학술논문

Reference Materials for Improving Reliability of Multiomics Profiling
Document Type
Review Paper
Source
Phenomics. :1-35
Subject
Reference materials
Reference datasets
Quality control
Performance metrics
Reproducibility
Multiomics profiling
Molecular phenomics
Language
English
ISSN
2730-583X
2730-5848
Abstract
High-throughput technologies for multiomics or molecular phenomics profiling have been extensively adopted in biomedical research and clinical applications, offering a more comprehensive understanding of biological processes and diseases. Omics reference materials play a pivotal role in ensuring the accuracy, reliability, and comparability of laboratory measurements and analyses. However, the current application of omics reference materials has revealed several issues, including inappropriate selection and underutilization, leading to inconsistencies across laboratories. This review aims to address these concerns by emphasizing the importance of well-characterized reference materials at each level of omics, encompassing (epi-)genomics, transcriptomics, proteomics, and metabolomics. By summarizing their characteristics, advantages, and limitations along with appropriate performance metrics pertinent to study purposes, we provide an overview of how omics reference materials can enhance data quality and data integration, thus fostering robust scientific investigations with omics technologies.