| Literature DB >> 22648066 |
R Calaluce1, J W Davis, S L Bachman, M M Gubin, J A Brown, J D Magee, T S Loy, B J Ramshaw, U Atasoy.
Abstract
PURPOSE: Although situational risk factors for incisional hernia formation are known, the methods used to determine who would be most susceptible to develop one are unreliable. We hypothesized that patients with recurrent incisional hernias may possess unique gene expression profiles.Entities:
Mesh:
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Year: 2012 PMID: 22648066 PMCID: PMC3606513 DOI: 10.1007/s10029-012-0923-4
Source DB: PubMed Journal: Hernia ISSN: 1248-9204 Impact factor: 4.739
Demographics of enrolled patients and the subset analyzed by microarray
| Characteristics | Patients enrolled | Patients analyzed by microarray | ||||
|---|---|---|---|---|---|---|
| RH ( | NC ( |
| RH ( | NC ( |
| |
| Sex (M/F) | 4/14 | 3/12 | 0.99 | 0/9 | 1/7 | 0.47 |
| Age | 553.2 | 44.9 | 0.14 | 50.9 | 39.1 | 0.23 |
| BMI | 36.6 | 30.5 | 0.03 | 39.2 | 31.4 | 0.10 |
| Smoker | 8 | 2 | 0.07 | 4 | 2 | 0.62 |
| Diabetes | 7 | 0 | 0.01 | 5 | 0 | 0.03 |
| Previous surgery | 18 | 6 | 0.01 | 9 | 3 | 0.01 |
Selected genes from skin of RH patients significantly over- or under expressed in comparison with skin from NC, in ascending order of fold change (NC/RH)
| Gene symbol | Fold change | Gene name |
|---|---|---|
|
| 0.49 | Gremlin 1, cysteine knot superfamily, homolog ( |
|
| 0.5 | Tumor protein p63 |
|
| 0.53 | Keratin 15 |
|
| 0.59 | Transcription factor AP-2 gamma (activating enhancer binding protein 2 gamma) |
|
| 0.63 | Kruppel-like factor 5 (intestinal) |
|
| 0.66 | Elongation factor, RNA polymerase II, 2 |
|
| 0.66 | Nucleosome assembly protein 1-like 1 |
|
| 1.51 | Collagen, type V, alpha 2 |
|
| 1.51 | Pyridoxal (pyridoxine, vitamin B6) kinase |
|
| 1.54 | Growth hormone receptor |
|
| 1.55 | Nucleobindin 1 |
|
| 1.56 | CD81 molecule |
|
| 1.59 | RNA binding protein with multiple splicing 2 |
|
| 1.59 | TIMP metallopeptidase inhibitor 1 |
|
| 1.59 | Annexin A5 |
|
| 1.60 | Caveolin 1, caveolae protein, 22 kDa |
|
| 1.62 | Thy-1 cell surface antigen |
|
| 1.62 | Peripheral myelin protein 22 |
|
| 1.63 | Collagen, type V, alpha 1 |
|
| 1.63 | Fibulin 1 |
|
| 1.63 | Fibrillin 1 |
|
| 1.66 | Claudin 5 (transmembrane protein deleted in velocardiofacial syndrome) |
|
| 1.66 | Msh homeobox 1 |
|
| 1.69 | Collagen, type I, alpha 2 |
|
| 1.7 | Platelet-derived growth factor receptor, beta polypeptide |
|
| 1.74 | Fibroblast activation protein, alpha |
|
| 1.74 | Decorin |
|
| 1.79 | Melanoma cell adhesion molecule |
|
| 1.8 | Collagen, type VI, alpha 3 |
|
| 1.99 | Cartilage intermediate layer protein, nucleotide pyrophosphohydrolase |
|
| 2.03 | Lumican |
|
| 2.05 | Collagen, type I, alpha 1 |
|
| 2.11 | Frizzled homolog 4 (Drosophila) |
|
| 2.17 | Collagen triple helix repeat containing 1 |
|
| 2.17 | Heat shock protein, alpha-crystallin-related, B6 |
|
| 2.17 | Retinol binding protein 4, plasma |
