Based on computational modelling, we have recently demonstrated that disturbances in purine nucleotide metabolism, prevalent in CKD patients93 as well as adenine model50,55, as a risk factor for cognitive decline, mediated by diminished AChE activity94. This evidence concerns the gene ACHE and chronic kidney disease.