| Literature DB >> 19409086 |
Grace M O'Gorman1, Stephen D E Park, Emmeline W Hill, Kieran G Meade, Paul M Coussens, Morris Agaba, Jan Naessens, Stephen J Kemp, David E MacHugh.
Abstract
BACKGROUND: African animal trypanosomiasis (AAT) caused by tsetse fly-transmitted protozoa of the genus Trypanosoma is a major constraint on livestock and agricultural production in Africa and is among the top ten global cattle diseases impacting on the poor. Here we show that a functional genomics approach can be used to identify temporal changes in host peripheral blood mononuclear cell (PBMC) gene expression due to disease progression. We also show that major gene expression differences exist between cattle from trypanotolerant and trypanosusceptible breeds. Using bovine long oligonucleotide microarrays and real time quantitative reverse transcription PCR (qRT-PCR) validation we analysed PBMC gene expression in naïve trypanotolerant and trypanosusceptible cattle experimentally challenged with Trypanosoma congolense across a 34-day infection time course.Entities:
Mesh:
Substances:
Year: 2009 PMID: 19409086 PMCID: PMC2685408 DOI: 10.1186/1471-2164-10-207
Source DB: PubMed Journal: BMC Genomics ISSN: 1471-2164 Impact factor: 3.969
Figure 1Reference microarray hybridization schema and infection time course experimental design. (A) The reference hybridization schema used for the microarray experiments. The common reference RNA pool was generated by combing equal quantities of all samples in the study, which included RNA from pre- and post-infection time points. Each arrow represents a single array hybridized with one experimental sample labelled with Alexa Fluor® 555 (green) and one common reference RNA sample labelled with Alexa Fluor® 647 (red). (B) The experimental design used for the trypanosome infection time course. The double-headed arrows show the gene expression contrasts that were catalogued across the infection time course for the trypanotolerant N'Dama breed (blue) and the trypanosusceptible Boran breed (orange). Gene expression contrasts between breeds at each time point are shown as double-headed purple arrows. Days post infection, dpi. The arrow colour coding for the gene expression contrasts corresponds to the colour coding of the graphs shown in Figs. 2 and 3.
Differentially expressed genes detected over the trypanosome infection time course and between breeds.
| Boran: 14 | 2,693 | 5,217 | 2 | 8 | 0.1 |
| Boran: 21 | 2,511 | 5,352 | 11 | 46 | 0.7 |
| Boran: 25 | 2,888 | 4,845 | 58 | 129 | 2.4 |
| Boran: 29 | 2,220 | 5,653 | 10 | 37 | 0.6 |
| Boran: 34 | 2,164 | 5,528 | 37 | 191 | 2.9 |
| N'Dama: 14 | 2,287 | 5,552 | 30 | 51 | 1.0 |
| N'Dama: 21 | 2,620 | 4,353 | 431 | 516 | 12.0 |
| N'Dama: 25 | 2,551 | 4,510 | 393 | 466 | 10.8 |
| N'Dama: 29 | 1,909 | 5,940 | 26 | 45 | 0.9 |
| N'Dama: 34 | 2,871 | 5,012 | 16 | 21 | 0.5 |
| N'Dama | 2,628 | 5,078 | 136 | 78 | 2.7 |
| N'Dama | 2,360 | 5,542 | 5 | 13 | 0.2 |
| N'Dama | 2,509 | 5,398 | 7 | 6 | 0.2 |
| N'Dama | 2,754 | 5,008 | 112 | 46 | 2.0 |
| N'Dama | 1,805 | 6,104 | 4 | 7 | 0.1 |
| N'Dama | 2,189 | 5,435 | 145 | 151 | 3.7 |
a DE: Differentially expressed
Expressed genes are defined as those having foreground ≥ background +2 SD in ≥ 50% of microarrays in any group of microarrays for a contrast.
Numbers of differentially expressed genes (P ≤ 0.05) are based on a total of 7,920 genes and are FDR-adjusted.
For the between breed contrasts, increased expression indicates higher in N'Dama compared to Boran and decreased expression indicates higher in Boran compared to N'Dama.
