因果-ARG:一种以因果为导向的框架,用于注释抗生素耐药性基因的特性
Weizhong Zhao1,2,3, Junze Wu1, Xingpeng Jiang1
1Hubei Provincial Key Laboratory of Artificial Intelligence and Smart Learning, Central China Normal University, Wuhan, Hubei 430079, P.R. China.
Bioinformatics (Oxford, England)
|April 3, 2024
概括
这项研究引入了一种新的因果导向框架,以改善对抗生素耐药性基因 (ARG) 属性的预测. 通过结合因果推断和关系,该方法增强了对抗生素耐药性的理解和缓解.
科学领域:
- 基因组学就是基因组学.
- 计算生物学 计算生物学
- 公共卫生 公共卫生
背景情况:
- 抗生素耐药性是全球主要的健康威胁,降低了细菌感染治疗的有效性.
- 准确识别抗生素耐药性基因 (ARG) 属性对于应对这一危机至关重要.
- 现有的方法往往只专注于预测抗生素类别,忽视了因果关系,限制了预测能力.
研究的目的:
- 开发一个以因果关系为导向的框架,用于全面的ARG属性注释.
- 为了利用因果推理来增强ARG属性的表示学习.
- 整合ARG属性之间的因果关系,以改善预测.
主要方法:
- 利用因果推理来学习ARG属性的表示.
- 采用高斯混合模型来描述隐藏的生物模式.
- 构建了一个因果图来建模ARG属性之间的关系.
- 将因果图集成到ARG属性注释任务中.
主要成果:
- 提出的因果关系指导框架有效地注释了ARG属性.
- 因果推理和图形构造改善了同时预测多个ARG属性的预测.
- 在真实世界数据集上的实验验证证证了框架的有效性.
结论:
- 以因果关系为指导的框架在理解和预测ARG特性方面取得了重大进展.
- 这种方法通过考虑因果关系来解决现有方法的局限性.
- 开发的框架可以帮助缓解抗生素耐药性的公共卫生挑战.
相关概念视频
Antibiotic Selection
53.4K
Overview
53.4K
Genome Size and the Evolution of New Genes
8.0K
While every living organism has a genome of some kind (be it RNA, or DNA), there is considerable variation in the sizes of these blueprints. One major factor that impacts genome size is whether the organism is prokaryotic or eukaryotic. In prokaryotes, the genome contains little to no non-coding sequence, such that genes are tightly clustered in groups or operons sequentially along the chromosome. Conversely, the genes in eukaryotes are punctuated by long stretches of non-coding sequence.
8.0K
Genomic DNA in Prokaryotes
43.8K
The genome of most prokaryotic organisms consists of double-stranded DNA organized into one circular chromosome in a region of cytoplasm called the nucleoid. The chromosome is tightly wound, or supercoiled, for efficient storage. Prokaryotes also contain other circular pieces of DNA called plasmids. These plasmids are smaller than the chromosome and often carry genes that confer adaptive functions, such as antibiotic resistance.
Genomic Diversity in Bacteria
Although bacterial genomes are much...
Genomic Diversity in Bacteria
Although bacterial genomes are much...
43.8K
Epistasis Analysis
5.0K
Although Mendel chose seven unrelated traits in peas to study gene segregation, most traits involve multiple gene interactions that create a spectrum of phenotypes. When the interaction of various genes or alleles at different locations influences a phenotype, this is called epistasis. Epistasis often involves one gene masking or interfering with the expression of another (antagonistic epistasis). Epistasis often occurs when different genes are part of the same biochemical pathway. The...
5.0K
Prokaryotic Transcriptional Activators and Repressors
21.0K
The organization of prokaryotic genes in their genome is notably different from that of eukaryotes. Prokaryotic genes are organized, such that the genes for proteins involved in the same biochemical process or function are located together in groups. This group of genes, along with their regulatory elements, are collectively known as an operon. The functional genes in an operon are transcribed together to give a single strand of mRNA known as polycistronic mRNA.
Transcription of prokaryotic...
Transcription of prokaryotic...
21.0K


