs protected by ribosomes to get an insight into a cell’s translation landscape at any given point in time.
Applications of ribosome profiling
Ribosome profiling has many applications, including in vivo monitoring of translation inside a particular organ or tissue type and quantifying new protein synthesis levels.
The technique...
Applications of ribosome profiling
Ribosome profiling has many applications, including in vivo monitoring of translation inside a particular organ or tissue type and quantifying new protein synthesis levels.
The technique...
3.5K

