| Literature DB >> 20230627 |
Janneke de Wilde1, Martijn F M Hulshof, Mark V Boekschoten, Philip de Groot, Egbert Smit, Edwin C M Mariman.
Abstract
BACKGROUND: The mouse skeletal muscle is composed of four distinct fiber types that differ in contractile function, number of mitochondria and metabolism. Every muscle type has a specific composition and distribution of the four fiber types. To find novel genes involved in specifying muscle types, we used microarray analysis to compare the gastrocnemius with the quadriceps from mice fed a low fat diet (LFD) or high fat diet (HFD) for 8 weeks. Additional qPCR analysis were performed in the gastrocnemius, quadriceps and soleus muscle from mice fed an LFD or HFD for 20 weeks.Entities:
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Year: 2010 PMID: 20230627 PMCID: PMC2847971 DOI: 10.1186/1471-2164-11-176
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Ten genes that showed the strongest increased or decreased expression in gastrocnemius compared to quadriceps
| Strongest up-regulated genes | |||||
| 15438_at | Hoxd9 | homeo box D9 | 15438 | 7.70 | 0.000 |
| 15430_at | Hoxd10 | homeo box D10 | 15430 | 7.36 | 0.000 |
| 15437_at | Hoxd8 | homeo box D8 | 15437 | 4.78 | 0.000 |
| 21952_at | Tnni1 | troponin I, skeletal, slow 1 | 21952 | 4.46 | 0.005 |
| 17906_at | Myl2 | myosin, light polypeptide 2, regulatory, cardiac, slow | 17906 | 3.89 | 0.004 |
| 277898_at | 9830102E05Rik | RIKEN cDNA 9830102E05 gene | 277898 | 3.69 | 0.002 |
| 19378_at | Aldh1a2 | aldehyde dehydrogenase family 1, subfamily A2 | 19378 | 3.61 | 0.000 |
| 21955_at | Tnnt1 | troponin T1, skeletal, slow | 21955 | 3.56 | 0.024 |
| 140781_at | Myh7 | myosin, heavy polypeptide 7, cardiac muscle, beta | 140781 | 3.26 | 0.039 |
| 21924_at | Tnnc1 | troponin C, cardiac/slow skeletal | 21924 | 3.05 | 0.020 |
| Strongest down-regulated genes | |||||
| 21380_at | Tbx1 | T-box 1 | 21380 | -7.27 | 0.000 |
| 50781_at | Dkk3 | dickkopf homolog 3 (Xenopus laevis) | 50781 | -5.40 | 0.000 |
| 69219_at | Ddah1 | dimethylarginine dimethylaminohydrolase 1 | 69219 | -2.91 | 0.000 |
| 53311_at | Mybph | myosin binding protein H | 53311 | -2.66 | 0.002 |
| 18534_at | Pck1 | phosphoenolpyruvate carboxykinase 1, cytosolic | 18534 | -2.62 | 0.015 |
| 14311_at | Cidec | cell death-inducing DFFA-like effector c | 14311 | -2.57 | 0.009 |
| 18616_at | Peg3 | paternally expressed 3 | 18616 | -2.49 | 0.005 |
| 12583_at | Cdo1 | cysteine dioxygenase 1, cytosolic | 12583 | -2.45 | 0.004 |
| 246747_at | BC054059 | cDNA sequence BC054059 | 246747 | -1.96 | 0.010 |
| 20249_at | Scd1 | stearoyl-Coenzyme A desaturase 1 | 20249 | -1.79 | 0.018 |
By microarray analysis we found 161 that were differentially expressed in the gastrocnemius as compared with the quadriceps from mice fed an 8-week LFD. This table shows the ten strongest up-regulated and ten strongest down-regulated genes in the gastrocnemius as compared with the quadriceps (n = 10).
Figure 1Heatmap of the ten genes with the strongest difference in expression between gastrocnemius and quadriceps. Heatmap of the log-transformed microarray signal intensity values of the ten genes that showed the strongest increased (A) and decreased (B) expression level in the gastrocnemius as compared to the quadriceps of 10 LFD mice. The heatmap was generated by using GeneMaths XT software. Signal intensities are shown by a color range; bright red, black, and bright green represent high, average, and low levels of gene expression, respectively.
