Directly relevant to the current study, single-nucleotide polymorphisms (SNPs) in PDE4D that decrease mRNA expression are associated with increased risk of schizophrenia and cognitive impairment in mental illness (Tomppo et al., 2009; Sinha et al., 2019). This evidence concerns the gene PDE4D and psychiatric disorder.