Once considered non-functional genomic “noise”, lncRNAs influence metabolic adaptation by modulating glycolytic enzymes, transcription factors, and signaling pathways, while also shaping the tumor microenvironment through immune and stromal interactions. This evidence concerns the gene HK1 and neoplasm.