OpenSpliceAI:SpliceAI的高效,模块化实现,使得在非人类物种上轻松进行再培训
Kuan-Hao Chao1,2, Alan Mao1,2,3, Anqi Liu1
1Department of Computer Science, Johns Hopkins University, Baltimore, MD 21218, USA.
bioRxiv : the preprint server for biology
|April 1, 2025
概括
OpenSpliceAI是一个新的开源工具,它改进了SpliceAI,用于识别DNA拼接信号. 它提供更快的处理和更低的内存使用,使得更广泛的基因组分析和减少机器学习模型中人类偏差.
科学领域:
- 基因组学就是基因组学.
- 生物信息学是一种生物信息学.
- 机器学习 机器学习
背景情况:
- 拼接AI是领先的深度学习工具,用于识别DNA拼接信号.
- 它的局限性包括依赖过时的软件和以人为中心的培训数据.
研究的目的:
- 介绍了OpenSpliceAI,这是SpliceAI的一个可训练的开源版本.
- 通过实现特定物种培训和减少偏见来解决SpliceAI的局限性.
- 提高大规模基因组分析的处理速度和内存效率.
主要方法:
- 在PyTorch中实现了OpenSpliceAI,支持从头开始的培训和转移学习.
- 进行了实验,将OpenSpliceAI与SpliceAI.AI进行比较.
- 进行 *in silico* 突变发生和校准实验.
主要成果:
- OpenSpliceAI 显示了比 SpliceAI 更快的处理速度和更低的内存使用量.
- 该工具可以在单个GPU上进行大规模的基因组区域分析.
- OpenSpliceAI的输出与SpliceAI高度一致,使用类似的序列特性.
结论:
- OpenSpliceAI提供了一个灵活,高效和开源的替代SpliceAI.
- 它可以为各种物种和应用程序开发定制拼接模型.
- 该工具减轻了以人为中心的偏见,并增强了深度学习对拼接分析的实用性.
相关概念视频
RNA Splicing
55.8K
Splicing is the process by which eukaryotic RNA is edited before its translation into protein. The RNA strand transcribed from eukaryotic DNA is called the primary transcript. The primary transcripts that become mRNAs are called precursor messenger RNAs (pre-mRNAs). Eukaryotic pre-mRNA contains alternating sequences of exons and introns. Exons are nucleotide sequences that code for proteins, whereas introns are the non-coding regions. In RNA splicing, introns are removed and exons are bonded...
55.8K
Alternative RNA Splicing
20.9K
Alternative RNA splicing is the regulated splicing of exons and introns to produce different mature mRNAs from a single pre-mRNA. Unlike in constitutive splicing where a single gene produces a single type of mRNA, alternative splicing allows an organism to produce multiple proteins from a single gene and plays an important role in protein diversity.
There are five types of alternative RNA splicing that vary in the ways the pre-mRNA segments are removed or retained in the mature mRNA. The first...
There are five types of alternative RNA splicing that vary in the ways the pre-mRNA segments are removed or retained in the mature mRNA. The first...
20.9K
Pre-mRNA Processing: RNA Splicing
5.1K
5.1K
Multi-species Conserved Sequences
3.9K
Next-generation sequencing technologies have created large genomic databases of a variety of animals and plants. Ever since the human genome project was completed, scientists studied the genome of primates, mammals, and other phylogenetically distant living beings. Such large-scale studies have provided new insights into the evolutionary relationship between organisms.
Although the genome of each species varies greatly from each other, a few sequences are highly conserved. Such conserved...
Although the genome of each species varies greatly from each other, a few sequences are highly conserved. Such conserved...
3.9K
Generalization, Discrimination, and Extinction
355
Generalization, discrimination, and extinction are key concepts in operant conditioning that influence how behaviors are learned and maintained.
Generalization occurs when a behavior reinforced in one context is performed in similar situations. For instance, a student who studies diligently for calculus and receives excellent grades might apply the same study habits to psychology and history, expecting similar results. Generalization shows how learning in one setting can influence behavior in...
Generalization occurs when a behavior reinforced in one context is performed in similar situations. For instance, a student who studies diligently for calculus and receives excellent grades might apply the same study habits to psychology and history, expecting similar results. Generalization shows how learning in one setting can influence behavior in...
355
Methods of Nuclear Reprogramming
1.8K
Nuclear reprogramming is a process of transforming one cell type into an unrelated cell type by epigenetic changes that alter the cell’s original gene expression pattern. Such epigenetic changes force cells to express a different set of genes, which play a significant role in inducing transformation into other cell types. Nuclear reprogramming offers applications in reproductive cloning for livestock propagation and regenerative medicine — developing patient-specific cells for...
1.8K


