The significance of diet and gut microbiota in the pathobiology of MS is increasingly appreciated, specifically their potential as novel therapeutic agents (Bjørnevik et al., 2017; Yu et al., 2022; Zahoor et al., 2021). We and others have previously shown that MS patients have gut dysbiosis with depletion of beneficial gut bacteria, notably those able to metabolize phytoestrogens (Chen et al., 2016; Storm-Larsen et al., 2019). Further, using the animal model of MS, we have shown that an isoflavone (phytoestrogen) rich diet can protect mice from EAE, but this protection was dependent on the presence of specific gut bacteria and their ability to metabolize dietary phytoestrogen into equol (Jensen et al., 2021). In this study we performed untargeted metabolomics in the sera of mice on a diet with or without isoflavone and have shown enrichment or reduction of specific metabolites in mice on a diet with or without isoflavone.
We observed that isoflavone diet affected host metabolism as highlighted by a distinct metabolite composition in mice on a diet with or without isoflavone. Several studies have shown that the beneficial effects of a diet or a dietary supplement are associated with global change in host metabolome (Díaz-Rubio et al., 2015; Rangel-Huerta et al., 2017; Torres Santiago et al., 2019). Healthy adults consuming antioxidant rich juice (n = 28) (Díaz-Rubio et al., 2015) or consuming orange juice (n = 30) (Rangel-Huerta et al., 2017) showed a distinct metabolic profile compared to the baseline. Similarly, Santiago et al. reported a change in urinary and fecal metabolite in Wistar rats consuming oral resveratrol compared to the water group (Torres Santiago et al., 2019). Thus, our data showing a distinct metabolic profile in mice on an isoflavone diet is in accordance with previous studies reporting that dietary supplement can have a global effect on host metabolites.
Heat map clustering analysis, which measures the samples’ Euclidean distances from one another, showed modulation of the top 25 metabolites; with 8 being increased and 17 being decreased in mice on the isoflavone diet compared to the phyto-free diet. Using Wilcoxon Signed Rank Test for a univariate analysis, we identified 132 metabolites to be significantly different between these two groups. Specifically, there were 110 metabolites significantly increased and 22 metabolites significantly decreased on the isoflavone diet compared to the phyto-free diet. Of note, equol sulfate was the most increased of any metabolite, and this is expected as isoflavone is broken down into equol which is then converted into equol sulphate. This finding serves as a positive control that our diets did in fact differ by presence of isoflavone which was metabolized into equol by gut bacteria (Díaz-Rubio et al., 2015). Analysis of specific pathways showed that several pathways were different between the two groups, specifically phenylalanine metabolism, linoleic acid metabolism, alpha-linolenic acid metabolism, sphingomyelin metabolism, and arachidonic acid metabolism.
Numerous significantly altered metabolites were linked to phenylalanine (Phe) metabolism. Phe is an aromatic amino acid, which is essential for the host and obtained from diet as the host does not naturally produce it. Dietary Phe is broken down into Tyrosine (Tyr) or 4-hydroxyphenylpyruvic acid (Gryp et al., 2017). Both of these metabolites can further be broken down into 4-ethylphenyl sulfate, p-cresol sulfate, and p-cresol glucuronide (Gryp et al., 2017). Phenylalanine was decreased in the isoflavone diet along with its secondary metabolites p-cresol sulfate (PCS) and p-cresol glucuronide (PCG). PCS and PCG are broken down from Phe and Tyr through anaerobic intestinal bacteria (Wishart et al., 2022). Interestingly, pwMS have higher levels of PCS in plasma as well as cerebrospinal fluids and PCS can induce axonal damage in cultured neurons (Ntranos et al., 2022). Additionally, pwMS treated with dimethyl fumarate showed decreased levels of PCS compared to untreated group (Ntranos et al., 2022). PCS had also been proposed as a biomarker for autism spectrum disorder (ASD) as its levels are elevated in the urine and feces of children with ASD (el Aidy et al., 2021). The current understanding is that PCS passes the blood-brain-barrier and affects microglia and neurons to induce neuroinflammation and axonal damages in neurological diseases such as MS and ASD. Thus, isoflavone may reduce neuroinflammation by modulation of phenylalanine metabolism specifically by reduction in the level of pro-inflammatory PCS.
Further investigation of the significant metabolites revealed isoflavone had altered fatty acid metabolism. Firstly, we found palmitoleate, oleate, linoleate, and linolenate were all significantly increased in isoflavone diet. Palmitoleate is the salt form of the monounsaturated fatty acid, palmitoleic acid, and is modulated in several inflammatory diseases but depending on the disease, palmitoleate levels had been shown to be either increased or decreased (Akazawa et al., 2021). Oleate is also the salt form of a monounsaturated fatty acid, oleic acid, which had shown to possess anti-inflammatory activity. In fact, fatty tissue from pwMS lack oleic acid and it is suggested to be responsible for regulatory T cell (Treg) dysfunction (Pompura et al., 2021). The exposure of Tregs from pwMS and healthy controls (HC) with oleic acid in culture restored suppressive function of these Tregs (Pompura et al., 2021). Additionally, presence of both palmitoleate and oleate had been linked with reduced inflammation in skeletal muscle cells (Coll et al., 2008). Thus, isoflavone may also mediate its anti-inflammatory effect through induction of the monounsaturated fatty acids palmitoleate and oleate both of which had been linked with the healthy state of the host.
