| Literature DB >> 17900349 |
Blair Hopwood1, Anna Tsykin, David M Findlay, Nicola L Fazzalari.
Abstract
Osteoarthritis (OA) is characterized by alterations to subchondral bone as well as articular cartilage. Changes to bone in OA have also been identified at sites distal to the affected joint, which include increased bone volume fraction and reduced bone mineralization. Altered bone remodelling has been proposed to underlie these bone changes in OA. To investigate the molecular basis for these changes, we performed microarray gene expression profiling of bone obtained at autopsy from individuals with no evidence of joint disease (control) and from individuals undergoing joint replacement surgery for either degenerative hip OA, or fractured neck of femur (osteoporosis [OP]). The OP sample set was included because an inverse association, with respect to bone density, has been observed between OA and the low bone density disease OP. Compugen human 19K-oligo microarray slides were used to compare the gene expression profiles of OA, control and OP bone samples. Four sets of samples were analyzed, comprising 10 OA-control female, 10 OA-control male, 10 OA-OP female and 9 OP-control female sample pairs. Print tip Lowess normalization and Bayesian statistical analyses were carried out using linear models for microarray analysis, which identified 150 differentially expressed genes in OA bone with t scores above 4. Twenty-five of these genes were then confirmed to be differentially expressed (P < 0.01) by real-time PCR analysis. A substantial number of the top-ranking differentially expressed genes identified in OA bone are known to play roles in osteoblasts, osteocytes and osteoclasts. Many of these genes are targets of either the WNT (wingless MMTV integration) signalling pathway (TWIST1, IBSP, S100A4, MMP25, RUNX2 and CD14) or the transforming growth factor (TGF)-beta/bone morphogenic protein (BMP) signalling pathway (ADAMTS4, ADM, MEPE, GADD45B, COL4A1 and FST). Other differentially expressed genes included WNT (WNT5B, NHERF1, CTNNB1 and PTEN) and TGF-beta/BMP (TGFB1, SMAD3, BMP5 and INHBA) signalling pathway component or modulating genes. In addition a subset of genes involved in osteoclast function (GSN, PTK9, VCAM1, ITGB2, ANXA2, GRN, PDE4A and FOXP1) was identified as being differentially expressed in OA bone between females and males. Altered expression of these sets of genes suggests altered bone remodelling and may in part explain the sex disparity observed in OA.Entities:
Mesh:
Substances:
Year: 2007 PMID: 17900349 PMCID: PMC2212557 DOI: 10.1186/ar2301
Source DB: PubMed Journal: Arthritis Res Ther ISSN: 1478-6354 Impact factor: 5.156
Control versus OA versus OP sample microarray comparisons
| Sample pair | |||||||
| Slide | GEO accession number | ID | Status | Age (years) | ID | Status | Age (years) |
| 1 | GSM207548 | 1 | CTL | 85 | 12 | OA | 83 |
| 2 | GSM207549 | 2 | CTL | 83 | 13 | OA | 82 |
| 3 | GSM207810 | 2 | CTL | 83 | 14 | OA | 82 |
| 4 | GSM207811 | 3 | CTL | 72 | 15 | OA | 78 |
| 5 | GSM207550 | 4 | CTL | 72 | 16 | OA | 77 |
| 6 | GSM207812 | 5 | CTL | 68 | 21 | OA | 68 |
| 7 | GSM207552 | 6 | CTL | 68 | 17 | OA | 66 |
| 8 | GSM207553 | 7 | CTL | 60 | 18 | OA | 60 |
| 9 | GSM207554 | 8 | CTL | 56 | 19 | OA | 56 |
| 10 | GSM207555 | 9 | CTL | 43 | 20 | OA | 49 |
| 11 | GSM208577 | 37 | CTL | 85 | 47 | OA | 85 |
| 12 | GSM208575 | 38 | CTL | 73 | 48 | OA | 77 |
