An Integrated, High-Throughput Strategy for Multiomic Systems Level Analysis.
Danielle B GutierrezRandi L Gant-BranumCarrie E RomerMelissa A FarrowJamie L AllenNikesh DahalYuan-Wei NeiSimona G CodreanuAshley T JordanLauren D PalmerStacy D SherrodJohn A McLeanEric P SkaarJeremy L NorrisRichard M CaprioliPublished in: Journal of proteome research (2018)
Proteomics, metabolomics, and transcriptomics generate comprehensive data sets, and current biocomputational capabilities allow their efficient integration for systems biology analysis. Published multiomics studies cover methodological advances as well as applications to biological questions. However, few studies have focused on the development of a high-throughput, unified sample preparation approach to complement high-throughput omic analytics. This report details the automation, benchmarking, and application of a strategy for transcriptomic, proteomic, and metabolomic analyses from a common sample. The approach, sample preparation for multi-omics technologies (SPOT), provides equivalent performance to typical individual omic preparation methods but greatly enhances throughput and minimizes the resources required for multiomic experiments. SPOT was applied to a multiomics time course experiment for zinc-treated HL-60 cells. The data reveal Zn effects on NRF2 antioxidant and NFkappaB signaling. High-throughput approaches such as these are critical for the acquisition of temporally resolved, multicondition, large multiomic data sets such as those necessary to assess complex clinical and biological concerns. Ultimately, this type of approach will provide an expanded understanding of challenging scientific questions across many fields.
Keyphrases
- high throughput
- single cell
- rna seq
- big data
- electronic health record
- oxidative stress
- mass spectrometry
- molecularly imprinted
- induced apoptosis
- gene expression
- data analysis
- genome wide
- systematic review
- randomized controlled trial
- signaling pathway
- label free
- oxide nanoparticles
- simultaneous determination
- liquid chromatography