| Literature DB >> 22035425 |
Raül Tortosa1, Xavier Castells, Enric Vidal, Carme Costa, María del Carmen Ruiz de Villa, Alex Sánchez, Anna Barceló, Juan María Torres, Martí Pumarola, Joaquín Ariño.
Abstract
Gene expression analysis has proven to be a very useful tool to gain knowledge of the factors involved in the pathogenesis of diseases, particularly in the initial or preclinical stages. With the aim of finding new data on the events occurring in the Central Nervous System in animals affected with Bovine Spongiform Encephalopathy, a comprehensive genome wide gene expression study was conducted at different time points of the disease on mice genetically modified to model the bovine species brain in terms of cellular prion protein. An accurate analysis of the information generated by microarray technique was the key point to assess the biological relevance of the data obtained in terms of Transmissible Spongiform Encephalopathy pathogenesis. Validation of the microarray technique was achieved by RT-PCR confirming the RNA change and immunohistochemistry techniques that verified that expression changes were translated into variable levels of protein for selected genes. Our study reveals changes in the expression of genes, some of them not previously associated with prion diseases, at early stages of the disease previous to the detection of the pathological prion protein, that might have a role in neuronal degeneration and several transcriptional changes showing an important imbalance in the Central Nervous System homeostasis in advanced stages of the disease. Genes whose expression is altered at early stages of the disease should be considered as possible therapeutic targets and potential disease markers in preclinical diagnostic tool development. Genes non-previously related to prion diseases should be taken into consideration for further investigations.Entities:
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Year: 2011 PMID: 22035425 PMCID: PMC3225326 DOI: 10.1186/1297-9716-42-109
Source DB: PubMed Journal: Vet Res ISSN: 0928-4249 Impact factor: 3.683
Functional classification of differentially expressed genes at different time points of the disease (1, 60, 120 and 270 dpi) with a fold-change higher than 1.7 (up regulated genes) or lower than 0.6 (down regulated genes) at any of the four time points
| Fold changes and | ||||||||
|---|---|---|---|---|---|---|---|---|
| Functional group | Gene symbol | Gene description | 1 dpi | 60 dpi | 120 dpi | 270 dpi | Previous prion gene expression studies on the Central Nervous System | |
| Immune, inflammatory and stress response | Cxcl13 | chemokine (C-X-C motif) ligand 13 | 1.59 | 0.91 | 0.90 | 30.48 | < 1.00E-04 | [ |
| Clec7a | C-type lectin domain family 7, member a | 1.00 | 1.02 | 0.90 | 3.56 | < 1.00E-04 | [ | |
| Cybb | cytochrome b-245, beta polypeptide | 1.14 | 1.33 | 0.84 | 2.87 | < 1.00E-04 | [ | |