| 13 | GSM208578 | 39 | CTL | 71 | 49 | OA | 73 |
| 14 | GSM208576 | 40 | CTL | 71 | 50 | OA | 70 |
| 15 | GSM208579 | 41 | CTL | 70 | 51 | OA | 69 |
| 16 | GSM208583 | 42 | CTL | 69 | 52 | OA | 63 |
| 17 | GSM208580 | 43 | CTL | 64 | 53 | OA | 63 |
| 18 | GSM208582 | 44 | CTL | 60 | 54 | OA | 62 |
| 19 | GSM208581 | 45 | CTL | 57 | 55 | OA | 57 |
| 20 | GSM208584 | 46 | CTL | 50 | 56 | OA | 50 |
| 21 | GSM207805 | 26 | OP | 91 | 22 | OA | 87 |
| 22 | GSM207813 | 27 | OP | 87 | 12 | OA | 83 |
| 23 | GSM207803 | 34 | OP | 87 | 13 | OA | 82 |
| 24 | GSM207804 | 28 | OP | 84 | 23 | OA | 79 |
| 25 | GSM207808 | 29 | OP | 81 | 24 | OA | 78 |
| 26 | GSM207806 | 35 | OP | 78 | 15 | OA | 78 |
| 27 | GSM207807 | 36 | OP | 78 | 16 | OA | 77 |
| 28 | GSM207556 | 35 | OP | 78 | 25 | OA | 73 |
| 29 | GSM208574 | 32 | OP | 74 | 21 | OA | 68 |
| 30 | GSM207809 | 33 | OP | 74 | 17 | OA | 66 |
| 32 | GSM207798 | 2 | CTL | 83 | 27 | OP | 87 |
| 33 | GSM207557 | 2 | CTL | 83 | 34 | OP | 87 |
| 34 | GSM207796 | 10 | CTL | 83 | 28 | OP | 84 |
| 35 | GSM207797 | 11 | CTL | 74 | 29 | OP | 81 |
| 36 | GSM207799 | 4 | CTL | 72 | 36 | OP | 78 |
| 37 | GSM207800 | 3 | CTL | 72 | 30 | OP | 77 |
| 38 | GSM207551 | 3 | CTL | 72 | 31 | OP | 75 |
| 39 | GSM207801 | 5 | CTL | 68 | 32 | OP | 74 |
| 40 | GSM207802 | 6 | CTL | 68 | 33 | OP | 74 |
'Slide' indicates the microarray slide comparison. Slides 1 to 10 are control (CTL)-osteoarthritis (OA) female sample pairs, slides 11 to 20 are CTL-OA male sample pairs, slides 21 to 30 are OA-osteoporosis (OP) female sample pairs and slides 32 to 40 are CTL-OP female sample pairs. GEO, Gene Expression Omnibus; ID, individual/sample.
GenBank accession numbers and primer sequences
| Gene/primer (GenBank accession number) | Forward | Reverse |
| ACCCAGAAGACTGTGGATGG | CAGTGAGCTTCCCGTTCAG | |
| GGCTACTACTATGTGCTGGAGC | TCCGCACACCATGCACTTGTCA | |
| GGATGAAGCTGGTTTCCGTC | GACTCAGAGCCCACTTATTC | |
| GTTGCCAATACCTATGCCTG | CAGTAGTCGTCACAGCATCT | |
| GAGGTTCGGAAGACTTATCG | ATCTTCATCGTCCAGCTCAC | |
| TAGAGAGGAGCGAGATGTTC | GTGACATTAGCTGAGTCAGG | |
| GGTGCTATCTGTCTGCTCTAGT | GACGTTGACTTGGATCTGTCAGG | |
| GGCAAGATGTAAAGAGCAGC | CATTATTGGTCTGGTCCACC | |
| TTGCAACATGACGCTGGAAG | CATTCATCAACTTGGCCGAC | |
| CAATCCAGCTTCCCAAGAAG | CTTCTGCTTCGCTTTCTTCG | |
| GAACTTATGGAGCAGACCTC | TGCCTTCCTTGGAAATCTCG | |
| TGTATCGACAGTCACCTCGGA | GGACAGCTGGACATTATTGGC | |
| AAGTGACGCTTTACCTGCGA | CCTGAGGTCATCAAGCATGG | |
| TGTGCAGCATCTTCCAGGAG | AACGTTCCAGCTCTAGGCAG | |
| GCAAAGCTGTGTGGAAGAGCAGA | CCCTTATTCTCACTGGCTTCAG | |
| ATGTCACCGTCAGCAACGCA | CGGTCTTGATGCTGTTCTTG | |
| GCAAATGCACCTCCTGCAAG | GTGGAAGTCGCGTTCTTTAC | |
| TCACCAATGGGGAGATACAG | GTCTTGGGAATTCAGCTCCT | |
| AAGACAAAGCCAACCGATAC | GAAGTTGAACTGCTAGCCTC | |
| TGATGACACTGCCACCTCTG | GGGATGAAATGCTTGGGAAC | |
| GTCAGAACTAAAGGAGCTGC | TGTTGCTGTCCAAGTTGCTC | |
| TTCAACAACCAGGAGTTCGC | TACTGGTCACAGTA | |
| CCTGTGACACAGATGGGATG | GAATGGCGAGGAAGACCTTG | |
| TTGACTGGTCAGGTCCTCAGT | GGTACTGTGTAGCAGGTGGT | |
| TCAGCAGGGCCGGAGACCTAGAT | GTCTGGGAATCACTGTCCAC | |
| ACCCTACTCTGGAAACTGTC | TAAACATCTCGGGTCTCTGC |
'Slide' indicates the microarray slide comparison. Slides 1 to 10 are control (CTL)-osteoarthritis (OA) female sample pairs, slides 11 to 20 are CTL-OA male sample pairs, slides 21 to 30 are OA-osteoporosis (OP) female sample pairs and slides 32 to 40 are CTL-OP female sample pairs. GEO, Gene Expression Omnibus; ID, individual/sample.
