微调蛋白语言模型释放了代表性不足的病毒蛋白质组的潜力
Rajan Sawhney1, Barbra Ferrell2,3, Thibaut Dejean1
1Department of Information and Computer Sciences, University of Hawai'i at Manoa.
bioRxiv : the preprint server for biology
|July 15, 2025
概括
在病毒蛋白数据上微调蛋白语言模型 (pLMs) 提高了对代表性不足的病毒序列的准确性. 这增强了用于理解病毒和开发新生物技术的计算生物学工具.
科学领域:
- 计算生物学是一种计算生物学.
- 生物信息学是一种生物信息学.
- 病毒学 病毒学
背景情况:
- 蛋白质语言模型 (pLMs) 为各种应用产生强大的蛋白质嵌入.
- 由于训练数据有限,目前的pLMs对代表性不足的物种,特别是病毒蛋白,有偏见.
- 这种代表性不足妨碍了对病毒蛋白多样性和功能的准确建模.
研究的目的:
- 为了提高pLMs对病毒蛋白序列的性能.
- 为了解决pLMs对代表性不足的病毒蛋白质组的偏差.
- 改善病毒学和生物技术下游应用.
主要方法:
- 微调使用多种学习框架的预先训练有素的pLM.
- 采用对病毒蛋白序列进行参数有效的微调策略.
- 对学习蛋白质嵌入的质量进行基准测试.
主要成果:
- 微调显著提高了病毒蛋白质的蛋白质表示的质量.
- 增强的plm在各种下游计算生物学任务上表现得更好.
- 这种方法有效地减轻了对代表性不足的病毒蛋白质组的偏见.
结论:
- 对病毒序列的pLM微调对于准确的病毒蛋白模型至关重要.
- 这项工作为推进病毒生物学研究提供了工具和方法.
- 改进的模型支持疾病控制和生物技术创新的努力.
相关概念视频
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
Improving Translational Accuracy
11.9K
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...
11.9K
Size and Structure of Viral Genomes
158
Viral genomes exhibit remarkable diversity in size, structure, and composition, influencing their replication strategies and interactions with host cells. These genomes consist of either DNA or RNA and may be linear or circular. Additionally, they can be single-stranded or double-stranded, with each configuration affecting how the virus propagates within a host. RNA viruses, for instance, generally have smaller genomes than DNA viruses, a factor that contributes to their high mutation rates and...
158
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
Initiation of Translation
34.6K
Initiating translation is complex because it involves multiple molecules. Initiator tRNA, ribosomal subunits, and eukaryotic initiation factors (eIFs) are all required to assemble on the initiation codon of mRNA. This process consists of several steps that are mediated by different eIFs.
First, the initiator tRNA must be selected from the pool of elongator tRNAs by eukaryotic initiation factor 2 (eIF2). The initiator tRNA (Met-tRNAi) has conserved sequence elements including modified bases at...
First, the initiator tRNA must be selected from the pool of elongator tRNAs by eukaryotic initiation factor 2 (eIF2). The initiator tRNA (Met-tRNAi) has conserved sequence elements including modified bases at...
34.6K
Viruses with RNA Genomes
132
RNA viruses are categorized into positive-strand, negative-strand, or double-stranded groups based on their genomic structure and replication mechanisms. This classification dictates how they exploit host cellular machinery for protein synthesis and replication. Some RNA viruses also utilize reverse transcription as part of their life cycle, further diversifying their replication strategies.Positive-Strand RNA VirusesPositive-strand RNA viruses have genomes that function directly as messenger...
132


