TM9SF1 and breast cancer: Overall, our findings identify TM9SF1 as a key HER2 + BC-associated regulator that drives lipophagy via the AMP-activated protein kinase-UNC-51-like kinase 1 pathway, facilitating LD turnover and free fatty acids utilization to sustain energy homeostasis in HER2 + BC.