Figure 1Bayesian statistical analysis of differentially expressed genes using LIMMA. Log odds (LOD) score versus log2 fold change volcano plots of differentially expressed genes from each of the four groups of sample pair comparisons. CTL, control; LIMMA, linear models for microarray analysis; OA, osteoarthritis; OP, osteoporosis.
Differentially expressed genes in OA bone with roles in osteogenesis, angiogenesis and chondrogenesis
| Real-time PCR | ||||||||||
| Rank | GenBank | Role | Cell type | Pathway | Symbol | Name | t OA/CTL | t OA/OP | Symbol | OA/CTL |
| 0.11 | ||||||||||
| 2 | A, B, C | OB, OC, OS, CB | TGF-β/BMP | Adrenomedullin | -12.620 | -7.904 | 0.09 | |||
| 3 | B | OB | Metallothionein 1L | -8.342 | -6.843 | |||||
| 4 | A | WNT | Angiopoietin-like 4 | -6.165 | -8.052 | |||||
| 5 | B | OB, OC, CB | TGF-β/BMP | Growth arrest and DNA-damage-inducible, beta | -8.102 | -5.985 | 0.15 | |||
| 7 | A, B | TGF-β/BMP | Transforming growth factor, beta-induced | -6.915 | -5.741 | |||||
| 9 | RAB20, member RAS oncogene family | -5.147 | -6.982 | |||||||
| 10 | B, C | OB, CB | WNT & TGF-β/BMP | Integrin-binding sialoprotein | -5.088 | -5.865 | 0.25 | |||
| 12 | AB014526 | B | OB | Microfibrillar-associated protein 3-like | 5.284 | 4.983 | ||||
| 13 | A, B, C | OB, OC, CB | WNT | Matrix metalloproteinase 25 | 4.942 | 7.183 | 2.60 | |||
| 15 | B | TGF-β/BMP | Fragile × mental retardation 2 | 4.915 | 4.851 | |||||
| 18 | B | OB | Metallothionein 2A | -4.638 | -7.071 | 0.18 | ||||
| 20 | A, B | M OC | PYD and CARD domain containing | 6.567 | 4.355 | |||||
| 21 | Sushi-repeat-containing protein, X-linked 2 | -4.333 | -4.918 | |||||||
| 22 | A, B, C | OB, OC, CB | Stanniocalcin 1 | -6.656 | -4.274 | 0.16 | ||||
| 23 | B | OC | A disintegrin and metalloproteinase domain 8 | 5.426 | 4.269 | |||||
| 24 | B | OB, OS | TGF-β/BMP | Matrix, extracellular phosphoglycoprotein with ASARM motif | -5.036 | -4.263 | 0.11 | |||
| 28 | B | OB | Metallothionein 1G | -4.202 | -7.630 | |||||
| 29 | B | OB | Polypeptide N-acetylgalactosaminyltransferase 4 | 5.259 | 4.195 | |||||
| 30 | B | OB | WNT | Twist homolog 1 | -4.194 | -4.910 | 0.31 | |||
| 33 | B | M | Selectin L | 4.852 | 4.179 | |||||
| 36 | A, B, C | OB, CB | Lymphotoxin beta | 4.465 | 4.086 | |||||
| 37 | A | Trefoil factor 3 | 4.080 | 4.074 | ||||||
| 42 | B | M | Orosomucoid 1 | 4.284 | 3.982 | |||||
| 46 | Insulin induced gene 1 | -7.756 | -3.878 | 0.55 | ||||||
| 49 | B | M | Cortistatin | -6.713 | -3.843 | |||||
| 52 | A, B, C | OB, OC, CB | WNT & TGF-β/BMP | Insulin-like growth factor binding protein 3 | -3.772 | -3.893 | ||||
| 54 | A, B | OB | Tyrosine 3-/tryptophan 5-monooxygenase activation protein, gamma | -3.759 | -5.355 | |||||
| 59 | B | OB | WNT | S100 calcium binding protein A6 | 8.214 | 3.710 | ||||
| 61 | A, B | OB | FBJ murine osteosarcoma viral oncogene homolog B | 3.682 | 3.926 | |||||
| 64 | A, B | OB | WNT | S100 calcium binding protein A4 | 4.407 | 3.596 | 2.43 | |||
| 65 | B | M | C-type lectin domain family 4, member A | 4.575 | 3.594 | |||||
| 68 | B | Nucleobindin 1 | -3.551 | -5.513 | ||||||
