Jonna Eb Koper1,2, Antonio Dario Troise3, Linda Mp Loonen2, Paola Vitaglione4, Edoardo Capuano1, Vincenzo Fogliano1, Jerry M Wells2. 1. Department of Agrotechnology & Food Sciences, Wageningen University, Wageningen 6708 WE, The Netherlands. 2. Department of Animal Sciences, Wageningen University, Wageningen 6708 WD, The Netherlands. 3. Department of Food Science, University of Naples "Federico II", Parco Gussone 80055, Italy. 4. Department of Agricultural Sciences, University of Naples "Federico II", Parco Gussone 80055, Italy.
Abstract
The aryl hydrocarbon receptor (AhR) plays an important role in intestinal homeostasis, and some microbial metabolites of tryptophan are known AhR agonists. In this study, we assessed the impact of tryptophan supplementation on the formation of tryptophan metabolites, AhR activation, and microbiota composition in the simulator of the human intestinal microbial ecosystem (SHIME). AhR activation, microbial composition, and tryptophan metabolites were compared during high tryptophan supplementation (4 g/L tryptophan), control, and wash-out periods. During tryptophan supplementation, the concentration of several tryptophan metabolites was increased compared to the control and wash-out period, but AhR activation by fermenter supernatant was significantly decreased. This was due to the higher levels of tryptophan, which was found to be an antagonist of AhR signaling. Tryptophan supplementation induced most microbial changes in the transverse colon including increased relative abundance of lactobacillus. We conclude that tryptophan supplementation leads to increased formation of AhR agonists in the colon.
The aryl hydrocarbon receptor (AhR) plays an important role in intestinal homeostasis, and some microbial metabolites of tryptophan are known AhR agonists. In this study, we assessed the impact of tryptophan supplementation on the formation of tryptophan metabolites, AhR activation, and microbiota composition in the simulator of the human intestinal microbial ecosystem (SHIME). AhR activation, microbial composition, and tryptophan metabolites were compared during high tryptophan supplementation (4 g/L tryptophan), control, and wash-out periods. During tryptophan supplementation, the concentration of several tryptophan metabolites was increased compared to the control and wash-out period, but AhR activation by fermenter supernatant was significantly decreased. This was due to the higher levels of tryptophan, which was found to be an antagonist of AhR signaling. Tryptophan supplementation induced most microbial changes in the transverse colon including increased relative abundance of lactobacillus. We conclude that tryptophan supplementation leads to increased formation of AhR agonists in the colon.
Species
of the human gut microbiota produce numerous metabolites,
including those generated by the metabolism of dietary compounds.[1,2] Metabolite signaling through the aryl hydrocarbon receptor (AhR)
is an example of an interaction that can have strong effects on the
immune system and intestinal homeostasis.[3−5] AhR is expressed
in many different cell types in the body and is involved in many complex
physiological processes, in particular, the regulation of xenobiotic
metabolizing enzymes.[4,6−8]AhR agonists
can be found as such in the diet (e.g., certain polyphenols),
they can be generated during digestion in the small intestine from
dietary precursors (e.g., 3,3′-diindolylmethane from glucobrassicin)
or they can be generated by microbial metabolism of tryptophan by
specific species.[9−11] Tryptophan (Trp) is abundant in protein-rich foods
like beans and nuts, cheese, meat, fish, and eggs.[12] The daily intake of Trp in the average “Western”
diet is approximately 600–900 mg,[13] of which approximately 30% is used for protein synthesis.[13,14] Trp supplementation is used to treat sleep disorders and other neurological
disorders linked to reduced secretion of serotonin because melatonin
is synthesized in the pineal gland from Trp that is involved in the
regulation of circadian.[15] Trp is also
metabolized by endogenous enzymes indoleamine 2,3-dioxygenase (IDO)
and l-tryptophan 2,3-dioxygenase (TDO) in the kynurenine
pathway of the host or metabolized by the gut microbiota[9,16−21] to produce agonists of AhR. The metabolism of Trp to kynurenine
and other AhR agonists or antagonists by microbiota is therefore of
