从人口遗传学的角度看,社会网络结构和复杂传染病的传播
Julian Kates-Harbeck1, Michael M Desai2
1Department of Physics, Harvard University, Cambridge, Massachusetts 02138, USA.
Physical review. E
|September 19, 2023
概括
复杂的传染,如通过社交网络非线性传播的想法和行为,受到网络结构的重大影响. 稀疏性和社区结构增强了传播,而广泛的分布抑制了选择效应.
科学领域:
- 社交网络动态 社交网络动态
- 复杂系统科学 复杂系统科学
- 社会现象的数学建模.
背景情况:
- 思想,行为和观点通过社交网络传播.
- 复杂的传染源于非线性采用概率,受游戏理论或心理因素的影响.
- 了解网络结构对这些传播的影响至关重要.
研究的目的:
- 分析复杂传染的随机动态是如何受到潜在的社会网络结构的影响.
- 利用种群遗传学工具开发研究具有非线性采用概率的传染的框架.
- 研究复杂传染传播中的选择,漂移和网络拓之间的相互作用.
主要方法:
- 使用人口遗传学数学工具开发了一个框架.
- 采用有效的低维扩散过程,以接近传染统计数据.
- 分析了网络结构 (社区结构,稀疏性,程度分布) 对传染动态的影响.
主要成果:
- 更强大的社区结构和网络稀疏性显著增加了复杂的传染病的传播.
- 宽度分布减弱了相对于随机漂移的选择效应.
- 确定了关键网络结构值,使大网络中的全球传播成为可能.
结论:
- 网络结构在复杂的传染病的传播和命运中起着至关重要的作用.
- 该研究提供了关于通过社会影响传播信息和行为的见解.
- 在人口中的基因竞争和在社交网络中传播的模因之间进行了平行.
相关概念视频
Gene Flow
35.2K
Gene flow is the transfer of genes among populations, resulting from either the dispersal of gametes or from the migration of individuals.
35.2K
Causality in Epidemiology
463
Causality or causation is a fundamental concept in epidemiology, vital for understanding the relationships between various factors and health outcomes. Despite its importance, there's no single, universally accepted definition of causality within the discipline. Drawing from a systematic review, causality in epidemiology encompasses several definitions, including production, necessary and sufficient, sufficient-component, counterfactual, and probabilistic models. Each has its strengths and...
463
Mutation, Gene Flow, and Genetic Drift
58.5K
In a population that is not at Hardy-Weinberg equilibrium, the frequency of alleles changes over time. Therefore, any deviations from the five conditions of Hardy-Weinberg equilibrium can alter the genetic variation of a given population. Conditions that change the genetic variability of a population include mutations, natural selection, non-random mating, gene flow, and genetic drift (small population size).
58.5K
Relationship Formation
40.1K
What do you think is the single most influential factor in determining with whom you become friends and whom you form romantic relationships? You might be surprised to learn that the answer is simple: the people with whom you have the most contact. This most important factor is proximity. You are more likely to be friends with people you have regular contact with. For example, there are decades of research that shows that you are more likely to become friends with people who live in your dorm,...
40.1K
Viral Structure
62.4K
Viruses are extraordinarily diverse in shape and size, but they all have several structural features in common. All viruses have a core that contains a DNA- or RNA-based genome. The core is surrounded by a protective coat of proteins called the capsid. The capsid is composed of subunits called capsomeres. The capsid and genome-containing core are together known as the nucleocapsid.
62.4K
What is Population Genetics?
58.1K
A population is composed of members of the same species that simultaneously live and interact in the same area. When individuals in a population breed, they pass down their genes to their offspring. Many of these genes are polymorphic, meaning that they occur in multiple variants. Such variations of a gene are referred to as alleles. The collective set of all the alleles within a population is known as the gene pool.
58.1K


