| Literature DB >> 20975839 |
Ricardo Orozco-Solís1, Rhowena J B Matos, Omar Guzmán-Quevedo, Sandra Lopes de Souza, Audrey Bihouée, Rémi Houlgatte, Raul Manhães de Castro, Francisco Bolaños-Jiménez.
Abstract
BACKGROUND: Nutrient deficiency during perinatal development is associated with an increased risk to develop obesity, diabetes and hypertension in the adulthood. However, the molecular mechanisms underlying the developmental programming of the metabolic syndrome remain largely unknown. METHODOLOGY/PRINCIPALEntities:
Mesh:
Year: 2010 PMID: 20975839 PMCID: PMC2958833 DOI: 10.1371/journal.pone.0013537
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Phenotypic characteristics of control and LP rats.
| Controls | Low protein | Statistical significance | |
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| Body weight (g) | 682±33 | 646±24 | NS |
| Abdominal fat (% of body weight) | 4.64±0.30 | 6.91±0.44 | P<0.01 |
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| Cholesterol (mmol/l) | 2.78±0.13 | 3.87±0.26 | P<0.01 |
| Triglycerides (mmol/l) | 2.52±0.33 | 3.81±0.18 | P<0.05 |
| Fatty acids (mmol/l) | 0.32±0.03 | 0.51±0.05 | P<0.05 |
| Glucose (mmol/l) | 9.53±0.47 | 10.01±0.31 | NS |
| Insulin (ng/ml) | 7.31±1.50 | 3.91±0.82 | NS |
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| Fatty acid synthase (FAS) | 0.88±0.08 | 1.50±0.09 | P<0.05 |
| Stearoyl-Coenzyme A desaturase 1 (SCD 1) | 0.92±0.08 | 1.41±0.09 | P<0.01 |
| Carbohydrate response element binding protein (ChREBP) | 1.02±0.07 | 1.26±0.04 | P<0.05 |
Functional gene ontology categories enriched in the hypothalamus of 180 days-old LP rats.
| Gene ontology category | GO Number |
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| Number | % | P-value | Number | % | P-value | ||
| Signal transduction | GO:0007165 | 109 | 16 | 0,4828 | 29 | 9 | 1,0000 |
| Intracellular signaling cascade | GO:0007242 | 51 | 7 | 0,0041 | 0 | 0 | ----- |
| Steroid hormone receptor activity | GO:0003707 | 10 | 1 | <0.0001 | 0 | 0 | ----- |
| Transcription | GO:0006350 | 86 | 13 | <0.0001 | 26 | 8 | 0,5403 |
| Transcription, DNA-dependent | GO:0006351 | 77 | 11 | <0.0001 | 21 | 7 | 0,7604 |
| Transcription regulator activity | GO:0030528 | 63 | 9 | <0.0001 | 16 | 5 | 0,7708 |
| Metabolic process | GO:0008152 | 206 | 30 | 0,0429 | 128 | 41 | 0,0030 |
| Regulation of metabolic process | GO:0019222 | 85 | 12 | <0.0001 | 32 | 10 | 0,3318 |
| Protein metabolic process | GO:0019538 | 86 | 13 | 0,4753 | 61 | 20 | 0,0285 |
| Cellular homeostasis | GO:0019725 | 8 | 1 | 0,7503 | 14 | 5 | 0,0012 |
| Oxidoreductase activity | GO:0016491 | 0 | 0 | ----- | 22 | 7 | 0,0149 |
| Cell cycle process | GO:0022402 | 15 | 2 | 0,3093 | 15 | 5 | 0,0084 |
| Synaptic transmission | GO:0007268 | 30 | 4 | <0.0001 | 0 | 0 | ----- |
| Ion transmembrane transporter activity | GO:0015075 | 30 | 4 | 0,0247 | 8 | 3 | 0,8862 |
| Neurogenesis | GO:0022008 | 20 | 3 | 0,0073 | 0 | 0 | ----- |
| Intracellular part | GO:0044424 | 199 | 29 | 0,0004 | 127 | 41 | 0,0005 |
| Voltage-gated channel activity | GO:0022832 | 13 | 2 | 0,0031 | 0 | 0 | ----- |
| Ion binding | GO:0043167 | 126 | 18 | <0.0001 | 35 | 11 | 0,8940 |
| Kinase activity | GO:0016301 | 45 | 7 | 0,0001 | 8 | 3 | 0,9671 |
The number and percentage of genes up-regulated or down regulated within each GO category in LP rats in relation to control animals are presented. The indicated P-value corresponds to modified Fisher Exact P-Value for gene-enrichment analysis (EASE score). From a total of 26609 examined genes, 688 were up-regulated and 309 down-regulated.
