make a net based on pretrained model

Hi Havard. I have MRI images as Dataset. As I do not have a lot of datasets is it possible to load a pretrained model for segmentation purposes delete some of that pretrained model and connect it to the fully connected layers for predicting? My purpose is making the net that you give to deepsurv or logistichazard with mixture of the pretrained model and my fully connected layers.