| Literature DB >> 22046358 |
Timothy D Howard1, Shuk-Mei Ho, Li Zhang, Jing Chen, Wei Cui, Rebecca Slager, Stanton Gray, Gregory A Hawkins, Mario Medvedovic, Janice D Wagner.
Abstract
Nutritional interventions are important alternatives for reducing the prevalence of many chronic diseases. Soy is a good source of protein that contains isoflavones, including genistein and daidzein, and may alter the risk of obesity, Type 2 diabetes, osteoporosis, cardiovascular disease, and reproductive cancers. We have shown previously in nonhuman primates that soy protein containing isoflavones leads to improved body weight, insulin sensitivity, lipid profiles, and atherosclerosis compared to protein without soy isoflavones (casein), and does not increase the risk of cancer. Since genistein has been shown to alter DNA methylation, we compared the methylation profiles of cynomolgus monkeys, from multiple tissues, eating two high-fat, typical American diets (TAD) with similar macronutrient contents, with or without soy protein. DNA methylation status was successfully determined for 80.6% of the probes in at least one tissue using Illumina's HumanMethylation27 BeadChip. Overall methylation increased in liver and muscle tissue when monkeys switched from the TAD-soy to the TAD-casein diets. Genes involved in epigenetic processes, specifically homeobox genes (HOXA5, HOXA11, and HOXB1), and ABCG5 were among those that changed between diets. These data support the use of the HumanMethylation27 BeadChip in cynomolgus monkeys and identify epigenetic changes associated with dietary interventions with soy protein that may potentially affect the etiology of complex diseases.Entities:
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Year: 2011 PMID: 22046358 PMCID: PMC3201974 DOI: 10.1371/journal.pone.0026791
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Figure 1Study Design.
Four cynomolgus monkeys were included in each diet arm. Measurements for clinical variables were performed after four weeks on each diet. DNA was isolated from blood, fat, liver, and muscle at the end of each diet period.
Characteristics of monkeys on each diet at baseline and after diet changes.
| Diet Arm 1 (mean, SD) | ||||
| Baseline descriptives | Chow | TAD Soy | TAD Casein | P-value* |
| Body weight, kg | 6.07 (0.68) | 5.86 (0.92) | 5.77 (0.63) | 0.61 |
| Fasting glucose, mg/dL | 55.46 (5.73) | 56.25 (2.22) | 61.25 (3.95) | 0.12 |
| Fasting insulin, µU/mL | 21.24 (13.6) | 13.25 (6.34) | 19 (10.1) | 0.22 |
| Insulin resistance index (HOMA units) | 3 (2.08) | 1.81 (0.98) | 2.93 (1.72) | 0.21 |
| C-peptide, pg/mL | 463.38 (226.52) | 502.75 (296.91) | 573 (235.42) | 0.29 |
| Proinsulin, pmol/L | 42.5 (27.65) | 38.25 (9.91) | 45.25 (32.43) | 0.57 |
| Fructosamine, µmol/L | 177.95 (12.22) | 166.18 (12.35) | 169.8 (8.06) | 0.29 |
| TPC, mg/dL | 102.25 (12.28) | 131.25 (31.63) | 124.75 (45.51) | 0.40 |
| TG, mg/dL | 85.75 (70.18) | 67.75 (50.36) | 61 (40.01) | 0.71 |
| HDL, mg/dL | 46.75 (4.11) | 63 (17.49) | 62 (19.41) | 0.62 |
| CRP, ng/mL | 657.32 (406.62) | 637.98 (447.70) | 933.2 (1121.92) | 0.80 |
*adjusted for age and baseline values.
Figure 2PCA analysis of DNA methylation levels from all monkeys eating each diet.
Four clusters can be observed, distinguished by the tissue type. The axes are based on the eigenvalues of the three principal components determined. Tissues are differentiated by color: liver, gold; muscle, blue; fat, green; and blood, red.
Figure 3Overall proportion of DNA methylation in each tissue, by diet.
Values are the means (with standard errors) of probes with a detection p-value <0.05 for all samples (N = 8,002) in each tissue. Four males were included in each diet group.
Pathways detected after TAD diet changes.
| Diet Change | Tissue | No. genes with P<0.01 | No. genes with P<0.001 | Over-represented GO and KEGG pathways | FDR P-value |
|
| Blood | 137 | 3 | preassembly of GPI anchor in ER membrane | 0.030 |
| GPI anchor metabolic process | 0.067 | ||||
| GPI anchor biosynthetic process | 0.067 | ||||
| protein amino acid lipidation | 0.076 | ||||
| histone methyltransferase activity | 0.076 | ||||
| lipoprotein biosynthetic process | 0.082 | ||||
| P-P-bond-hydrolysis-driven protein transmembrane transp. act. | 0.082 | ||||
| macromolecule transmembrane transporter activity | 0.082 | ||||
| protein methyltransferase activity | 0.089 | ||||
| Fat | 212 | 18 | No associated pathways | NA | |
| Liver | 359 | 25 | No associated pathways | NA | |
| Muscle | 677 | 82 | No associated pathways | NA | |
|
| Blood | 126 | 5 | autophagic vacuole | 0.059 |
| Fat | 264 | 22 | embryonic skeletal system development | 0.0068 | |
| cranial nerve development | 0.011 | ||||
| skeletal system morphogenesis | 0.028 | ||||
| proton-transp. two-sector ATPase complex proton-transp. domain | 0.039 | ||||
| forelimb morphogenesis | 0.044 | ||||
| multi-organism process | 0.044 | ||||
| striated muscle cell proliferation | 0.054 | ||||
| nerve development | 0.054 | ||||
| embryonic skeletal system morphogenesis | 0.054 | ||||
| cardiac muscle cell proliferation | 0.054 | ||||
| proton-transporting ATP synthase complex coupling factor F(o) | 0.099 | ||||
| Liver | 69 | 3 | anion:cation symporter activity | 0.00012 | |
| hydro-lyase activity | 0.0011 | ||||
| carbon-oxygen lyase activity | 0.019 | ||||
| protein kinase A binding | 0.053 | ||||
| carbonate dehydratase activity | 0.068 | ||||
| Muscle | 189 | 17 | No associated pathways | NA |
*All genes with p<0.01 were used to identify GO and KEGG pathways.
Genes with significant DNA methylation changes (FDR P<0.20) after the diet switch.
| Diet | Tissue | Gene Symbol | Illumina Probe ID | Methylation Difference | P-value | FDR P-value |
| TAD-soy to TAD-casein | muscle |
| cg02248486 | −0.25 | 7.06E-06 | 0.087 |
| muscle |
| cg15760840 | −0.47 | 7.47E-06 | 0.087 | |
| muscle |
| cg26232187 | 0.26 | 1.00E-05 | 0.087 | |
| muscle | PLA2G12A | cg24974477 | −0.041 | 2.09E-05 | 0.14 | |
| TAD-casein to TAD-soy | fat |
| cg25781162 | −0.17 | 1.35E-06 | 0.035 |
| fat |
| cg07823492 | 0.17 | 4.45E-06 | 0.058 | |
| fat |
| cg21907579 | 0.22 | 9.04E-06 | 0.078 |
Figure 4Comparison of HumanMethylation27 BeadChip with pyrosequencing.
The gene associated with each CpG site is shown to the left of each graph. The correlation (r2) between pyrosequencing (black bars) and the HumanMethylation27 BeadChip (white bars) is shown under each gene symbol. The four pairs of bars on the left of each graph represent the percent DNA methylation from monkeys eating the TAD Casein diet, and the four pairs on the right half represent the percent DNA methylation from monkeys eating the TAD Soy diet.