| Literature DB >> 21453527 |
Vadim B Fedorov1, Anna V Goropashnaya, Øivind Tøien, Nathan C Stewart, Celia Chang, Haifang Wang, Jun Yan, Louise C Showe, Michael K Showe, Brian M Barnes.
Abstract
BACKGROUND: Hibernation is an adaptive strategy to survive in highly seasonal or unpredictable environments. The molecular and genetic basis of hibernation physiology in mammals has only recently been studied using large scale genomic approaches. We analyzed gene expression in the American black bear, Ursus americanus, using a custom 12,800 cDNA probe microarray to detect differences in expression that occur in heart and liver during winter hibernation in comparison to summer active animals.Entities:
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Year: 2011 PMID: 21453527 PMCID: PMC3078891 DOI: 10.1186/1471-2164-12-171
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Gene expression differences tested by microarray and real-time PCR in bear heart and liver
| Gene Symbol | Gene Name | RT-PCR | Microarray | ||
|---|---|---|---|---|---|
| P | P | ||||
| HEART | |||||
| Acyl-Coenzyme A dehydrogenase, very long chain | 0.034 | 0.122 | <0.001 | 0.747 | |
| DnaJ (Hsp40) homolog, subfamily C, member 8 | 0.008 | 0.270 | <0.001 | 0.698 | |
| Glyceraldehyde-3-phosphate dehydrogenase | n/a | 0.620 | |||
| MAP3K12 binding inhibitory protein 1 | n/a | 0.884 | |||
| RNA binding motif protein 3 | <0.001 | 2.349 | <0.001 | 2.863 | |
| Ribosomal protein L35a | 0.009 | 0.550 | <0.001 | 1.857 | |
| Ribosomal protein L7 | 0.004 | 0.533 | <0.001 | 1.243 | |
| Ribosomal protein S27 | 0.009 | 0.600 | 0.001 | 0.720 | |
| Adenosine kinase | 0.015 | -0.164 | 0.006 | -0.534 | |
| Aldehyde dehydrogenase 6 family, member A1 | <0.001 | -0.974 | 0.001 | -0.893 | |
| Ankyrin 1, erythrocytic | <0.001 | -1.234 | <0.001 | -1.440 | |
| Glutathione transferase zeta 1 | 0.031 | -0.343 | 0.001 | -0.605 | |
| Ubiquitin-conjugating enzyme E2 variant 1 | 0.001 | -0.327 | 0.004 | -0.600 | |
| LIVER | |||||
| Glypican 3 | <0.001 | 2.307 | <0.001 | 1.965 | |
| 60S acidic ribosomal protein P2 | <0.001 | 1.378 | 0.003 | 1.627 | |
| CKLF-like MARVEL transmembrane domain-containing protein 8 | n/a | 1.525 | |||
| Pyruvate carboxylase | n/a | 1.390 | |||
| Cysteine-rich protein 2 | <0.001 | 1.064 | 0.001 | 1.285 | |
| Alpha 2 macroglobulin | 0.003 | 1.287 | 0.004 | 1.249 | |
| 60S ribosomal protein L36 | 0.002 | 0.963 | 0.004 | 1.223 | |
| Brain protein 44-like protein | 0.002 | 1.638 | 0.009 | 1.198 | |
| Nascent-polypeptide-associated complex alpha polypeptide variant | <0.001 | 0.714 | 0.001 | 1.182 | |
| Fibroblast growth factor receptor 2 precursor | <0.001 | 1.055 | <0.001 | 1.130 | |
| Tubulin cofactor a | 0.001 | 0.579 | 0.001 | 1.122 | |
| Ribosomal protein S6 | 0.001 | 0.677 | 0.010 | 1.079 | |
| Catechol-O-methyltransferase | <0.001 | -0.741 | 0.001 | -1.817 | |
| Arginase | 0.016 | -1.418 | 0.009 | -2.050 | |
| Phytanoyl-CoA 2-hydroxylase | 0.002 | -1.328 | 0.004 | -2.105 | |
| Tubulointerstitial nephritis antigen | <0.001 | -1.822 | <0.001 | -2.141 | |
| UDP glycosyltransferase 3 family, polypeptide A2 | <0.001 | -4.034 | <0.001 | -2.949 | |
| Flavin-containing monooxygenase 5 | 0.001 | -2.631 | 0.002 | -3.002 | |
| Pitrilysin metalloprotease 1 | 0.027 | -0.421 | 0.001 | -3.360 | |
Inconsistent significance levels for some genes are in bold.
