Sample Preparation for Multi-Omics Analysis: Considerations and Guidance for Identifying the Ideal Workflow

Proteomics. 2025 Nov;25(21-22):76-101. doi: 10.1002/pmic.13983. Epub 2025 Jun 23.

Abstract

Advances in methodologies and technologies over the past decade have led to an unprecedented depth of analysis of a cell's biomolecules, with entire genomes able to be sequenced in hours and up to 10,000 transcripts or ORF products (proteins) able to be quantified from a single cell. Methods for analysing individual omes are now optimised, reliable and robust but are often performed in isolation with other biomolecules considered contaminants. However, there is a growing body of systems biology studies that aim to study multiple omes from the same sample. This review details the current state of the "multi-omics" field, trying to define what the field is, the methodologies employed and the challenges facing researchers in this field. It also critically evaluates whether these approaches are "fit-for-purpose" and how the field needs to evolve to enhance our understanding of how biomolecules from distinct omes interact with one another to alter cellular phenotype in response to change.

Keywords: comparative proteomics < Technology; metabolomics < Technology; multi‐omics; sample preparation < Technology; systems biology.

Publication types

  • Review

MeSH terms

  • Animals
  • Genomics* / methods
  • Humans
  • Multiomics
  • Proteomics* / methods
  • Single-Cell Analysis / methods
  • Systems Biology* / methods
  • Workflow