MiMultiCat:一个统一的云平台,用于分析微生物组数据,并提供多类别的响应
Jihun Kim1, Hyojung Jang1, Hyunwook Koh1
1Department of Applied Mathematics and Statistics, The State University of New York (SUNY), Incheon 21985, Republic of Korea.
Bioengineering (Basel, Switzerland)
|January 22, 2024
概括
MiMultiCat是一个新的云平台,用于分析人类微生物组数据,并提供多类别的响应. 它为预处理,关联测试和预测建模提供了用户友好的界面,帮助各个领域的研究人员.
科学领域:
- 微生物组研究的研究.
- 生物信息学是一种生物信息学.
- 计算生物学是一种计算生物学.
背景情况:
- 高通量测序已经推进了人类微生物组的研究.
- 现有的分析工具主要支持连续或二进制微生物组数据.
- 在真实世界的微生物组研究中,多类别的反应是常见的.
研究的目的:
- 介绍MiMultiCat,一个统一的微生物组数据分析云平台,具有多类别的响应.
- 为简化数据预处理和分析提供用户友好的Web界面.
- 实现微生物组数据的综合关联测试和预测建模.
主要方法:
- 通过Web接口,MiMultiCat提供了简化的预处理和分析.
- 关联测试包括生态 (α/β多样性) 和分类学分析.
- 预测建模利用随机森林和梯度增强算法与视觉解释.
主要成果:
- 通过重新分析与肥胖类别相关的肠道微生物群数据,证明了MiMultiCat的实用性.
- 在微生物组分析中,MiMultiCat成功地处理了多类别的响应变量.
- 该平台集成了微生物组数据的多种分析方法.
结论:
- MiMultiCat为微生物组数据分析提供了一种多功能和可访问的解决方案,具有多类别的结果.
- 该平台为生物学,医学和公共卫生领域的研究提供便利.
- MiMultiCat是免费提供,促进更广泛的采用和研究进步.
相关概念视频
Microbial Classification System
1.8K
Classification is the process of organizing organisms into hierarchically inclusive groups based on their phenotypic similarities or evolutionary relationships. A species comprises one or more strains, and closely related species are grouped into genera. Genera are further classified into families, families into orders, orders into classes, and so forth, up to the domain level, which is the broadest taxonomic rank derived from a combination of phenotypic and genotypic data.The nomenclature of...
1.8K
Modern Molecular Taxonomy
836
Advancements in molecular biology have revolutionized the identification and characterization of bacteria, with multiple methods leveraging DNA sequencing for enhanced precision. As sequencing technologies improve and costs decline, these approaches are increasingly used in clinical, environmental, and evolutionary studies.Multilocus Sequence Typing (MLST) examines several housekeeping genes, essential chromosomal genes encoding cellular functions, to distinguish strains. Approximately...
836
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


