| Literature DB >> 25944698 |
Erik Biros1, Gabor Gäbel2, Corey S Moran1, Charlotte Schreurs3, Jan H N Lindeman3, Philip J Walker4, Maria Nataatmadja5, Malcolm West5, Lesca M Holdt6, Irene Hinterseher7, Christian Pilarsky8, Jonathan Golledge1,9.
Abstract
Abdominal aortic aneurysm (AAA) and aortic occlusive disease (AOD) represent common causes of morbidity and mortality in elderly populations which were previously believed to have common aetiologies. The aim of this study was to assess the gene expression in human AAA and AOD. We performed microarrays using aortic specimen obtained from 20 patients with small AAAs (≤ 55mm), 29 patients with large AAAs (> 55mm), 9 AOD patients, and 10 control aortic specimens obtained from organ donors. Some differentially expressed genes were validated by quantitative-PCR (qRT-PCR)/immunohistochemistry. We identified 840 and 1,014 differentially expressed genes in small and large AAAs, respectively. Immune-related pathways including cytokine-cytokine receptor interaction and T-cell-receptor signalling were upregulated in both small and large AAAs. Examples of validated genes included CTLA4 (2.01-fold upregulated in small AAA, P = 0.002), NKTR (2.37-and 2.66-fold upregulated in small and large AAA with P = 0.041 and P = 0.015, respectively), and CD8A (2.57-fold upregulated in large AAA, P = 0.004). 1,765 differentially expressed genes were identified in AOD. Pathways upregulated in AOD included metabolic and oxidative phosphorylation categories. The UCP2 gene was downregulated in AOD (3.73-fold downregulated, validated P = 0.017). In conclusion, the AAA and AOD transcriptomes were very different suggesting that AAA and AOD have distinct pathogenic mechanisms.Entities:
Keywords: Pathology Section; abdominal; aortic aneurysm; arterial occlusive diseases; tissue array analysis
Mesh:
Year: 2015 PMID: 25944698 PMCID: PMC4536993 DOI: 10.18632/oncotarget.3848
Source DB: PubMed Journal: Oncotarget ISSN: 1949-2553
Characteristics of subjects included in this study
| Characteristic | Discovery group | Validation group | ||||||
|---|---|---|---|---|---|---|---|---|
| Small AAA | Large AAA | AOD | Controls | Small AAA | Large AAA | AOD | Controls | |
| Number | 20 | 29 | 9 | 10 | 6 | 9 | 8 | 6 |
| Aortic diameter (mm) | 53.4±2.3 | 68.4±14.3 | 19.6±2.6 | 25.7±1.2 | 48.5±5.7 | 65.9±7.3 | - | - |
| Women | 1 (11%) | 4 (40%) | 1 (17%) | 2 (22%) | 2 (25%) | 2 (33%) | ||
| Age (years) | 68.8±6.9 | 70.5±7.1 | 68.4±4.5 | 42.7±12.5 | ||||
| PAD | 3 (15%) | 5 (17%) | 9 (100%) | - | 0 (0%) | 0 (0%) | 8 (100%) | - |
| Hypertension | 15 (75%) | 25 (86%) | 8 (89%) | - | 4 (67%) | 6 (67%) | 7 (88%) | - |
| Diabetes mellitus | 4 (20%) | 7 (24%) | 1 (11%) | - | 4 (67%) | 1 (11%) | 1 (13%) | - |
| Dyslipidemia | 15 (75%) | 20 (69%) | 8 (89%) | - | 6 (100%) | 5 (56%) | 6 (75%) | - |
| Coronary heart disease | 8 (40 %) | 17 (59%) | 7 (78%) | - | 4 (67%) | 5 (56%) | 4 (50%) | - |
| Ever smoker | 7 (35%) | 21 (72%) | 9 (100%) | 5 (50%) | 4 (67%) | 6 (67%) | 8 (100%) | - |
| BMI (kg/m2) | 28.8±3.2 | 26.8±4.0 | 23.7±2.4 | 22.7±9.6 | 34.0±5.5 | 25.3±3.6 | 21.9±4.1 | - |
AAA, abdominal aortic aneurysm; AOD, aortic occlusive disease; BMI, body mass index. Nominal variables are presented as numbers; continuous variables are presented as mean ± standard deviation. AAA or AOD were compared with controls. Continuous variables were compared using Mann Whitney U test; nominal variables were compared using Fisher's exact test
Asterisk indicates statistically significant differences compared to the control group (P < 0.05).
