PhyImpute 和 UniFracImpute:两种归算方法,用于微生物计数数据的类型信息
Qianwen Luo1, Shanshan Zhang2, Hamza Butt3
1Department of Biosystems Engineering, University of Arizona, Tucson, AZ 85721, United States.
Briefings in bioinformatics
|December 21, 2024
概括
我们开发了PhyImpute和UniFracImpute,以便在测序研究中准确识别和填充缺失的微生物数据 (非生物零). 这些方法改善了下游分析,如疾病分类.
科学领域:
- 微生物学 微生物学
- 生物信息学是一种生物信息学.
- 计算生物学 计算生物学
背景情况:
- 来自测序的微生物计数数据分析是复杂的.
- 数据中的非生物零阻碍了下游分析的准确性.
研究的目的:
- 引入新的方法,PhyImpute和UniFracImpute,以解决微生物计数数据中的非生物零.
- 提高微生物数据分析的准确性,以获得更好的生物洞察力.
主要方法:
- 开发了PhyImpute和UniFracImpute,使用样本相似性和遗传学信息.
- 在样本对样本相似性估计中使用非生物零和家族遗传树的概率.
- 使用模拟和真实微生物测序数据的验证方法.
主要成果:
- 与现有方法相比,PhyImpute和UniFracImpute表现出优越的性能.
- 成功地恢复了零值,并加强了下游分析.
- 改进了差异丰度分析和疾病状况分类准确度.
结论:
- PhyImpute 和 UniFracImpute 是有效的工具,用于处理微生物测序数据中的非生物零.
- 这些方法提高了微生物数据的可靠性和实用性,用于研究和临床应用.
相关概念视频
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
45.2K
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.
45.2K
Microbial Growth Measurement: Direct Methods
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,...
Microbial Growth Measurement: Indirect Methods
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...
Gene Evolution - Fast or Slow?
7.0K
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...
7.0K
Phylogeny
43.6K
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.
43.6K


