| Literature DB >> 25759820 |
Kyung-Yen Nahm1, Jung Sun Heo2, Jae-Hyung Lee3, Dong-Yeol Lee1, Kyu-Rhim Chung4, Hyo-Won Ahn1, Seong-Hun Kim1.
Abstract
This study aimed to evaluate the genes that were expressed in the healing bones around SLA-treated titanium orthodontic mini-implants in a beagle at early (1-week) and late (4-week) stages with RNA-sequencing (RNA-Seq). Samples from sites of surgical defects were used as controls. Total RNA was extracted from the tissue around the implants, and an RNA-Seq analysis was performed with Illumina TruSeq. In the 1-week group, genes in the gene ontology (GO) categories of cell growth and the extracellular matrix (ECM) were upregulated, while genes in the categories of the oxidation-reduction process, intermediate filaments, and structural molecule activity were downregulated. In the 4-week group, the genes upregulated included ECM binding, stem cell fate specification, and intramembranous ossification, while genes in the oxidation-reduction process category were downregulated. GO analysis revealed an upregulation of genes that were related to significant mechanisms, including those with roles in cell proliferation, the ECM, growth factors, and osteogenic-related pathways, which are associated with bone formation. From these results, implant-induced bone formation progressed considerably during the times examined in this study. The upregulation or downregulation of selected genes was confirmed with real-time reverse transcription polymerase chain reaction. The RNA-Seq strategy was useful for defining the biological responses to orthodontic mini-implants and identifying the specific genetic networks for targeted evaluations of successful peri-implant bone remodeling.Entities:
Mesh:
Substances:
Year: 2015 PMID: 25759820 PMCID: PMC4339713 DOI: 10.1155/2015/538080
Source DB: PubMed Journal: Biomed Res Int Impact factor: 3.411
Figure 1Heatmap of the samples. The red lines represent upregulated genes, and the green lines represent downregulated genes at 1 week and 4 weeks after implantation.
Main genes that were up- or downregulated based on the gene ontology (GO) analysis at week 1 compared with the levels of expression in the control.
| Upregulated genes | Downregulated genes | ||||
|---|---|---|---|---|---|
| GO category | Numbers of genes |
| GO category | Numbers of genes |
|
| Cellular component | |||||
| Basement membrane | 14 | <0.0001 | Apical plasma membrane | 15 | <0.0001 |
| Extracellular matrix | 38 | <0.0001 | Glutamate-cysteine ligase complex | 2 | <0.0001 |
| Extracellular region | 53 | <0.0001 | Hemoglobin complex | 2 | <0.0001 |
| Extracellular space | 47 | <0.0001 | Intermediate filament | 12 | <0.0001 |
| Proteinaceous extracellular matrix | 17 | 0.0001 | Keratin filament | 8 | <0.0001 |
|
| |||||
| Biological process | |||||
| Cartilage morphogenesis | 3 | <0.0001 | Adhesion to symbiont | 2 | <0.0001 |
| Collagen fibril organization | 9 | <0.0001 | Cellular aldehyde metabolic process | 3 | <0.0001 |
| DNA replication | 13 | <0.0001 | Cilium movement | 4 | 0.0003 |
| DNA replication initiation | 5 | <0.0001 | Desmosome organization | 2 | <0.0001 |
| DNA unwinding involved in DNA replication | 4 | <0.0001 | Fucose metabolic process | 2 | <0.0001 |
| Extracellular fibril organization | 3 | 0.0003 | Glutathione metabolic process | 9 | <0.0001 |
| Extracellular matrix organization | 11 | 0.0003 | Male sex differentiation | 2 | <0.0001 |
| Regulation of cell growth | 7 | <0.0001 | Neutrophil aggregation | 2 | <0.0001 |
| Oxidation-reduction process | 49 | <0.0001 | |||
| Positive regulation of cation channel activity | 2 | <0.0001 | |||
| Protein homotetramerization | 8 | <0.0001 | |||
| Regulation of cell death | 3 | 0.0003 | |||