Figure 1Distribution of differentially expressed genes in aortic aneurysmal and occlusive disease
Venn diagrams depict the overlap among differentially expressed genes in patients with small and large abdominal aortic aneurysm (AAA) and aortic occlusive disease (AOD). Shown are a number of upregulated (a) and downregulated (b) genes. Patients with small or large AAA or AOD were compared with patients without AAA (Controls), (> 2-fold difference, P value < 0.05 calculated with non-parametric Mann-Whitney test and corrected by Benjamini and Hochberg method).
Top 10 KEGG pathways enriched in small and large abdominal aortic aneurysm
| Category | Pathway | KEGG | N | n | P value |
|---|---|---|---|---|---|
| Small AAA-upregulated genes | Cytokine-cytokine receptor interaction | hsa04060 | 267 | 15 | 1.15*10−14 |
| Chemokine signaling pathway | hsa04062 | 190 | 11 | 4.50*10−11 | |
| Hematopoietic cell lineage | hsa04640 | 88 | 7 | 3.68*10−08 | |
| NOD-like receptor signaling pathway | hsa04621 | 62 | 6 | 1.18*10−07 | |
| Cell adhesion molecules (CAMs) | hsa04514 | 134 | 7 | 4.15*10−07 | |
| Jak-STAT signaling pathway | hsa04630 | 155 | 7 | 9.36*10−07 | |
| Intestinal immune network for IgA production | hsa04672 | 50 | 4 | 4.07*10−05 | |
| T cell receptor signaling pathway | hsa04660 | 108 | 5 | 4.07*10−05 | |
| Cytosolic DNA-sensing pathway | hsa04623 | 56 | 4 | 5.46*10−05 | |
| Pathways in cancer | hsa05200 | 330 | 7 | 8.39*10−05 | |
| Small AAA-downregulated genes | Ribosome | hsa03010 | 88 | 27 | 2.50*10−26 |
| Metabolic pathways | hsa01100 | 1104 | 69 | 2.30*10−22 | |
| Oxidative phosphorylation | hsa00190 | 135 | 26 | 4.25*10−20 | |
| Parkinson's disease | hsa05012 | 133 | 25 | 3.60*10−19 | |
| Alzheimer's disease | hsa05010 | 169 | 27 | 6.00*10−19 | |
| Huntington's disease | hsa05016 | 185 | 28 | 6.00*10−19 | |
| Focal adhesion | hsa04510 | 201 | 23 | 5.48*10−13 | |
| Cardiac muscle contraction | hsa04260 | 79 | 15 | 7.66*10−12 | |
| Arrhythmogenic right ventricular cardiomyopathy | hsa05412 | 76 | 11 | 1.65*10−07 | |
| Vascular smooth muscle contraction | hsa04270 | 115 | 13 | 1.65*10−07 | |
| Large AAA-upregulated genes | Cytokine-cytokine receptor interaction | hsa04060 | 267 | 20 | 2.52*10−17 |
| Chemokine signaling pathway | hsa04062 | 190 | 14 | 3.53*10−12 | |
| Hematopoietic cell lineage | hsa04640 | 88 | 10 | 9.95*10−11 | |
| Primary immunodeficiency | hsa05340 | 35 | 7 | 1.89*10−09 | |
| Cell adhesion molecules (CAMs) | hsa04514 | 134 | 9 | 7.87*10−08 | |
| Intestinal immune network for IgA production | hsa04672 | 50 | 6 | 6.70*10−07 | |
| Cytosolic DNA-sensing pathway | hsa04623 | 56 | 6 | 1.15*10−06 | |
| NOD-like receptor signaling pathway | hsa04621 | 62 | 6 | 1.86*10−06 | |
| Jak-STAT signaling pathway | hsa04630 | 155 | 8 | 2.30*10−06 | |
| T cell receptor signaling pathway | hsa04660 | 108 | 7 | 2.40*10−06 | |
