Abstract Hypoxia promotes aggressive tumor phenotypes and mediates the recruitment of suppressive T cells in invasive breast carcinomas. We investigated the role of hypoxia in relation to T-cell regulation in ductal carcinoma in situ (DCIS). We designed a deep learning system tailored for the tissue architecture complexity of DCIS. and compared pure DCIS cases with the synchronous DCI... https://www.roneverhart.com/Oceane-Eau-de-Toilette/