Overrepresented Gene Ontology classes in the gastrocnemius as compared to the quadriceps
| GO:0001974 | blood vessel remodeling | 15 | 1.99 | 2.39E-10 |
| GO:0006776 | vitamin A metabolic process | 15 | 1.92 | 9.95E-11 |
| GO:0051705 | behavioral interaction between organisms | 18 | 1.63 | 3.89E-04 |
| GO:0006775 | fat-soluble vitamin metabolic process | 20 | 1.57 | 4.17E-04 |
| GO:0048705 | skeletal morphogenesis | 17 | 1.41 | 8.14E-04 |
| GO:0009855 | determination of bilateral symmetry | 31 | 1.30 | 5.97E-11 |
| GO:0003007 | heart morphogenesis | 29 | 1.28 | 8.53E-11 |
| GO:0014033 | neural crest cell differentiation | 31 | 1.28 | 3.98E-10 |
| GO:0006936 | muscle contraction | 69 | 1.19 | 1.49E-10 |
| GO:0006937 | regulation of muscle contraction | 25 | 1.19 | 7.35E-04 |
| GO:0043010 | camera-type eye development | 56 | 1.14 | 7.02E-11 |
| GO:0007368 | determination of left/right symmetry | 30 | 1.14 | 8.02E-04 |
| GO:0048762 | mesenchymal cell differentiation | 38 | 1.13 | 9.19E-11 |
| GO:0008016 | regulation of heart contraction | 34 | 1.13 | 3.23E-04 |
| GO:0060047 | heart contraction | 41 | 1.11 | 1.09E-10 |
| GO:0007498 | mesoderm development | 44 | 1.06 | 1.33E-10 |
| GO:0001654 | eye development | 82 | 1.03 | 7.46E-11 |
| GO:0048592 | eye morphogenesis | 37 | 1.02 | 6.97E-04 |
| GO:0006766 | vitamin metabolic process | 56 | 1.01 | 6.28E-11 |
| GO:0009952 | anterior/posterior pattern formation | 86 | 0.96 | 4.59E-11 |
| GO:0016055 | Wnt receptor signaling pathway | 107 | 0.94 | 4.98E-11 |
| GO:0042445 | hormone metabolic process | 71 | 0.92 | 1.71E-04 |
| GO:0048771 | tissue remodeling | 104 | 0.92 | 1.71E-10 |
| GO:0006875 | cellular metal ion homeostasis | 57 | 0.92 | 2.99E-04 |
| GO:0048637 | skeletal muscle development | 61 | 0.92 | 7.96E-11 |
| GO:0006959 | humoral immune response | 52 | 0.92 | 7.46E-04 |
| GO:0007519 | striated muscle development | 103 | 0.91 | 1.19E-10 |
| GO:0055065 | metal ion homeostasis | 58 | 0.91 | 1.99E-04 |
| GO:0030324 | lung development | 59 | 0.89 | 4.07E-04 |
| GO:0007178 | transmembrane receptor protein serine/threonine kinase signaling pathway | 67 | 0.89 | 1.93E-04 |
| GO:0006575 | amino acid derivative metabolic process | 70 | 0.88 | 5.69E-11 |
| GO:0030323 | respiratory tube development | 60 | 0.88 | 4.78E-04 |
| GO:0007229 | integrin-mediated signaling pathway | 74 | 0.88 | 2.91E-04 |
| GO:0048469 | cell maturation | 66 | 0.87 | 4.68E-04 |
| GO:0006817 | phosphate transport | 61 | 0.86 | 2.84E-04 |
| GO:0055074 | calcium ion homeostasis | 53 | 0.86 | 7.58E-04 |
| GO:0045786 | negative regulation of progression through cell cycle | 101 | 0.85 | 5.19E-11 |
| GO:0048732 | gland development | 63 | 0.85 | 6.85E-04 |
| GO:0044271 | nitrogen compound biosynthetic process | 61 | 0.84 | 3.98E-04 |
| GO:0030003 | cellular cation homeostasis | 87 | 0.84 | 1.99E-10 |
| GO:0021700 | developmental maturation | 79 | 0.84 | 2.21E-04 |
| GO:0016311 | dephosphorylation | 105 | 0.83 | 5.97E-10 |
| GO:0055080 | cation homeostasis | 88 | 0.83 | 2.13E-04 |
| GO:0055082 | cellular chemical homeostasis | 90 | 0.82 | 5.43E-11 |
| GO:0006470 | protein amino acid dephosphorylation | 93 | 0.82 | 6.63E-11 |
| GO:0050778 | positive regulation of immune response | 75 | 0.81 | 3.32E-04 |
| GO:0051240 | positive regulation of multicellular organismal process | 94 | 0.81 | 1.76E-04 |
| GO:0008015 | circulation | 84 | 0.81 | 5.43E-04 |
| GO:0050776 | regulation of immune response | 88 | 0.80 | 1.87E-04 |
| GO:0002684 | positive regulation of immune system process | 77 | 0.80 | 4.59E-04 |
| GO:0050801 | ion homeostasis | 103 | 0.79 | 2.99E-10 |
| GO:0002682 | regulation of immune system process | 90 | 0.79 | 2.06E-04 |
| GO:0001503 | ossification | 80 | 0.79 | 4.51E-04 |
| GO:0045165 | cell fate commitment | 94 | 0.78 | 4.42E-04 |
| GO:0015674 | di-, tri-valent inorganic cation transport | 112 | 0.78 | 1.19E-09 |
| GO:0031214 | biomineral formation | 81 | 0.78 | 7.21E-04 |
| GO:0046849 | bone remodeling | 89 | 0.78 | 3.81E-04 |
| GO:0008361 | regulation of cell size | 91 | 0.77 | 4.78E-11 |