| Response to metal ion | 2 | <0.0001 | |||
|
| |||||
| Molecular function | |||||
| Calcium ion binding | 42 | 0.0002 | Aldehyde dehydrogenase (NAD) activity | 3 | <0.0001 |
| DNA helicase activity | 6 | <0.0001 | Aldehyde dehydrogenase [NAD(P)+] activity | 2 | <0.0001 |
| Extracellular matrix binding | 7 | <0.0001 | Alpha-L-fucosidase activity | 2 | <0.0001 |
| Extracellular matrix structural constituent | 7 | <0.0001 | Flavin adenine dinucleotide binding | 12 | <0.0001 |
| Heparin binding | 11 | <0.0001 | Glutamate-cysteine ligase activity | 2 | <0.0001 |
| Insulin-like growth factor binding | 7 | <0.0001 | Oxidoreductase activity | 44 | <0.0001 |
| Platelet-derived growth factor binding | 5 | <0.0001 | Oxidoreductase activity, acting on CH-OH group of donors | 5 | <0.0001 |
| Oxidoreductase activity, acting on paired donors, with incorporation or reduction of molecular oxygen, reduced flavin or flavoprotein as one donor, and incorporation of one atom of oxygen | 5 | 0.0003 | |||
| Structural molecule activity | 16 | 0.0001 | |||
| Superoxide dismutase activity | 3 | 0.0003 | |||
| UDP-N-acetylmuramate dehydrogenase activity | 4 | <0.0001 | |||
The values were compared according to fold change.
Main genes that were up- or downregulated based on the GO analysis at week 4 compared with the levels of expression in the control.
| Upregulated genes | Downregulated genes | ||||
|---|---|---|---|---|---|
| GO category | Numbers of genes |
| GO category | Numbers of genes |
|
| Cellular component | |||||
| Extracellular matrix | 27 | <0.0001 | Basolateral plasma membrane | 12 | 0.0001 |
| Extracellular region | 55 | <0.0001 | Cell surface | 27 | 0.0002 |
| Extracellular space | 50 | <0.0001 | Cell-cell junction | 13 | 0.0001 |
| Ribosome | 38 | <0.0001 | Glutamate-cysteine ligase complex | 2 | <0.0001 |
| Keratin filament | 8 | <0.0001 | |||
|
| |||||
| Biological process | |||||
| Angiogenesis | 16 | 0.0002 | Chaperone mediated protein folding requiring cofactor | 5 | <0.0001 |
| Bone mineralization | 6 | 0.0002 | Desmosome organization | 2 | <0.0001 |
| Cartilage morphogenesis | 3 | <0.0001 | Glutathione metabolic process | 8 | <0.0001 |
| Heterophilic cell-cell adhesion | 5 | 0.0003 | Glycerol-3-phosphate metabolic process | 3 | <0.0001 |
| Intramembranous ossification | 3 | 0.0001 | Male sex differentiation | 2 | <0.0001 |
| Negative regulation of mesodermal cell fate specification | 3 | <0.0001 | Neutrophil aggregation | 2 | <0.0001 |
| Regulation of stem cell division | 2 | <0.0001 | Oxidation-reduction process | 49 | <0.0001 |
| Stem cell fate specification | 2 | <0.0001 | Smooth muscle cell migration | 2 | <0.0001 |
| Translation | 40 | <0.0001 | Superoxide metabolic process | 5 | 0.0001 |
| Termination of signal transduction | 2 | <0.0001 | |||
| Ventricular system development | 4 | 0.0001 | |||
|
| |||||
| Molecular function | |||||
| Ceramide kinase activity | 2 | <0.0001 | Catalytic activity | 52 | <0.0001 |
| Extracellular matrix binding | 6 | <0.0001 | Chemokine binding | 2 | <0.0001 |
| Retinoid binding | 3 | <0.0001 | Glutamate-cysteine ligase activity | 2 | <0.0001 |
| Structural constituent of ribosome | 37 | <0.0001 | Glycerol channel activity | 2 | <0.0001 |
| Interleukin-8 binding | 2 | <0.0001 | |||
| NAD binding | 9 | <0.0001 | |||
| Oxidoreductase activity | 44 | <0.0001 | |||
| Oxidoreductase activity, acting on CH-OH group of donors | 5 | <0.0001 | |||
| Oxidoreductase activity, acting on the aldehyde or oxo group of donors, NAD or NADP as acceptor | 7 | 0.0001 | |||
| Structural molecule activity | 18 | <0.0001 | |||
| UDP-N-acetylmuramate dehydrogenase activity | 4 | 0.0001 | |||
The values were compared according to fold change.
