| Literature DB >> 28811491 |
Poulami Datta1,2, Yue Zhang1,2, Alexa Parousis1,2, Anirudh Sharma1,2, Evgeny Rossomacha1,2, Helal Endisha1,2,3, Brian Wu1,2, Izabela Kacprzak1,2, Nizar N Mahomed1,2,4, Rajiv Gandhi1,2,4, Jason S Rockel1,2, Mohit Kapoor5,6,7,8.
Abstract
Metabolic changes induced by high fat diet (HFD) that contribute to osteoarthritis (OA) are poorly understood. We investigated longitudinal changes to metabolites and their contribution to OA pathogenesis in response to HFD. HFD-fed mice exhibited acceleration of spontaneous age-related and surgically-induced OA compared to lean diet (LD)-fed mice. Using metabolomics, we identified that HFD-fed mice exhibited a distinct and sustained plasma metabolite signature rich in phosphatidylcholines (PC) and lysophosphatidylcholines (lysoPCs), even after resumption of normal chow diet. Using receiver operator curve analysis and prediction modelling, we showed that the concentration of these identified metabolites could efficiently predict the type of diet and OA risk with an accuracy of 93%. Further, longitudinal evaluation of knee joints of HFD- compared to LD- fed mice showed a greater percentage of leptin-positive chondrocytes. Mechanistic data showed that leptin-treated human OA chondrocytes exhibited enhanced production of lysoPCs and expression of autotaxin and catabolic MMP-13. Leptin-induced increased MMP13 expression was reversed by autotaxin inhibition. Together, this study is the first to describe a distinct and sustained HFD-induced metabolite signature. This study suggests that in addition to increased weight, identified metabolites and local leptin-signaling may also contribute in part, towards the accelerated OA-phenotype observed in HFD mice.Entities:
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Year: 2017 PMID: 28811491 PMCID: PMC5557929 DOI: 10.1038/s41598-017-07963-6
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Figure 1High fat diet promotes weight gain, hyperglycemia, hyperinsulemia and changes to body composition. (A) Schematic diagram showing diet regimes of high fat diet- (HFD), lean diet- (LD) and normal chow-fed mice, and the longitudinal timing for analysis of age related and surgically-induced OA. (B) Nine-week old C57BL/6J mice were placed on high fat diet or lean diet until 18 weeks (6 months of age) at which time the mice were returned to a normal chow diet up to 12 months of age. Body weight, fasting blood glucose, insulin levels, body area, bone mineral density (BMD), bone mineral content (BMC) and body fat percent were determined longitudinally. All results are expressed as mean ± SD. Data were analyzed by Two-way ANOVA followed by Holm-Sidak multiple comparison tests. *p < 0.05 (LD vs HFD at each time point); n = 10.
Figure 2High fat diet-fed mice exhibit accelerated surgically-induced OA. (A) Representative histological images of Safranin-O/Fast Green stained knee joint sections from lean diet (LD) and high fat diet (HFD)-fed mice that underwent destabilisation of medial meniscus (DMM surgery) at 18 weeks of diet (6 months of age) and were collected at 10 or 20-weeks post-surgery. Magnification is 10x and 20x. (B) Severity of OA pathogenesis was determined by OARSI histopathology grading of mouse femoral condyles and tibial plateaus, and number of chondrocytes per area were counted. Data were analysed by Two-way ANOVA followed by Holm-Sidak multiple comparison tests. Data are expressed as mean ± SD (n = 10). +p < 0.05, LD vs HFD at 10-weeks or LD vs HFD 20-weeks post-surgery. *p < 0.05, HFD at 10-weeks vs HFD at 20-weeks of post-surgery or LD at 10 weeks vs LD 20 weeks of post-surgery.
Figure 3High fat diet-fed mice exhibit accelerated spontaneous OA. (A) Representative histological sections of Safranin-O/Fast Green stained knee joints from lean diet (LD) and high fat diet (HFD)-fed mice at 9 months and 12 months of age. Magnifications: 10x and 20x. (B) Severity of OA pathogenesis was determined by OARSI histopathology grading of mouse femoral condyles and tibial plateaus and number of chondrocytes per area were counted. Data are expressed as mean ± SD. Data were analysed by Two-way ANOVA followed by Holm-Sidak multiple comparison tests. */+p < 0.05; n = 10. +p < 0.05 LD vs HFD at 9 months of age LD vs HFD at 12 months of age. *p < 0.05 HFD at 9 months of age vs HFD at 12 months of age and LD at 9 months of age vs LD at 12 months of age (n = 10).