Figure 1Functional classification (A) and global tendency of expression (B) of the genes differentially expressed in LP versus control rats.
(A) Venn diagram showing the number of genes classified into one single GO category as well as the number of genes exerting two or more biological functions. (B) A big proportion of the genes whose mRNA expression levels are affected by protein restriction during early life possess more than one function and exhibit a tendency for over-expression. S = signal transduction; M = metabolic process; T = transcription.
Overview of gene expression changes in the hypothalamus of LP rats in relation to control animals.
| Gene name | Gene ID | Fold change | P-value |
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| 60S ribosomal protein L13 | 500276 | −1,62 | 0,0009 |
| Ribosomal protein L15 | 364239 | −1,54 | 0,0024 |
| Eukaryotic translation initiation factor 3 | 293484 | −1,51 | 0,0008 |
| Seryl-aminoacyl-tRNA synthetase 1 | 266975 | −1,33 | 0,0018 |
| Aspartyl-tRNA synthetase 2 | 304919 | −1,23 | 0,0024 |
| Lactate dehydrogenase 3 | 29634 | 2,30 | 0,0017 |
| UDP-glucose pyrophosphorylase 2 | 289827 | −1,19 | 0,0015 |
| Alpha-mannosidase II | 25478 | 2,64 | 0,0003 |
| Malate dehydrogenase | 81829 | −1,34 | 0,0003 |
| Xylosyltransferase 1. | 64133 | 3,19 | 0,0005 |
| Glucosidase 1 | 78947 | −1,58 | 0,0017 |
| Glutamine fructose-6-phosphate transaminase 1 | 297417 | 3,46 | 0,0002 |
| Glutamate decarboxylase 2 | 24380 | 2,80 | 0,0009 |
| N-acetylglucosaminyltransferase | 65271 | 3,87 | 0,0006 |
| Peptidylprolyl isomerase B | 64367 | −1,38 | 0,0019 |
| Serine palmitoyltransferase | 296188 | 2,48 | 0,0004 |
| Cytochrome P450, family 3 | 171352 | −1,77 | 0,0009 |
| Cytochrome b-5 | 64001 | −1,47 | 0,0010 |
| Cytochrome P450, family 20 | 316435 | −1,41 | 0,0015 |
| Cytochrome oxidase deficient homolog 1 | 497930 | −1,54 | 0,0025 |
| Cytochrome c oxidase polypeptide VIII-liver. | 680156 | −2,56 | 0,0027 |
| Cytochrome c oxidase subunit IV isoform 1 | 29445 | −1,28 | 0,0028 |
| Peroxiredoxin 1 | 683813 | −2,31 | 0,0018 |
| NADH dehydrogenase Fe-S protein 6 | 29478 | −1,32 | 0,0022 |
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| Galanin receptor 1 | 50577 | 2,13 | 0,0002 |
| Cannabinoid receptor 1 | 25248 | 2,54 | 0,0006 |
| Glutamate receptor, ionotropic, NMDA2B | 24410 | 5,27 | 0,0001 |
| Calcium-sensing receptor | 24247 | −1,73 | 0,0009 |
| Purinergic receptor P2Y | 63843 | 2,67 | 0,0008 |
| Angiotensin receptor 1a | 24180 | −1,71 | 0,0023 |
| Glutamate receptor kainate 3 | 298521 | 2,84 | 0,0010 |
| Glutamate receptor NMDA 2A | 24409 | 3,82 | 0,0012 |
| Metabotropic glutamate receptor 5 | 24418 | 3,10 | 0,0018 |
| Metabotropic glutamate receptor 3 | 24416 | 4,46 | 0,0034 |
| Glutamate receptor AMPA1 (alpha 1) | 691178 | 2,56 | 0,0037 |
| Rho-GTPase-activating protein 26 | 307459 | 3,41 | 0,0009 |
| RAB27B, member RAS oncogene family | 84590 | 3,08 | 0,0004 |
| Protein kinase, lysine deficient 1 | 116477 | 4,46 | 0,0012 |
| Plasma membrane calcium ATPase 4 | 29600 | 3,46 | 0,0029 |
| Protein kinase C alpha | 24680 | 3,00 | 0,0000 |
| Guanylate cyclase 1, soluble, alpha 2 | 66012 | 3,90 | 0,0016 |
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| Transforming growth factor, beta 1 | 59086 | −1,40 | 0,0011 |
