In our AD group, we also found four upregulated proteins that can be linked to regulation of energy metabolism49, , –52; gamma BBOX1, PGAM1, TPIS, and glycogen phosphorylase liver form (PYGL). This evidence concerns the gene SPAG1 and Alzheimer disease.