| Large AAA-downregulated genes | Metabolic pathways | hsa01100 | 1104 | 78 | 1.05*10−24 |
| Huntington's disease | hsa05016 | 185 | 31 | 3.64*10−20 | |
| Oxidative phosphorylation | hsa00190 | 135 | 27 | 8.60*10−20 | |
| Alzheimer's disease | hsa05010 | 169 | 28 | 2.45*10−18 | |
| Parkinson's disease | hsa05012 | 133 | 25 | 7.70*10−18 | |
| Ribosome | hsa03010 | 88 | 18 | 1.32*10−13 | |
| Cardiac muscle contraction | hsa04260 | 79 | 16 | 4.25*10−12 | |
| Focal adhesion | hsa04510 | 201 | 23 | 8.41*10−12 | |
| Vascular smooth muscle contraction | hsa04270 | 115 | 17 | 1.27*10−10 | |
| Fatty acid metabolism | hsa00071 | 42 | 10 | 1.70*10−08 |
AAA, abdominal aortic aneurysm; N, number of reference genes in the pathway; n, number of genes differentially expressed in pathway in small or large AAA compared to patients without AAA (Controls); > 2-fold difference, P value < 0.05 calculated with non-parametric Mann-Whitney test and corrected by Benjamini and Hochberg method. P value indicates the corrected significance of enrichment calculated from the hypergeometric test by Benjamini and Hochberg method. Pathways were identified using WebGestalt and were linked to the KEGG (Kyoto Encyclopedia of Genes and Genomes) website http://www.genome.jp/kegg/.
Examples of differentially expressed genes in small and large AAA with some connection to immunity
| Symbol | Name | Small AAA | Large AAA | ||
|---|---|---|---|---|---|
| Fold change | Corrected P value | Fold change | Corrected P value | ||
| interleukin 1, beta | 5.08 | 0.002 | 3.85 | 0.001 | |
| interleukin 6 | 6.28 | 0.004 | 6.48 | 0.002 | |
| interleukin 8 | 4.49 | 0.005 | 3.65 | 0.004 | |
| chemokine (C-X-C motif) ligand 2 | 3.35 | 0.004 | 2.73 | 0.005 | |
| chemokine (C-X-C motif) ligand 13 | 2.21 | 0.013 | 3.09 | 0.002 | |
| chemokine (C-C motif) ligand 3-like 3 | 3.14 | 0.039 | 2.59 | 0.041 | |
| chemokine (C-C motif) ligand 4-like 2 | 2.48 | 0.021 | 2.12 | 0.023 | |
| CD69 molecule | 2.67 | 0.039 | 3.45 | 0.004 | |
| CD19 antigen | 2.79 | 0.026 | 4.45 | 0.002 | |
| natural killer-tumor recognition sequence | 2.37 | 0.002 | 2.66 | 0.001 | |
| cytotoxic T-lymphocyte-associated protein 4 | 2.01 | 0.018 | - | - | |
| CD8 antigen, alpha chain | - | - | 2.24 | 0.012 | |
| CD79A antigen, immunoglobulin-associated alpha | - | - | 2.76 | 0.005 | |
| CD79b molecule, immunoglobulin-associated beta | - | - | 3.43 | 0.004 | |
| Fc receptor-like 2 | - | - | 2.53 | 0.002 | |
| Fc receptor-like 5 | - | - | 2.01 | 0.001 | |
| Fc receptor-like A | - | - | 3.15 | 0.009 | |
AAA, abdominal aortic aneurysm. Differentially expressed genes were determined by comparison of patients with small or large AAA with patients without AAA (Controls), (> 2-fold change, P value < 0.05 calculated with non-parametric Mann-Whitney test and corrected by Benjamini and Hochberg method).
