Gilbert attended Kettering High School, where she realised that she wanted to work in medicine.[8] She graduated with a Bachelor of Science degree in Biological Sciences, from the University of East Anglia, and moved to the University of Hull for her doctoral degree, where she investigated the genetics and biochemistry of the yeast Rhodosporidium toruloides.[9][8]