| Literature DB >> 20448844 |
Sandeep J Joseph1, Kelly R Robbins, Enrique Pavan, Scott L Pratt, Susan K Duckett, Romdhane Rekaya.
Abstract
Conjugated linoleic acids (CLA) are of important nutritional and health benefit to human. Food products of animal origin are their major dietary source and their concentration increases with high concentrate diets fed to animals. To examine the effects of diet supplementation on the expression of genes related to lipid metabolism, 28 Angus steers were fed either pasture only, pasture with soybean hulls and corn oil, pasture with corn grain, or high concentrate diet. At slaughter, samples of subcutaneous adipose tissue were collected, from which RNA was extracted. Relative abundance of gene expression was measured using Affymetrix GeneChip Bovine Genome array. An ANOVA model nested within gene was used to analyze the background adjusted, normalized average difference of probe-level intensities. To control experiment wise error, a false discovery rate of 0.01 was imposed on all contrasts. Expression of several genes involved in the synthesis of enzymes related to fatty acid metabolism and lipogenesis such as stearoyl-CoA desaturase (SCD), fatty acid synthetase (FASN), lipoprotein lipase (LPL), fatty-acyl elongase (LCE) along with several trancription factors and co-activators involved in lipogenesis were found to be differentially expressed. Confirmatory RT-qPCR was done to validate the microarray results, which showed satisfactory correspondence between the two platforms. Results show that changes in diet by increasing dietary energy intake by supplementing high concentrate diet have effects on the transcription of genes encoding enzymes involved in fat metabolism which in turn has effects on fatty acid content in the carcass tissue as well as carcass quality. Corn supplementation either as oil or grain appeared to significantly alter the expression of genes directly associated with fatty acid synthesis.Entities:
Keywords: RT-qPCR; acetyl-coenzyme A carboxylase; affymetrix bovine array; conjugated linoleic acid; fatty acid metabolism; fatty acid synthase; stearoyl-CoA desaturase
Year: 2010 PMID: 20448844 PMCID: PMC2865165 DOI: 10.4137/bbi.s4168
Source DB: PubMed Journal: Bioinform Biol Insights ISSN: 1177-9322
Primer sequences (5′ to 3′) for quantitative real-time PCR.
| β-Actin | CTCTTCCAGCCTTCCTTCCT | GGGCAGTGATCTCTTTCTGC | 0.85 |
| ACC | AGCTGAATTTTCGCAGCAAT | GGTTTTCTCCCCAGGAAAAG | 1.07 |
| C/EBPα | TGGACAAGAACAGCAACGAG | GGTCATTGTCACTGGTCAGC | 0.95 |
| FASN | GCATCGCTGGCTACTCCTAC | GTGTAGGCCATCACGAAGGT | 0.93 |
| GAPDH | GGGTCATCATCTCTGCACCT | GGTCATAAGTCCCTCCACGA | 0.93 |
| LPL | GGGTTTTGAGCAAGGGTACA | GCCACAATGACCTTTCCAGT | 0.97 |
| PPARγ | AGGATGGGGTCCTCATATCC | GCGTTGAACTTCACAGCAAA | 0.86 |
| SCD | TTATTCCGTTATGCCCTTGG | GGTAGTTGTGGAAGCCCTCA | 0.95 |
| Spot14 | CCTCACCCATCTTACCCTGA | CAAGCTAGCAAACTGCACCA | 1.05 |
| SREBP1 | CTGGAGAAGCTGGACTGAGG | GCTTTCCCAAGACTCAGCAC | 0.86 |
| STAT5 | TGGGAAAGATGGGAACTGAG | ACCAACAAGTCTGGGTCAGG | 1.00 |
Number of genes differentially expressed between the four treatments.A
| P | 0 | 1113 | 39 | 89 |
| C | 1113 | 0 | 113 | 757 |
| PC | 39 | 113 | 0 | 183 |
| PO | 89 | 757 | 183 | 0 |
Abbrivations:
P, pasture only; PO, pasture and corn oil; C, concentrate; PC, pasture and corn grain.
Enzymes involved in lipogenesis differentially expressed among the dietary four treatments in microarray analysis and their P-value.B
| ACC | Acetyl-coA carboxylase | 0.11 | 0.09 | 0.02 | 0.16 | 0.11 | <0.01 |
| FASN | Fatty acid synthase | <0.01 | 0.01 | 0.01 | <0.01 | <.01 | <0.01 |
| SCD | Stearoyl-coA desaturase | 0.51 | <0.01 | <0.01 | 0.09 | <0.01 | <0.01 |
| LCE | Long-chain fatty-acyl elongase | 0.43 | 0.13 | 0.39 | <0.01 | 0.05 | <0.01 |
| IDH1 | Isocitrate dehydrogenase 1 (NADP+), soluble | 0.14 | <0.01 | <0.01 | <0.01 | <0.01 | <0.01 |
| 6-PGD | 6-phosphogluconate dehydrogenase | 0.08 | 0.03 | 0.01 | <0.01 | <0.01 | <0.01 |
| LPL | Lipoprotein lipase | 0.75 | <0.01 | 0.02 | <0.01 | <0.01 | 0.10 |
| GPAT | Glycerol-3-P acyltransferase, mitochondrial | <0.01 | <0.01 | <0.01 | <0.01 | <0.01 | <0.01 |
| DGAT2 | Putative Diacylglycerol O-acyltransferase | <0.01 | 0.03 | <0.01 | <0.01 | <0.01 | <0.01 |
| SLC25 A | Solute carrier family 25 (citrate transporter) | <0.01 | 0.89 | 0.08 | <0.01 | <0.01 | <0.01 |
indicates the P-values of significantly differentially expressed genes using a false discovery rate of 0.01.