Figure 1Selection of genes differentially expressed during hibernation in heart (A) and liver (B) tissue in black bears. Expression values are normalized to the mean in summer active animals. Solid bars show expression values obtained in real-time PCR, open bars in microarray experiments, error bars are SDs.
Differentially expressed genes shared between liver and heart in hibernating bears
| Gene Symbol | Gene Name | P, | P, | ||
|---|---|---|---|---|---|
| Alanyl-tRNA synthetase domain containing 1 | 0.006 | 0.638 | 0.006 | 0.838 | |
| Medium-chain specific acyl-CoA dehydrogenase, mitochondrial precursor | 0.001 | 0.510 | <0.001 | 1.138 | |
| Acyl-Coenzyme A dehydrogenase, very long chain | 0.001 | 0.842 | <0.001 | 0.747 | |
| Trifunctional enzyme alpha subunit, mitochondrial precursor | 0.007 | 0.586 | 0.008 | 0.556 | |
| 40S ribosomal protein S18 | 0.001 | 0.899 | 0.002 | 1.144 | |
| Ribosomal protein S29 | 0.006 | 0.802 | 0.001 | 0.843 | |
| RNA binding motif protein 3 | <0.001 | 2.681 | <0.001 | 2.863 | |
| 60S ribosomal protein L18a | <0.001 | 0.606 | 0.002 | 0.607 | |
| Ribosomal protein L22 | 0.006 | 1.398 | 0.004 | 0.923 | |
| Ribosomal protein L24 | 0.005 | 0.935 | 0.003 | 0.725 | |
| Ribosomal protein L27a-like | 0.004 | 1.349 | 0.008 | 0.927 | |
| Ribosomal protein L30 | 0.004 | 0.862 | 0.002 | 1.010 | |
| 60S ribosomal protein L35a | 0.001 | 0.937 | <0.001 | 1.857 | |
| 60S ribosomal protein L7 | 0.008 | 0.767 | <0.001 | 1.243 | |
| 60S acidic ribosomal protein P2 | 0.003 | 1.627 | 0.001 | 0.732 | |
| Ribosomal protein S23 | <0.001 | 1.213 | 0.001 | 1.793 | |
| Ribosomal protein S24 | 0.008 | 0.802 | 0.002 | 1.000 | |
| Aldehyde dehydrogenase 6 family, member A1 | 0.006 | -1.086 | 0.001 | -0.893 | |
| Aspartate aminotransferase | <0.001 | -1.014 | 0.002 | -0.644 | |
| Leucine aminopeptidase 3 protein | 0.008 | -0.943 | 0.001 | -0.771 | |
| CD2 (cytoplasmic tail) binding protein 2 | 0.005 | 0.981 | 0.008 | 0.614 | |
| Cyclin-dependent kinase 2 | 0.001 | 0.755 | 0.005 | 0.827 | |
| CD2 (cytoplasmic tail) binding protein 2 | 0.005 | 0.981 | 0.008 | 0.614 | |
| Heterogeneous nuclear ribonucleoprotein A1 | 0.004 | 1.418 | 0.006 | 1.048 | |
| Suppression of tumorigenicity 7 | 0.001 | 0.909 | 0.003 | 0.965 | |
| TGF-beta-inducible nuclear protein 1 | 0.010 | 0.678 | <0.001 | 0.813 | |
| Cytochrome P450, family 1, subfamily A, polypeptide 2 | 0.007 | -2.290 | 0.005 | -0.594 | |
| Phytanoyl-CoA 2-hydroxylase | 0.004 | -2.105 | 0.008 | -0.865 | |
| Glycogen branching enzyme | 0.007 | -0.641 | 0.002 | 0.838 | |
| Glutaredoxin-3 | 0.004 | -0.595 | 0.001 | 1.011 | |
| Kinesin family member 21A | 0.010 | 1.000 | 0.009 | -0.504 | |
| Menage a trois homolog 1, cyclin H assembly factor | 0.007 | -0.675 | 0.006 | 1.067 | |
| Protein phosphatase 1K | 0.005 | 1.107 | 0.007 | -0.615 | |
Gene Ontology categories significantly enriched with differentially expressed genes
| GO Category | Total genes | Changed | Enrichment | FDR |
|---|---|---|---|---|
| HEART | ||||
| Translation (GO:0006412) | 319 | 32↑ | 3.334 | <0.001 |
| LIVER | ||||
| Fatty acid beta-oxidation (GO:0006635) | 22 | 5↑ | 6.805 | 0.036 |
| Translation (GO:0006412) | 266 | 28↑ | 3.152 | <0.001 |
| Amino acid catabolic process (GO:0009063) | 36 | 12↓ | 10.202 | <0.001 |
| Cholesterol metabolic process (GO:0008203) | 34 | 7↓ | 5.951 | <0.001 |
| Cellular respiration (GO:0045333) | 47 | 7↓ | 4.559 | 0.024 |
| HEART | ||||
| RNA Binding (GO:0003723) | 455 | 35↑ | 2.500 | <0.001 |
| LIVER | ||||
| RNA Binding (GO:0003723) | 362 | 28↑ | 2.326 | <0.001 |
| Transaminase activity (GO:0008483) | 10 | 5↓ | 15.468 | 0.001 |
| Oxidoreductase activity, acting on the aldehyde or oxo group of donors (GO:0016903) | 20 | 6↓ | 9.281 | 0.001 |
| Monooxygenase activity (GO:0004497) | 27 | 7↓ | 8.020 | 0.001 |
| Electron carrier activity (GO:0009055) | 98 | 11↓ | 3.472 | 0.003 |
Arrows indicate direction of gene regulation in hibernating black bears. FDR is false discovery rate.
