As with any other preclinical models, the PDE model has its own challenges include obtaining sufficient tumour tissue, timely and careful processing of tissue, optimising culture method and conditions, and establishing the optimal window of time for drug testing or co-cultures. Here, ALDH7A1 is linked to neoplasm.