↓indicates lower expression in A than in B (A vs. B); ↑indicates higher expression in A than in B (A vs. B).
Values inside the parenthesis are the fold change.
Abbreviations: P, pasture only; PO, pasture and corn oil; C, concentrate; PC, pasture and corn grain.
Enzymes involved in the conversion of substrates to citric acid cycle intermediates (gluconeogenesis) that were differentially expressed among the four dietary treatments in microarray analysis and their P-value.C
| PCCA | Propionyl-coA carboxylase alpha | <0.01 | 0.67 | 0.26 | <0.01 | 0.14 | <0.01 |
| MCM | Methylmalonyl-coA mutase | <0.01 | 0.02 | 0.08 | <0.01 | 0.01 | <0.01 |
| MCE | Methylmalony-coA epimerase | <0.01 | 0.02 | 0.01 | <0.01 | <0.01 | <0.01 |
| SDHc | Succinate dehydrogenase complex (C) | 0.07 | 0.11 | 0.05 | <0.01 | 0.01 | <0.01 |
| SDHd | Succinate dehydrogenase complex (D) | 0.32 | <0.01 | <0.01 | <0.01 | <0.01 | <0.01 |
| PCK1 | Phosphoenolpyruvate carboxylase 1 | 0.17 | 0.18 | 0.07 | 0.48 | <0.01 | <0.01 |
| PCK2 | Phosphoenolpyruvate carboxylase 2 | 0.05 | 0.10 | 0.01 | 0.02 | 0.02 | <0.01 |
| FBP2 | Fructose-1, 6-bisphosphate | <0.01 | 0.12 | 0.03 | <0.01 | 0.31 | <0.01 |
indicates the P-values of significantly differentially expressed genes using a false discovery rate of 0.01;
↓indicates lower expression in A than in B (A vs. B); ↑indicates higher expression in A than in B (A vs. B).
Values inside the parenthesis are the fold change.
Abbreviations: P, pasture only; PO, pasture and corn oil; C, concentrate; PC, pasture and corn grain.
Relative gene expression obtained for C (concentrate, treatment) with respect to P (pasture, control) using RT-PCR.E
| GAPDH | REF | 1.000 | ||||
| SREBP | TRG | 0.593 | 0.208–1.684 | 0.110–3.203 | 0.239 | NR |
| FASN | TRG | 8.849 | 2.805–30.023 | 0.931–49.909 | 0.006 | UP |
| PPARγ | TRG | 0.540 | 0.121–2.243 | 0.059–5.170 | 0.266 | NR |
| STAT5 | TRG | 0.051 | 0.007–0.408 | 0.002–1.642 | 0.007 | DOWN |
| CEBPα | TRG | 0.862 | 0.372–1.753 | 0.165–2.752 | 0.687 | NR |
| ACC | TRG | 0.181 | 0.039–1.415 | 0.012–3.720 | 0.042 | DOWN |
| SCD | TRG | 47.140 | 11.700–447.69 | 6.843–2,194.549 | <0.0001 | UP |
| LPL | TRG | 0.485 | 0.087–2.153 | 0.046–9.564 | 0.283 | NR |
P(H1)—Probability of alternate hypothesis that difference between sample (C) and control groups (P) is due only to chance.
Abbreviations: TRG, Target; REF, Reference; NR, not significantly regulated.
Relative gene expression obtained for PO (corn oil and pasture, treatment) with respect to P (pasture, control) using RT-PCR.F
| GAPDH | REF | 1.000 | ||||
| SREBP | TRG | 0.809 | 0.321–1.933 | 0.147–4.362 | 0.602 | NR |
| FASN | TRG | 2.218 | 0.572–18.831 | 0.219–30.941 | 0.283 | NR |
| PPARγ | TRG | 0.820 | 0.182–4.452 | 0.063–9.497 | 0.748 | NR |
| STAT5 | TRG | 0.333 | 0.051–2.477 | 0.012–7.607 | 0.181 | NR |
| CEBPα | TRG | 0.815 | 0.310–1.998 | 0.186–3.713 | 0.590 | NR |
| ACC | TRG | 0.608 | 0.093–4.004 | 0.047–15.540 | 0.489 | NR |
| SCD | TRG | 7.187 | 0.484–68.919 | 0.213–1,036.416 | 0.068 | NR |
| LPL | TRG | 0.892 | 0.188–3.174 | 0.113–20.060 | 0.847 | NR |
P(H1)—Probability of alternate hypothesis that difference between sample (C) and control groups (P) is due only to chance.
