I'm developing an application to predict new functional annotations on Gene Ontology.
So far, i used ROC curves and likelihood to evaluate the model performance.
Now I would like to do some more advanced test, in detail I want to choose a gene, take its set of annotations in an old version of Gene Ontology, give them as input to the algorithm and compare the predicted annotations with the ones present in a recent version of Gene Ontology.
Unfortunately my biologica background is very limited, so i would ask you if you can suggest my some genes/protein (if it is possible from HomoSapiens or MusMusculus) that is "well known", that has a consistent and rich set of annotations in GO.
Thank you.