| Literature DB >> 31652960 |
Liza Weinstein-Fudim1, Zivanit Ergaz2, Gadi Turgeman3, Joseph Yanai4, Moshe Szyf5, Asher Ornoy6.
Abstract
In previous studies we produced autism like behavioral changes in mice by Valproic acid (VPA) with significant differences between genders. S-adenosine methionine (SAM) prevented the autism like behavior in both genders. The expression of 770 genes of pathways involved in neurophysiology and neuropathology was studied in the prefrontal cortex of 60 days old male and female mice using the NanoString nCounter. In females, VPA induced statistically significant changes in the expression of 146 genes; 71 genes were upregulated and 75 downregulated. In males, VPA changed the expression of only 19 genes, 16 were upregulated and 3 downregulated. Eight genes were similarly changed in both genders. When considering only the genes that were changed by at least 50%, VPA changed the expression of 15 genes in females and 3 in males. Only Nts was similarly downregulated in both genders. SAM normalized the expression of most changed genes in both genders. We presume that genes that are involved in autism like behavior in our model were similarly changed in both genders and corrected by SAM. The behavioral and other differences between genders may be related to genes that were differently affected by VPA in males and females and/or differently affected by SAM.Entities:
Keywords: ASD; SAM; epigenetics; gene expression; mice; nanostring; postnatal VPA injection
Mesh:
Substances:
Year: 2019 PMID: 31652960 PMCID: PMC6862653 DOI: 10.3390/ijms20215278
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Figure 1Effect of VPA and SAM administration on the gene expression in the prefrontal cortex. Heat map of the genes significantly changed by VPA in the different groups: A. females, B. males. Each heat map consists of two NanoString panels (12 samples).
Figure 2(A,B) are a volcano plot of log 2 fold-change (x-axis) versus −log 10 adjusted p-value (y-axis, representing the probability that the gene is differentially expressed). Every dot represents one gene. Red dots: genes with statistically significant change compared to controls. Grey dots: no statistical change. More genes were up or down regulated in females compared to males. In males, most of the genes whose expression was changed by VPA were upregulated.
Functional enrichment analysis of the genes significantly changed by VPA in females and males.
| Category | Term | Count | % | Genes | Fold Enrichment | ||
|---|---|---|---|---|---|---|---|
| KEGG_PATHWAY | mmu04510: | 22 | 6% | 0.011 | PRKCA, EGFR, COL4A2, HRAS, COL4A1, FLT1, MAP2K1, PIK3CB, IGF1, PRKCG, BAD, CTNNB1, IGF1R, MAPK1, LAMB2, TNR, ITGA7, RAC1, PDGFRB, PIK3CA, PAK1, FN1 | 1.630 | |
| KEGG_PATHWAY | mmu03022: | 9 | 3% | 0.025 | TAF10, MNAT1, CCNH, GTF2H3, TAF9, CDK7, TAF6L, GTF2B, TBPL1 | 2.222 | |
| KEGG_PATHWAY | mmu05016: | 18 | 5% | 0.025 | POLR2H, HTT, CREBBP, DNAH1, SOD1, PPARGC1A, TFAM, AP2B1, EP300, PLCB4, HDAC2, GNAQ, CASP9, SP1, GRIN2B, BAX, TBPL1, HAP1 | 1.626 | |
|
| KEGG_PATHWAY | mmu05215: | 17 | 5% | 0.026 | EGFR, HRAS, MAP2K1, PIK3CB, CREBBP, IGF1, BAD, CTNNB1, IGF1R, MAPK1, CDKN1A, ATF4, EP300, CASP9, PDGFRB, PIK3CA, MTOR | 1.657 |
| KEGG_PATHWAY | mmu04151: | 31 | 9% | 0.029 | HRAS, IL4RA, PPP2R5C, IGF1R, LAMB2, CASP9, TNR, RAC1, PIK3CA, PRKAA2, INSR, CSF1R, FN1, PRKCA, EGFR, COL4A2, FLT1, COL4A1, MAP2K1, PIK3CB, IGF1, BAD, MAPK1, CDKN1A, ATF4, ITGA7, PDGFRB, GNB5, EFNA5, PPP2R5E, MTOR | 1.383 | |
| KEGG_PATHWAY | mmu05010: | 21 | 6% | 0.038 | CDK5R1, ADAM10, SNCA, GRIN2A, BAD, CDK5, ATF6, MAPK1, APP, PLCB4, LRP1, GNAQ, CASP9, GRIN2B, GRIN2C, MAPT, RYR3, GRIN2D, BACE1, PPP3CC, CACNA1C | 1.496 | |
| KEGG_PATHWAY | mmu04020: | 22 | 6% | 0.044 | PRKCA, EGFR, SLC8A1, DRD1, ADORA2A, ERBB3, GRIN2A, PRKCG, ATP2B3, PLCB4, GNAQ, ADCY9, PDE1B, GRIN2C, RYR3, GRIN2D, PDGFRB, PPP3CC, RYR2, CACNA1C, CACNA1A, CACNA1B | 1.455 |
Genes changed by VPA at least by 50% in females and the normalization by SAM *.