Genes in significant Gene Ontology categories of the biological processes
| GO category | Gene Name | Gene | P value | Fold Change |
|---|---|---|---|---|
| HEART | ||||
| Up-regulated | ||||
| Translation (GO:0006412) | RNA binding motif protein 3 | <0.001 | 2.863 | |
| Ribosomal protein L35A | <0.001 | 1.857 | ||
| Ribosomal protein S23 | 0.001 | 1.793 | ||
| Ribosomal protein L7A | 0.002 | 1.287 | ||
| Ribosomal protein L7 | <0.001 | 1.243 | ||
| Eukaryotic translation elongation factor 1 beta 2 | 0.001 | 1.187 | ||
| Ribosomal protein S3 | 0.005 | 1.166 | ||
| Ribosomal protein L10A | 0.003 | 1.156 | ||
| Eukaryotic translation initiation factor 5A | <0.001 | 1.147 | ||
| Ribosomal protein S15A | 0.008 | 1.116 | ||
| Ribosomal protein L27 | 0.003 | 1.099 | ||
| Lysyl-trna synthetase | <0.001 | 1.075 | ||
| Ribosomal protein S4, X-linked | 0.001 | 1.018 | ||
| Ribosomal protein S13 | 0.003 | 1.012 | ||
| Ribosomal protein L30 | 0.002 | 1.010 | ||
| Ribosomal protein S24 | 0.002 | 1.000 | ||
| Ribosomal protein, large, P0 | 0.001 | 0.936 | ||
| Ribosomal protein L27A | 0.008 | 0.927 | ||
| Ribosomal protein L22 | 0.004 | 0.923 | ||
| Ribosomal protein L36A-like | 0.005 | 0.917 | ||
| Ubiquitin A-52 residue ribosomal protein fusion product 1 | 0.009 | 0.915 | ||
| Eukaryotic translation initiation factor 3, subunit G | 0.001 | 0.910 | ||
| Ribosomal protein L5 | 0.002 | 0.900 | ||
| Eukaryotic translation initiation factor 3, subunit F | 0.003 | 0.884 | ||
| Ribosomal protein L10A | 0.008 | 0.863 | ||
| Alanyl-trna synthetase domain containing 1 | 0.006 | 0.838 | ||
| Ribosomal protein, large, P2 | 0.001 | 0.732 | ||
| Ribosomal protein L24 | 0.003 | 0.725 | ||
| Ribosomal protein S27 | 0.001 | 0.720 | ||
| Eukaryotic translation initiation factor 2, subunit 3 gamma | 0.004 | 0.668 | ||
| Density-regulated protein | 0.007 | 0.651 | ||
| Ribosomal protein L18A | 0.002 | 0.607 | ||
| LIVER | ||||
| Up-regulated | ||||
| Fatty acid beta-oxidation (GO:0006635) | Acyl-Coenzyme A dehydrogenase, short/branched chain | 0.010 | 0.922 | |
| Acyl-Coenzyme A dehydrogenase, very long chain | 0.001 | 0.842 | ||
| Hydroxyacyl-Coenzyme A dehydrogenase, beta subunit | 0.008 | 0.711 | ||
| Hydroxyacyl-Coenzyme A dehydrogenase, alpha subunit | 0.007 | 0.586 | ||
| Acyl-Coenzyme A dehydrogenase, C-4 to C-12 straight chain | 0.001 | 0.510 | ||
| Translation (GO:0006412) | Ribosomal protein L36 | 0.004 | 1.223 | |
| Ribosomal protein L23 | 0.003 | 1.002 | ||
| Nascent polypeptide-associated complex alpha subunit | 0.001 | 1.182 | ||
| Eukaryotic translation elongation factor 1 delta | 0.001 | 1.170 | ||
| Translocated promoter region (to activated MET oncogene) | <0.001 | 1.116 | ||
| Ribosomal protein S6 | 0.010 | 1.079 | ||
| Ribosomal protein S20 | 0.002 | 0.990 | ||
| Ribosomal protein L34 | <0.001 | 0.929 | ||
| Ribosomal protein L9 | 0.005 | 0.829 | ||
| Ribosomal protein S16 | 0.001 | 0.808 | ||
| Mediator complex subunit 8 | 0.004 | 0.683 | ||
| Ribosomal protein L28 | 0.001 | 0.617 | ||
