| Literature DB >> 17181869 |
Diane M Spurlock1, Tara G McDaneld, Lauren M McIntyre.
Abstract
BACKGROUND: Beta-adrenergic receptor agonists (BA) induce skeletal muscle hypertrophy, yet specific mechanisms that lead to this effect are not well understood. The objective of this research was to identify novel genes and physiological pathways that potentially facilitate BA induced skeletal muscle growth. The Affymetrix platform was utilized to identify gene expression changes in mouse skeletal muscle 24 hours and 10 days after administration of the BA clenbuterol.Entities:
Mesh:
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Year: 2006 PMID: 17181869 PMCID: PMC1766935 DOI: 10.1186/1471-2164-7-320
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Figure 1Blood urea nitrogen (BUN) levels verify ananabolic response. Blood urea nitrogen levels of mice following ten days of injections, including 24 hours (24 h) or 10 (10 D) days of clenbuterol administration, or a vehicle control (C). The overall effect of treatment on BUN was significant (P < 0.01), and significance values from contrasts comparing each clenbuterol treatment to the control group are shown.
Figure 2Body weight gain measurements verify an anabolicresponse. Body weight gain of mice following ten days of injections, including 24 hours (24 h) or 10 (10 D) days of clenbuterol administration, or a vehicle control (C). The overall effect of treatment on body weight gain showed a trend for significance (P = 0.06), and significance values from contrasts comparing each clenbuterol treatment to the control group are shown.
Significantly differentially expressed genes (10% FDR threshold).
| 1424638_at | Cyclin-dependent kinase inhibitor 1A (P21) | 1 | 3.62E-06 | 23.11 | 2.34 | -9.86 |
| 1454971_x_at | TSC22 domain family, member 1 | 2 | 4.49E-06 | -1.52 | n/s | 1.51 |
| 1417962_s_at | Growth hormone receptor | 3 | 6.20E-06 | -2.02 | -1.16 | 1.74 |
| 1417109_at | Tubulointerstitial nephritis antigen-like | 4 | 8.15E-06 | 2.36 | 1.40 | -1.69 |
| 1439836_at | Ankyrin repeat and SOCS box-containing protein 15 | 5 | 0.0000111 | -5.38 | n/s | 4.15 |
| 1417357_at | Emerin | 6 | 0.0000145 | 5.56 | n/s | -4.36 |
| 1416313_at | Myeloid/lymphoid or mixed-lineage leukaemia | 7 | 0.0000179 | -2.69 | n/s | 2.59 |
| 1416156_at | Vinculin | 8 | 0.0000234 | 2.04 | 1.81 | n/s |
| 1434985_a_at | Eukaryotic translation initiation factor 4A1 | 9 | 0.0000273 | 1.94 | 1.14 | -1.71 |
| 1417574_at | Chemokine ligand 12 | 10 | 0.0000281 | 2.77 | n/s | -3.09 |
| 1458455_at | Actin-binding Rho activating protein | 11 | 0.0000285 | 4.17 | n/s | -4.49 |
| 1428804_at | Microfibrilar-associated protein 3-like | 12f | 0.0000346 | n/s | 2.04 | 2.40 |
| 1421425_a_at | Down syndrome critical region gene 1-like 1 | 13 | 0.0000361 | -1.99 | -1.29 | 1.55 |
| 1435824_at | YY1 transcription factor | 14 | 0.0000363 | 1.40 | 1.28 | -1.09 |
| 1448907_at | Thimet oligopeptidase 1 | 15 | 0.0000407 | 2.23 | n/s | -1.94 |
| 1452707_at | RIKEN cDNA 4631423 FO2 gene | 16 | 0.0000411 | 4.34 | 1.39 | -3.12 |
| 1451372_a_at | ADP-ribosyltransferase 1 | 17 | 0.0000451 | -2.11 | n/s | 2.09 |
| 1448279_at | Actin related protein 2/3 complex, subunit 3 | 18 | 0.0000453 | 2.43 | 1.24 | -1.95 |
| 1416256_a_at | Tubulin, beta 5 | 19 | 0.0000563 | 2.33 | 1.23 | -1.89 |
