在重复测量设计中增强微生物组数据的可视化
Amarise Little1, Rebecca A Deek2, Angela Zhang3
1Public Health Sciences Division, Fred Hutchinson Cancer Center, Seattle, WA, United States.
Frontiers in genetics
|December 2, 2024
概括
这项研究引入了一种新的方法来可视化重复测量微生物组数据. 它使用由线性混合模型 (LMM) 调整的主要坐标分析 (PCoA) 来澄清微生物社区动态.
科学领域:
- 微生物组研究的研究.
- 数据可视化数据可视化
- 统计建模 统计建模
背景情况:
- 重复测量微生物组研究提供了关于微生物社区动态和健康的见解.
- 将复杂的多变量微生物组数据与重复测量和共变量可视化是一项挑战.
- 在这些数据中区分生物模式与噪音需要先进的方法.
研究的目的:
- 为重复测量微生物组数据开发一个增强的可视化框架.
- 为了提高微生物社区跨时间或集群变化的清晰度.
- 在微生物组数据分析中有效调整共变量和重复测量结构.
主要方法:
- 使用主要坐标分析 (PCoA) 来减少维度.
- 使用线性混合模型 (LMM) 来调整共变量.
- 整合LMM调整的PCoA以增强微生物组数据的可视化.
主要成果:
- 拟议的方法有效地减轻了干扰共变量的影响.
- 微生物组变异的关键轴更清楚地确定了.
- 在模拟和现实世界微生物组数据集中证明了实用性.
结论:
- 精细的可视化技术为微生物组研究提供了强大的工具.
- 增强对微生物社区动态的探索和理解.
- 便于对纵向和集群微生物组数据进行更清晰的解释.
相关概念视频
Two-Dimensional Microscopy in Microbiology
1.8K
Two-dimensional (2D) microscopy encompasses a range of optical techniques that capture images within a single focal plane, offering detailed representations of microscopic structures. These techniques are essential in biological and medical research, enabling the visualization of cellular and subcellular structures with different levels of contrast and specificity.There are several major types of 2D microscopy, each with strengths and applications.Bright-Field MicroscopyBright-field microscopy...
1.8K
Microbial Growth Measurement: Direct Methods
2.9K
Direct methods for measuring microbial populations in a culture are essential tools in microbiology, providing quantitative data for various applications. Among these, microscopic counts, plate counts, and serial dilution are widely used techniques, each with unique principles and applications.Microscopic CountsMicroscopic counting involves the use of a Petroff-Hausser chamber, a specialized microscope slide with a grid and defined depth. By observing a liquid culture under a microscope,...
2.9K
Microbial Growth Measurement: Indirect Methods
2.3K
Estimating microbial growth is essential for understanding population dynamics and environmental adaptations. Indirect methods provide valuable insights by measuring parameters such as turbidity, metabolic activity, and biomass, enabling efficient and reproducible assessments.During exponential growth, microbial cells scatter light proportionally to their biomass, a principle used in turbidity measurements. About one million cells per milliliter produce detectable scattering, which a...
2.3K
Methods to Assess Microbial Populations
100
Assessing microbial populations is crucial for understanding microbial roles in health, ecology, and industry. Various complementary techniques—both culture-based and molecular—enable detailed analysis of microbial abundance, diversity, and function.Viable Plate CountThe viable plate count is a traditional culture-based method used to estimate the number of living microbes in a sample. After serial dilution, the sample is spread onto nutrient agar plates. Each viable cell forms a...
100
Methods to Assess Microbial Communities
60
Microbial communities, comprising bacteria, archaea, and eukaryotic microorganisms, inhabit diverse ecosystems and play crucial roles in environmental and biological processes. Their diversity is defined by three main parameters: species richness (the number of distinct species), species abundance (the relative quantity of each species), and species evenness (how uniformly individual species are distributed in various locations). These factors together shape the structure and ecological balance...
60
Automated Microbial Diagnostics
77
Automated diagnostic analyzers have transformed clinical microbiology by providing rapid and reliable methods for pathogen identification and antibiotic susceptibility testing. Among these systems, the Vitek 2 is widely used because it automates the traditionally labor-intensive processes of microbial identification (ID) and antibiotic susceptibility testing (AST), delivering standardized and timely results that are essential for effective patient care.Microbial Identification with ID CardsThe...
77


