Current research linking breast cancer-associated adipocyte browning (elevated UCP1/thermogenic markers) to tumour progression and cachexia is limited by over-reliance on preclinical models, neglected subtype-specific differences, and unclear crosstalk between exosomes/ADM (Figure 1). Here, UCP1 is linked to neoplasm.