| C4 | complement component 4 (within H-2S) | 0.95 | 1.17 | 0.88 | 2.77 | < 1.00E-04 | [ | |
| Serpina3n | serine (or cysteine) peptidase inhibitor, clade A, member 3N | 0.82 | 0.85 | 0.56 | 2.50 | < 1.00E-04 | [ | |
| Rrm2b | ribonucleotide reductase M2 B (TP53 inducible) | 0.97 | 0.52 | 1.34 | 2.37 | 4.00E-04 | ||
| C3 | complement component 3 | 0.90 | 1.12 | 0.93 | 2.35 | 2.00E-04 | [ | |
| C1qb | complement component 1, q subcomponent, beta polypeptide | 1.02 | 0.91 | 0.94 | 2.20 | < 1.00E-04 | [ | |
| C1qa | complement component 1, q subcomponent, alpha polypeptide | 1.04 | 1.01 | 0.98 | 2.14 | < 1.00E-04 | [ | |
| C1qg | complement component 1, q subcomponent, gamma polypeptide | 1.07 | 0.88 | 0.88 | 2.14 | < 1.00E-04 | [ | |
| Osmr | oncostatin M receptor | 0.82 | 1.08 | 0.97 | 2.13 | < 1.00E-04 | [ | |
| C3ar1 | complement component 3a receptor 1 | 0.72 | 1.02 | 0.99 | 2.03 | < 1.00E-04 | [ | |
| Cd14 | CD14 antigen | 0.88 | 0.96 | 0.95 | 1.93 | < 1.00E-04 | [ | |
| Mpeg1 | macrophage expressed gene 1 | 0.87 | 1.09 | 0.94 | 1.90 | 1.00E-04 | [ | |
| Lilrb4 | leukocyte immunoglobulin-like receptor, subfamily B, member 4 | 0.67 | 0.92 | 1.10 | 1.90 | 5.00E-04 | ||
| Ly86 | lymphocyte antigen 86 | 1.11 | 0.94 | 0.88 | 1.88 | < 1.00E-04 | [ | |
| Tlr2 | toll-like receptor 2 | 0.97 | 1.12 | 0.93 | 1.84 | < 1.00E-04 | [ | |
| Hspb6 | heat shock protein, alpha-crystallin-related, B6 | 0.98 | 1.03 | 1.10 | 1.82 | < 1.00E-04 | ||
| Cd48 | CD48 antigen | 0.82 | 0.89 | 0.88 | 1.81 | < 1.00E-04 | [ | |
| Icsbp1 | interferon consensus sequence binding protein 1 | 0.91 | 1.02 | 0.95 | 1.76 | < 1.00E-04 | [ | |
| Ifi27 | interferon, alpha-inducible protein 27 | 0.97 | 0.96 | 0.89 | 1.75 | 6.00E-04 | ||
| Usp18 | ubiquitin specific peptidase 18 | 0.87 | 1.04 | 0.80 | 1.72 | 3.00E-04 | [ | |
| Socs3 | suppressor of cytokine signaling 3 | 0.78 | 0.86 | 0.90 | 1.72 | 7.00E-04 | [ | |
| Dusp1 | dual specificity phosphatase 1 | 1.38 | 0.65 | 0.73 | 0.50 | 1.00E-04 | [ | |
| Map4k2 | mitogen activated protein kinase kinase kinase kinase 2 | 0.98 | 1.25 | 0.90 | 0.44 | 1.00E-04 | ||
| Mamdc1 (Mdga2 VALIDATED)) | MAM domain containing 1 (MAM domain containing glycosylphosphatidylinositol anchor 2 (VALIDATED)) | 0.44 | 2.21 | 0.40 | 0.25 | 0.001 | ||
| Glial response | Gfap | glial fibrillary acidic protein | 0.89 | 1.06 | 0.99 | 3.37 | < 1.00E-04 | [ |
| Cst7 | cystatin F (leukocystatin) | 0.99 | 1.08 | 0.97 | 3.24 | < 1.00E-04 | [ | |
| Lgals3 | lectin, galactose binding, soluble 3 | 0.57 | 1.10 | 0.78 | 2.65 | < 1.00E-04 | [ | |
| Cd68 | CD68 antigen | 0.80 | 0.99 | 0.82 | 2.04 | < 1.00E-04 | [ | |
| Tyrobp | TYRO protein tyrosine kinase binding protein | 1.02 | 1.04 | 0.84 | 1.99 | < 1.00E-04 | [ | |
| Mt2 | metallothionein 2 | 0.84 | 1.14 | 1.43 | 1.86 | < 1.00E-04 | [ | |