| GO:0030005 | cellular di-, tri-valent inorganic cation homeostasis | 81 | 0.77 | 7.08E-04 |
| GO:0043062 | extracellular structure organization and biogenesis | 85 | 0.77 | 6.28E-04 |
| GO:0009968 | negative regulation of signal transduction | 81 | 0.77 | 6.74E-04 |
| GO:0040008 | regulation of growth | 117 | 0.77 | 1.81E-04 |
| GO:0006816 | calcium ion transport | 85 | 0.75 | 8.78E-04 |
| GO:0002009 | morphogenesis of an epithelium | 103 | 0.73 | 4.87E-04 |
| GO:0002252 | immune effector process | 106 | 0.73 | 6.40E-04 |
| GO:0043549 | regulation of kinase activity | 120 | 0.72 | 3.14E-04 |
| GO:0045859 | regulation of protein kinase activity | 115 | 0.72 | 3.73E-04 |
| GO:0051338 | regulation of transferase activity | 121 | 0.72 | 3.06E-04 |
ErmineJ was used to identify significantly overrepresented GO classes in the gastrocnemius as compared with the quadriceps from LFD mice (n = 10). For the concept biological process we selected GO classes with a FDR < 0.001. For this analysis only classes containing 8 through 125 genes were taken into account. N, number of genes in GO class
Changed gene sets in the gastrocnemius versus quadriceps.
| up-regulated cellular processes | ||||
| Striated muscle contraction1 | 41 | 0.68 | 2.37 | 0.000 |
| Ribosome2 | 20 | 0.71 | 2.05 | 0.005 |
| down-regulated cellular processes | ||||
| Tissues, muscle, fat, bone and connective 21 | 47 | -0.57 | -2.14 | 0.003 |
| Cell cycle1 | 85 | -0.52 | -2.14 | 0.003 |
| CTCF first multivalent nuclear factor3 | 17 | -0.71 | -2.07 | 0.006 |
| Valine, leucine and isoleucine degradation2 | 40 | -0.59 | -2.16 | 0.006 |
| Cell cycle G1 to S control reactome2 | 69 | -0.49 | -2.01 | 0.013 |
| Antigen processing and presentation2 | 51 | -0.52 | -2.01 | 0.014 |
| Mets affect on macrophage differentiation3 | 16 | -0.69 | -1.97 | 0.014 |
| Amino acid metabolism1 | 46 | -0.52 | -1.95 | 0.016 |
| Porphyrin and Chlorophyll metabolism2 | 19 | -0.64 | -1.88 | 0.033 |
| DNA replication reactome1 | 40 | -0.51 | -1.86 | 0.038 |
GSEA was applied to identify up-regulated and down-regulated processes in the gastrocnemius as compared with the quadriceps in LFD mice. Presented are regulated processes with a false discovery rate (FDR) < 0.05. An FDR was calculated to adjust for multiple hypothesis testing. Sources of the gene sets: 1GenMAPP, 2KEGG, 3Biocarta. N, number of genes; ES, enrichment score for the gene set, that reflects the degree to which a gene set is overrepresented at the top or bottom of the ranked list; FDR, NES, normalized enrichment score, that is, the normalized ES to account for the size of the set.
Figure 2Heatmap of Dkk genes, Hox genes and Tbx genes in gastrocnemius and quadriceps. Heatmap of the log-transformed microarray signal intensity values of (A) Dkk genes, (B) Hox genes and (C) Tbx genes in the quadriceps and the gastrocnemius of 10 LFD mice. A heatmap was generated by using GeneMaths XT software. Signal intensities are shown by a color range; bright red, black, and bright green represent high, average, and low levels of gene expression, respectively. Values are means (n = 10)
Figure 3Expression of . Gene expression levels of (A) Hoxd8, (B) Hoxd9, (C) Dkk3 and (D) Tbx1 in quadriceps, gastrocnemius and soleus of 20-week LFD mice and 20-week HFD mice. Black dots represent the 20-week LFD mice (n = 5); open dots represent the 20-week HFD mice (n = 5), lines represent grand mean values. *** Indicate significant differences with p < 0.001 obtained with two-way ANOVA
Figure 4Expression of . Gene expression levels of Hoxd8, Hoxd9, Myh7, Myh2, Myh1 and Myh4 in quadriceps, gastrocnemius and soleus of 20-week LFD and HFD mice. The genes Myh7, Myh2, Myh1 and Myh4 are markers for type I, IIa, IIx and IIb fiber types, respectively. White bars, dashed bars and black bars represent quadriceps, gastrocnemius and soleus, respectively. Bars represent grand mean values of 20-week LFD mice and 20-week HFD mice. *** Indicate significant differences with p < 0.001 obtained with two-way ANOVA