Top 10 KEGG pathways enriched in aortic occlusive disease
| Category | Pathway | KEGG | N | n | P value |
|---|---|---|---|---|---|
| AOD-upregulated genes | Metabolic pathways | hsa01100 | 1104 | 147 | 1.49*10−43 |
| Oxidative phosphorylation | hsa00190 | 135 | 49 | 5.68*10−35 | |
| Parkinson's disease | hsa05012 | 133 | 46 | 7.03*10−32 | |
| Huntington's disease | hsa05016 | 185 | 52 | 4.11*10−31 | |
| Alzheimer's disease | hsa05010 | 169 | 48 | 5.02*10−29 | |
| Ribosome | hsa03010 | 88 | 35 | 6.28*10−27 | |
| Focal adhesion | hsa04510 | 201 | 38 | 1.90*10−16 | |
| Spliceosome | hsa03040 | 128 | 29 | 8.16*10−15 | |
| Cardiac muscle contraction | hsa04260 | 79 | 21 | 2.63*10−12 | |
| Proteasome | hsa03050 | 48 | 17 | 2.63*10−12 | |
| AOD-downregulated genes | Cytokine-cytokine receptor interaction | hsa04060 | 267 | 8 | 5.69*10−07 |
| Hematopoietic cell lineage | hsa04640 | 88 | 5 | 5.93*10−06 | |
| Chemokine signaling pathway | hsa04062 | 190 | 6 | 8.64*10−06 | |
| Regulation of actin cytoskeleton | hsa04810 | 216 | 5 | 2.00*10−04 | |
| Graft-versus-host disease | hsa05332 | 42 | 3 | 3.00*10−04 | |
| Jak-STAT signaling pathway | hsa04630 | 155 | 4 | 6.00*10−04 | |
| Pathogenic Escherichia coli infection | hsa05130 | 59 | 3 | 6.00*10−04 | |
| NOD-like receptor signaling pathway | hsa04621 | 62 | 3 | 6.00*10−04 | |
| Toll-like receptor signaling pathway | hsa04620 | 101 | 3 | 2.10*10−04 | |
| Prion diseases | hsa05020 | 35 | 2 | 3.70*10−04 |
AOD, aortic occlusive disease; N, number of reference genes in the pathway; n, number of genes differentially expressed in pathway in AOD compared to patients without AAA (Controls); > 2-fold difference, P value < 0.05 calculated with non-parametric Mann-Whitney test and corrected by Benjamini and Hochberg method. P value indicates the corrected significance of enrichment calculated from the hypergeometric test by Benjamini and Hochberg method. Pathways were identified using WebGestalt and were linked to the KEGG (Kyoto Encyclopedia of Genes and Genomes) website http://www.genome.jp/kegg/.
Examples of differentially expressed genes in AOD
| Symbol | Name | Function | Fold change | Corrected P value |
|---|---|---|---|---|
| NADH dehydrogenase (ubiquinone) 1 alpha subcomplex, 3 | Complex I | 2.71 | 0.003 | |
| NADH dehydrogenase (ubiquinone) 1 beta subcomplex, 3 | Complex I | 2.53 | 0.003 | |
| NADH dehydrogenase (ubiquinone) 1 alpha subcomplex, 7 | Complex I | 2.12 | 0.003 | |
| NADH dehydrogenase (ubiquinone) 1 beta subcomplex, 6 | Complex I | 2.68 | 0.003 | |
| succinate dehydrogenase complex, subunit A | Complex II | 2.00 | 0.003 | |
| succinate dehydrogenase complex, subunit D | Complex II | 2.66 | 0.003 | |
| ubiquinol-cytochrome c reductase binding protein | Comples III | 2.89 | 0.003 | |
| ubiquinol-cytochrome c reductase hinge protein | Comples III | 10.76 | 0.003 | |
| ubiquinol-cytochrome c reductase, Rieske iron-sulfur polypeptide 1 | Comples III | 2.62 | 0.003 | |
| cytochrome c oxidase subunit Vb | Complex IV | 4.62 | 0.003 | |
| cytochrome c oxidase subunit VIa polypeptide 1 | Complex IV | 2.06 | 0.008 | |
| cytochrome c oxidase subunit VIb polypeptide 1 | Complex IV | 10.45 | 0.003 | |
| cytochrome c oxidase subunit VIc | Complex IV | 3.34 | 0.003 | |
| cytochrome c oxidase subunit VIIc | Complex V | 4.32 | 0.003 | |
| ATP synthase, H+ transporting, mitochondrial F1 complex, gamma polypeptide 1 | Complex V | 2.22 | 0.003 | |
