| Literature DB >> 20028558 |
Melissa Paoloni1, Sean Davis, Susan Lana, Stephen Withrow, Luca Sangiorgi, Piero Picci, Stephen Hewitt, Timothy Triche, Paul Meltzer, Chand Khanna.
Abstract
BACKGROUND: Pulmonary metastasis continues to be the most common cause of death in osteosarcoma. Indeed, the 5-year survival for newly diagnosed osteosarcoma patients has not significantly changed in over 20 years. Further understanding of the mechanisms of metastasis and resistance for this aggressive pediatric cancer is necessary. Pet dogs naturally develop osteosarcoma providing a novel opportunity to model metastasis development and progression. Given the accelerated biology of canine osteosarcoma, we hypothesized that a direct comparison of canine and pediatric osteosarcoma expression profiles may help identify novel metastasis-associated tumor targets that have been missed through the study of the human cancer alone.Entities:
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Year: 2009 PMID: 20028558 PMCID: PMC2803201 DOI: 10.1186/1471-2164-10-625
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Figure 1Single species cluster dendrograms define canine and human osteosarcoma as distinct from normal organs and osteosarcoma cell lines. Cancer defining gene signatures were generated by calculating the differential expression between canine and human osteosarcoma samples and their respective normal organs using limma (Linear Models for Microarray Data, adjusted p value < 0.01). A. The canine cancer signature consists of 3471 genes and B. human cancer signature 2705. High level, unsupervised hierarchical clustering conducted in each species separately resulted in osteosarcoma samples clustering together and distinctly from normal tissues and their respective cancer cell lines.
Lowest EASE Scores in Canine Osteosarcoma and Associated Functions.
| GO FUNCTION | CATEGORY | LH2 | EASE SCORE1 | FISHER EXACT |
|---|---|---|---|---|
| Cellular Component | ECM | 33 | 5.7E-11 | 1.09E-12 |
| Molecular Function | ECM structural | 16 | 9.56E-10 | 8.07E-11 |
| Molecular function | Structural molecule activity | 40 | 0.00000319 | 0.000013 |
| Molecular function | Ca ion binding | 30 | 0.000132 | 0.0000565 |
| Cellular component | Extracellular | 49 | 0.000192 | 0.000105 |
| Biological process | Development | 60 | 0.000227 | 0.000135 |
| Cellular component | ER | 32 | 0.000285 | 0.000131 |
| Molecular function | Protein binding | 72 | 0.00403 | 0.000261 |
| Biological process | Morphogenesis | 41 | 0.000431 | 0.000228 |
| Biological process | ER to Golgi transport | 6 | 0.00476 | 0.0000344 |
| Cellular component | Actin cytoskelton | 17 | 0.00354 | 0.00141 |
1 Categories with significant Expression Analysis Systematic Explorer (EASE) scores (<0.001) are presented here.
2 LH represents number of genes in gene list assigned to a category.
Figure 2Cross species analysis of canine and human osteosarcoma are not distinguishable by global gene expression signature. Comparative genomic analysis was performed by defining the differentially expressed genes between osteosarcoma and normal tissues (adjusted p value < 0.01) and by establishing orthologues between species. After Entrez Gene ID alignment, 265 genes were used to cluster the human and canine osteosarcomas, normal tissues and cell lines. Hierarchical clustering resulted in complete branching of normal and tumor samples, and normal organs could be further defined based on species of origin. Among the 30 primary tumor samples, branching of human and canine osteosarcoma is not divided by species. This suggests that similarities in gene expression signatures in osteosarcoma are due to shared biology across species.