| 69 | A | WNT & TGF-β/BMP | Kruppel-like factor 6 | -4.047 | -3.544 | 0.41 | ||||
| 70 | A, B | OB, CB | TGF-β/BMP | Growth differentiation factor 15 | -3.541 | -4.269 | ||||
| 73 | B | OB, OC | WNT | V-akt murine thymoma viral oncogene homolog 3 | 3.507 | 4.876 | ||||
| 76 | A, B | OB, OC | Macrophage migration inhibitory factor | -3.654 | -3.496 | |||||
| 81 | B | OC | Cystatin A | 4.450 | 3.447 | |||||
| 82 | A, B | M OC | Chemokine (C-C motif) receptor 2 | 7.277 | 3.446 | |||||
| 85 | A | Cathepsin G | 8.474 | 3.411 | ||||||
| 87 | WNT | Adipose differentiation-related protein | -3.368 | -10.219 | 0.21 | |||||
| 92 | A, B | OB | Protein kinase C, delta | 5.549 | 3.319 | |||||
| 94 | A | Intercellular adhesion molecule 3 | 3.304 | 5.798 | ||||||
| 95 | B | OB, OC | Crystallin, alpha B | -3.296 | -7.616 | |||||
| 96 | A | WNT | superoxide dismutase 2 | -6.347 | -3.278 | |||||
| 102 | A | WNT | Tissue inhibitor of metalloproteinase 4 | -6.319 | -3.250 | 0.08 | ||||
| 105 | M | Arachidonate 5-lipoxygenase | 3.229 | 4.736 | ||||||
| 106 | B | OC | Rho family, small GTP binding protein Rac2 | 3.227 | 5.325 | |||||
| 108 | B, C | OB, CB | TGF-β/BMP | Differentially expressed in chondrocytes 1 | -3.203 | -3.783 | ||||
| 109 | B | OB | Guanine nucleotide binding protein, alpha 11 | -4.353 | -3.202 | |||||
| 115 | B | OB | Solute carrier family 14, member 1 | 3.163 | 5.759 | |||||
| 120 | B | M | C-type lectin domain family 2, member B | -7.330 | -3.141 | |||||
| 123 | B | WNT | Sodium/Hydrogen exchanger regulatory factor 1 | 5.280 | 3.138 | 1.71 | ||||
| 124 | B | OB | Nuclear receptor subfamily 4, group A, member 2 | -3.128 | -3.354 | |||||
| 133 | B | OC | Cytochrome P450, family 1, subfamily B, 1 | -3.075 | -5.148 | |||||
| 136 | B | Selectin P | 8.740 | 3.066 | ||||||
| 139 | B | OC | Bone marrow stromal cell antigen 1 (CD157) | 3.037 | 3.601 | |||||
| 141 | A | Cysteine-rich motor neuron 1 | -3.043 | -3.271 | ||||||
| 143 | A | WNT | Hypoxia-inducible protein 2 | -6.019 | -3.035 | |||||
| 144 | A, B | TGF-β/BMP | Collagen, type IV, alpha 1 | -3.028 | -8.960 | 0.57 | ||||
| 146 | A, B | OB | WNT | Sorting nexin 9 | -3.025 | -6.086 | ||||
Rank' indicates the ranking within the top 150 differentially expressed genes in osteoarthritis (OA) bone compared with control (CTL) and osteoporosis (OP) bone. 'Role' indicates the known or suspected role of the gene: A, angiogenic; B, osteogenic; and C, chondrogenic. 'Cell type' indicates the cell type that the gene is expressed in or affects: OB, osteoblast, OC, osteoclast, OS, osteocyte, CB, chondroblast, or M, monocyte. 't OA/CTL' is the t score of OA compared with CTL differential expression of gene: a positive value indicates upregulation in OA and a negative one indicates downregulation in OA. 't OA/OP' is the t score of OA compared with OP differential expression of gene: a positive value indicates upregulation in OA and a negative one indicates downregulation in OA. The moderated t-statistic score is based on the ratio of the log2 fold change to its standard error. 'OA/CTL' under 'Real-time PCR' indicates the fold change in gene expression expressed as ratio of OA to CTL.