Figure 2Differentially expressed genes on the BLO microarray across the trypanosome infection time course. Gene expression contrasts across the time course for each time point relative to 0 dpi are shown for the trypanosusceptible (Boran) and trypanotolerant (N'Dama) breeds after adjustment for multiple testing using the false discovery rate correction of Benjamini and Hochberg [52].
Figure 3Differentially expressed genes on the BLO microarray between breeds at each time point of the trypanosome infection time course. Gene expression contrasts between the trypanosusceptible (Boran) and trypanotolerant (N'Dama) breeds breeds for each time point relative to 0 dpi are shown for the trypanotolerant (N'Dama) breed relative to the trypanosusceptible (Boran) breed after adjustment for multiple testing using the false discovery rate correction of Benjamini and Hochberg [52]. Direction of expression change is for the N'Dama breed relative to the Boran breed.
Biological process gene ontology (GO) categories significantly over-represented in N'Dama and Boran over the time course (P ≤ 0.01).
| Not applicable | Not applicable | Eating behaviour | |
| Sodium ion transport | Regulation of RNA metabolic process | Transport | |
| Cell-cell signalling | Fat cell differentiation | Defence response | |
| Translation | Anatomical structure morphogenesis | Translation | |
| Regulation of protein amino acid phosphorylation | Cytoskeleton organization and biogenesis | Response to biotic stimulus | |
| Translation | Defence response | Urea cycle | |
Biological process gene ontologies for genes validated by real time qRT-PCR.
| B cell activating factor, TNFSF13B | B cell co-stimulation | |
| CD3E | T-cell receptor CD3 epsilon chain | T cell receptor signalling pathway |
| CD14 antigen | Inflammatory response | |
| CD19 antigen | B cell receptor signalling pathway | |
| CCAAT/enhancer binding protein beta | Inflammatory response | |
| Cathepsin S | Proteolysis | |
| Cytochrome b-245, beta polypeptide | Inflammatory response | |
| Dual specificity phosphatase 1 | Intracellular signalling cascade | |
| Murine FBJ osteosarcoma viral (v-fos) oncogene homolog | Regulation of transcription, DNA-dependent | |
| Guanylate binding protein 4-like | Immune response | |
| Elongation factor G1 | Translation elongation | |
| Guanine monphosphate synthetase | Purine base biosynthetic process | |
| Granzyme B precursor | Induction of apoptosis by granzyme | |
| Intercellular Adhesion Molecule 3 | Biological process unknown | |
| Interferon-induced protein with tetratricopeptide repeats 2 | Biological process unknown | |
| Lymphotoxin-beta isoform a | Immune response | |
| Lymphotoxin beta receptor | Positive regulation of NF-KappaB cascade | |
| Lysozyme | Defense response to bacterium | |
| Mitogen-activated protein kinase kinase kinase kinase 3 | Protein kinase cascade, response to stress | |
| Mitogen-activated protein kinase 14 | Protein kinase cascade, response to stress | |
| Natural cytotoxiciy triggering receptor 3 | Inflammatory response | |
| Nuclear factor (erythroid-derived 2)-like 2 | Regulation of transcription | |
| Nuclear factor, interleukin 3 regulated | Immune response | |
| Pirin | Transcription from RNA polymerase II promoter | |
| Member RAS oncogene family | Protein localization, endosome transport | |
| Remodelling and spacing factor 1 | Chromatin remodelling | |
| Secretory carrier-associated membrane protein 1 | Post-Golgi vesicle-mediated transport | |
| Selenoprotein P, plasma, 1 | Response to oxidative stress | |
| Solute carrier family 40 (iron-regulated transporter), member 1 | Cellular iron ion homeostasis | |
| Syntaxin-7 | Post-Golgi vesicle-mediated transport | |
| Tissue inhibitor of metalloproteinase 3 | Transmembrane receptor protein tyrosine kinase signalling pathway | |
| Xanthene dehydrogenase | Purine base metabolic process |
Figure 4Real time qRT-PCR results for nine selected genes from trypanotolerant N'Dama and trypanosusceptible Boran cattle across the trypanosome infection time course. Data analysis was carried out using the standard 2-ΔΔCt method [55]. All Ct values were corrected using the housekeeping gene PPIA and the N'Dama group at time point 0 was used as the calibrator. Each point on the graph (common log scale) represents the mean fold change in gene expression relative to pre-infection levels ± SEM. Genes shown are: GFM1, CD19, RSF1, STX7, SCAMP1, CYBB, GMPS, MAP4K3 and LTB.