| Cell death | Rrm2b | ribonucleotide reductase M2 B (TP53 inducible) | 0.97 | 0.52 | 1.34 | 2.37 | 4.00E-04 | |
| Ctsc | cathepsin C | 0.96 | 0.81 | 1.05 | 1.81 | < 1.00E-04 | [ | |
| Bcl2a1a | B-cell leukemia/lymphoma 2 related protein A1a | 1.01 | 0.97 | 1.01 | 1.70 | 6.00E-04 | [ | |
| 1110006I15Rik (tmem109 (PROVISIONAL)) | RIKEN cDNA 1110006I15 gene (transmembrane protein 109 (PROVISIONAL)) | 0.80 | 1.29 | 1.40 | 0.56 | 5.00E-04 | ||
| AA536749 (mprip VALIDATED)) | expressed sequence AA536749 (myosin phosphatase Rho interacting protein (VALIDATED)) | 0.85 | 1.45 | 1.02 | 0.53 | 3.00E-04 | ||
| Nr4a1 | nuclear receptor subfamily 4, group A, member 1 | 1.53 | 0.65 | 0.68 | 0.49 | < 1.00E-04 | [ | |
| Cell adhesion | Cd44 | CD44 antigen | 0.87 | 0.92 | 0.82 | 2.13 | 1.00E-04 | [ |
| Itgax | integrin alpha X | 0.95 | 1.06 | 0.89 | 1.79 | < 1.00E-04 | [ | |
| Gpnmb | glycoprotein (transmembrane) nmb | 0.71 | 1.08 | 1.01 | 1.74 | 9.00E-04 | [ | |
| Ptprd | protein tyrosine phosphatase, receptor type, D | 0.93 | 2.67 | 0.75 | 0.39 | 1.00E-04 | ||
| Intracellular transport | Snx6 | sorting nexin 6 | 1.61 | 0.69 | 1.32 | 2.24 | 4.00E-04 | |
| Ndel1 | nuclear distribution gene E-like homolog 1 (A. nidulans) | 1.06 | 0.56 | 0.96 | 2.11 | 1.00E-04 | ||
| Snx14 | sorting nexin 14 | 0.83 | 0.78 | 1.16 | 1.84 | < 1.00E-04 | ||
| Vps37c | vacuolar protein sorting 37C (yeast) | 0.82 | 1.03 | 1.21 | 0.55 | < 1.00E-04 | ||
| Scfd1 | sec1 family domain containing 1 | 0.62 | 1.51 | 0.67 | 0.52 | 4.00E-04 | ||
| Rtn3 | reticulon 3 | 0.85 | 1.66 | 0.96 | 0.34 | < 1.00E-04 | [ | |
| Transmission of nerve impulse | Tyrobp | TYRO protein tyrosine kinase binding protein | 1.02 | 1.04 | 0.84 | 1.99 | < 1.00E-04 | [ |
| Slc6a4 | solute carrier family 6 (neurotransmitter transporter, serotonin), member 4 | 1.12 | 1.62 | 0.99 | 0.60 | 0.0012 | ||
| Arc | activity regulated cytoskeletal-associated protein | 2.20 | 0.66 | 0.96 | 0.45 | < 1.00E-04 | ||
| Pmch | pro-melanin-concentrating hormone | 0.98 | 1.27 | 0.83 | 0.44 | < 1.00E-04 | ||
| Egr2 | early growth response 2 | 1.58 | 0.49 | 0.56 | 0.36 | 1.00E-04 | ||
| Scn2b | sodium channel, voltage-gated, type II, beta | 0.96 | 1.57 | 0.97 | 0.09 | < 1.00E-04 | ||
| Signal transduction | S100a6 | S100 calcium binding protein A6 (calcyclin) | 0.92 | 0.93 | 0.89 | 1.93 | < 1.00E-04 | [ |
| Hpgd | hydroxyprostaglandin dehydrogenase 15 (NAD) | 0.86 | 0.98 | 0.95 | 1.93 | < 1.00E-04 | [ | |
| Adamts4 | a disintegrin-like and metallopeptidase (reprolysin type) with thrombospondin type 1 motif, 4 | 0.55 | 1.25 | 0.81 | 0.60 | 4.00E-04 | ||
| Nr4a1 | nuclear receptor subfamily 4, group A, member 1 | 1.53 | 0.65 | 0.68 | 0.49 | < 1.00E-04 | [ | |
| Ptprd | protein tyrosine phosphatase, receptor type, D | 0.93 | 2.67 | 0.75 | 0.39 | 1.00E-04 | ||
| Transcription | Npas3 | neuronal PAS domain protein 3 | 1.80 | 0.57 | 1.64 | 2.42 | 4.00E-04 | |