Figure 4High fat diet-fed mice exhibit distinct and sustained longitudinal changes in selected metabolites. Metabolites shown were selected based on VIP scores ≥1 and One-way ANOVA (p < 0.05). (A) Heat maps showing the median-normalized fold change in the metabolites levels of mice at baseline, and 18 weeks of high fat diet (HFD) or lean diet (LD), or at baseline and 9 months of age from HFD- and LD- fed mice. (B) Venn diagrams representing metabolites identified and grouped based on One-Way ANOVA and Fisher's LSD post-hoc tests (p < 0.05 representing a significant difference between individual groups). Metabolites not meeting predetermined cut-offs are located centrally in the 18 week and 9 month venn diagrams (126 and 140 metabolites, respectively) (n = 10 per group per time point).
ROC analysis of metabolites longitudinally upregulated in HFD-induced osteoarthritis.
| Metabolite | AUC | 95% CI | Fold change (HFD relative to LD) | T-test |
|---|---|---|---|---|
| lysoPCaC17:0 | 0.96429 | 0.786–1 | 1.40 | 0.0035 |
| lysoPCaC20:4 | 0.92857 | 0.714–1 | 1.60 | 0.0063 |
| PCaaC36:2 | 0.92857 | 0.714–1 | 1.20 | 0.0176 |
| lysoPCaC18:0 | 0.85714 | 0.571–1 | 1.28 | 0.0419 |
Table of selected metabolites identified from VIP ≥ 1 and significantly upregulated by One-way ANOVA (p < 0.05) at 18 weeks of diet and 9 months of age in HFD-fed mouse plasma vs LD-fed or baseline mouse plasma. AUC; area under curve, CI; confidence interval; HFD; high fat diet; LD; Lean diet. Significant P-values (p < 0.05) determined by Student’s t-test of log-transformed, auto-scaled data comparing animals with severe (OARSI score ≥ 3) vs. non-severe (OARSI score <3) osteoarthritis.
AUC of combined metabolites of the top 3 or 4 metabolites from Table 1 based on lowest p-value and highest AUC, as determined by random forests classification modeling.
| Grouped ROC | AUC | 95% CI | The average accuracy based on 100 cross validations |
|---|---|---|---|
| Top 3 | 0.965 | 0.75–1 | 0.850 |
| Top 4 | 0.92 | 0.5–1 | 0.808 |
ROC, receiver operator curve; AUC, area under curve; CI, Confidence interval.
Figure 5Leptin is increased longitudinally in articular cartilage but not plasma of HFD-fed mice. (A) Plasma levels of leptin measured by ELISA kit in HFD- and LD-fed mice at 18-weeks of diet and 9 months of age. Data are expressed mean ± SD. Data were analysed by Two-way ANOVA followed by Holm-Sidak multiple comparison tests. *p < 0.05 (LD vs HFD at 18-weeks of age) n = 10. (B) Leptin and PARP p85 expression in articular chondrocytes of HFD-fed mice at 18-weeks of diet, 12 months of age, or 20-weeks post-surgery compared to LD-fed mice. Images are representative of n = 5 for each diet group at each collection timepoint. (C) Percent of leptin positive cells/area at 18-weeks of diet (HFD or LD) and at 12 months of age. Data are expressed mean ± SD. Data was analysed by Two-way ANOVA followed by Holm-Sidak multiple comparison tests. */+p < 0.05; n = 5. +p < 0.05 LD vs HFD at 18-weeks of diet or LD vs. HFD at 12 months of age, *p < 0.05 HFD at 18-weeks of diet vs HFD at 12 months of age and LD at 18 weeks of diet vs LD at 12 months of age. (D) Lysophosphatidylcholine ELISA of media supernatants of human OA chondrocytes treated with leptin. Results are expressed as mean ± SD. *p < 0.05, as analysed by two-tailed Student’s t-test. n = 11 media samples from independent wells containing chondrocytes from n = 5 independent patient samples. (E) Western blots showing expression of autotaxin, LOX1, MMP13 in the chondrocytes treated with leptin. β-actin was used as a loading control. Densitometry graphs of LOX1, autotaxin (ATX) and MMP13 normalised to the Beta-actin expression. Data are expressed as mean ± SD and analyzed by paired Student’s t-tests (two-tailed). */+p < 0.05 (n = 5). Representative western blot showing effect of autotaxin inhibitor on Leptin-induced MMP13 in human OA chondrocytes. Beta-actin expression was used as a loading control (n = 3). (F) Schematic showing that in addition to increased weight, local leptin signaling may contribute to the accelerated progression of OA in response to high fat diet. Solid lines indicate direct contributions. Dotted lines indicate likely but unconfirmed contributions.