In the final 6 months of the project I mainly focused on two things: Firstly, I closely collaborated with another ESR in order to apply mathematical modelling in estimating haemodynamic features. This was applied in the context of identifying important biomarkers of progression to diabetic retinopathy. Our common work concluded with writing up a journal paper, which was submitted and published. Secondly, I also focused on writing up my PhD thesis, recapping on all of the research that I conducted during my MSCA fellowship. The thesis was submitted at the end of my contract and I successfully passed my examination.