抗生素死亡率受营养物质的可用性影响:机器学习的新见解
1BioInnovation Institute, Ole Maaløes Vej 3, DK2200 Copenhagen N, Denmark; Department of Biology and Biological Engineering, Chalmers University of Technology, SE41296 Gothenburg, Sweden; Novo Nordisk Foundation Center for Biosustainability, Technical University of Denmark, DK2800 Kgs. Lyngby, Denmark.
Cell
|June 1, 2019
概括
研究人员开发了一种机器学习方法来理解化学屏幕. 这种方法揭示了大肠杆菌的营养含量如何影响抗生素的致命性.
科学领域:
- 微生物学
- 计算生物学
- 药物发现
背景情况:
- 化学选对于识别生物活性化合物至关重要.
- 了解药物疗效背后的机制对于开发至关重要.
- 大肠杆菌是研究细菌反应的模型生物.
研究的目的:
- 引入一种新的机器学习方法,从化学屏幕获得机械洞察力.
- 研究营养可用性对大肠杆菌对抗生素敏感性的影响.
主要方法:
- 机器学习模型的开发和应用.
- 在不同的营养条件下对大肠杆菌进行化学选.
- 分析营养水平与抗生素致死性之间的相关性.
主要成果:
- 机器学习方法成功提供了机械洞察力.
- 营养可用性显著调节抗生素对大肠杆菌的致命性.
- 确定了影响抗生素反应的特定依赖营养的途径.
结论:
- 机器学习提供了一个强大的工具来解剖化学屏幕中的复杂生物相互作用.
- 营养状况是决定细菌对抗生素反应的关键因素,对治疗策略有影响.
- 这项研究通过考虑宿主或细菌营养环境,为优化抗生素治疗提供了基础.
相关概念视频
The Availability Heuristic
6.9K
A heuristic is a general problem-solving framework (Tversky & Kahneman, 1974). You can think of these as mental shortcuts that are used to solve problems. Different types of heuristics are used in different types of situations, and the impulse to use a heuristic occurs when one of five conditions is met (Pratkanis, 1989):
6.9K
Antibiotic Selection
59.6K
Overview
59.6K
Lethal Alleles
17.8K
Agouti: A Lethal Allele
Lucien Cuénot discovered lethal alleles in 1905 while studying the inheritance of coat color in mice. The agouti gene is responsible for the color of the coat in mice. This gene codes for an agouti-signaling protein, which is responsible for melanin distribution in mammals. The wild-type allele gives rise to gray-brown coat color in mice, while the mutant allele gives rise to yellow coat color. In addition to coat color, the agouti gene is associated with the yellow...
Lucien Cuénot discovered lethal alleles in 1905 while studying the inheritance of coat color in mice. The agouti gene is responsible for the color of the coat in mice. This gene codes for an agouti-signaling protein, which is responsible for melanin distribution in mammals. The wild-type allele gives rise to gray-brown coat color in mice, while the mutant allele gives rise to yellow coat color. In addition to coat color, the agouti gene is associated with the yellow...
17.8K
Absorption of Nutrients
2.9K
Absorption refers to taking dietary nutrients from the intestinal lumen for transportation throughout the body. After digestion in the small intestine, carbohydrates, proteins, and fats are broken down into simpler forms. These essential macronutrients and other vital substances, such as vitamins, minerals, and water, are then prepared for absorption into the bloodstream.
Enterocytes, which are specialized polar epithelial cells, line the mucosa of the small intestinal walls. These cells...
Enterocytes, which are specialized polar epithelial cells, line the mucosa of the small intestinal walls. These cells...
2.9K
Machines
563
Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. One example of a machine is the cutting plier, which is used to cut wires by applying forces to its handles. When equal and opposite forces are exerted on the handles of the cutting plier, they cause the cutting edges to come together and apply equal and opposite reaction forces on the wire, which are greater than the applied forces.
A free-body diagram of the...
A free-body diagram of the...
563
Impact of Groups on Groups
236
Social psychologists analyze how groups influence one another, shaping social structures and interactions through both cooperation and competition. These dynamics manifest in various ways, ranging from economic partnerships to intergroup conflicts that shape societal structures and perceptions.Cooperation and Competition in Intergroup RelationsIntergroup relationships vary across contexts, sometimes fostering cooperation and mutual benefit while at other times leading to conflict and...
236


