Study Baseline Characteristics
Of the 20 patients included (mean age and BMI of 47.05 and 49 respectively), 11 and 9 patients underwent RYGB and SG respectively. Half the patients had T2D. The overall baseline demographics divided by those with and without T2D are displayed in table 1.
Table 1. Baseline Demographics
![](data:image/png;base64,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)
all listed data are means ± standard deviation unless stated otherwise
Table 2. Effect of surgery by surgical procedure and T2D diagnosis subgroups
![](data:image/png;base64,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)
┼significant difference between baseline demographics
* p < 0.05 pre- and post-op comparison
Pre-Operative and 3-month Post-Operative Metabolite Comparisons – surgical intervention
At pre-operative baseline there were no significant differences in metabolite concentrations between the two surgical groups. Both surgical interventions led to significant reductions in weight across all subgroups at 3 months post-operation (table 2). HbA1c concentrations were significantly reduced at the 3-month timepoint following RYGB, but not in the VSG group.
RYGB intervention resulted in a significant decrease in kynurenic acid (p= 0.010, BH q = 0.048), xanthurenic acid (p=0.001, BH q=0.017) and tryptophan (p=0.002, BH q=0.017) concentrations. Concentrations of 3-OH kynurenine (p=0.023, BH q=0.082) and quinolinic acid (p=0.043, BH q=0.121) also decreased, however presented BH q values of > 0.05 post control of the FDR. The VSG procedure did not result in any significant changes in metabolite concentrations at the 3-month timepoint (table 3) but post-operative trend changes mirrored those observed in the RYGB group. No significant difference was found in the kynurenine/tryptophan ratio for either the RGYB or VSG groups after surgery.
Table 3. Effect of surgery by surgical procedure subgroup on measured metabolites
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)
q values were generated using the Benjamini and Hochberg method to control the false discovery rate (FDR)
Units of all of metabolites displayed - ng/ml
KTR expressed as a ratio
Pre-Operative and 3-month Post-Operative Metabolite Comparisons – T2D vs ND
At pre-operative baseline, there was a significantly higher concentration of HbA1c in those with T2D which was expected. In addition, serum tryptophan (p=0.005) and xanthurenic acid (p=0.015) concentrations were higher in those with T2D (figure 2), although after controlling for the FDR, BH q values for both metabolites were > 0.05 (q=0.10 and q=0.14 respectively).
Following surgical intervention, Hba1c concentrations were significantly reduced in both the T2D and ND groups, with a greater reduction in the T2D group. In the T2D group, significant reductions in the concertation of xanthurenic acid (p=0.004, BH q=0.030) and tryptophan (p=0.003, BH q=0.030) occurred (Figure 3). No significant metabolite changes were observed in the ND group at the 3-month post-surgery timepoint (table 4). The kynurenine/tryptophan ratio did not significantly change between pre- and post-surgery for either the T2D or the ND group.
Table 4. Effect of surgery by T2D subgroup on measured metabolites
![](https://myfiles.space/user_files/58653_1b1c6aeb34a62c68/58653_custom_files/img1623148669.png)
q values were generated using the Benjamini and Hochberg method to control the false discovery rate (FDR)
Units of all of metabolites displayed - ng/ml
KTR expressed as a ratio
Metabolite relationship with clinical measurements – BMI and Hba1c
The serum concentrations of TRP (R=0.57, p=4.2e-5), KYNA (R=0.33, p=0.024) and XA (R=0.57, p=0.001) were found to be positively correlated with the corresponding serum HbA1c concentrations at the time of sampling (Figure 4).
To further examine the effect of surgery on the kynurenine pathway, the correlation coefficient for the change in concentrations for each pathway metabolite with Δ BMI and ΔHbA1c was calculated (Figure 5). Changes in BMI and HbA1c were not found to be significantly correlated with any of the Δ of measured metabolites after controlling for FDR using the BH method. However, there were several strong correlations observed between ΔHba1c and ΔTRP (r=0.56, p=0.011, BH q= 0.074), ΔXA (r=0.76, p=0.029, BH q= 0.109). As well as ΔBMI and ΔKYN (r=0.56, p=0.017, BH q=0.082).
Within the metabolic pathway, ΔTRP showed a positive correlation with the downstream metabolite of ΔKYNA. ΔNeopterin often used a marker of inflammation, was found to be significantly positively correlated with ΔQA (r= 0.66, p=0.002, BH q=0.018) and inversely correlated with ΔKYNA (r=-0.61, p=0.004, BH q=0.037). To further illustrate the extensive correlation relationship between all quantified metabolites, BMI and HbA1c, a correlation network map is presented in figure 6.