| Tle4 | transducin-like enhancer of split 4, homolog of Drosophila E(spl) | 0.97 | 0.91 | 0.79 | 1.99 | < 1.00E-04 | ||
| Cbx7 | chromobox homolog 7 | 0.93 | 0.87 | 1.19 | 1.96 | 4.00E-04 | ||
| Smad4 | MAD homolog 4 (Drosophila) | 0.67 | 0.73 | 2.02 | 1.33 | 2.00E-04 | ||
| Klf2 | Kruppel-like factor 2 (lung) | 1.28 | 0.82 | 0.78 | 0.57 | 1.00E-04 | ||
| Tle1 | transducin-like enhancer of split 1, homolog of Drosophila E(spl) | 0.87 | 1.88 | 0.77 | 0.56 | 0.0012 | ||
| Junb | Jun-B oncogene | 1.41 | 0.51 | 0.65 | 0.53 | < 1.00E-04 | [ | |
| Cnot4 | CCR4-NOT transcription complex, subunit 4 | 0.71 | 1.39 | 0.66 | 0.46 | 4.00E-04 | ||
| Fos | FBJ osteosarcoma oncogene | 1.47 | 0.57 | 0.54 | 0.39 | 1.00E-04 | [ | |
| Mysm1 | myb-like, SWIRM and MPN domains 1 | 1.48 | 2.42 | 0.84 | 0.33 | < 1.00E-04 | ||
| Biosynthetic process | Rrm2b | ribonucleotide reductase M2 B (TP53 inducible) | 0.97 | 0.52 | 1.34 | 2.37 | 4.00E-04 | |
| Rpl17 | ribosomal protein L17 | 1.32 | 1.38 | 0.34 | 0.66 | 4.00E-04 | ||
| Pbx1 | pre B-cell leukemia transcription factor 1 | 0.46 | 1.51 | 0.79 | 0.54 | < 1.00E-04 | ||
| 2310043N10Rik (Neat1 (PROVISIONAL)) | RIKEN cDNA 2310043N10 gene (nuclear paraspeckle assembly transcript 1 (non-protein coding) (PROVISIONAL)) | 0.90 | 1.64 | 0.71 | 0.38 | < 1.00E-04 | ||
| 4933439C20Rik (pisd-ps3 PROVISIONAL) | RIKEN cDNA 4933439C20 gene (phosphatidylserine decarboxylase, pseudogene 3 (PROVISIONAL) | 0.79 | 2.67 | 0.99 | 0.14 | 5.00E-04 | ||
| Others | MGI:1929709 | plasma membrane associated protein, S3-12 | 0.87 | 1.54 | 1.98 | 2.73 | < 1.00E-04 | [ |
| 1700047I17Rik (fam177a (PREDICTED)) | RIKEN cDNA 1700047I17 gene (family with sequence similarity 177, member A (PREDICTED)) | 1.77 | 0.52 | 1.81 | 2.57 | 1.00E-04 | ||
| Cd52 | CD52 antigen | 1.16 | 0.91 | 0.88 | 2.54 | < 1.00E-04 | [ | |
| 4930511A21Rik (ppp2r3c (VALIDATED)) | RIKEN cDNA 4930511A21 gene (protein phosphatase 2, regulatory subunit B'', gamma (VALIDATED)) | 1.36 | 0.64 | 1.33 | 1.83 | 7.00E-04 | ||
| AU020206 | expressed sequence AU020206 | 1.01 | 0.94 | 0.99 | 1.83 | 3.00E-04 | [ | |
| A2m | alpha-2-macroglobulin | 0.88 | 0.91 | 1.02 | 1.76 | 1.00E-04 | [ | |
| Ifi44 | interferon-induced protein 44 | 0.82 | 0.97 | 0.87 | 1.74 | 0.0011 | ||
| AI467657 (Zbtb16 (PROVISIONAL) | expressed sequence AI467657 (zinc finger and BTB domain containing 16 (PROVISIONAL)) | 0.76 | 1.53 | 2.09 | 1.61 | < 1.00E-04 | ||
| Mapk4 | mitogen-activated protein kinase 4 | 0.87 | 0.93 | 1.81 | 1.32 | < 1.00E-04 | ||
| Atxn7l4 | ataxin 7-like 4 | 0.55 | 1.24 | 0.87 | 0.74 | 8.00E-04 | ||
| Cdca1 | cell division cycle associated 1 | 0.59 | 1.25 | 0.89 | 0.61 | < 1.00E-04 | ||
| 1700063D05Rik | RIKEN cDNA 1700063D05 gene | 1.01 | 0.90 | 0.95 | 0.60 | < 1.00E-04 | ||
| 2700081O15Rik | RIKEN cDNA 2700081O15 gene | 0.98 | 1.13 | 0.98 | 0.59 | < 1.00E-04 | ||