| ATP synthase, H+ transporting, mitochondrial F1 complex, delta subunit | Complex V | 2.00 | 0.005 | |
| ATP synthase, H+ transporting, mitochondrial F0 complex, subunit F6 | Complex V | 3.13 | 0.003 | |
| uncoupling protein 2 | Uncoupling | −3.73 | 0.014 | |
| aldehyde dehydrogenase 1 family, member B1 | G/F/P | 2.84 | 0.008 | |
| aldehyde dehydrogenase 2 family | G/F/P | 2.03 | 0.017 | |
| aldehyde dehydrogenase 3 family, member A2 | G/F/P | 2.45 | 0.003 | |
| aldehyde dehydrogenase 9 family, member A1 | G/F/P | 2.61 | 0.003 | |
| pyruvate dehydrogenase beta | G | 2.64 | 0.003 | |
| triosephosphate isomerase 1 | G | 2.23 | 0.003 | |
| acyl-CoA dehydrogenase, long chain | F | 2.04 | 0.003 | |
| acetyl-CoA acetyltransferase 1 | F | 3.81 | 0.003 | |
| methylmalonyl CoA epimerase | P | 2.34 | 0.003 | |
| methylmalonyl CoA mutase | P | 2.08 | 0.003 | |
| complement component 1, s subcomponent | Complement | 2.08 | 0.044 | |
| CD46 molecule | Complement | 2.00 | 0.004 | |
| complement factor H | Complement | 2.81 | 0.006 | |
| complement factor I | Complement | 2.02 | 0.004 | |
| complement component 1, q subcomponent binding protein | Complement | 2.10 | 0.003 | |
| complement component 1, r subcomponent-like | Complement | 2.08 | 0.003 | |
| C7 | complement component 7 | Complement | 3.46 | 0.037 |
G, Glycolysis/Gluconeogenesis; F, Fatty acid metabolism; P, Propanoate metabolism; Complex I –V, mitochondrial complexes. Differentially expressed genes were determined by comparisons of patients of aortic occlusive disease (AOD) with patients without AAA (Controls), (> 2-fold change, corrected P value < 0.05 calculated with non-parametric Mann-Whitney test and corrected by Benjamini and Hochberg method.
Validation of genes differentially expressed in AAA or AOD by qRT-PCR
| Gene | Sample | N | Median | IQR | Fold change | P |
|---|---|---|---|---|---|---|
| Small AAA | 6 | 202.161 | 120.109-376.825 | 11.12 | 0.002 | |
| Normal control | 6 | 18.185 | 10.526-24.477 | |||
| Large AAA | 9 | 65.239 | 17.268-176.354 | 3.59 | 0.065 | |
| Normal control | 6 | 18.185 | 10.526-24.477 | |||
| Small AAA | 6 | 202.161 | 120.109-376.825 | 3.10 | 0.041 | |
| Large AAA | 9 | 65.239 | 17.268-176.354 | |||
| Small AAA | 6 | 61.004 | 51.980-69.598 | 1.60 | 0.132 | |
| Normal control | 6 | 38.194 | 18.075-46.661 | |||
| Large AAA | 9 | 109.487 | 61.730-176.194 | 2.87 | 0.004 | |
| Normal control | 6 | 38.194 | 18.075-46.661 | |||
| Small AAA | 6 | 61.004 | 51.980-69.598 | −1.79 | 0.065 | |
| Large AAA | 9 | 109.487 | 61.730-176.194 | |||
| Small AAA | 6 | 0.651 | 0.349-0.695 | 1.66 | 0.041 | |
| Normal control | 6 | 0.391 | 0.381-0.404 | |||
| Large AAA | 9 | 1.186 | 0.771-1.923 | 3.03 | 0.015 | |
| Normal control | 6 | 0.391 | 0.381-0.404 | |||
| Small AAA | 6 | 0.651 | 0.349-0.695 | −1.82 | 0.040 | |
| Large AAA | 9 | 1.186 | 0.771-1.923 | |||
| AOD | 8 | 0.729 | 0.545-0.737 | −3.16 | 0.017 | |
| Normal control | 6 | 2.306 | 0.909-5.070 |
AAA, abdominal aortic aneurysm; AOD, aortic occlusive disease; N, number of samples; Median, median gene expression relative to reference gene (ACTB); IQR, interquartile range; P, two-sided P value by Mann-Whitney U test.
Figure 2CD8+ lymphocytes and CTLA4 in large versus small AAA
Immunohistochemical staining identifying the increased presence of CD8+ T cells (brown stain) in tissue from large AAA (A) versus small AAA (B) associated with lower detection of CTLA4 (red stain) in large (C) compared to small AAA (D); scale bar = 50 μm (A & B) & 100 μm (C & D).