Litcius/Paper detail

Reference Materials for Improving Reliability of Multiomics Profiling

Luyao Ren, Leming Shi, Yuanting Zheng

2024Phenomics28 citationsDOIOpen Access PDF

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.

Topics & Concepts

PhenomicsOmicsData scienceProfiling (computer programming)ComparabilityComputer scienceMetabolomicsGenomicsComputational biologyBioinformaticsBiologyGenomeBiochemistryCombinatoricsOperating systemGeneMathematicsMetabolomics and Mass Spectrometry StudiesAdvanced Proteomics Techniques and ApplicationsGene expression and cancer classification