Five variable multi-omics analysis provided more granular understanding of the core differences in expression between groups, with ELOVL2, LIPK, LAMA3, and lncRNAs partnered with UHRF1BP1L and S1PR1 found to most reliably discriminate the control and fibrosis groups. This evidence concerns the gene ELOVL2 and fibrosis.