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APPLICATION OF 1H NMR METABOLOMICS TO A MURINE MODEL OF INFLAMMATORY ARTHRITIS Reza Dowlatabadi1,2, B. Joan Miller3, Frank R. Jirik3, Hans J. Vogel1 and Aalim M. Weljie1,4
1Metabolomics Research Centre, U. of Calgary, Canada; 2Current Address: Dept. of Med. Chem., Faculty of Pharmacy, Tehran U. of Med. Sci., Iran; 3Biochem. and Molecular Biology, U. of Calgary; 4Chenomx Inc., Edmonton, Alberta, Canada. [email protected]
Introduction
Acknowledgements
Rheumatoid arthritis, a debilitating, systemic inflammatory joint disease impacting 1-2% of the population, may be accompanied by alterations in specific metabolites. As an initial approach to investigating this possibility in a well-defined system we selected a murine model of rheuma-toid arthritis, the KBxN mouse. In this transgenic model, a systematic inflammatory response is generated towards the ubiquitously expressed glucose-6-phosphate isomerase enzyme. Here we examine the metabolite profiles of KBxN mice and contextualize them with respect to rheu-matoid arthritis mechanisms (Figure 1).
Methods
- Metabolite profiling of sera from mice models of human disease is a viable way to understand patho-logical mechanisms, and provide a means for evaluating the function of disease modifying drugs - In the case of the KBxN mouse model, gender has little effect on an appropriately developed multi-variate model. - Some of the metabolic changes are likely related to dietary considerations (e.g. lipid metabolism), al-though a number of specific inflammatory biomarkers are also evident - Our results attest not only to the complexity of systemic inflammatory responses, but also the power of the experimental approach in being able to reveal such a wide variety of biomarkers.
choline , acetylcarnatine , threonine
, hypoxanthine, uridine
Conclusions
Lipid metabolism – Glycerol,
Nucleic acid metabolism – Xanthine
Reactive oxygen species (ROS) metabolism – Taurine, Glycine
Methylation – Methionine
Immune response in macrophages – Glycine (via glycine - gated chlorine channels)
Figure 2: Paw swelling evident in a) the genetic parent strain and b) the KBxN mouse model of arthritis.
Normal Arthritis
2-Hydroxybutryate TMAO Uridine Glycerol Choline O-Acetylcarnitine
Xanthine Glycine Creatine Glutamate Hypoxanthine 1-Methylhistidine 2-Oxoglutarate Methionine Taurine Threonine
Elevated in Arthritis Decreased from Normal
Selected Pathway Implications
Sera from arthritic populations of KBxN mice that are genetically-predisposed to arthritis (N=15), as well as healthy parent strain population (N=22) were analyzed using ultrafiltration followed by 1H NMR spectroscopy. A “Targeted Profiling” approach [1] was used to identify and quantify 54 metabolites using Chenomx NMR Suite (Chenomx Inc, Edmonton Alberta). Metabolite identification was confirmed using 2D methods and sample spiking. Subsequent multivariate analysis was performed using SIMCA-P+ (Umetrics, Sweden) to build an orthongonal par-tial lease squares discriminant analysis (OPLS-DA) model. The model was verified using a cross validation ap-proach, and a number of key metabolites identified as described below.
Figure 1: Schematic respresentation of selected mechanisms of rheumatoid arthritis. Stimulation of T cells occurs upon presentation of a self-antigen, which leads to macrophage activation. Cytokine release is implicated in many damage pathways. The autoimmune response leads to joint swelling and eventually degradation of the bone morphology.
Results
Figure 3: Weight gain in the final six weeks of both arthritc and normal mice. In all cases, the arthritic mice gained less overall weight, and demonstrated a distinct plateau at < 25 g.
Weight of arthritc and normal mice over time
Scores plot from multivariate statistical modeling using OPLS
Loadings plot from multivariate statistical modeling using OPLS
Figure 5: Loadings plot from the OPLS analysis of the metabolite concentrations obtained using the targeted profil-ing approach. Metabolites are highlighted either as reduced from the normal case (black) or elevated in the arthritis case (red). Metabolites were chosen if they had a score > 1 in the variable importance plot of the overall model.
Summary of important metabolites Potential physiological role of metabolites
We thank Glen MacInnis for preparing and acquiring NMR data for several of the serum spectra. This work was supported by Genome Alberta/Canada as part of the Metabolomics Toolbox Project and the Arthritis Society of Canada. AMW was the recipient of an Alberta Ingenuity Industrial Fellowship.
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p[2]O
p[1]P
2-Hydroxybutyrate
2-Ox oglutarate
3-Hydroxybutyrate
3-Methyl-2-oxovalarate
Acetate
Adenosine
Alanine
Allantoin
Arginine
Asparagine
Aspartate
Butyrate
Carnitin e
Choline
Citrate
Citrulline
Creatin e
Cy tidine
Formate
Fumarate
Glucos e
Glutamate
Glutamine
Glycerol
Glycine
Histidine
Hypoxanthine
Isobutyrate
Isoleucin e
Lactat e
Leucin e
LysineMethionine
Nicotinate
O-Acet ylcarnitine
Phosphocholine-like
Ornithine
Pheny lalanineProline
Py ruvate
SerineSuberat e
Succinat e
Taurin eThreonine
TMAO
Tryptophan
Ty rosine Uridine
Valerate
Valin e
Xanthine
trans-Aconitate
1-Methylhistidine
Reduced from Normal
Higher in Arthritis
Figure 4: Scores plot from the OPLS analysis of the metabolite concentrations obtained using the targeted profiling ap-proach. A) Coloured according to type of mouse and B) coloured according to gender. Note that the first component in OPLS (x-axis) provides information on class separation, and as a result only the first component is considered for interpre-tation of metabolites relevant to arthritis. The first orthogonal component shows preliminary evidence of gender separation.
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t[2]O
t[1]P
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-4 -3 -2 -1 0 1 2 3 4
t[2]O
t[1]P
Normal
Female
Male
A) B)
Synovial fluid Cartilage
Pannus
Bone
Collagenase and Metalloproteinase mediated damage
SCF
Reactive oxygen species (ROS) mediated damage
IL-1, IL-6, TNF-α, other cytokines, his-tamines, tryptase,
chymase
Neutrophil Recruitment
Synovial Mast Cells
Macrophage Activation
Fibroblast activation and hyperplasia
T Cell Stimulation
Chondrocyte Activation
Requires de novo pyramidine synthesis
Methylation
Cytokine and ROS release is blunted in the glycine-gated choride channed of white blood cells
Taurine and Taurine - chloramine are known anti-inflammatory compounds
Mainnemare et al., (2004) J. Dent. Res. 83:823
Synovial fluid
Reactive oxygen species (ROS) mediated damage
Neutrophil Recruitment
Macrophage Activation
T Cell Stimulation
Collagenase and Metalloproteinase mediated damage
Wheeler et al., (1999) CMLS, 56:843.
Bottiglieri (2002) Am. J. Clin. Nutr., 76(sup):1151S.