considerable interest in relation to host immune regulation. Kynurenine
metabolites promote immunological tolerance through their activity
on dendritic cells, T-cell anergy and apoptosis, and proliferation
of Treg and Th17 cells.[22] Microenvironmental
factors regulate the kynurenine pathway to maintain immune homeostasis.AhR agonists produced by the microbiota have been shown to be crucial
for antifungal immunity in mouse infection models.[9] IBD patients with polymorphisms in CARD9, leading to loss
of function, have an altered microbiota that is deficient in producing
AhR agonists, contributing to dysfunctional intestinal homeostasis.[10] In turn, microbiota composition and metabolism
are affected by Trp availability in the diet. It leads to an increase
of lactobacilli, mainly L. reuteri,
which subsequently affects the local immune response through the production
of indole-3-aldehyde from Trp.[9] Given the
mounting evidence connecting gut Trp metabolism to health, there is
interest in supporting human health through dietary supplementation
with Trp.[23] However, the effects of such
supplementation on Trp metabolism and the production of different
AhR agonists in the human intestine are currently unknown.The
aims of this study were to assess the impact of Trp supplementation
on the formation of Trp metabolites by the human microbiota using
the simulator of the human intestinal microbial ecosystem (SHIME)
and to assess the activity of the individual and pooled metabolites
on the AhR signaling pathway.
Materials and Methods
Chemicals
All chemicals were purchased from Sigma-Aldrich
(USA) unless stated otherwise. Trp metabolites screened for AhR activation
were tryptamine, indole-3-aldehyde, anthranilic acid, kynurenic acid,
indole-3-propionic acid, 3-hydroxy-anthranilic acid, oxindole, indole, l-kynurenine and l-Trp in concentrations ranging from
0.1–100 μM.
AhR Activation
To measure the AhR
activation, the dioxin
responsive element (DR)-chemical activated luciferase gene expression
(CALUX) rat hepatoma-derived reporter cells (BioDetection Systems,
The Netherlands, mycoplasma free) were used as previously described.[24] Following incubation with compounds binding
to the aryl-hydrocarbon receptor (AhR), a ligand–receptor complex
binds the DR in the promoter which is coupled to the firefly luciferase
gene. This leads to expression of luciferase which is detected by
addition of the substrate luciferin. In brief, cells were grown in
α-MEM growth medium (Gibco, USA) with 10% heat-inactivated fetal
calf serum (Gibco) and 1% penicillin/streptomycin (Gibco). The cells
were grown in 96-wells white clear-bottom plates (Corning, USA) at
a concentration of 7.5 × 104 cells per well for 24
h before stimulation. The cells were stimulated for 24 h in triplicate
with Trp, and its derivatives dissolved in DMSO (Merck KGaA, Germany)
or with 20% final volume of microbial supernatant. After stimulation,
the cells were lysed with 20 μL lysis buffer (Promega, USA)
per well and 100 μL luciferase assay buffer was added (Promega).
The luminescence was measured using a Spectramax M5 (Molecular Devices,
USA) immediately after the addition of the assay buffer. The results
were expressed as a percentage of the positive control, 5 μM
β-naphthoflavone.
In Vitro Human Fermentation
The SHIME
was used to simulate the human intestinal tract, as previously described.[25] The TWINSHIME setup was used where two faecal
samples, each from an independent donor, were used to inoculate two
sets of 4 vessels in parallel. Each set of vessels simulated a combined
stomach and small intestine, followed by an ascending (AC, pH 5.6–5.9),
transverse (TC, pH 6.15–6.4) and descending (DC, pH 6.6–6.9)
colon part for each donor. The donors of the faecal sample were healthy
and did not take antibiotics or prebiotics for 6 and 3 months before
donation, respectively. Every 8 h, a new feeding cycle was started
with a stomach phase, where a 140 mL feed with pH 2 (1.2 g/L arabinogalactan,
2 g/L pectin, 0.5 g/L xylan, 0.4 g/L glucose, 3 g/L yeast extract,
1 g/L special peptone, 3 g/L mucin, 0.5 g/L l-cysteine-HCl,
and 4 g/L starch; pH 1.8–2.2) was incubated for 1.5 h, after
which 60 mL of pancreatic juice was added (12.5 g/L NaHCO3, 6 g/L Oxgall, 0.9 g/L pancreatin; pH 7). After a further 1.5 h,
the feed was transferred to the AC, TC, and DC connected in series.
