| Literature DB >> 28681971 |
Michelle Teunissen1, Frank M Riemers1, Dik van Leenen2, Marian J A Groot Koerkamp2, Björn P Meij1, Jacqueline Alblas3, Louis C Penning1, Alberto Miranda-Bedate1, Marianna A Tryfonidou1.
Abstract
The difference in the adult height of mammals, and hence in endochondral bone formation, is not yet fully understood and may serve to identify targets for bone and cartilage regeneration. In line with this hypothesis, the intra-species disparity between the adult height of Great Danes and Miniature Poodles was investigated at a transcriptional level. Microarray analysis of the growth plate of five Great Danes and five Miniature Poodles revealed 2,981 unique genes that were differentially expressed, including many genes with an unknown role in skeletal development. A signaling pathway impact analysis indicated activation of the cell cycle, extracellular matrix receptor interaction and the tight junction pathway, and inhibition of pathways associated with inflammation and the complement cascade. In additional validation steps, the gene expression profile of the separate growth plate zones for both dog breeds were determined. Given that the BMP signaling is known for its crucial role in skeletal development and fracture healing, and BMP-2 is used in orthopaedic and spine procedures for bone augmentation, further investigations concentrated on the BMP pathway.The canonical BMP-2 and BMP-6 signaling pathway was activated in the Great Danes compared to Miniature Poodles. In conclusion, investigating the differential expression of genes involved in endochondral bone formation in small and large breed dogs, could be a game changing strategy to provide new insights in growth plate development and identify new targets for bone and cartilage regeneration.Entities:
Keywords: BMP pathway; canine; endochondral bone formation; growth plate; microarray
Mesh:
Substances:
Year: 2017 PMID: 28681971 PMCID: PMC5873274 DOI: 10.1002/jor.23647
Source DB: PubMed Journal: J Orthop Res ISSN: 0736-0266 Impact factor: 3.494
Figure 1Microarray analysis design. (A) Representative histological images of the growth plate of the Miniature Poodle and the Great Dane. Collagen type X immunostaining distinguishes the reserve and proliferative (RZ and PZ, respectively) from the hypertrophic zone (HZ). (B) The microarray heat map shows genes that were up‐regulated (green) and down‐regulated (red) in Great Danes relative to Miniature Poodles and was normalized by centring the mean for every gene. Clustering of the genes is displayed by the lines on the left side. On the upper side clustering of the canine samples is shown for the Great Danes (GD, yellow) and Miniature Poodles (MP, blue). (C) Signaling pathway impact analysis (SPIA) two‐way evidence plot. The global probability value is calculated by combining the probability value of the number of differentially expressed (DE) genes in the pathway (NDE) and the probability value (pPERT) of the total perturbation accumulation in the pathway. The ‐log (pNDE) and ‐log (pPERT) are plotted against each other. The uninterrupted lines are the thresholds (long = p < 0.01, short = p < 0.05). The dots with corresponding identity numbers indicate the pathways investigated in the microarray analysis as described in Table 1.