| Kruppel-like factor 5 | 84410 | 1,51 | 0,0026 |
| Fibroblast growth factor 2 | 54250 | 1,80 | 0,0017 |
| Transcription factor E2F5 | 116651 | −1,84 | 0,0022 |
| Retinoblastoma binding protein 7 | 83712 | −1,43 | 0,0003 |
| Neurogenin 1 | 29410 | −1,43 | 0,0029 |
| Zinc finger protein HIT-10 | 170955 | 6,24 | 0,0013 |
| Tnf receptor-associated factor 6 | 311245 | 3,30 | 0,0003 |
| General transcription factor | 83830 | 3,07 | 0,0019 |
| Zinc finger protein 297B | 311872 | 3,16 | 0,0008 |
| Histone acetyltransferase MYST4 | 688634 | 2,74 | 0,0004 |
| Histone deacetylase 9 isoform 4 | 314040 | 2,15 | 0,0231 |
Functional and transcriptional gene clusters whose expression in the hypothalamus is coordinately regulated by perinatal protein restriction.
| Gene name | Gene symbol | Gene_ID | Fold change | P-value | GO Category |
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| Insulin receptor substrate 1 | IRS1 | 25467 | 2,21 | 0,0031 | S |
| Phosphatidylinositol 3-kinase, regulatory subunit, polypeptide 1 | PI3K | 25513 | 3,05 | 0,0017 | M, S |
| 3-phosphoinositide dependent protein kinase-1 | PDK1 | 81745 | 3,25 | 0,0003 | S |
| Murine thymoma viral oncogene homolog 3 | Akt3 | 29414 | 1,42 | 0,0043 | S |
| Glycogen synthase kinase 3 beta | GSK3β | 84027 | 4,04 | 0,0020 | M, S, T |
| Tuberous sclerosis 1 | Tsc1 | 60445 | 2,31 | 0,0026 | M, S |
| Tuberous sclerosis 2 | Tsc2 | 24855 | −1,33 | 0,0029 | S |
| Ecotropic retroviral transforming sequence | CBL | 500985 | 4,37 | 0,0001 | S |
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| Glucocorticoid receptor | GR | 24413 | 3,15 | 0,0011 | M, S, T |
| Thyroid hormone receptor beta | TRβ | 24831 | 2,69 | 0,0028 | M, T |
| RAR-related orphan receptor alpha | RORα | 300807 | 7,25 | 0,0002 | M, S, T |
| RAR-related orphan receptor beta | RORβ | 309288 | 2,77 | 0,0010 | M, T |
| Peroxisome proliferator-activated receptor gamma | PPARγ | 25664 | −2,35 | 0,0015 | M, S, T |
| Retinoid X receptor alpha | RXRα | 25271 | 2,10 | 0,0007 | M, S, T |
| Estrogen receptor 1 | ERα | 24890 | 2,83 | 0,0002 | M, S, T |
| Androgen receptor | AR | 24208 | 3,33 | 0,0023 | M, S, T |
| Testicular orphan nuclear receptor 4 | TR4 | 50659 | 4,24 | 0,0010 | M, T |
| Germ cell nuclear factor | GCNF | 362125 | 2,97 | 0,0017 | M, T |
| Peroxisome proliferative activated receptor, gamma, coactivator 1 alpha | PGC-1α | 83516 | 2,31 | 0,0035 | M, S, T |
| Peroxisome proliferator-activated receptor gamma coactivator 1 beta | PGC-1β | 291567 | 2,18 | 0,0007 | M, S, T |
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| RAR-related orphan receptor alpha | RORα | 300807 | 7,25 | 0,0002 | M, S, T |
| Retinoid X receptor alpha | RXRα | 25271 | 2,10 | 0,0007 | M, S, T |
| Peroxisome proliferative activated receptor, gamma, coactivator 1 alpha | PGC-1α | 83516 | 2,31 | 0,0035 | M, S, T |
| Circadian Locomotor Output Cycles Kaput | CLOCK | 60447 | 4,61 | 0,0004 | M, S, T |
Hierarchical cluster analysis was performed using CLUSTER 3.0 and TREEVIEW software as indicated in the Material and Methods section. The indicated P-value corresponds to the Student's t-test P value. S = Signal transduction; M = Metabolism; T = Transcription.