List of twenty-seven probe sets with increased expression in canine osteosarcoma.
| Gene Symbol | Gene Name | 1Canine Tumor: Normal | 2Human Tumor: Normal |
|---|---|---|---|
| COL1A1 | collagen, type I, alpha 1 | 7.55 | -1.00 |
| PTN | pleiotrophin (heparin binding growth factor 8, neurite growth-promoting factor 1) | 5.36 | -1.01 |
| FN1 | fibronectin 1 | 4.74 | 0.45 |
| FN1 | fibronectin 1 | 4.74 | 0.33 |
| DPT | dermatopontin | 4.59 | 0.59 |
| TFPI2 | Tissue factor pathway inhibitor 2 | 4.57 | -0.35 |
| TFPI2 | tissue factor pathway inhibitor 2 | 4.57 | -0.60 |
| MAP1B | microtubule-associated protein 1B | 4.34 | -0.14 |
| LAMA4 | laminin, alpha 4 | 3.77 | 0.49 |
| LAMA4 | Laminin, alpha 4 | 3.77 | -0.82 |
| LAMA4 | laminin, alpha 4 | 3.77 | -0.58 |
| LAMA4 | laminin, alpha 4 | 3.77 | -0.89 |
| SFRP4 | secreted frizzled-related protein 4 | 3.75 | 0.85 |
| FN1 | fibronectin 1 | 3.59 | 0.45 |
| FN1 | fibronectin 1 | 3.59 | 0.33 |
| C1orf21 | chromosome 1 open reading frame 21 /// chromosome 1 open reading frame 21 | 3.58 | -1.02 |
| LOXL2 | lysyl oxidase-like 2 | 3.42 | -0.56 |
| LOXL2 | lysyl oxidase-like 2 | 3.42 | -1.19 |
| FLJ23191 | Hypothetical protein FLJ23191 | 3.36 | 0.34 |
| RBP4 | retinol binding protein 4, plasma | 3.28 | -1.45 |
| RBP4 | Retinol binding protein 4, plasma | 3.28 | -0.91 |
| IL8 | interleukin 8 | 3.17 | 0.20 |
| IL8 | interleukin 8 | 3.17 | -0.24 |
| SLC1A3 | solute carrier family 1 (glial high affinity glutamate transporter), member 3 | 3.15 | 0.83 |
| CASK | calcium/calmodulin-dependent serine protein kinase (MAGUK family) | 3.07 | 0.78 |
| FN1 | fibronectin 1 | 3.05 | 0.45 |
1 Expression values represent log2 ratios of canine OS samples:canine normal tissues
2 Expression values represent log2 ratios of human OS samples:human normal tissue
Figure 3Algorithm depicting the selection process for dog specific osteosarcoma genes using a fold-expression methodology. In order to define a list of dog specific osteosarcoma genes that are variably expressed in human osteosarcoma, probe sets with matching gene names or symbols across both species were evaluated (14,391 probe sets). An initial list of dog osteosarcoma defining genes was generated by identifying those probe sets with the highest fold expression differentials between the canine tumors and their normal tissues and present expression in the human tumors and their normal tissues (dog: > 8-fold up-regulation in tumors versus normal; human: <2-fold upregulation in tumors versus normal). This yielded 27 probe sets, representing 15 unique genes. Those genes that also had representative probe sets upregulated in both dog and man (> 8 fold expression) were then excluded, leaving 10 genes. This was further filtered by retaining only those genes with consistent expression across all their Affymetrix probe sets; using these stringent criteria 4 dog-like specific osteosarcoma genes were defined.
Figure 4Canine osteosarcoma can predict genes linked to an aggressive phenotype in human osteosarcoma. High expression of two of four "dog-like" genes A. IL-8 (p = 0.0201) and B. SLC1A3 (p = 0.0264) were linked to poor outcome in a distinct population of 34 human osteosarcoma patient samples using Kaplan Meier analysis. IL-8's impact on outcome was evaluated according its median expression (Low (0-50) equivalent to < median expression; High (51-100) equivalent to > median expression); whereas SLC1A3 was assessed according to quartile expression (Lower (0-74) equivalent to < highest quartile expression; Highest (75-100) equivalent to highest quartile expression).