| Btg2 | B-cell translocation gene 2, anti-proliferative | 1.20 | 0.83 | 0.86 | 0.58 | 2.00E-04 | [ | |
| Lrfn5 | leucine rich repeat and fibronectin type III domain containing 5 | 0.54 | 1.67 | 0.81 | 0.57 | 5.00E-04 | [ | |
| Gm1075 | gene model 1075, (NCBI) | 1.31 | 0.74 | 0.56 | 0.56 | < 1.00E-04 | ||
| Prp19 | PRP19/PSO4 homolog (S. cerevisiae) | 0.95 | 1.42 | 1.25 | 0.48 | < 1.00E-04 | [ | |
| R75368 (palm2 (VALIDATED)) | expressed sequence R75368 (paralemmin 2 (VALIDATED)) | 1.06 | 2.49 | 0.62 | 0.47 | 5.00E-04 | ||
Assignation of the gene function was made according to the Babelomics 3.2 tool [24] and subsequently manually curated. (S = scrapie, BSE = Bovine Spongiform Encephalopathy, CJD = Creutzfeldt-Jakob disease).
Figure 1Hierarchical cluster of differentially expressed genes across time points. This is a graphical representation of the ratio between animals inoculated and non-inoculated for those 87 genes differentially expressed with a fold-change higher than 1.7 or lower than 0.6 in at least one time point. Among the methods tested, we selected the "Manhattan" method to measure the distance between genes and the "Ward" algorithm to cluster genes. Rows are genes and columns time points. At the top, the color log2 scale indicates the expression level of treated animals compared with the control ones. Genes colored in red are more expressed in BSE inoculated animals than in control ones, whereas genes colored in green are more expressed in control animals. Genes that are more up regulated are highlighted in the figure.
Figure 2Graphical representation of the expression of genes related to immune and inflammatory response (A) and glial response (B). Fold change values at 1, 60, 120 and 270 dpi (see pattern legend for time points).
Quantification by RT-PCR of selected genes.
| Fold-change Cxcl13 | Fold-change GFAP | Fold-change C4b | ||||
|---|---|---|---|---|---|---|
| Time point (dpi) | RT-PCR | microarray | RT-PCR | microarray | RT-PCR | microarray |
| 120 | 1.95 | 0.90 | 3.54 | 0.99 | 1.28 | 0.88 |
| 270 | 51.92 | 30.48 | 3.59 | 3.37 | 2.13 | 2.77 |
Fold-change expression values of GFAP, Cxcl13 and C4b genes at 120 and 270 dpi comparing control and BSE inoculated groups. Data are mean from five inoculated vs. control animals at 120 dpi and from six inoculated vs control animals at 270 dpi.
Figure 3Brain sections of boTg110 terminal stage mice (275 dpi) and mock inoculated matched controls. Upper panel: GFAP immunostaining in the medulla oblongata. Note the astrocyte activation in the BSE-inoculated mice at terminal stages (B) in comparison with the control group (A). Middle panel: MT1+2 immunostaining in the cerebellum. Note the increased presence of stellate shaped cells in the BSE-inoculated group (D) at a terminal stage. Lower panel: Lectin staining in the medulla oblongata. Note the proliferation of microglia in BSE-inoculated mice (F).