使用大规模基因组数据的随机森林分类来解开移动抗生素耐药性基因的起源
Stefan Ebmeyer1, Erik Kristiansson2, D G Joakim Larsson1
1Center for Antibiotic Resistance Research in Gothenburg (CARe), SE-40530 Göteborg, Sweden; Department of Infectious Diseases, Institute of Biomedicine, University of Gothenburg, SE-41346 Göteborg, Sweden.
Environment international
|March 22, 2025
概括
研究人员确定了负责移动抗生素耐药性基因 (ARG) 的原始细菌物种. 这些机会性病原体通常在废水,动物便和抗生素制造污染中发现.
科学领域:
- 微生物学 微生物学
- 基因组学就是基因组学.
- 环境科学 环境科学
背景情况:
- 抗生素耐药性基因 (ARG) 对公众健康构成重大威胁.
- 了解ARG的初始动员是控制其传播的关键.
研究的目的:
- 为了识别移动ARG被调动的原始细菌物种.
- 确定有利于ARG出现和传播的环境.
主要方法:
- 利用一个随机森林分类器,对超过150万个细菌基因组组合进行训练.
- 分析模型预测,以确定移动ARG组的起源.
主要成果:
- 确定了12个移动ARG组的以前未知的起源,使其对4种抗生素类别产生耐药性.
- 发现了四环素耐药基因的起源,这是一个重要的发现.
- 原产物种是机会性病原体,经常在市政废水,动物便和抗生素制造废物中发现.
结论:
- 突出了ARG起源细菌壮成长的特定环境.
- 强调需要减少这些关键环境中的抗生素选择压力.
相关概念视频
Antibiotic Selection
52.1K
Overview
52.1K
Genomic DNA in Prokaryotes
43.3K
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...
43.3K
Bacterial Transformation
55.0K
In 1928, bacteriologist Frederick Griffith worked on a vaccine for pneumonia, which is caused by Streptococcus pneumoniae bacteria. Griffith studied two pneumonia strains in mice: one pathogenic and one non-pathogenic. Only the pathogenic strain killed host mice.
Griffith made an unexpected discovery when he killed the pathogenic strain and mixed its remains with the live, non-pathogenic strain. Not only did the mixture kill host mice, but it also contained living pathogenic bacteria that...
Griffith made an unexpected discovery when he killed the pathogenic strain and mixed its remains with the live, non-pathogenic strain. Not only did the mixture kill host mice, but it also contained living pathogenic bacteria that...
55.0K
Genome Size and the Evolution of New Genes
7.8K
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.
7.8K
Evolutionary Relationships through Genome Comparisons
5.6K
Genome comparison is one of the excellent ways to interpret the evolutionary relationships between organisms. The basic principle of genome comparison is that if two species share a common feature, it is likely encoded by the DNA sequence conserved between both species. The advent of genome sequencing technologies in the late 20th century enabled scientists to understand the concept of conservation of domains between species and helped them to deduce evolutionary relationships across diverse...
5.6K
Treatment Resistant Cancers
3.2K
Cancer is the second leading cause of death in the United States. A cancer cell is genetically unstable and hence can mutate faster. They can also modify their microenvironment and escape immune surveillance. The difficulties in treating cancer are further compounded by the emergence of rapid resistance to anticancer drugs. The most common ways to attain resistance in cancer cells include alteration in drug transport and metabolism, modification of drug target, elevated DNA damage response, or...
3.2K


