PDE4DIP and neurodegenerative disease: Bioinformatic analyses indicated that elevated PDE4DIP expression co-occurs with dementia in the course of neurodegenerative diseases such as AD, vascular dementia, frontotemporal dementia, or major depressive disorder [70,71].