Differentially expressed genes associated with cell proliferation.
| Gene symbol | Description | 1 W | 4 W |
|---|---|---|---|
| AIF1 | Allograft inflammatory factor 1 isoform 1 | 2.81 | 4.23 |
| ANGPT1 | Angiopoietin-1 precursor | 3.21 | 2.18 |
| APOA1 | Apolipoprotein A-I | 2.12 | 4.42 |
| BLOC1S2 | Biogenesis of lysosome-related organelles complex-1 subunit 2 | 3.35 | 2.98 |
| CDK14 | Cyclin-dependent kinase 14 isoform 3 | 4.91 | 1.45 |
| CLEC11A | C-type lectin domain family 11 member A | 4.33 | 5.44 |
| CXCL12 | Stromal cell-derived factor 1 precursor | 2.52 | 4.36 |
| DLC1 | Rho GTPase-activating protein 7 | 4.75 | 2.67 |
| DPT | Dermatopontin | 3.84 | 2.01 |
| FGF18 | Fibroblast growth factor 18 | 2.37 | 2.81 |
| FYN | Tyrosine-protein kinase Fyn isoform 2 | 2.05 | 2.62 |
| HES4 | Transcription factor HES-4 | 2.16 | 2.18 |
| LECT1 | Leukocyte cell-derived chemotaxin 1 | 3.68 | 9.13 |
| MAP2K1 | Dual specificity mitogen-activated protein kinase 1 | 2.42 | 3.64 |
| MSX1 | Homeobox protein MSX-1 | 3.49 | 2.94 |
| NFIB | Nuclear factor 1 B-type isoform 3 | 2.73 | 2.94 |
| PDGFRA | Platelet-derived growth factor receptor alpha | 3.94 | 2.42 |
| PLCD1 | 1-Phosphatidylinositol-4,5-bisphosphate phosphodiesterase delta-1 isoform 3 | 4.40 | 3.63 |
| RBP4 | Retinol-binding protein 4 | 4.08 | 6.30 |
| SERPINF1 | Pigment epithelium-derived factor | 4.82 | 3.27 |
| SMYD2 | N-lysine methyltransferase SMYD2 | 2.29 | 2.76 |
| TBX2 | T-box transcription factor TBX2 | 2.22 | 5.48 |
| VEGFC | Vascular endothelial growth factor C | 3.00 | 2.82 |
| VSIG4 | V-set and immunoglobulin domain-containing protein 4 | 4.73 | 4.18 |
| ZBTB16 | Zinc finger and BTB domain-containing protein 16 isoform 2 | 3.25 | 5.25 |
The values were compared according to fold change. W: week.
Differentially expressed genes associated with the extracellular matrix (ECM) pathway.
| Gene symbol | Description | 1 W | 4 W |
|---|---|---|---|
| BGN | Biglycan precursor | 12.26 | 5.86 |
| COL1A2 | Collagen | 9.27 | 1.28 |
| COL5A3 | Collagen | 6.95 | 7.00 |
| DCN | Decorin precursor | 6.23 | 4.29 |
| DPT | Dermatopontin | 3.84 | 2.01 |
| EFEMP1 | EGF containing fibulin-like extracellular matrix protein 1 | 3.33 | 2.58 |
| FBLN1 | Fibulin-1 | 3.14 | 1.53 |
| FBLN5 | Fibulin-5 | 5.21 | 4.02 |
| FBN1 | Fibrillin-1 isoform 3 | 6.67 | −2.52 |
| FMOD | Fibromodulin | 3.18 | 3.05 |
| FN1 | Fibronectin | 3.59 | −1.19 |
| LAMB2 | Laminin subunit beta-2 | 1.21 | 2.21 |
| LUM | Lumican | 6.28 | 2.55 |
| MMP11 | Stromelysin-3 precursor | 1.51 | 2.06 |
| NID1 | Nidogen-1 isoform 1 | 4.87 | 3.02 |
| OGN | Mimecan | 12.21 | 3.05 |
| PCOLCE | Procollagen C-endopeptidase enhancer 1 isoform 3 | 3.17 | 2.00 |
| PDGFRA | Platelet-derived growth factor receptor alpha | 3.94 | 2.42 |
| POSTN | Periostin | 5.61 | 2.39 |
| PRELP | Prolargin | 7.41 | 6.22 |
| SERPINF1 | Pigment epithelium-derived factor | 4.82 | 3.27 |
| SMOC2 | SPARC related modular calcium binding 2 precursor | 7.68 | 11.27 |
| TIMP3 | Metalloproteinase inhibitor 3 isoform 1 | 4.19 | 2.08 |
| TNC | Tenascin precursor | 6.19 | 6.87 |
| VTN | Vitronectin isoform 2 | 1.06 | 4.33 |
The values were compared according to fold change. W: week.