WNT and TGF-β/BMP signalling pathway components and target genes differentially expressed in OA bone
| Real-time PCR | ||||||||
| GenBank | Role | Cell type | Symbol | Name | t OA/CTL | t OA/OP | Symbol | OA/CTL |
| WNT pathway components and modulators | ||||||||
| B, C | OB, OC, CB | Wingless-type MMTV integration site family, member 5B | 3.719 | 0.717 | 2.52 | |||
| A, B, C | OB, OC, CB | Low density lipoprotein-related protein 1 | 3.062 | -7.071 | ||||
| Low density lipoprotein-related protein 3 | 5.950 | 1.146 | ||||||
| Frizzled homolog 3 | -3.677 | 0.835 | ||||||
| Frizzled homolog 8 | 3.024 | -1.557 | ||||||
| Secreted frizzled-related protein 5 | -4.338 | 1.154 | ||||||
| Axin 2 | -3.123 | 2.490 | ||||||
| Adenomatosis polyposis coli | -5.171 | 1.155 | ||||||
| Dishevelled associated activator of morphogenesis 1 | -6.704 | 2.850 | ||||||
| A, B | OB, OC | Phosphatase and tensin homolog | -5.288 | -0.216 | 0.30 | |||
| Tax interaction protein 1 | 5.057 | -5.674 | ||||||
| Transcription factor 20 | 8.559 | 2.719 | ||||||
| B | M | Forkhead box P1 | -5.122 | 1.761 | ||||
| WNT inducible/target genes | ||||||||
| B | OB, OC, M | CD14 antigen | 5.965 | -7.036 | 3.47 | |||
| A, B | OB, OC, M | Annexin A2 | 5.716 | -7.601 | ||||
| B | OC | Integrin, beta 2 (CD18) | 6.104 | -1.243 | 2.95 | |||
| ELL associated factor 2 | 6.450 | 0.884 | ||||||
| B | OB, M | Apolipoprotein E | 6.896 | -2.391 | ||||
| B | OB | Alkaline phosphatase, liver/bone/kidney | -5.942 | -1.213 | ||||
| B | OB | Jun B proto-oncogene | 5.053 | -3.804 | ||||
| A, B | Vascular endothelial growth factor B | 3.238 | -3.772 | |||||
| A, B | Vascular endothelial growth factor C | 5.304 | 0.473 | |||||
| B | OB | Prostaglandin-endoperoxide synthase 2 | 4.346 | -0.842 | ||||
| B | OB | CCAAT/enhancer binding protein, beta | 4.273 | -4.092 | ||||
| A, B | OB | Inhibitor of DNA binding 1 | 3.923 | -1.996 | ||||
| B | OB | Matrix Gla protein | 2.791 | -3.073 | ||||
| A, B, C | OB, OC, CB | Interleukin 6 | 2.589 | -3.612 | ||||
| B, C | OB, CB | Follistatin | -2.137 | -7.912 | FST | 0.38 | ||
| B | OB | Runt-related transcription factor 2 | 1.611 | 1.050 | RUNX2 | 2.07 | ||
| TGF-β/BMP pathway components and modulators | ||||||||
| A, B, C | OB, OC, CB | Transforming growth factor, beta 1 | 2.739 | 3.054 | ||||
| B, C | OB, CB | Bone morphogenetic protein 5 | -10.314 | -2.263 | ||||
| A, B, C | OB, OC, CB | Inhibin, beta A | -7.699 | -0.389 | 0.31 | |||
| B, C | OB, CB | Follistatin | -2.137 | -7.912 | 0.38 | |||
