Identifying substrates of metabolic gene products is important to understand their function in physiology and disease. We developed GeneMAP, a multiomics platform for predicting metabolic gene functions using models of gene expression. We experimentally validated a top-scoring geneâmetabolite association, thereby revealing a role for SLC25A48 in mitochondrial choline import.