Abbreviations: TRG, Target; REF, Reference; NR, not significantly regulated.
Relative gene expression obtained for PC (corn grain and pasture, treatment) with respect to P (pasture, control) using RT-PCR.G
| GAPDH | REF | 1.000 | ||||
| SREBP | TRG | 0.533 | 0.177–1.596 | 0.111–2.865 | 0.139 | NR |
| FASN | TRG | 4.575 | 1.721–11.813 | 0.843–30.280 | 0.006 | UP |
| PPARγ | TRG | 0.643 | 0.099–3.015 | 0.046–15.982 | 0.505 | NR |
| STAT5 | TRG | 0.387 | 0.051–2.017 | 0.020–25.991 | 0.268 | NR |
| CEBPα | TRG | 1.558 | 0.841–3.126 | 0.618–3.970 | 0.089 | NR |
| ACC | TRG | 0.640 | 0.070–5.163 | 0.036–73.163 | 0.614 | NR |
| SCD | TRG | 30.314 | 2.661–245.852 | 1.407–1,527.9 | 0.002 | UP |
| LPL | TRG | 0.566 | 0.094–3.073 | 0.039–11.392 | 0.418 | NR |
P(H1)—Probability of alternate hypothesis that difference between sample (C) and control groups (PC) is due only to chance.
Abbreviations: TRG, Target; REF, Reference; NR, not significantly regulated.
Figure 1Relative expression from qRT-PCR analysis. A) Indicates the relative expression of C (Concentrate, corn grain) with respect to P (Pasture). B) Indicates the relative expression of PO (Pasture and Corn oil) with respect to P (Pasture). C) Indicates the relative expression of PC (pasture and corn grain) with respect to P (Pasture). Boxes represents the interquartile range, or the middle 50% of observations. The dotted line represents the median gene expression. Whiskers represent the minimum and maximum observations. The asterisk (*) represents genes that are significantly differentially expressed.
Comparison of Microarray and qRT-PCR results.G
| SREBP | 0.831 | 0.239 | Yes | 6/8 |
| PPARγ | 0.175 | 0.266 | Yes | |
| STAT5 | 0.1032 | <0.01[ | No | |
| CEBPα | 0.931 | 0.687 | Yes | |
| ACC | <0.01[ | 0.042[ | No | |
| SCD | <0.01[ | <0.01[ | Yes | |
| LPL | 0.1 | 0.283 | Yes | |
| FASN | <0.01[ | <0.01[ | Yes | |
| SREBP | 0.15 | 0.139 | Yes | 4/8 |
| PPARγ | <0.01[ | 0.505 | No | |
| STAT5 | 0.226 | 0.268 | Yes | |
| CEBPα | <0.01[ | 0.089 | No | |
| ACC | 0.09 | 0.614 | Yes | |
| SCD | <0.01[ | 0.002[ | Yes | |
| LPL | <0.01[ | 0.418 | No | |
| FASN | <0.01 | 0.006[ | No | |
| SREBP | 0.8901 | 0.6902 | Yes | 7/8 |
| PPARγ | 0.1129 | 0.748 | Yes | |
| STAT5 | 0.9877 | 0.181 | Yes | |
| CEBPα | 0.2739 | 0.590 | Yes | |
| ACC | 0.11 | 0.489 | Yes | |
| SCD | 0.51 | 0.068 | Yes | |
| LPL | 0.75 | 0.847 | Yes | |
| FASN | <0.01[ | 0.283 | No |
↓indicates lower expression in A than in B (A vs. B); ↑indicates higher expression in A than in B (A vs. B).
Indicates statistical significance;
FDR corrected P-values from the F-test done in microarray analysis.
Probability (P-value) of alternate hypothesis that difference between samples (C, PC and PO) and control (P) groups are due only to chance.
indicates resemblance between microarray and qRT-PCR if Yes otherwise No.
Abbreviations: P, pasture only; PO, pasture and corn oil; C, concentrate; PC, pasture and corn grain.
Genes for transcription factors or coactivators involved in lipogensis differentially expressed among the four dietary treatments in microarray analysis and their P-value.D
| PPAR(γ) | Perxoisome proliferators activated Receptor (gamma) | 0.1129 | <0.01 | <0.01 | 0.8011 | 0.032 | 0.175 |
| STAT5B | Signal transducer and activator of transcription 5B | 0.9877 | 0.2260 | 0.375 | 0.090 | 0.2430 | 0.1032 |
| SREBP | Sterol regulatory element binding protein | 0.8901 | 0.150 | 0.2675 | 0.9644 | 0.2554 | 0.831 |
| CEBP(α) | CCAAT/enhancer—binding protein (alpha) | 0.2739 | <0.01 | 0.011 | 0.152 | <0.01 | 0.931 |
indicates the P-values of significantly differentially expressed genes using a false discovery rate of 0.01;
indicates lower expression in A than in B (A vs. B); ↑indicates higher expression in A than in B (A vs. B).
Values inside the parenthesis are the fold change.
Abbreviations: P, pasture only; PO, pasture and corn oil; C, concentrate; PC, pasture and corn grain.