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Gene & Protein in Disease                                          Dopaminergic dysfunction as pre-addiction






















            Figure  5. Bar chart heatmap of the top 100 Gene Ontology across many studies, with dopamine metabolic process as the main process among
            pharmacogenomics-filtered candidate genes
            Abbreviations: ADHD: Attention deficit hyperactivity disorder; ASD: Autism spectrum disorder; SNP: Single-nucleotide polymorphism.

            namely, hypodopaminergia in the mesolimbic brain   of KOP (oprk1) and dynorphin (PDYN) in several brain
            reward circuitry. 28,31,35  This dysfunction extends beyond   regions.   Moreover,  other  data  also  supports  altered
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            dopaminergic pathways to include disturbances in   mu-opioid receptor functionality in rats prenatally exposed
            opioidergic, serotonergic, cannabinergic, GABAergic,   to VPA, which may underlie the social deficits observed as
            glutamatergic,  and  cholinergic  systems.  These  a function of opioid-valproic interaction. 71
            dysregulations contribute to a clinical constellation known   All phases of enrichment analysis confirmed the
            as RDS—a failure of neurological homeostasis. 65   highly significant impacts of dopaminergic pathways and
              In the  current study, we performed a deep  in  silico   depression phenotypes in the identified gene list. Antón-
            PGx-based investigation of 50 candidate genes based on   Galindo  et al.  recently explored the association of 275
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            the GARS panel and the top-ranked genes involved in the   dopaminergic genes and 176 serotonergic genes with
            opioid, pain, aging, and apoptosis pathways. After PGx-  these phenotypes by performing gene-based, gene-set,
            based variant annotation filtering, a three-level analysis of   and transcriptome-wide association studies in 11 GWAS
            the refined genes was performed, which included primary   datasets on SUD and related behaviors. They reported a
            in silico, deep in silico, and deep meta-analyses. The meta-  pleiotropic contribution of dopaminergic and serotonergic
            analysis investigated PPIs, GMIs, TF-miRNA coregulatory   genes to addiction and related behaviors, such as anxiety,
            interactions, protein-drug interactions (PDIs),  protein-  irritability, neuroticism, and  risk-taking behavior,
            chemical  interactions  (PCIs),  enrichment  analyses,  and   highlighting a role for  DA genes, which could explain,
            clustering enrichment ontology.                    in part, the co-occurrence of these phenotypes. In terms
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              The STRING analysis yielded a coherent network of 27   of depression, Kimbrel et al.  analyzed a total of 633,778
            pharmacogenomically annotated genes. GMI identified   US military veterans having suicidal ideation. The top
            three highly interconnected miRNAs, including hsa-  single-nucleotide variants were largely intronic; five were
            miR-16-5p, hsa-mIR-24-3p, and hsa-miR-146a-5p. Other   independently replicated, including rs6557168 in  ESR1,
            articles in the literature highlight the importance of   rs12808482 in DRD2, rs77641763 in EXD3, rs10671545 in
            interconnected miRNAs in the addiction process. 66-68  PDIs   DCC, and rs36006172 in TRAF3. These results reinforce
            highlighted the  notable  role of  SLC6A4  (5HTTLPR)—a   the relevance of DRD2, ESR1, DCC, and TRAF3—genes
            variable number of tandem repeat polymorphism mapped   also featured in our dataset—as cross-ancestry risk markers
            to the 5’ region of the serotonin transporter protein gene,   for suicidal thoughts and behaviors.
            one of the most studied variants concerning psychiatric   Furthermore, CEO further emphasized behavioral
            traits and measured by GARS.  PCIs singled out valproic   phenotypes  and  midbrain-associated  neurotypes,
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            acid (VPA) as the most interactive substance associated   especially in the context of cell type-specific expression
            with genes from all five hypothesized pathways, consistent   profiles. A  particularly relevant avenue of investigation
            with evidence that valproate alters opioid-receptor   involved the secretome of bone marrow stem cells
            signaling. For example, the kappa opioid receptor (KOP)   (BMSCSec),  assessed  in  conditioned  place  preference
            system modulates social response. Prenatal exposure to   animal models and cerebral organoids (CeO) derived from
            the  antiepileptic  and  mood  stabilizer  VPA  is  associated   Centralinduced pluripotent stem cells. These systems were
            with impaired social response and altered gene expression   used to evaluate the secretome’s antinociceptive properties


            Volume 4 Issue 3 (2025)                         7                               doi: 10.36922/gpd.8090
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