关于微生物组数据再利用障碍的成本和社区观点
Julia M Kelliher1,2, Leah Y D Johnson1, Francisca E Rodriguez1
1Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM, United States.
Frontiers in bioinformatics
|April 24, 2025
概括
微生物组研究人员面临着重复使用多omics数据的挑战,原因是元数据,生物信息学和数据存储库的问题. 解决这些"痛点"对于推动微生物组研究和数据共享至关重要.
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.
- 数据科学数据科学数据科学
背景情况:
- 微生物组研究领域已经产生了大量的多学科数据.
- 利用这些数据进行重复使用对研究人员来说构成重大挑战.
- 了解研究人员关于数据共享和重复使用的行为是必不可少的.
研究的目的:
- 研究微生物组研究人员在数据共享和重复使用方面所面临的挑战.
- 评估研究人员对多学科数据重复使用的态度.
- 为了确定特定的特定.
主要方法:
- 调查了700多名微生物组研究人员的数据共享和重复使用.
- 对16名活跃研究人员进行了深入采访,以量化成本限制.
- 分析了与元数据,生物信息学和数据库提交相关的挑战.
主要成果:
- 对元数据,生物信息处理和存储库提交的困难阻碍了数据的重用.
- 生物信息学和数据处理被确定为最耗时的步骤.
- 量化数据显示,在整个数据重复使用过程中,存在重大成本限制.
结论:
- 提供基于证据的建议,以解决数据共享和重复使用的挑战.
- 未来的工作重点应该是提高元数据质量和生物信息学支持.
- 需要加强数据库基础设施,以促进微生物组数据的再利用.
相关概念视频
Microbial Classification System
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...
Methods to Assess Microbial Populations
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 visible...
Methods to Assess Microbial Communities
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...
Introduction to the Human Microbiota
Microorganisms colonize various regions of the human body, including the mouth, nasal passages, throat, stomach, intestines, urogenital tract, and skin. The total number of microbial cells is estimated to range from 10¹³ to 10¹⁴—comparable to, or exceeding, the number of human somatic cells. This host–microbiome relationship has led to the conceptualization of humans as supraorganisms, wherein microbial communities perform vital roles in development, immunity, and disease...
Development of Human Microbiota
The human microbiota begins developing at birth and undergoes continual change as we age. Infancy marks a critical period of microbial sensitivity, offering a “window of opportunity” during which beneficial microbes help mature the immune system. By age three, children typically develop a more stable and diverse microbial community. Newborns acquire microbes from their immediate environment; vaginal delivery favors maternal vaginal microbes, while cesarean births favor microbes from the skin...
Microbiota Modulation by Antibiotics
Antibiotics have revolutionized modern medicine by saving countless lives from bacterial infections. However, their widespread use has inadvertently harmed the delicate balance of the human gut microbiota. The gut microbiota, a complex community of bacteria, archaea, viruses, and fungi, plays a vital role in regulating metabolism, immune responses, and maintaining intestinal health. Antibiotics, especially broad-spectrum types, disrupt this ecosystem by eradicating both harmful and beneficial...