| 1440838_at | Unknown | 20 | 0.0000619 | -2.01 | -1.18 | 1.70 |
| 1439616_at | Unknown | 21 | 0.0000684 | 3.57 | 2.91 | n/s |
| 1449088_at | Fructose bisphosphatase 2 | 22 | 0.0000703 | 3.95 | 2.21 | -1.78 |
| 1452843_at | Interleukin 6 signal transducer | 23 | 0.0000733 | 1.61 | 1.33 | -1.22 |
| 1460392_a_at | Enhancer of yellow 2 homolog | 24 | 0.0000756 | 2.74 | n/s | -2.42 |
| 1455218_at | Serine (or cysteine) preptidase inhibitor, clade A, member 1b | 25 | 0.0000774 | 2.23 | 1.95 | n/s |
| 1422798_at | Contactin associated protein-like 2 | 26f | 0.0000822 | -2.84 | -1.60 | 1.78 |
| 1431043_at | Kelch repeat and BTB (POZ) domain containing 5 | 27 | 0.0000929 | 2.36 | n/s | -2.20 |
| 1427556_at | Myosin, light polypeptide kinase 2, skeletal muscle | 28 | 0.000094 | -2.26 | n/s | 2.37 |
| 1423396_at | Angiotensinogen | 29 | 0.0000957 | 7.84 | 2.99 | -2.62 |
| 1418571_at | Tumor necrosis factor receptor superfamily, member 12a | 30 | 0.000104156 | 35.40 | n/s | -15.73 |
| 1416505_at | Nuclear receptor subfamily 4, group A, member 1 | 31 | 0.000105021 | -1.65 | -1.16 | 1.43 |
| 1416328_a_at | ATPase, H+ transporting, V0 subunit E | 32 | 0.00010965 | 1.76 | 1.56 | n/s |
| 1434303_at | Ortholog of human Ras association and pleckstrin homolog domains 1 | 33 | 0.000112542 | 2.60 | 1.60 | -1.63 |
| 1438510_a_at | Histidyl-tRNA synthetase | 34 | 0.000118695 | 1.46 | n/s | -1.35 |
| 1418326_at | Solute carrier family 7 (cationic amino acid transporter, y+ system), member 5 | 35 | 0.000121684 | 13.95 | 6.33 | -2.20 |
| 1428662_a_at | Homebox only domain | 36 | 0.000122982 | 2.19 | n/s | -1.98 |
| 1444232_at | Protein kinase, cGMP-dependent, type 1 | 37 | 0.000125102 | -2.95 | n/s | 2.37 |
| 1416379_at | Pannexin 1 | 38 | 0.000125378 | 3.06 | 3.79 | n/s |
| 1449036_at | Ring finger protein 128 | 39 | 0.000144025 | 4.70 | 2.00 | -2.34 |
| 1416431_at | Tubulin, beta 6 | 40 | 0.000146038 | 32.86 | 2.61 | -12.59 |
| 1448484_at | S-adenosylmethionine decarboxylase 1 | 41 | 0.00015137 | -3.31 | -1.49 | 2.22 |
| 1447160_at | Unknown | 42 | 0.00015393 | 1.56 | 1.20 | -1.30 |
| 1453851_a_at | Growth arrest and DNA-damage-inducible 45 gamma | 43 | 0.000154877 | -4.28 | n/s | 4.90 |
| 1422557_s_at | Metallothionein 1 | 44 | 0.000164138 | 11.11 | 2.58 | -4.30 |
| 1440884_s_at | Ribonucleotide reductase M2B 9TP53 inducible | 45 | 0.000169965 | -1.73 | 1.25 | 2.15 |
| 1418111_at | Bromodomain containing 4 | 46 | 0.000174896 | -6.05 | -2.96 | 2.04 |
| 1437401_at | Insulin-like growth factor 1 | 47f | 0.000176747 | 2.22 | n/s | -2.47 |
| 1426440_at | Dehydrogenase/reductase (SDR family) member 7 | 48 | 0.000182143 | -1.79 | -1.19 | 1.50 |
| 1424058_at | RIKEN cDNA 1190002C06 gene | 49 | 0.000188845 | 2.99 | 1.61 | -1.86 |
| 1455643_s_at | TSR 1, 20S rRNA accumulation, homolog | 50f | 0.000191388 | 2.13 | n/s | -2.31 |
| 1451751_at | DNA-damage-inducible transcript 4-like | 51 | 0.000210837 | 1.89 | 1.22 | -1.54 |
| 1421466_at | Ankyrin repeat and SOCS box-containing protein 10 | 52 | 0.000224062 | -3.91 | n/s | 2.80 |
| 1416831_at | Neuraminidase 1 | 53 | 0.000239547 | 1.65 | n/s | -1.51 |
| 1451924_a_at | Endothelin 1 | 54 | 0.000244042 | 2.76 | 1.37 | -2.02 |
| 1427400_at | Lady bird-like homeobox 1 homolog (Drosophila) | 55 | 0.000244505 | -1.82 | -1.30 | 1.40 |
| 1425099_a_at | Aryl hydrocarbon receptor nuclear translocator-like | 56 | 0.000246238 | 3.07 | n/s | -3.13 |