| Protein kinase C, alpha | 0.004 | 0.572 | ||
| Isoleucyl-trna synthetase | 0.007 | 0.565 | ||
| Down-regulated | ||||
| Amino acid catabolic process (GO:0009063) | Arginase, liver | 0.009 | -2.050 | |
| Glutamic-oxaloacetic transaminase 1, soluble | 0.003 | -1.287 | ||
| Coenzyme A carboxylase, beta polypeptide | <0.001 | -1.176 | ||
| Aldehyde dehydrogenase 6 family, member A1 | 0.006 | -1.086 | ||
| Methylcrotonoyl-Coenzyme A carboxylase 2 (beta) | 0.001 | -1.052 | ||
| Leucine aminopeptidase 3 | 0.008 | -0.943 | ||
| Branched chain keto acid dehydrogenase E1, beta | <0.001 | -0.937 | ||
| Glutamic-oxaloacetic transaminase 2, mitochondrial | 0.001 | -0.819 | ||
| Aminoadipate aminotransferase | 0.008 | -0.812 | ||
| Indoleamine 2,3-dioxygenase 2 | 0.003 | -0.810 | ||
| Yippee-like 5 | <0.001 | -0.670 | ||
| 3-hydroxyisobutyryl-Coenzyme A hydrolase | 0.004 | -0.657 | ||
| Cholesterol metabolic process (GO:0008203) | Cytochrome P450, family 7, subfamily a, polypeptide 1 | 0.001 | -2.838 | |
| Farnesyl diphosphate synthase) | <0.001 | -1.204 | ||
| Acetyl-Coenzyme A acetyltransferase 2 | 0.001 | -1.166 | ||
| Cytochrome P450, family 27, subfamily A, polypeptide 1 | 0.001 | -1.082 | ||
| Paraoxonase 1 | 0.005 | -0.708 | ||
| 7-dehydrocholesterol reductase | 0.001 | -0.658 | ||
| Emopamil binding protein ( | 0.020 | -0.463 | ||
| Cellular respiration (GO:0045333) | Cytochrome c, somatic | 0.002 | -1.139 | |
| Mitochondrial ribosomal protein S35 | 0.004 | -0.859 | ||
| Coenzyme Q5 homolog, methyltransferase | 0.001 | -0.783 | ||
| NADH dehydrogenase (ubiquinone) Fe-S protein 1 | 0.003 | -0.640 | ||
| Aconitase 1 | 0.001 | -0.627 | ||
| Succinate dehydrogenase complex, subunit C | 0.004 | -0.617 | ||
| Pyruvate dehydrogenase (lipoamide) beta | 0.008 | -0.558 | ||
Symbols of genes changed in both liver and muscle are in bold.
Figure 2Gene set enrichment analysis results for the translation category. The translation category is enriched by up regulated genes in heart (A, false discovery rate (FDR) of <0.001) and liver (B, FDR = 0.046) of hibernating black bears. An expression data set sorted by correlation with hibernating phenotype and the corresponding heat map with red for up regulated and blue for down regulated genes during hibernation are shown on the left. Dates on the top indicate time of tissue sampling from each bear. Plot of the running sum for enrichment score (ES) in the data set (top) and location of genes (hits) from each GO category in the list ranked according to expression differences (middle) and the ranked list metric (bottom) are shown on the right.
Figure 3Gene set enrichment analysis results for the fatty acid β oxidation and amino acid catabolism categories. The fatty acid β oxidation category (A) is enriched by up regulated genes (FDR = 0.043) and amino acid catabolism (B) is enriched by down regulated genes (FDR = 0.015) in liver of hibernating black bears. The figure legend is explained in the text of Figure 2.