Figure 5Real time qRT-PCR results for 14 selected genes from trypanotolerant N'Dama and trypanosusceptible Boran cattle across the trypanosome infection time course. Data analysis was carried out using the standard 2-ΔΔCt method [55]. All Ct values were corrected using the housekeeping gene PPIA and the N'Dama group at time point 0 was used as the calibrator. Each point on the graph (common log scale) represents the mean fold change in gene expression relative to pre-infection levels ± SEM. Genes shown are: CD3E, DUSP1, IFIT2, LTBR, PIR, FOS, CD14, CEBPB, TIMP3, ICAM3, MAPK14, SEPP1, NFIL3, and SLC40A1.
Figure 6Real time qRT-PCR results for nine selected genes from trypanotolerant N'Dama and trypanosusceptible Boran cattle across the trypanosome infection time course. Data analysis was carried out using the standard 2-ΔΔCt method [55]. All Ct values were corrected using the housekeeping gene PPIA and the N'Dama group at time point 0 was used as the calibrator. Each point on the graph (common log scale) represents the mean fold change in gene expression relative to pre-infection levels ± SEM. Genes shown are: RAB35, NFE2L2, GZMB, LYZ, XDH, GBP4, CTSS, NCR3 and BAFF.
Bovine oligonucleotide primers used for real time qRT-PCR.
| Peptidylprolyl isomerase A | 108 bp | 300 nM | ||
| B cell activating factor, TNFSF13B | 102 bp | 100 nM | ||
| T-cell receptor CD3 epsilon chain | 132 bp | 300 nM | ||
| CD14 antigen | 153 bp | 900 nM | ||
| CD19 antigen | 91 bp | 300 nM | ||
| CCAAT/enhancer binding protein beta | 111 bp | 300 nM | ||
| Cathepsin S | 91 bp | 300 nM | ||
| Cytochrome b-245, beta polypeptide | 116 bp | 300 nM | ||
| Dual specificity phosphatase 1 | 152 bp | 100 nM | ||
| Murine FBJ osteosarcoma viral (v-fos) oncogene homolog | 186 bp | 300 nM | ||
| Guanylate binding protein 4-like | 103 bp | 300 nM | ||
| Elongation factor G1 | 159 bp | 300 nM | ||
| Guanine monphosphate synthetase | 125 bp | 300 nM | ||
| Granzyme B precursor | 173 bp | 300 nM | ||
| Intercellular adhesion molecule 3 | 105 bp | 300 nM | ||
| Interferon-induced protein with tetratricopeptide repeats 2 | 165 bp | 100 nM | ||
| Lymphotoxin-beta isoform a | 117 bp | 900 nM | ||
| Lymphotoxin beta receptor | 176 bp | 900 nM | ||
| Lysozyme | 154 bp | 900 nM | ||
| Mitogen-activated protein kinase kinase kinase kinase 3 | 155 bp | 900 nM | ||
| Mitogen-activated protein kinase 14 | 110 bp | 300 nM | ||
| Natural cytotoxiciy triggering receptor 3 | 158 bp | 300 nM | ||
| Nuclear factor (erythroid-derived 2)-like 2 | 194 bp | 900 nM | ||
| Nuclear factor, interleukin 3 regulated | 134 bp | 100 nM | ||
| Pirin | 196 bp | 900 nM | ||
| Member RAS oncogene family | 173 bp | 900 nM | ||
| Remodelling and spacing factor 1 | 157 bp | 900 nM | ||
| Secretory carrier-associated membrane protein 1 | 140 bp | 300 nM | ||
| Selenoprotein P, plasma, 1 | 143 bp | 300 nM | ||
| Solute carrier family 40 (iron-regulated transporter), member 1 | 130 bp | 300 nM | ||
| Syntaxin-7 | 93 bp | 300 nM | ||
| Tissue inhibitor of metalloproteinase 3 | 91 bp | 300 nM | ||
| Xanthene dehydrogenase | 123 bp | 300 nM |
a F: Forward primer, R: Reverse primer.