Aims To assess potential radiological and biological tumoural and peri-tumoural biomarkers in patients before and during neoadjuvant endocrine treatment. Our hypothesis is that there will be less response in women with abnormal peri-tumoural stroma, and that tumours with high monocarboxyl transporter (MCT4) and loss of caveolin-1 in stroma are resistant to endocrine treatment.