aRank of P-value based on analysis of variance of all expressed genes (n = 22,605)
bP-value resulting from analysis of variance. Model included treatment (control, 24 h, and 10 D clenbuterol administration) as a fixed effect. False discovery rates of 5, 10, and 20% correspond to P-values of 0.0000082, 0.00025, and 0.0012, respectively.
cFold change in mRNA abundance for 24 h clenbuterol treatment relative to control. A positive fold change indicates increased mRNA abundance in 24 h treatment relative to control, a negative fold change indicates decreased mRNA abundance in 24 h treatment relative to control, and n/s indicates no significant difference between 24 h treatment and control (contrast P-value > 0.05).
dFold change in mRNA abundance for 10 D clenbuterol treatment relative to control. A positive fold change indicates increased mRNA abundance in 10 D treatment relative to control, a negative fold change indicates decreased mRNA abundance in 10 D treatment relative to control, and n/s indicates no significant difference between 10 D treatment and control (contrast P-value > 0.05).
eFold change in mRNA abundance for 24 h clenbuterol treatment relative to 10 D clenbuterol treatment. A positive fold change indicates increased mRNA abundance in 10 D treatment relative to 24 h treatment, a negative fold change indicates decreased mRNA abundance in 10 D treatment relative to 24 h treatment, and n/s indicates no significant difference between 10 D treatment and 24 h treatment (contrast P-value > 0.05).
fResiduals of four genes meeting the 10% FDR threshold showed evidence of a non-normal distribution.
Figure 3Clustering of all expressed genes according to themethod of orthogonal polynomials. Ten clusters representing different patterns of mean expression changes for response to clenbuterol. The number of genes in each cluster is given in Table 2. Cluster 1 is not shown because minimal change in gene expression was apparent. Specific genes included in each cluster are given in Additional File 1.
Summary of results from cluster analysis.
| 1 | 21,738 | 96.05 |
| 2 | 14 | 0.06 |
| 3 | 93 | 0.41 |
| 4 | 152 | 0.67 |
| 5 | 23 | 0.10 |
| 6 | 36 | 0.16 |
| 7 | 88 | 0.39 |
| 8 | 69 | 0.30 |
| 9 | 410 | 1.81 |
| 10 | 8 | 0.04 |
Differentially expressed genes of interest (P < 0.01) categorized according to Gene Ontology biological process terms (level 2).
| Cellular physiological process | 270 |
| Metabolism | 197 |
| Cell communication | 77 |
| Regulation of physiological process | 75 |
| Localization | 70 |
| Morphogenesis | 46 |
| Organ development | 38 |
| Response to stimulus | 38 |
| Organismal physiological process | 25 |
| Regulation of cellular process | 25 |
| Cell differentiation | 18 |
| Death | 14 |
| Homeostasis | 12 |
| Regulation of development | 7 |
| Reproduction | 7 |
| Other categoriesb | 32 |
aA total of 309 unique gene identifiers were placed in categories with a minimum of 2 members, while 242 remained unclassified. Categories containing a minimum of 7 members, and the number of genes belonging to the category are shown.
bOther categories include: embryonic development, regulation of enzyme activity, growth, mesoderm development, pattern specification, coagulation, extracellular structure organization and biogenesis, pathogenesis, rhythmic process.
