2023/06/29 by Yuming Jiang, Ivan Alexander Salladay-Perez, Amanda Momenzadeh +4 · 1 voice
Biochemistry, Genetics and Molecular Biology · Chemistry · #Metabolomics and Mass Spectrometry Studies #Advanced Proteomics Techniques and Applications #Bioinformatics and Genomic Networks
paper · pdf · doi:10.1101/2023.06.26.546628
openalex publication_date 2023/06/29 · openalex created_date 2025/10/10 · openalex updated_date 2026/08/01
Abstract Combined multi-omics analysis of proteomics, metabolomics, and lipidomics requires separate liquid chromatography–mass spectrometry (LC–MS), which limits throughput and increases costs, hindering the application of mass spectrometry-based multi-omics to large-scale analyses. Here, we present s ingle-injection m ulti-omics a nalysis by d irect infusion (SMAD), an integrated platform leveraging ion mobility mass spectrometry and self-developed software tools to enable single injection multi-omics analysis without liquid chromatography. SMAD allows quantification of over 9,000 metabolite m/z features and over 1,300 proteins from the same sample in less than five minutes. We validated the efficiency and reliability of SMAD with three case studies. (1) mouse macrophages after M1/M2 polarization and senescence, (2) a pilot drug screen in human cells, and (3) large-scale high-throughput drug screening of mammalian cells in 96-well plates. Finally, relationships between proteomic and metabolomic data are discovered by machine learning and validated.