Signaling Pathway Impact Analysis (SPIA) of the Microarray
| Name | Gene ontology biological process | ID | pSize | NDE | pNDE | tA | pPERT | pG | pGFdr | Status |
|---|---|---|---|---|---|---|---|---|---|---|
|
| Complement activation, protein activation cascade, humoral immune response | 5,150 | 31 | 18 | 0 | −19.384 | 0.006 | 0 | 0 | ↓ |
| Cell cycle | Multiple processes related to cell cycle including DNA‐dependent DNA replication, spindle assembly checkpoint, and others | 4,110 | 105 | 44 | 0 | 8.582 | 0.339 | 0 | 0 | ↑ |
| Systemic lupus erythematosus | Negative regulation of transcription of nuclear large rRNA transcript from RNA polymerase I promoter, (activation of) immune respons | 5,322 | 54 | 22 | 0.001 | −8.322 | 0.015 | 0 | 0.005 | ↓ |
| ECM‐receptor interaction | Multiple processes related to ECM‐receptor interaction including cell adhesion, collagen fibril organization, endodermal cell differentiation, cell‐matrix adhesion, cell migration, and others | 4,512 | 64 | 27 | 0 | 4.922 | 0.138 | 0 | 0.005 | ↑ |
| Tight junction | Myofibril assembly, cell–cell junction organization | 4,530 | 101 | 38 | 0 | 0.066 | 0.991 | 0.001 | 0.022 | ↑ |
| Leukocyte transendothelial migration | Integrin‐mediated signaling pathway, cellular response to organic substance, nitrogen compound, and oxygen‐containing compound, cell adhesion, regulation of localization | 4,670 | 89 | 32 | 0.001 | −11.221 | 0.279 | 0.002 | 0.037 | ↓ |
| p53 signaling pathway | (regulation of) Mitotic cell cycle phase transition, regulation of protein kinase activity, cellular response to radiation | 4,115 | 51 | 22 | 0 | 0.66 | 0.828 | 0.002 | 0.037 | ↑ |
| Measles | Multiple processes regarding inflammatory responses including positive regulation of interleukin‐2 biosynthetic process, activation of innate immune response, cytokine‐mediated signaling pathway, positive regulation of transcription from RNA polymerase II promoter, positive regulation of cell proliferation, and others | 5,162 | 98 | 35 | 0 | −3.853 | 0.5 | 0.002 | 0.037 | ↓ |
| Complement and coagulation cascades | Complement activation (classical and alternative pathway), regulation of complement activation | 4,610 | 54 | 19 | 0.01 | −23.344 | 0.033 | 0.003 | 0.046 | ↓ |
| Toxoplasmosis | Arachidonic acid secretion, lipopolysaccharide‐mediated signaling pathway, phospholipid metabolic process, response to peptide | 5,145 | 101 | 34 | 0.002 | 5.997 | 0.279 | 0.004 | 0.053 | ↑ |
| HTLV‐I infection | Multiple processes regarding cell cycle including positive regulation of transcription from RNA polymerase II promoter, regulation of cell communication, cellular component organization, regulation of cellular metabolic process, and others | 5,166 | 213 | 61 | 0.004 | 11.501 | 0.132 | 0.005 | 0.053 | ↑ |
| Influenza A | Multiple process related to the immune response including regulation of protein localization, cytokine‐mediated signaling pathway, pattern recognition receptor signaling pathway, response to virus, regulation of glucose transport, cell surface receptor signaling pathway, and others | 5,164 | 118 | 38 | 0.003 | −7.441 | 0.221 | 0.005 | 0.053 | ↓ |
| Antigen processing and presentation | Multiple processes regarding the regulation of immune response including positive regulation of transferase activity, regulation of protein ubiquitination, cytokine‐mediated signaling pathway, antigen processing and presentation of peptide antigen via MHC class I and class II, activation of innate immune response, and others | 4,612 | 39 | 17 | 0.001 | −1.049 | 0.54 | 0.005 | 0.053 | ↓ |
| Focal adhesion | Multiple processes regarding cell adhesion including the integrin‐mediated signaling pathway, the enzyme linked receptor protein signaling pathway, the cellular response to amino acid stimulus, collagen fibril organization, endodermal cell differentiation, transforming growth factor beta receptor signaling pathway, regulation of cellular component movement and others | 4,510 | 158 | 50 | 0.001 | 0.837 | 0.944 | 0.007 | 0.066 | ↑ |
| Malaria | Retinoid metabolic process | 5,144 | 37 | 16 | 0.002 | −0.57 | 0.589 | 0.008 | 0.072 | ↓ |
| Mineral absorption | Cellular iron ion homeostasis, ferrous iron transport, copper ion transport, inorganic cation import into cell | 4,978 | 32 | 14 | 0.003 | 0 | 1 | 0.02 | 0.168 | ↓ |
| Regulation of actin cytoskeleton | Multiple processes regarding cell adhesion, cell assembly and cell migration including the integrin‐mediated signaling pathway, filopodium assembly, myofibril assembly, (positive regulation of) cell migration, positive regulation of catalytic activity, intracellular signal transduction, cellular response to chemical stimulus, and others | 4,810 | 173 | 47 | 0.027 | 12.016 | 0.219 | 0.037 | 0.281 | ↑ |