Evaluation of differentially expressed genes of interest (P < 0.01) to identify over-represented families of genesa.
| Homeostasis (Cell homeostasis, Cation homeostasis, Cell ion homeostasis, Ion homeostasis) | 10 | 63 | .002 |
| Amino acid and derivative metabolism (Amine metabolism, Amino acid metabolism) | 16 | 196 | .010 |
| Intracellular signalling cascade | 34 | 519 | .021 |
| Neurogenesis | 17 | 209 | .023 |
| Transcription from Pol II promoter (Positive regulation of transcription) | 18 | 229 | .025 |
| Translation (Translational initiation) | 13 | 144 | .025 |
| Physiological processes | 281 | 6030 | .030 |
| Morphogenesis | 38 | 617 | .034 |
| Lymphocyte activation | 6 | 42 | .036 |
| Protein-mitochondrial targeting | 3 | 8 | .046 |
aData were evaluated using EASE software [66] and Gene Ontology biological process categories.
bCategories with evidence for over-representation (EASE score < 0.05) are shown, with redundant categories listed in parentheses.
cThe number of genes from the list of differentially expressed genes within each over-represented category. A total of 331 differentially expressed genes were assigned to a category.
dThe number of genes included on the MOE430A and B chips within each over-represented category. A total of 7,464 genes were assigned to a category.
eThe EASE score is the upper bound of the distribution of Jackknife Fisher exact probabilities.
Selecteda genes of interest.
| 1437711_x_at | Ornithine decarboxylase, structural | 70 | 0.000372006 | 1.68 | 1.32 | -1.28 |
| 1452114_s_at | Insulin-like growth factor binding protein 5 | 83 | 0.000505398 | -4.01 | -1.52 | 2.63 |
| 1422648_at | Solute carrier family 7 (cationic amino acid transporter, y+ system), member 2 | 84 | 0.000505714 | -1.81 | n/s | 2.23 |
| 1424112_at | Insulin-like growth factor 2 receptor | 95 | 0.000653571 | -1.58 | -1.53 | n/s |
| 1448166_a_at | Proteasome (prosome, macropain) subunit, beta type 1 | 96 | 0.000658819 | 1.39 | 1.23 | -1.13 |
| 1420971_at | Ubiquitin protein ligase E3 component n-recognin 1 | 169 | 0.001652967 | n/s | 1.75 | 2.12 |
| 1449547_at | Ankyrin repeat and SOCS box-containing protein 14 | 218 | 0.002452054 | -2.64 | n/s | 2.08 |
| 1449940_a_at | Eukaryotic translation initiation factor 2B, subunit 4 delta | 268 | 0.003245646 | 1.91 | n/s | -1.65 |
| 1421027_a_at | Myocyte enhancer factor 2C | 294 | 0.003678395 | -1.43 | n/s | 1.58 |
| 1451422_at | Myosin XVIIIa | 301 | 0.003765249 | 1.68 | 1.38 | -1.22 |
| 1448171_at | Seven in absentia 2 | 342 | 0.004599517 | 4.39 | 2.57 | -1.71 |
| 1451982_at | Mitogen activated protein kinase kinase 4 | 363 | 0.004917906 | 1.44 | n/s | -1.23 |
| 1426850_a_at | Mitogen activated protein kinase kinase 6 | 393 | 0.00551809 | -2.64 | n/s | 2.51 |
| 1448990_a_at | Myosin IB | 405 | 0.005781979 | -1.52 | n/s | 1.63 |
| 1423449_a_at | Actinin alpha 4 | 422 | 0.006130447 | 1.32 | n/s | -1.69 |
| 1454664_a_at | Eukaryotic translation initiation factor 5 | 450 | 0.006788818 | 1.63 | n/s | -1.79 |
| 1435787_at | Protein phosphatase 1 (formerly 2C)-like | 454 | 0.006890512 | -1.79 | n/s | 1.49 |
| 1451136_a_at | Eukaryotic translation initiation factor 2B, subunit 2 beta | 455 | 0.006894746 | 1.46 | n/s | -1.54 |
| 1419391_at | Myogenin | 460 | 0.007033703 | 4.07 | n/s | -3.61 |
| 1424268_at | Spermine oxidase | 473 | 0.007450143 | -2.54 | n/s | 2.89 |
| 1426833_at | Eukaryotic translation initiation factor 4 gamma, 3 | 569 | 0.009710166 | -1.41 | n/s | 1.57 |
aSelected genes of interest that did not meet the 10% FDR criteria, but showed evidence of differential expression (P < 0.01) are presented and discussed in the text.
