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相关概念视频

Genome Size and the Evolution of New Genes03:21

Genome Size and the Evolution of New Genes

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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.
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Microorganisms in Medicine and Therapeutics01:29

Microorganisms in Medicine and Therapeutics

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Microorganisms play a fundamental role in vaccine development, gene therapy, and therapeutic production. Their biological properties are harnessed to advance medicine and public health. Beyond immunization, microorganisms contribute to gut health, antibiotic synthesis, and genetic disease treatment.Live Attenuated and Inactivated VaccinesLive attenuated vaccines, such as the measles, mumps, and rubella (MMR) vaccine, utilize weakened forms of pathogens to closely resemble natural infections.
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Antibiotic Selection00:57

Antibiotic Selection

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Overview
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Mutations in Microorganisms01:18

Mutations in Microorganisms

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Mutations are heritable changes in an organism’s genome involving alterations in the base sequence of DNA or RNA. These changes can influence cellular processes and phenotypic traits, potentially transforming the unaltered wild type into a mutant form. Such changes, termed forward mutations, are pivotal in shaping the genetic diversity of organisms.RNA viruses exhibit the highest mutation rates due to the absence of robust proofreading mechanisms during genome replication. In contrast,...
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Gene Regulation in Microbial Communities: Quorum Sensing01:28

Gene Regulation in Microbial Communities: Quorum Sensing

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Quorum sensing is a mechanism of bacterial communication that enables coordinated gene expression in response to changes in population density. This facilitates collective behaviors that enhance survival, resource acquisition, and ecological adaptation. This process relies on small signaling molecules called autoinducers that accumulate as bacterial populations grow. When a critical threshold concentration of autoinducers is reached, bacterial cells collectively modify gene expression,...
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Transduction01:16

Transduction

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Among the three main modes of HGT—transformation, conjugation, and transduction—transduction is unique in that it is mediated by bacteriophages, or bacterial viruses.Transduction occurs in two ways. Generalized transduction occurs during the lytic cycle of a bacteriophage infection. In this process, bacteriophages infect bacterial cells, replicate within them, and ultimately cause cell lysis, releasing newly assembled virions. Occasionally, random fragments of the bacterial genome...
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相关实验视频

Updated: Jan 8, 2026

Procedure for Adaptive Laboratory Evolution of Microorganisms Using a Chemostat
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Procedure for Adaptive Laboratory Evolution of Microorganisms Using a Chemostat

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微生物进化和耐药性中的生成人工智能:朝着强大,可解释和公平的预测.

Fahim Sufi1

  • 1COEUS Institute, New Market, VA, United States.

Frontiers in microbiology
|December 22, 2025
PubMed
概括

生成型人工智能 (AI) 提供了打击抗菌素耐药性的新方法. 解决进化的稳定性,可解释性和数据公平性对于人工智能有效支持药物发现和监测至关重要.

科学领域:

  • 微生物学和进化生物学
  • 人工智能和机器学习
  • 全球健康 全球健康

背景情况:

  • 抗微生物药物耐药性 (AMR) 是一个由临床,生态和社会因素加剧的关键全球健康危机.
  • 进化动态在AMR的发展和传播中发挥着关键作用.
  • 现有的抗菌耐药性的方法缺乏关于进化途径的预测能力.

研究的目的:

  • 探索生成性人工智能和大型语言模型 (LLM) 在应对抗胰岛素抵抗挑战方面的潜力.
  • 概述人工智能在抗菌药物抵抗研究和干预中有效整合的基本考虑因素.
  • 提出一个框架,用于开发微生物学的进化意识,透明和公平的AI系统.

主要方法:

  • 这种观点综合了关于AMR,进化动态和AI能力的当前知识.
  • 它确定了开发强大可靠的AMR人工智能模型的关键要求.
  • 作者提出了一个概念框架,用于生成人工智能作为一个认识基础设施.

主要成果:

  • 生成性AI和LLM可以预测耐药性,设计新型抗菌药物,并指导干预.
  • 确定了人工智能集成的三个核心要求:进化强度,可解释性/生物安全性和数据公平性.
  • 解决这些要求将使人工智能能够支持可持续的药物发现和适应性监测.
关键词:
在医疗领域的GPT.抗微生物耐药性 抗微生物耐药性发现药物的发现.可解释性和生物安全性可以解释的人工智能AI生成型的人工智能 (GAI)微生物进化过程中的微生物.

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结论:

  • 生成性人工智能必须被发展成一个具有进化意识,透明和全球包容性的基础设施.
  • 成功的AI整合需要模型来预测进化轨迹,并确保生物可信度.
  • 优先考虑数据公平对于人工智能系统来说至关重要,以有效地为AMR影响最大的人口提供服务.