Differentially expressed genes associated with growth factors.
| Gene symbol | Description | 1 W | 4 W |
|---|---|---|---|
| ANGPT4 | Angiopoietin-4 | 4.65 | 9.81 |
| CLEC11A | C-type lectin domain family 11 member A | 4.33 | 5.44 |
| CLEC3B | Tetranectin | 3.31 | 6.98 |
| CRIM1 | Cysteine-rich motor neuron 1 protein | 4.27 | 3.51 |
| EFEMP1 | EGF containing fibulin-like extracellular matrix protein 1 | 3.33 | 2.58 |
| ESM1 | Endothelial cell-specific molecule 1 isoform 2 | 3.37 | 7.04 |
| FGF13 | Fibroblast growth factor 13 isoform 1 | 1.67 | 2.33 |
| FGF18 | Fibroblast growth factor 18 | 2.37 | 2.81 |
| FGF23 | Fibroblast growth factor 23 | −1.12 | 3.93 |
| FYN | Tyrosine-protein kinase Fyn isoform 2 | 2.05 | 2.62 |
| IGFBP2 | Insulin-like growth factor binding protein 2 | 2.89 | −1.44 |
| IGFBP6 | Insulin-like growth factor binding protein 6 isoform 3 | 3.11 | 2.45 |
| LECT1 | Leukocyte cell-derived chemotaxin 1 | 3.68 | 9.13 |
| LRP1 | Prolow-density lipoprotein receptor-related protein 1 | 2.25 | 3.28 |
| LTBP3 | Latent-transforming growth factor beta-binding protein 3 | 1.76 | 2.79 |
| NRP2 | Neuropilin-2 isoform 4 | 8.79 | 3.50 |
| PDGFRA | Platelet-derived growth factor receptor | 3.94 | 2.42 |
| PTN | Pleiotrophin | 3.28 | 2.34 |
| SIRT1 | NAD-dependent deacetylase sirtuin-1 isoform 1 | 2.67 | 2.93 |
| SMAD6 | Mothers against decapentaplegic homolog 6 | 2.36 | 6.82 |
| TGFB1 | Transforming growth factor beta-1 precursor | 4.07 | 8.44 |
| TWF2 | Twinfilin-2 | 2.49 | 2.92 |
| VEGFC | Vascular endothelial growth factor C | 3.00 | 2.82 |
| WISP2 | WNT1-inducible-signaling pathway protein 2 | 8.61 | 6.15 |
| YWHAG | 14-3-3 protein | 3.26 | 2.45 |
The values were compared according to fold change. W: week.
Differentially expressed genes associated with osteogenesis.
