This paper systematically reviews the molecular mechanisms through which miRNAs influence the characteristics of cancer stem cells by targeting essential genes (e.g., SOX2, EGFR, c-Met) and modulating signaling pathways, including Wnt/β-catenin, Notch, Hedgehog, and PI3K/Akt. This evidence concerns the gene EGFR and cancer.