| B | Transforming growth factor, beta receptor I | -4.915 | 1.049 | |||||
| A | Endoglin | 4.131 | -2.461 | |||||
| B | OB | Activin A receptor, type I | 3.791 | -0.941 | ||||
| Latent transforming growth factor beta binding protein 4 | -4.060 | 2.623 | ||||||
| A, B | OB | SMAD, mothers against DPP homolog 3 | 4.119 | -3.582 | 2.64 | |||
| A, B | OB | SMAD, mothers against DPP homolog 4 | 3.957 | 0.156 | ||||
| A, B | OB | Inhibitor of DNA binding 1 | 3.923 | -1.996 | ||||
| B | OB | Jun B proto-oncogene | 5.053 | -3.804 | ||||
| B | OB | Kruppel-like factor 10 | 4.443 | -4.449 | ||||
| B | OB | Histone deacetylase 4 | 8.475 | 2.468 | ||||
| B | OB | GLI-Kruppel family member GLI3 | -4.675 | -0.298 | ||||
| B | OB | Runt-related transcription factor 2 | 1.611 | 1.050 | 2.07 | |||
| TGF-β/BMP inducible/target genes | ||||||||
| B | OB | FGFR1 | Fibroblast growth factor receptor 1 | 4.234 | 1.993 | |||
| A | IGFBP7 | Insulin-like growth factor binding protein 7 | 5.137 | -6.302 | ||||
| B | OC | ITGB2 | Integrin, beta 2 (CD18) | 6.104 | -1.243 | ITGB2 | 2.95 | |
| B, C | OB, CB | DCN | Decorin | -6.325 | 2.628 | |||
| B | OC | GSN | Gelsolin | 4.725 | -2.387 | |||
| B | OB | COL1A2 | Collagen, type I, alpha 2 | 5.538 | -3.633 | |||
| A, B | OB | SPARC | Secreted protein, acidic, cysteine-rich | 3.188 | -1.844 | |||
| B | OB, OS | DMP1 | Dentin matrix acidic phosphoprotein | -3.523 | -1.397 | |||
| A, B | CLU | Clusterin | 4.803 | -2.030 | ||||
| Not represented on Compugen human 19K microarray | ||||||||
| A, B | OB, OC | Catenin beta 1 | 2.38 | |||||
'Role' indicates the known or suspected role of the gene: A, angiogenic; B, osteogenic; and C, chondrogenic. 'Cell type' indicates the cell type that the gene is expressed in or affects: OB, osteoblast, OC, osteoclast, OS, osteocyte, CB, chondroblast, or M, monocyte. 't OA/CTL' is the t score of osteoarthritis (OA) compared with control (CTL) differential expression of gene: a positive value indicates upregulation in OA and a negative one indicates downregulation in OA. 't OA/OP' is the t score of OA compared with osteoporosis (OP) differential expression of gene: a positive value indicates upregulation in OA and a negative one indicates downregulation in OA. The moderated t-statistic score is based on the ratio of the log2 fold change to its standard error. 'OA/CTL' under 'Real-time PCR' indicates the fold change in gene expression expressed as ratio of OA to CTL. BMP, bone morphogenic protein; TGF, transforming growth factor.