|
| 2.3 | Collagen, type III, alpha 1 |
|
| 2.43 | Collagen, type IV, alpha 1 |
|
| 2.7 | Angiopoietin-like 2 |
|
| 3.07 | CD36 molecule (thrombospondin receptor) |
|
| 3.15 | Follistatin-like 1 |
|
| 3.64 | Procollagen C-endopeptidase enhancer 2 |
|
| 5.03 | Leptin |
Selected genes from fascia of RH patients over- or under expressed in comparison with fascia from NC patients in ascending order of fold change (NC/RH)
| Gene symbol | Fold change | Gene name |
|---|---|---|
|
| 0.23 | Gremlin 1 |
|
| 0.39 | Prolactin receptor |
|
| 0.43 | Left–right determination factor |
|
| 0.44 | Scrapie responsive protein 1 |
|
| 0.49 | Ring finger protein 1 |
|
| 0.54 | PDZ domain containing ring finger 4 |
Selected results from GO analysis of biologic processes in list of differentially expressed genes from skin samples
| GO ID | OR |
| Term | Differentially expressed genes in term |
|---|---|---|---|---|
| 0002541 | 7.01 | 0.039 | Activation of plasma proteins involved in acute inflammatory response |
|
| 0007160 | 6.62 | 0.001 | Cell–matrix adhesion |
|
| 0050776 | 4.89 | 0.012 | Regulation of immune response |
|
| 0009611 | 3.18 | 0.001 | Response to wounding |
|
| 0007155 | 2.36 | 0.007 | Cell adhesion |
|
These terms are more abundant than expected and are sorted by odds ratio (OR)
Fig. 1Agreement of microarray and PCR array results. The genes which were detected on both the microarray and the PCR array are plotted against their fold change (RH/NC) for each platform. Bold italicized gene symbols indicate they were significantly different based on microarray data
Genes sorted by fold change (RH/NC) in skin by PCR array with fold changes >2 or <0.5 between RH (n = 8) and NC (n = 7), where * denotes p < 0.05
| Gene symbol | Fold change |
|
|---|---|---|
|
| 0.29 | 0.007 |
|
| 2.08 | 0.184 |
|
| 2.11 | 0.081 |
|
| 2.29 | 0.059 |
|
| 2.32 | 0.084 |
|
| 2.37 | 0.060 |
|
| 2.47 | 0.054 |
|
| 2.57 | 0.037 |
|
| 2.65 | 0.025 |
|
| 2.72 | 0.036 |
|
| 2.78 | 0.063 |
|
| 2.78 | 0.033 |
|
| 2.92 | 0.035 |
|
| 2.98 | 0.020 |
|
| 3.01 | 0.020 |
|
| 3.15 | 0.012 |
|
| 3.23 | 0.013 |
|
| 3.34 | 0.010 |
|
| 3.76 | 0.006 |
|
| 4.54 | 0.002 |
|
| 4.83 | 0.001 |
|
| 6.02 | 0.001 |
Fig. 2Patient-level gene expression data for 4 selected genes from PCR array with group median indicated by a horizontal line
Fig. 3Ability of the combination of GREM1 and COL3A1 gene expression to separate RH and NC patients. PCR array data were used to explore the utility of gene expression of GREM1 and COL3A1 as markers to distinguish RH and NC patients. The best separation boundary (solid line) was determined using quadratic discriminant analysis. Using all of the data, only 1 patient (RH, gray) was misclassified (93 % accuracy). Using leave-one-out cross-validation, in which each patient’s data is held out (in turn) during the calculation of the best boundary and subsequently evaluated for accuracy, 13/15 (86 %) patients were correctly classified