相关实验视频
Updated: May 20, 2025

06:16
mirMachine: A One-Stop Shop for Plant miRNA Annotation
Published on: May 1, 2021
2.5K
对植物miRNA编码的基于蛋白质语言模型的预测
Yishan Yue1, Henghui Fan2, Jianping Zhao1
1College of Mathematics and System Science, Xinjiang University, Urumqi, Xinjiang, China.
PeerJ. Computer science
|March 26, 2025
概括
我们开发了pLM4PEP,这是一个新的深度学习模型,用于识别植物miRNA编码 (miPEPs). 这个工具可以准确地预测miPEP和其他生物活性,推动植物科学研究.
科学领域:
- 植物分子生物学 植物分子生物学
- 生物信息学是一种生物信息学.
- 酸科学是一种科学.
背景情况:
- 植物miRNA编码 (miPEPs) 调节植物的基本特征,但由于训练数据有限,它们的识别受到阻碍.
- 像miPEPPred-FRL这样的当前预测方法依赖于手动设计的特性,限制了它们的范围和准确性.
研究的目的:
- 为准确的植物miPEP识别开发一个先进的计算模型.
- 利用深度学习来改善序分析中的特征表示.
主要方法:
- 集成ESM2嵌入与机器学习算法.
- 开发和验证pLM4PEP预测模型.
主要成果:
- pLM4PEP 在识别植物miPEP方面实现了高精度.
- 该模型在包括其他生物活性在内的各种数据集中展示了强大的性能.
- 深度学习的成功应用,用于增强特征提取.
结论:
- pLM4PEP为植物miPEP发现提供了一个强大而准确的工具.
- 该方法推进了使用深度学习进行生物活性预测的领域.
- 该模型的多功能性扩展到识别其他类型的生物活性.
相关概念视频
MicroRNAs
3.0K
MicroRNA (miRNA) are short, regulatory RNA transcribed from introns (non-coding regions of a gene) or intergenic regions (stretches of DNA present between genes). Several processing steps are required to form biologically active, mature miRNA. The initial transcript, called primary miRNA (pri-mRNA), base-pairs with itself, forming a stem-loop structure. Within the nucleus, an endonuclease enzyme, called Drosha, shortens the stem-loop structure into hairpin-shaped pre-miRNA. After the pre-miRNA...
3.0K
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
Leaky Scanning
5.0K
During most eukaryotic translation processes, the small 40S ribosome subunit scans an mRNA from its 5' end until it encounters the first start AUG codon. The large 60S ribosomal subunit then joins the smaller one to initiate protein synthesis. The location of the translation initiation is largely determined by the nucleotides near the start codon as there may be multiple translation initiation sites present on the mRNA. Marilyn Kozak discovered that the sequence RCCAUGG (where R...
5.0K
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
Ribosome Profiling
3.4K
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...
3.4K
Nonsense-mediated mRNA Decay
10.4K
The Upf proteins that carry out nonsense-mediated decay (NMD) are found in all eukaryotic organisms, including humans. Each protein has an individual role, but they need to work in collaboration. Upf1 is an ATP-dependent RNA helicase that unwinds the RNA helix. Because Upf1 can unwind any RNA, Upf2 and Upf3 are required to help Upf1 discriminate between nonsense and normal mRNAs.
Usually, Upf3 binds to an Exon Junction Complex (EJC) at mRNA splice sites. If a ribosome fully translates the mRNA,...
Usually, Upf3 binds to an Exon Junction Complex (EJC) at mRNA splice sites. If a ribosome fully translates the mRNA,...
10.4K