| Gene. | Official Full Name | Up (+)/down(−) Regulated by VPA | % Change | Adjusted | Neuroinflammation | Neuroplasticity, Development & Aging | Metabolism | Compartmentalization and Structural Integrity | Neurotransmission | Normalized by SAM Administration | |
|---|---|---|---|---|---|---|---|---|---|---|---|
| Smyd1 | SET and MYND domain containing 1 | (−) | −63% | 0.001951 | − | + | − | − | − | − | |
| Cspg4 | chondroitin sulfate proteoglycan 4 | (+) | 51% | 0.01074 | + | + | − | − | − | − | |
| Nts | neurotensin | (−) | −71% | 0.01074 | − | − | − | + | − | + | |
| Il4ra | interleukin 4 receptor, alpha | (+) | 63% | 0.01097 | + | − | − | − | − | − | |
| Ccl12 | chemokine (C-C motif) ligand 12 | (−) | −58% | 0.01461 | + | + | + | + | + | − | |
| Drd1 | dopamine receptor D1 | (−) | −57% | 0.01567 | − | − | − | + | + | Reported in human and animal SFARI data base. | + |
| Slc18a3 | solute carrier family 18 (vesicular monoamine), member 3 | (−) | −58% | 0.02347 | − | − | − | + | + | + | |
| Notch1 | notch 1 | (+) | 51% | 0.02426 | − | + | − | − | − | − | |
| Ppm1l | protein phosphatase 1 (formerly 2C)-like | (+) | 60% | 0.02426 | + | − | − | − | − | + | |
| Grin2a | glutamate receptor, ionotropic, NMDA2A (epsilon 1) | (+) | 61% | 0.02478 | − | − | − | + | + | Reported in human SFARI data base. | + |
| Chat | choline acetyltransferase | (−) | −56% | 0.03445 | − | − | + | + | + | + | |
| Cd40 | CD40 antigen | (−) | −55% | 0.04037 | + | − | − | + | − | − | |
| Cd4 | CD4 antigen | (−) | −55% | 0.0411 | − | − | − | + | − | − | |
| Adora2a | adenosine A2a receptor | (−) | −59% | 0.05169 | − | − | − | − | + | Reported in human and animal SFARI data base. | + |
| Flt1 | FMS-like tyrosine kinase 1 | (+) | 83% | 0.05169 | + | + | − | − | − | Reported in human SFARI data base. | + |
* The genes are ordered by the significance of the adjusted p value.
Genes changed by VPA at least by 50% in males and the normalization by SAM *.
| Gene. | Official Full Name | Up(+)/down(-) Regulated by VPA | % Change | Adjusted | Neuroinflammation | Compartmentalization and Structural Integrity | Neurotransmission | Normalized by SAM Administration |
|---|---|---|---|---|---|---|---|---|
| Ryr1 | ryanodine receptor 1, skeletal muscle | (+) | 61% | 0.007544 | − | − | + | + |
| Nts ** | neurotensin | (−) | −76% | 0.03878 | − | + | − | + |
| Itga7 | integrin alpha 7 | (+) | 53% | 0.04183 | − | + | − | + |
* The genes were ordered by the significance of the adjusted p value. ** Nts was also similarly downregulated in females.
Genes whose expression was significantly changed in the same direction by VPA in males and females and their correction by SAM *.
| Gene. | Official Full Name | % Change Males | Adjusted | % Change Females | Adjusted | Neuroplasticity, Development & Aging | Metabolism | Compartmentalization and Structural Integrity | Neuron-Glia interaction | Neurotransmission | Normalized by SAM Males | Normalized by SAM Females | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Npc1 | Niemann-Pick type C1 | 31% | 0.01089 | 26% | 0.003442 | − | + | − | − | − | + | − | |
| Plxnb3 | plexin B3 | 34% | 0.02376 | 40% | 0.0259 | + | − | − | − | − | − | + | |
| Unc13a | unc-13 homolog A (C. elegans) | 0.24 | 0.02376 | 0.23 | 0.04218 | − | − | + | − | + | + | − | Reported in human SFARI data base |
| Myrf | myelin regulatory factor | 48% | 0.0281 | 30% | 0.02347 | − | − | − | + | − | + | + | |
| Notch1 | notch 1 | 0.43 | 0.03878 | 0.51 | 0.02426 | + | − | − | − | − | − | − | |
| Nts | neurotensin | −76% | 0.03878 | −71% | 0.01074 | − | − | + | − | − | −− | + | |
| Itga7 | integrin alpha 7 | 0.53 | 0.04183 | 0.3 | 0.04599 | − | − | + | − | − | + | − | |
| Cacna1a | calcium channel, voltage-dependent, P/Q type, alpha 1A subunit | 25% | 0.0497 | 36% | 0.02478 | + | − | + | − | + | + | − | Reported in human SFARI data base |
* The genes were ordered by the significance of the adjusted p value.