Genes differentially expressed between female and male OA and control bone samples
| GenBank | Role | Cell type | Symbol | Name | t OAF/OAM | t OA/CTL | t OA/OP |
| Differentially expressed genes in top 20 regulated genes | |||||||
| B | OC | Gelsolin | 5.983 | 4.725 | -2.387 | ||
| B | OB, OC | Vascular cell adhesion molecule 1 | 5.158 | -1.358 | -2.377 | ||
| Interferon-related developmental regulator 2 | -5.081 | 4.274 | 2.162 | ||||
| ELL associated factor 2 | 4.574 | 6.450 | 0.884 | ||||
| B | OC | Granulin | 4.562 | 11.161 | -2.008 | ||
| B | OC | Integrin, beta 2 (CD18) | 4.378 | 6.104 | -1.243 | ||
| Protein kinase, membrane associated tyrosine/threonine 1 | -4.373 | -3.375 | 1.741 | ||||
| C-terminal binding protein 2 | -4.339 | 1.548 | 4.057 | ||||
| B | OB, OC | Phosphodiesterase 4A | -4.131 | -1.565 | 3.337 | ||
| COMM domain containing 8 | 4.118 | 3.264 | -0.398 | ||||
| B, C | OB, OC, CB | Wingless-type MMTV integration site family, member 5B | 4.107 | 3.719 | 0.717 | ||
| B | OC | PTK9 protein tyrosine kinase 9 | 4.099 | -0.597 | -5.894 | ||
| B | OB | Lactotransferrin | 4.096 | 4.918 | 1.882 | ||
| Additional differentially expressed genes in top 50 regulated genes | |||||||
| A, B | OB, OC | Legumain | 3.853 | 9.631 | -4.470 | ||
| A, B, C | OB, CB | Integrin, alpha 1 | 3.813 | 3.904 | 0.131 | ||
| B | OB, OC | Annexin A2 | 3.754 | 5.716 | -7.601 | ||
| A, B | OB | Lectin, galactoside-binding, soluble, | 3.705 | 4.583 | -0.045 | ||
| A, B | OB | Cbp/p300-interacting transactivator with Glu/Asp-rich domain 2 | 3.591 | 8.580 | -1.403 | ||
| A, B, C | OB, OC, CB | Transforming growth factor, beta 1 | -3.575 | 2.739 | 3.054 | ||
| A, B | OB | Protein kinase C, gamma | -3.570 | 0.018 | 3.741 | ||
| B | OC | I kappa B kinase gamma | 3.376 | 6.775 | -1.704 | ||
| B | OC | Forkhead box P1 | -3.348 | -5.122 | 1.761 | ||
| B | OB | D component of complement (adipsin) | 3.306 | 6.851 | -0.991 | ||
| B | OB | Histone deacetylase 4 | 3.272 | 8.475 | 2.468 | ||
| B | OC | Calcitonin receptor | -3.036 | 0.663 | 1.800 | ||
| Not detected by microarray to be differentially regulated between females and males | |||||||
| A, B, C | OB, OC, CB | Matrix metalloproteinase 25 | 0.237 | 4.942 | 7.183 | ||
'Role' indicates the known or suspected role of the gene: A, angiogenic; B, osteogenic; and C, chondrogenic. 'Cell type' indicates the cell type that the gene is expressed in or affects: OB, osteoblast, OC, osteoclast, OS, osteocyte, or CB, chondroblast. 't OAF/OAM' is the t score of osteoarthritis (OA) female compared with OA male differential expression of gene: a postive value indicates upregulation in OA female and a negative one indicates downregulation in OA female. 't OA/CTL' is the t score of OA compared with CTL differential expression of gene: a positive value indicates upregulation in OA and a negative one indicates downregulation in OA. 't OA/OP' is the t score of OA compared with osteoporosis (OP) differential expression of gene: a positive value indicates upregulation in OA and a negative one indicates downregulation in OA. The moderated t-statistic score is based on the ratio of the log2 fold change to its standard error.
Figure 2PCR analysis of WNT5B, ITGB2, MMP25 and SMAD3 expression between females and males in OA bone. For each gene, a graph depicts relative real-time PCR product/GAPDH cycle threshold (CT) ratios generated from osteoarthritis (OA) and control (CTL) female and male intertrochanteric bone samples analyzed. The mean of eight samples for each sample group analyzed is represented by black diamonds (mean values given alongside). Asterisks signify statistical significance (P < 0.01) for differential gene expression between OA and CTL bone. F, female; M, male.
