| Literature DB >> 31964942 |
Norihiro Isogai1,2, Yuta Shiono1, Tetsuya Kuramoto1, Kenji Yoshioka1, Hiroko Ishihama1, Haruki Funao1,2,3, Masaya Nakamura1, Morio Matsumoto1, Ken Ishii4,5,6.
Abstract
Osteomyelitis, which often arises from a surgical-site infection, is a serious problem in orthopaedic surgery. However, there are no specific biomarkers for osteomyelitis. Here, to identify specific plasma biomarkers for osteomyelitis, we conducted metabolome analyses using a mouse osteomyelitis model and bioluminescence imaging. We divided adult male pathogen-free BALB/C mice into control, sham-control, and infected groups. In the infected group, a bioluminescent Staphylococcus aureus strain was inoculated into the femur, and osteomyelitis was detected by bioluminescence imaging. We next analysed the metabolome, by comprehensively measuring all of the small molecules. This analysis identified 279 metabolites, 12 of which were significantly higher and 45 were significantly lower in the infected group than in the sham-control and control groups. Principal component analysis identified sphingosine as the highest loading factor. Several acyl carnitines and fatty acids, particularly ω-3 and ω-6 polyunsaturated fatty acids, were significantly lower in the infected group. Several metabolites in the tricarboxylic acid cycle were lower in the infected group than in the other groups. Thus, we identified two sphingolipids, sphinganine and sphingosine, as positive biomarkers for mouse osteomyelitis, and two components in the tricarboxylic acid cycle, two-oxoglutarate and succinic acid, as negative biomarkers.Entities:
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Year: 2020 PMID: 31964942 PMCID: PMC6972943 DOI: 10.1038/s41598-020-57619-1
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1Osteomyelitis model mice infected with a bioluminescent Staphylococcus aureus strain. (a) Representative image showing a stable luminescent signal at the left femur of an infected mouse on day 3 after surgery. (b) Bar graph showing photon counts for the front-view ROI. The mean bacterial PI was significantly higher in the infected group than in the sham-control group (**p < 0.001). (c) The histology of femur from infected mice day 3 after surgery. Gram-stain-positive bacteria are observed in the bone-marrow space. Bars = 100 μm.
Figure 2Hierarchical clustering analysis of the metabolites in the Control, Sham-control, and Infected groups. In Group H, 66 metabolites (red bars) were elevated in the infected group compared to the sham or control groups, and 12 of them were significantly higher in the infected group (p < 0.05). Of 195 Group L metabolites (green bars), which decreased in the infected compared to the sham-control or control groups, 45 were significantly lower in the infected group (p < 0.05).
Classification of 12 Group H and 45 Group L metabolites according to the Human Metabolome Database (HMDB; www.hmdb.ca).
| Pathway Label | HMDB:class(subclass) |
|---|---|
| Pathway Index§ | |
| 1-Methylhistamine | Amines |
| Carbohydrates and carbohydrate conjugates | |
| Gln | Carboxylic acids and derivatives |
| 2-Aminobutyric acid | Carboxylic acids and derivatives |
| Homocitrulline | Carboxylic acids and derivatives |
| Glu | Carboxylic acids and derivatives |
| Guanidoacetic acid | Carboxylic acids and derivatives |
| Asp | Carboxylic acids and derivatives |
| N8-Acetylspermidine | Carboxylic acids and derivatives |
| γ-Butyrobetaine | Fatty Acyls |
| Sphingosine | Sphingolipids |
| Sphinganine | Sphingolipids |
| Oleoyl ethanolamine | Amines |
| Sarcosine | Carboxylic acids and derivatives |
| Ornithine | Carboxylic acids and derivatives |
| N-Acetylleucine | Carboxylic acids and derivatives |
| Betaine | Carboxylic acids and derivatives |
| 4-Acetamidobutanoic acid | Carboxylic acids and derivatives |
