If you're working with Nightingale Health metabolomics data from UK Biobank, be sure to check out the excellent (and important) work @sritchie73.bsky.social and colleagues have done on its QC and normalisation: www.nature.com/articles/s41... ukbnmr on CRAN: cran.r-project.org/web/packages...