Bone related-functions of a selection of differentially expressed genes in osteoarthritis bone
| Gene | Description/function | References |
| Bone remodeling, osteoblast: upregulated in osteoarthritis (OA) bone | ||
| | Negative regulator of matrix mineralization in osteoblasts | [88,89] |
| | Metalloproteinase with role in matrix metalloproteinase (MMP)2 activation. Mice lacking MMP2 have disrupted osteocytes and altered bone mineralization | [59,60] |
| Bone remodeling, osteoblast: downregulated in OA bone | ||
| | Extracellular matrix protein, highly expressed in osteocytes | [58] |
| | Major constituent of the bone matrix, thought to initiate and regulate mineralization | [90] |
| | Metallothionein proteins (also MT1L and MT1G) have roles in regulating osteoblast differentiation and mineralization | [91,92] |
| | Adrenomedullin stimulates osteoblast activity, but also interacts with and influences the effects of key bone regulators insulin-like growth factor (IGF)1 and transforming growth factor (TGF)-β | [93,94] |
| | Stanniocalcin inhibits calcium uptake and has inhibitory effect on bone growth during development | [95,96] |
| | Constitutive over-expression of IGF1-binding protein (IGFBP)3 impairs osteoblast proliferation and bone formation | [97] |
| | Mice deficient in GADD45B protein have defective bone mineralization | [98] |
| | Metalloproteinase involved in remodelling extracellular matrix. Upregulated in fracture healing. Expressed in osteocytes and osteoblasts | [99,100] |
| | Lactotransferrin is an anabolic bone factor | [101] |
| | Adipsin inhibits osteoblastogenesis | [102] |
| Bone remodeling, osteoclast: upregulated in OA bone | ||
| | Stimulatory role in osteoclast formation and differentiation | [103] |
| | Receptor for CC chemokine ligand (CCL)2, which promotes recruitment and fusion of monocytes/osteoclast precursors | [104] |
| | Member of the Rho-GTPase subfamily. Involved in organisation of cytoskeleton and adhesion of osteoclasts to bone | [105] |
| | Monocyte/osteoclast precursor marker. CD14-deficient mice have increased bone mass | [106,107] |
| | Stimulates osteoclast precursor proliferation and differentiation through production of granulocyte-macrophage colony-stimulating factor (GMCSF) and receptor activator of nuclear factor-kB ligand (RANKL) | [108] |
| | Gelsolin deficiency in mice blocks podosome assembly in osteoclasts and produces increased bone mass | [109] |
| | Adhesion molecule important in cell-to-cell contacts during the early stage of osteoclast development | [110,111] |
| Bone remodeling, osteoclast: downregulated in OA bone | ||
| | Over-expression of IGFBP3 in mice increases osteoclast number and bone resorption | [97] |
| | Stanniocalcin suppresses osteoclast activity | [96] |
| | Over-expression of PTEN suppresses RANKL-stimulated signal transduction during osteoclast differentiation | [112] |
| | Transcriptional repressor that has role in modulating monocyte differentiation | [113] |
| | Down-regulated during monocyte to macrophage/osteoclast differentiation | [114] |
| WNT pathway components and modulators: upregulated in OA bone | ||
| | WNT ligand with roles in osteoblastogenic and chondrogenic differentiation | [68,69,70] |
| | Mice lacking b-catenin in osteoblasts develop severe osteopenia with increased osteoclastogenesis and impaired osteoblastogenesis | [115] |
| | Member of the AKT kinase family. Role in regulating osteoblast lifespan | [116,117] |
| | Mediates parathyroid hormone receptor signalling. Interacts with b-catenin, potentiating the effects of parathyroid hormone (PTH) on WNT signalling in bone. | [118,119] |
| WNT pathway components and modulators: downregulated in OA bone | ||
| | WNT5B co-receptor | [120] |
| | Modulates/antagonises WNT signalling. Roles in osteoclast and osteoblast differentiation | [112,117] |
| | Loss of APC in mice leads to increased bone mass | [115] |
| | Negatively regulates both expansion of osteoprogenitors and maturation of osteoblasts through its modulation of WNT signalling | [121] |
| TGF-β/bone morphogenic protein (BMP) pathway components and modulators: upregulated in OA bone | ||
| | BMP and activin A receptor. Mutation in receptor causes ectopic osteogenesis | [122] |
| | Important mediator of TGF-β signalling and regulator of osteoblastogenesis and bone formation | [80,82] |
| | Transcription factor with roles in bone formation and osteoblast proliferation and differentiation | [123] |
| | Key transcription factor involved in promoting osteoblast differentiation | [76] |
| TGF-β/BMP pathway components and modulators: downregulated in OA bone | ||
| | Growth factor with key role in regulating bone development and metabolism | [34,80] |
| | TGF-β family member. Can act as either inhibitor or activator of bone formation and osteoblast differentiation | [124,125] |
| | Secreted signalling molecule involved in skeletal development and genetically implicated in OA | [29] |
| | TGF-β/BMP antagonist that inhibits osteoblast differentiation | [126] |