| Gene symbol | Description | 1 W | 4 W |
|---|---|---|---|
| Osteogenesis | |||
| CYR61 | Protein CYR61 | 3.03 | 1.67 |
| DLX5 | Homeobox protein DLX-5 isoform 2 | 3.03 | 9.05 |
| FGF23 | Fibroblast growth factor 23 | −1.12 | 3.93 |
| ID3 | DNA-binding protein inhibitor ID-3 | 2.55 | 3.22 |
| ILK | Integrin-linked protein kinase isoform 1 | 2.49 | 1.38 |
| OSR2 | Protein odd-skipped-related 2 isoform 1 | 4.71 | 1.74 |
| PTH1R | Parathyroid hormone/parathyroid hormone-related peptide receptor precursor | 1.95 | 20.12 |
| SFRP2 | Secreted frizzled-related protein 2 precursor | 3.34 | 4.35 |
| SMAD3 | Mothers against decapentaplegic homolog 3 | 2.10 | −1.15 |
| SMOC1 | SPARC-related modular calcium-binding protein 1 isoform 1 | 3.83 | 4.36 |
| SNAI1 | Zinc finger protein SNAI1 | 2.26 | 2.66 |
| SNAI2 | Zinc finger protein SNAI2 | 2.81 | 2.61 |
| TYROBP | TYRO protein tyrosine kinase-binding protein precursor | 1.44 | 2.12 |
|
| |||
| TGF- | |||
| BMP5 | Bone morphogenetic protein 5 isoform 1 | 2.68 | 2.34 |
| BMPER | BMP-binding endothelial regulator protein | 1.77 | 3.14 |
| CYR61 | Protein CYR61 | 3.03 | 1.67 |
| DLX5 | Homeobox protein DLX-5 isoform 2 | 3.03 | 9.05 |
| GATA3 | Trans-acting T-cell-specific transcription factor GATA-3 isoform 1 | 2.19 | 1.01 |
| HES4 | Transcription factor HES-4 | 2.16 | 2.18 |
| MSX1 | Homeobox protein MSX-1 | 3.49 | 2.94 |
| SFRP2 | Secreted frizzled-related protein 2 precursor | 3.34 | 4.35 |
| SMAD6 | Mothers against decapentaplegic homolog 6 | 2.36 | 6.82 |
| TGFB1 | Transforming growth factor beta-1 precursor | 4.07 | 8.44 |
|
| |||
| WNT | |||
| BARX1 | BARX homeobox 1 | −1.03 | 25.85 |
| CDK14 | Cyclin-dependent kinase 14 isoform 3 | 4.91 | 1.45 |
| DKK1 | Dickkopf-related protein 1 | 12.93 | 2.09 |
| DLX5 | Homeobox protein DLX-5 isoform 2 | 3.03 | 9.05 |
| FZD1 | Frizzled-1 | 4.08 | 2.10 |
| FZD2 | Frizzled-2 | 2.05 | 1.30 |
| HIC1 | Hypermethylated in cancer 1 protein isoform 1 | 2.62 | 2.03 |
| LATS2 | Serine/threonine-protein kinase LATS2 | 4.14 | 2.15 |
| LRP1 | Prolow-density lipoprotein receptor-related protein 1 | 2.25 | 3.28 |
| LRP5 | Low-density lipoprotein receptor-related protein 5 | 2.89 | 1.43 |
| NXN | Nucleoredoxin | 3.35 | 2.48 |
| SFRP2 | Secreted frizzled-related protein 2 precursor | 3.34 | 4.35 |
| SFRP4 | Secreted frizzled-related protein 4 isoform 1 | 2.90 | 4.82 |
| SNAI2 | Zinc finger protein SNAI2 | 2.81 | 2.61 |
| WISP2 | WNT1-inducible-signaling pathway protein 2 | 8.61 | 6.15 |
The values were compared according to fold change. W: week.
Real-time polymerase chain reaction (PCR) validation.
| Symbol | Description | Assay ID | Time | RNA-sequencing | Real-time PCR |
|---|---|---|---|---|---|
| ANGPT4 | Angiopoietin-4 | Cf02656885_m1 | 1 w | 2.22 | 1.76 |
| 4 w | 3.29 | 1.52 | |||
| PDGFRA | Platelet-derived growth factor receptor alpha | Cf02687293_m1 | 1 w | 1.98 | 3.39 |
| 4 w | 1.27 | 0.74 | |||
| PIP4K2A | Phosphatidylinositol-5-phosphate 4-kinase type-2 alpha | Cf02703943_mH | 1 w | 1.09 | 1.98 |
| 4 w | 1.57 | 1.20 | |||
| WISP2 | WNT1-inducible-signaling pathway protein 2 | Cf02702369_g1 | 1 w | 3.11 | 1.65 |
| 4 w | 2.62 | 4.06 |
The values were compared according to fold change.