| Arrhythmogenic right ventricular cardiomyopathy | Cell communication, cell adhesion, cellular component organization, integrin‐mediated signaling pathway, cell adhesion mediated by integrin, endodermal cell differentiation, cell migration, muscle cell development | 5,412 | 60 | 20 | 0.016 | 0.386 | 0.375 | 0.037 | 0.281 | ↑ |
| TGF‐beta signaling pathway | SMAD protein signal transduction, positive regulation of osteoblast differentiation, BMP signaling pathway, cartilage and bone development, proteoglycan metabolic process, positive regulation of transcription from RNA polymerase II promoter | 4,350 | 62 | 15 | 0.303 | 11.474 | 0.024 | 0.043 | 0.303 | ↑ |
| VEGF signaling pathway | Positive regulation of endothelial cell chemotaxis by VEGF‐activated vascular endothelial growth factor receptor signaling pathway, positive regulation of blood vessel endothelial cell migration, arachidonic acid secretion, positive regulation of glucose import, phospholipid metabolic process | 4,370 | 57 | 19 | 0.019 | 4.154 | 0.402 | 0.045 | 0.303 | ↑ |
Pathways have a name and a specific identification number (ID) and consist of a number of genes (pSize). A pathway was activated (↑) or inhibited (↓) in the microarray analysis of growth plate samples from Great Danes compared with Miniature Poodles if the global probability value (pG) is <0.05. The pG is calculated by combining the probability value (pNDE) of the number of differentially expressed (DE) genes in the pathway (NDE) and the probability value (pPERT) of the total perturbation accumulation in the pathway (tA). The pG is adjusted for multiple comparisons with false discovery rate (FDR) and results in the final probability value (pGFdr). The gene ontology biological processes associated with the genes that are differentially expressed in the respective pathway were provided.
Figure 2RT‐qPCR validation of the microarray analysis from the top five up‐regulated (A) and down‐regulated (B) genes. Relative gene expression in Great Danes is given in black bars (RT‐qPCR) and gray bars (microarray) as mean ± SD. Data for Miniature Poodles are set as 1 and −1 for every gene (dotted line); Significant differential regulation of the Great Dane compared with the Miniature Poodle is given (**p < 0.01).
Figure 3Validation of the dissection of the growth plates by RT‐qPCR. Relative gene expression in Miniature Poodles (MP, black bars) and Great Danes (GD, gray bars) is given for the reserve (RZ), proliferative (PZ), and hypertrophic zone (HZ), and for Bone as mean ± SD. For each dog breed, the significant differences (p < 0.05) between growth plate zones are indicated.
Figure 4Validation of the top five up‐ and down‐regulated genes in the dissected growth plates by RT‐qPCR. Relative gene expression in Miniature Poodles (MP, black bars) and Great Danes (GD, gray bars) is given for the reserve (RZ), proliferative (PZ), and hypertrophic zone (HZ) and for Bone as mean ± SD. For ASPN and SRGN, the downregulation is expressed in negative numbers (employing the formula −1/relative expression), due to limited expression in relation to other transcripts. $ p = 0.05–0.1; *p < 0.05; **p < 0.01; ***p < 0.001 indicate significant difference between dog breeds within the same growth plate zone or bone.
Figure 5Validation of the canonical BMP signaling pathway. (A) For the whole growth plate tissue relative gene expression in Great Danes (GD) is given in black bars (RT‐qPCR) and gray bars (microarray) as mean ± SD. Data for Miniature Poodles (MP) are set as 1 and −1 for every gene (dotted line). *p < 0.05 and **p < 0.01 GD versus MP. One of the genes measured with RT‐qPCR (ID1) was not annotated in the microarray (C). (B) Integrated density of phosphorylated SMAD2, SMAD3, and SMAD1/5 determined by Western blot in the whole growth plate tissue of MP (black bars) and GD (gray bars) with representative blots. *p < 0.05 (C) Relative gene expression in the canonical BMP signaling pathway in MP (black bars) and GD (gray bars) is given for the reserve (RZ), proliferative (PZ), and hypertrophic zone (HZ), and for Bone as mean ± SD. Within each dog breed the significant differences (p < 0.05) between the given growth plate zone and the RZ, PZ, HZ, and Bone is indicated with a, b, c, and d, respectively. Differences within each growth plate between dog breeds are given with $ p = 0.05–0.1; *p < 0.05; and **p < 0.01.