在核糖体造型研究中检测差异翻译的变异推理
David C Walker1, Zachary R Lozier2, Ran Bi1
1Department of Statistics, Iowa State University, Ames, IA, United States.
Frontiers in genetics
|July 10, 2023
概括
我们开发了 riboVI,这是一个新的贝叶斯模型,用于分析核糖体分析 (Ribo-seq) 数据. 它准确地识别了翻译效率的变化,为病毒与宿主相互作用提供了新的见解.
科学领域:
- 分子生物学分子生物学
- 生物信息学是一种生物信息学.
- 基因组学就是基因组学.
背景情况:
- 翻译效率调节了蛋白质合成.
- 核糖体分析 (Ribo-seq) 和RNA测序 (RNA-seq) 测量了总和活跃翻译的转录.
- 目前的Ribo-seq分析方法在处理配对实验设计方面存在局限性.
研究的目的:
- 为Ribo-seq数据分析开发一个改进的统计模型.
- 为了解释Ribo-seq和RNA-seq实验的配对性质.
- 为分析翻译效率提供一个用户友好的软件工具.
主要方法:
- 提出了一个层次化的贝叶斯概括的线性混合效应模型.
- 该模型包含对配对样本的随机效应.
- 在"riboVI"软件工具中实现了一个新的变量贝叶斯算法.
主要成果:
- 模拟显示",riboVI"在排名差异翻译基因方面优于现有方法.
- "riboVI"有效控制了错误发现率.
- 对真实Ribo-seq数据的分析揭示了对病毒与宿主相互作用的新见解,包括激素信号的变化.
结论:
- 提出的等级贝叶斯模型和"riboVI"软件为Ribo-seq数据分析提供了一种优越的方法.
- 这种方法提高了检测转化效率的生物显著变化的能力.
- 这些发现为病毒与宿主相互作用提供了新的生物学见解.
相关概念视频
Ribosome Profiling
3.6K
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...
3.6K
Improving Translational Accuracy
11.6K
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...
11.6K
Leaky Scanning
5.2K
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...
5.2K
Termination of Translation
25.5K
The large ribosomal subunit has several important structures essential to translation. These include the peptidyl transferase center (PTC) - which is the site where the peptide bond is formed - and a large, internal, water-filled tube through which the nascent polypeptide moves. This latter structure is called the Peptide Exit Tunnel, and it begins at the PTC and spans the body of the large ribosomal subunit. During translation, as the nascent polypeptide chain is synthesized, it passes through...
25.5K
Translational Regulation
45
Translational regulation in prokaryotes ensures efficient protein synthesis by controlling ribosome access to mRNA. This regulation is mediated by secondary RNA structures, including translational riboswitches, RNA thermometers, and small RNAs (sRNAs), which respond to intracellular and environmental signals to modulate gene expression.Translational RiboswitchesRiboswitches in the leader region of mRNAs can regulate translation by altering the accessibility of the Shine-Dalgarno (SD) sequence,...
45
Translation
15.0K
Translation is the process of synthesizing proteins from the genetic information carried by messenger RNA (mRNA). Following transcription, it constitutes the final step in the expression of genes. This process is carried out by ribosomes, complexes of protein and specialized RNA molecules. Ribosomes, transfer RNA (tRNA), and other proteins produce a chain of amino acids—the polypeptide—as the end product of translation.
Translation Produces the Building Blocks of Life
Proteins are...
Translation Produces the Building Blocks of Life
Proteins are...
15.0K