| Gly | Carboxylic acids and derivatives |
| Citrulline | Carboxylic acids and derivatives |
| Citric acid | Carboxylic acids and derivatives |
| cis-Aconitic acid | Carboxylic acids and derivatives |
| Isocitric acid | Carboxylic acids and derivatives |
| Thiamine | Diazines |
| Palmitoylcarnitine | Fatty Acyls |
| Isobutyrylcarnitine | Fatty Acyls |
| AC(17:1) | Fatty Acyls |
| AC(16:1) | Fatty Acyls |
| AC(14:1) | Fatty Acyls |
| AC(12:0) | Fatty Acyls |
| Palmitoleic acid | Fatty Acyls |
| Palmitic acid | Fatty Acyls |
| Myristic acid | Fatty Acyls |
| Malic acid | Fatty Acyls |
| Indole-3-carboxaldehyde | Fatty Acyls |
| FA(22:5) | Fatty Acyls |
| FA(22:4) | Fatty Acyls |
| FA(20:3) | Fatty Acyls |
| FA(19:0) | Fatty Acyls |
| FA(17:1) | Fatty Acyls |
| FA(17:0) | Fatty Acyls |
| FA(14:2) | Fatty Acyls |
| FA(14:1)-2 | Fatty Acyls |
| FA(14:1)-1 | Fatty Acyls |
| Ethyl arachidonate | Fatty Acyls |
| cis-8,11,14-Eicosatrienoic acid | Fatty Acyls |
| Arachidonic acid | Fatty Acyls |
| 3-Hydroxytetradecanoic acid | Fatty Acyls |
| 3-Indoxylsulfuric acid | indoles and derivatives |
| Linolenic acid | Lineolic acids and derivatives |
| Linoleic acid | Lineolic acids and derivatives |
| 7,8-Dihydrobiopterin | Pteridines and derivatives |
| Uridine | Pyrimidine nucleosides |
| Hypotaurine | Quaternary ammonium salts |
| Taurodeoxycholic acid | Steroids and steroid derivatives |
| 21-Deoxycortisol | Steroids and steroid derivatives |
| N-Ethylmaleimide_ + H2O | Vinyl halides |
Figure 3Plasma concentration of metabolites in the H and L Groups. Data are expressed as concentration relative to control for the sham control and the infected group. (a) Plasma concentrations of 12 Group H metabolites that were significantly higher in the infected group than the sham-control group (p < 0.05); the p values were lowest for sphingosine and sphinganine (p < 0.001). Carboxylic acids or derivatives with 7 metabolites were the most pathway label in the Group H. (b) Plasma concentrations of 45 Group L metabolites that were significantly lower in the infected group than in the sham-control group (p < 0.05); the p values were lowest for glycine and oleoyl ethanolamine (p < 0.001). Fatty acyls with 24 metabolites were the most pathway label in the Group L. The P values for each row are: no mark, p < 0.05; *p < 0.01, and **p < 0.001.
Individual plasma concentration of sphingosine and sphinganine relative to control average.
| Sphingoshine | Control | Sham | Infected |
|---|---|---|---|
| 1 | 1.01 | 1.20 | 1.95 |
| 2 | 0.92 | 1.18 | 2.11 |
| 3 | 0.87 | 1.06 | 2.26 |
| 4 | 1.06 | 1.25 | 1.75 |
| 5 | 1.06 | 1.36 | 2.38 |
| Average | 1.00 | 1.21 | 2.09 |
| 1 | 1.01 | 1.31 | 1.93 |
| 2 | 0.97 | 1.08 | 2.22 |
| 3 | 0.81 | 1.07 | 2.22 |
| 4 | 1.04 | 1.18 | 1.70 |
| 5 | 1.18 | 1.47 | 2.23 |
| Average | 1.00 | 1.22 | 2.06 |
There were significantly higher in the infected group, compared with both the control group and the sham control group (p < 0.01 each: Welch’s t test).
Figure 4Principal component analysis of metabolites to identify the most important metabolites with the loading factor. (a) Principal component analysis showed that the three treatment groups were tightly clustered along the PC1 axis. (b) Loading factors of metabolites. Sphingosine was the highest and cis-8,11,14-eicosatrienoic acid was the lowest loading factor of the PC1 axis.
Figure 5The TCA cycle. All metabolites in the TCA cycle were decreased or depleted in the infected group. In particular, four metabolites downstream of 2-OG (2-OG, succinyl CoA, succinic acid, and fumaric acid) fell below measurable limits in the infected group. The metabolic pathway from isocitric acid to 2-OG was strongly inhibited in the infected group according to the depletion of NAD+ from accelerated β-oxidation. The value of each metabolites is the concentration relative to the control.