Applying our segmentation pipeline to compare ER- and ER+ breast cancer PDX models showed that descriptors of network structure can capture the higher density and immaturity of ER- vessel networks which result in decreased oxygen delivery and high hypoxia levels in comparison to ER+ tumours. Here, ESR1 is linked to breast cancer.