bRank of P-value based on analysis of variance of all expressed genes (n = 22,605)
cP-value resulting from analysis of variance. Model included treatment (control, 24 h, and 10 D clenbuterol administration) as a fixed effect. False discovery rates of 5, 10, and 20% correspond to P-values of 0.0000082, 0.00025, and 0.0012, respectively.
dFold change in mRNA abundance for 24 h clenbuterol treatment relative to control. A positive fold change indicates increased mRNA abundance in 24 h treatment relative to control, a negative fold change indicates decreased mRNA abundance in 24 h treatment relative to control, and n/s indicates no significant difference between 24 h treatment and control (contrast P-value > 0.05)
eFold change in mRNA abundance for 10 D clenbuterol treatment relative to control. A positive fold change indicates increased mRNA abundance in 10 D treatment relative to control, a negative fold change indicates decreased mRNA abundance in 10 D treatment relative to control, and n/s indicates no significant difference between 10 D treatment and control (contrast P-value > 0.05)
fFold change in mRNA abundance for 24 h clenbuterol treatment relative to 10 D clenbuterol treatment. A positive fold change indicates increased mRNA abundance in 10 D treatment relative to 24 h treatment, a negative fold change indicates decreased mRNA abundance in 10 D treatment relative to 24 h treatment, and n/s indicates no significant difference between 10 D treatment and 24 h treatment (contrast P-value > 0.05)
Confirmation of differential gene expression 24 hours after clenbuterol administration by quantitative PCR.
| Arpc3 | 4.70 | 5.12 | 0.10 | 0.0001 |
| GAPDH | 7.07 | 7.19 | 0.06 | 0.15 |
| Hod | 2.70 | 3.50 | 0.07 | 0.0001 |
| IGF1 | 5.19 | 5.58 | 0.06 | 0.0001 |
| Vinculin | 3.34 | 3.89 | 0.07 | 0.0001 |
aArpc3: actin related protein 2/3 complex subunit; GAPDH: glyceraldehyde 3-phosphate dehydrogenase; Hod: homeobox only domain; IGF1: insulin like growth factor 1
Sequences of PCR primers used for quantitative PCR.
| Arpc3 | CACCAAGCTCATCGGTAACA | ATGTCCTGTCCGCTTCATTC |
| GAPDH | GAACATCATCCCTGCATCCA | CCAGTGAGCTTCCCGTTCA |
| Hod | AGCAGACGCAGAAATGGTTT | GTAAGCCGAGGGAAGGAAGA |
| IGF1 | GGCATTGTGGATGAGTGTTG | GTCTTGGGCAGTTCAGTGTG |
| Vinculin | AGCTCGGAAATGGTCTAGCA | GAATAAGTGCCCGCTTGGTA |
aArpc3: actin related protein 2/3 complex subunit; GAPDH: glyceraldehyde 3-phosphate dehydrogenase; Hod: homeobox only domain; IGF1: insulin like growth factor 1