相关实验视频
Updated: Jul 1, 2025

12:00
A Practical Guide to Phylogenetics for Nonexperts
Published on: February 5, 2014
35.3K
用马尔科夫链蒙特卡洛 (MCMC) 来进行贝叶斯系系遗传推理的实用指南
Joëlle Barido-Sottani1, Orlando Schwery2,3,4, Rachel C M Warnock5
1Institut de Biologie de l'ENS (IBENS), École normale supérieure, CNRS, INSERM, Université PSL, Paris, Île-de-France, 75005, France.
Open research Europe
|March 14, 2024
概括
这项研究解释了马尔科夫链蒙特卡洛 (MCMC) 方法如何在贝叶斯系遗传推理中使用,特别是对于像化石化出生死亡 (FBD) 模型这样的复杂模型. 它提供了用于诊断和故障排除MCMC在家族遗传学分析中的MCMC融合问题的策略.
科学领域:
- 进化生物学 进化生物学
- 计算生物学 计算生物学
- 统计建模 统计建模
背景情况:
- 遗传学树的估计是复杂的,需要对进化模型和参数进行评估.
- 现代方法包括化石数据和先进的统计技术.
- 马尔科夫链蒙特卡洛 (MCMC) 对于贝叶斯系遗传推理至关重要,但存在解释挑战.
研究的目的:
- 在贝叶斯系遗传推理中提供MCMC的概述.
- 强调其在复杂的等级模型中的应用,例如化石化出生死亡 (FBD) 模型.
- 提供诊断和故障排除MCMC融合问题的策略.
主要方法:
- 在贝叶斯的家族遗传推理中对MCMC应用的概述.
- 专注于复杂的等级模型,包括化石化出生死亡 (FBD) 模型.
- 讨论诊断MCMC问题和融合问题的策略.
主要成果:
- MCMC是贝叶斯系遗传推理中近似后部分布的领先方法.
- 通过调整研究设计,模型,先验和软件特征来改善MCMC表现的策略进行了讨论.
- 解决了结合化石数据的独特挑战.
结论:
- 在家族遗传推断中有效使用MCMC需要对模型复杂性和参数估计给予仔细关注.
- 解决MCMC融合问题的故障解决对于可靠的家族遗传学结果至关重要.
- 纳入化石数据带来了特定的挑战,这些挑战可以通过适当的策略来克服.
相关概念视频
Gene Evolution - Fast or Slow?
7.1K
The genomes of eukaryotes are punctuated by long stretches of sequence which do not code for proteins or RNAs. Although some of these regions do contain crucial regulatory sequences, the vast majority of this DNA serves no known function. Typically, these regions of the genome are the ones in which the fastest change, in evolutionary terms, is observed, because there is typically little to no selection pressure acting on these regions to preserve their sequences.
In contrast, regions which code...
In contrast, regions which code...
7.1K
Evolutionary Relationships through Genome Comparisons
5.7K
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...
5.7K
Phylogenetic Trees
45.3K
Phylogenetic trees come in many forms. It matters in which sequence the organisms are arranged from the bottom to the top of the tree, but the branches can rotate at their nodes without altering the information. The lines connecting individual nodes can be straight, angled, or even curved.
45.3K
Biostatistics: Overview
240
Biostatistics plays a crucial role in understanding and analyzing data in healthcare and biology. Biostatisticians conduct experiments, gather evidence, and draw meaningful conclusions using statistical methods and techniques. Different variables form the foundation of biostatistical analysis, allowing researchers to understand and interpret data effectively. These variables are classified into different types, each serving a specific purpose in statistical analysis.
Discrete variables are...
Discrete variables are...
240
Model Approaches for Pharmacokinetic Data: Distributed Parameter Models
69
Pharmacokinetic models are mathematical constructs that represent and predict the time course of drug concentrations in the body, providing meaningful pharmacokinetic parameters. These models are categorized into compartment, physiological, and distributed parameter models.
The distributed parameter models are specifically designed to account for variations and differences in some drug classes. This model is particularly useful for assessing regional concentrations of anticancer or...
The distributed parameter models are specifically designed to account for variations and differences in some drug classes. This model is particularly useful for assessing regional concentrations of anticancer or...
69
Phylogeny
44.0K
Phylogeny is concerned with the evolutionary diversification of organisms or groups of organisms. A group of organisms with a name is called a taxon (singular). Taxa (plural) can span different levels of the evolutionary hierarchy. For instance, the group containing all birds is a taxon (comprising the class Aves), and the group of all species of daisies (the genus Bellis) is a taxon. Phylogenies can likewise include just one genus (i.e., depict species relationships) or span an entire kingdom.
44.0K