Real time PCR quantification of the genes belonging to the functional and transcriptional gene clusters identified by the genome-wide DNA microarray analysis.
| 35 Days | 180 Days | |||
| Gene | Controls | Low protein | Controls | Low protein |
| IRS1 | 1.00±0.05 | 1.44±0.13 | 1.00±0.02 | 1.39±0.10 |
| PI3K | 1.00±0.02 | 1.27±0.04 | 0.94±0.11 | 1.33±0.07 |
| PDK1 | 1.00±0.06 | 1.19±0.O4 | 1.00±0.03 | 1.32±0.05 |
| Akt3 | 1.00±0.05 | 1.20±0.04 | 1.00±0.05 | 1.36±0.10 |
| GSK3β | 0.94±0.08 | 1.41±0.08 | 0.98±0.07 | 1.32±0.07 |
| Tsc1 | 0.97±0.07 | 1.39±0.12 | 1.01±0.11 | 1.43±0.01 |
| Tsc2 | 1.05±0.03 | 0.99±0.06 | 1.00±0.05 | 1.15±0.05 |
| CBL | 0.93±0.08 | 1.36±0.06 | 1.00±0.09 | 1.25±0.03 |
| GR | 1.00±0.057 | 0.61±0.07 | 1.00±0.07 | 1.39±0.06 |
| TRβ | 1.03±0.10 | 1.43±0.11 | 1.01±0.07 | 1.42±0.11 |
| RORα | 1.01±0.06 | 1.24±0.05 | 1.00±0.06 | 1.57±0.06 |
| RORβ | 1.00±0.03 | 1.21±0.04 | 0.91±0.09 | 1.44±0.13 |
| PPARγ | 1.00±0.07 | 0.59±0.08 | 1.03±0.04 | 0.71±0.01 |
| RXRα | 0.97±0.03 | 1.21±0.007 | 1.02±0.02 | 1.20±0.06 |
| ERα | 1.02±0.09 | 1.53±0.12 | 1.00±0.06 | 1.62±0.14 |
| AR | 1.07±0.03 | 1.25±0.04 | 1.00±0.04 | 1.30±0.05 |
| TR4 | 1.00±0.04 | 1.31±0.07 | 0.95±0.04 | 1.33±0.13 |
| GCNF | 1.04±0.08 | 1.35±0.04 | 1.01±0.08 | 1.32±0.07 |
| PGC-1α | 1.00±0.04 | 1.27±0.04 | 0.96±0.04 | 1.18±0.02 |
| PGC-1β | 1.00±0.02 | 1.25±0.06 | 1.00±0.05 | 1.42±0.03 |
Quantitative RT-PCR experiments were performed in triplicate using non-pooled mRNA samples from 3 to 4 different animals and β-actin as internal control. The relative amount of the different genes normalized to the endogenous expression of β-actin was calculated by the formula 2-ΔΔC T where ΔΔC T = (C Tgene - C Tβ-actin) LP rat - (C Tgene - C Tβ-actin) control rat.
*P<0.05;
**P<0.01;
***P<0.001 compared with control animals of the same age.
Figure 2Schematic illustration of the functional (A) and transcriptional (B) gene clusters altered by perinatal protein restriction.
(A) Insulin signaling pathway with emphasis on its role in regulating energy homeostasis and nutrient sensing. Lines with end arrows indicate activation, whereas those with perpendicular bars at the end indicate inhibition. Genes exhibiting altered hypothalamic mRNA expression levels in LP rats are represented in shady boxes. (B) Coordinated regulation of energy metabolism and the circadian clock. The diagram illustrates how PGC-1α and nuclear receptors recruit protein complexes and bind, on one hand, to NR response elements (NRREs) within the promoter region of target genes regulating energy metabolism and, on the other hand, to CLOCK and Bmal1, the core genes of the circadian clock. Through the coordinated regulation of the circadian clock and energy metabolism, PGC-1α, RORα and REV-ERBα play an essential role in the adaptation of metabolic gene expression to the temporal availability of nutrients. We found that the expression of the two former genes as well as that of GR, CLOCK and several other NR was permanently altered by perinatal protein restriction. LR = Leptin receptor; IR = Insulin receptor; TrkR = tyrosine kinase receptor.