Additionally, linoleate and linolenate, both polyunsaturated fatty acids (PUFAs) and the salt form of linoleic acid and linolenic acid, respectively, were increased in the mice on an isoflavone diet. Metabolism of linoleic acid and alpha-linolenic acid (ALA) were also found to be pathways significantly modulated based on our pathway analysis. PUFAs have been linked to protection from many inflammatory diseases including MS. A study evaluating effects of dietary intake of PUFA and MS risk showed that among all PUFA tested, only ALA showed inverse association with MS risk (Bjørnevik et al., 2017). In a follow-up study, the group reported that the higher serum levels of ALA were associated with lower disease activity in pwMS (Bjornevik et al., 2019). Additionally, a recent study had shown that pwMS with high ALA levels showed reduced risk of relapse and longer time to convert from clinically isolated syndrome to clinically definite multiple sclerosis (Munger et al., 2022). Utilizing an animal model of MS, we have also identified metabolites linked with PUFA, such as ALA and linoleic acid as significant biomarkers of disease (Mangalam et al., 2013; Poisson et al., 2015). Additionally, we showed that resolvin D1 (RvD1), a downstream metabolite of ALA, ameliorated disease in a chronic EAE model (Poisson et al., 2015; Zahoor et al., 2021). Thus, increased levels of beneficial PUFAs in mice on a diet with isoflavone suggest that PUFAs may have a role in creating an anti-inflammatory environment due to the consumption of isoflavone.
As for fatty acids that were depleted on an isoflavone diet compared to phyto-free, glycerophospholipids and sphingolipids from Phosphatidylcholine (PC) metabolism and ceramide metabolism were significantly decreased. Specifically, the glycerophospholipids involved in PC metabolism that were depleted in the isoflavone group include 1-stearoyl-2-docosahexaenoyl-GPE, 1-palmitoyl-2-docosahexaenoyl-GPC, 1-2-dipalmitoyl-GPC, 1-stearoyl-2-linoleoyl-GPC, and 1-oleoyl-2-docosahexaenoyl-GPE (Wishart et al., 2022). A study on the cerebral spinal fluid of MS and non-MS patients found that 4 of the 6 glycerophospholipids analyzed were significantly increased in MS patients (Nogueras et al., n.d.). Suggesting that glycerophospholipid composition alteration contributes to the disease state and thus the suppression of these metabolites on a diet with isoflavone supports an anti-inflammatory role of isoflavone.
PC also contributes to the production of sphingolipids with the help of ceramides (Li et al., 2008). Ceramides are lipid molecules that are metabolized into sphingolipids, namely sphingomyelin and sphingosine, which can be further broken down into sphingosine-1-phosphate (Hannun et al., 2010). Many structures of sphingomyelin, stearoyl sphingomyelin, and sphingosine-1-phosphate were found to be significantly decreased on the isoflavone diet. Additionally, sphingolipid metabolism was found to be a distinguishing pathway between our two diets based on our pathway analysis. Sphingomyelins are found in animal cell membranes and most abundantly in the myelin sheath protecting nerve cell axons (Jana & Pahan, 2010). Sphingosine-1-phosphate is a signaling molecule also found in animal cell membranes are present during inflammation (Spiegel et al., 2011). In fact, sphingosine 1-phosphate is activated by pro-inflammatory cytokines and is involved in T-cell trafficking. One MS treatment involves the use of sphingosine 1-phosphate receptor modulators to mediate its beneficial effect in pwMS (Mcginley et al., 2021). Due to the reduction in PC metabolism and these ceramide derivatives, our results suggest isoflavone promotes an anti-inflammatory environment by reducing the metabolism of glycerophospholipids and sphingolipids.
Another lipid alteration found on the isoflavone diet was a reduction in the arachidonic acid derivative, 1-oleoyl-2-arachidonoyl-GPE. Arachidonic acid was also identified as a significant pathway in our pathway analysis. Arachidonic acid metabolism produces prostaglandins (Jewell et al., 2022), which are lipids that are produced in damaged and infected tissues to control inflammation, clotting, and overall blood flow (Ricciotti et al., 2011). The reduction of arachidonic acid metabolism in mice on isoflavone diet suggests that the isoflavone diet can reduce inflammation through suppression of pro-inflammatory arachidonic metabolism.
In conclusion, dietary isoflavone alters the host metabolome by promoting anti-inflammatory metabolites and suppressing pro-inflammatory metabolites. Specifically, we found that the major alterations were seen in phenylalanine metabolism and lipid metabolism. Several monounsaturated and beneficial PUFAs were increased on an isoflavone diet compared to phyto-free. Whereas several pro-inflammatory metabolites, including glycerophospholipids, sphingolipids, and fatty acids derived from arachidonic acid, were all depleted in the isoflavone diet. The pathways that were important in distinguishing the two diets directly relate to these findings as the metabolism of linoleic acid, ALA, phosphatidylcholine, ceramide, sphingomyelin, and arachidonic acid were all considered significant based on our pathway analysis. These pathways, and many of their metabolites, have been associated with inflammatory diseases as aforementioned. Overall, these results indicate that dietary isoflavone induces changes in the systemic metabolome potentially by alteration of gut microbiome and/or host response. Our study provides a rationale for future studies investigating the mechanism through which dietary isoflavone modulate host metabolic network specifically phenylalanine and lipid metabolism.