The experimental design consisted of 3 weeks, including a 1-week control
period with the standard feed, a 1-week Trp supplementation period
where 4 g/L l-tryptophan was added to the feed, and a 1-week
wash-out period where the standard feed was provided again. Fermented
samples were taken every day and immediately centrifuged at 9000g at 4 °C, after which the supernatant was filtered
using a 0.2 μm RC filter (Phenomenex, Torrance, CA). The samples
were stored at −20 °C until further analysis.
SCFA Analysis
Gas chromatography coupled with a flame-ionization
detector (GC-FID, Shimadzu, Kyoto, Japan) was used to determine short-chain
fatty acid (SCFA) composition in each sample. The samples and calibration
standards were mixed in a ratio of 2:1 with an internal standard containing
0.45 mg/mL 2-ethylbutyric acid in 0.3 M HCl and 0.9 M oxalic acid.
Subsequently, the solutions were centrifuged for 4 min at 20000g. One microliter of the supernatant was injected spitless
in a Restek Stabilwax-DA column (30 m × 0.32 mm × 1 μm, Tmax = 240 °C, Restek, USA). Nitrogen was
used as a carrier gas, with a flow rate of 2.51 mL/min. The makeup
gases were nitrogen, hydrogen, and air with respective flow rates
of 40, 30, and 400 mL/min. The temperature was initially held at 100
°C. After injection, the temperature was increased first to 180
°C and then to 240 °C and both temperatures were held for
2 min. The samples were compared to 6 calibration standard solutions
containing acetic acid, propionic acid, butyric acid, valeric acid,
isovaleric acid, and isobutyric acid. The results were processed using
Chromeleon Edition 7 (Thermo Scientific, San Jose, CA).
Tryptophan
Metabolites
Tryptophan metabolites were
analyzed according to Koper et al.[25] Samples
were centrifuged (21700g, 10 min, 4 °C) and
diluted in 0.1% formic acid, followed by filtration using a 0.22 μm
cellulose filter (Phenomenex) and high-resolution mass spectrometry
(HRMS) analysis. A silica modified Luna Polar C18 column (50 ×
2.1 mm, 1.6 μm, Phenomenex) was used for the chromatographic
separation of Trp and tryptophan metabolites. The mobile phases consisted
of water (A) and acetonitrile (B) both with 0.1% v/v of formic acid,
and the following gradient (min/%B) was used: (0/2), (0.50/2), (9.5/70),
and (12/70). The flow rate was 200 μL/min, the column temperature
was 40 °C, and 5 μL was injected. The U-HPLC system (Accela
1250, Thermo Fisher, Bremen, Germany) was interfaced to an Exactive
Orbitrap HRMS (Thermo), and the analytes were detected through a heated
electrospray interface (HESI-II) in positive mode by scanning the
ions listed in Table S1 in the m/z range of 50–400. Analytical
performances, mass spectrometry optimization, and linearity range
were monitored according to Koper et al.[25] Each sample was analyzed in duplicate, and the concentrations are
given in micromolars.
Microbial Analysis
DNA extraction
of the microbial
pellets was performed using the QIAmp PowerFecal DNA Kit (Qiagen,
USA). 16S rRNA sequencing of the V3–V4 region was performed
by Novogene (Hong Kong). The results were analyzed using the CLC bio
genomics workbench (Qiagen, The Netherlands), Microbial Genomics Toolbox
with the SILVA 16S v132 99% as reference database. Further analysis
and statistics were performed using the online MicrobiomeAnalyst tool
(www.microbiomeanalyst.ca), with filtering steps: minimal count 4, prevalence 10%, and removal
of 2% standard deviation. The Ward clustering analysis was shown as
a heat map using Euclidean distance measurement at the family level.
Statistical Analysis
The statistical analyses were
performed using GraphPad Prism 5 (La Jolla, USA). Results are shown
as mean ± SEM, where *p < 0.05, **p < 0.01, and ***p < 0.001 were considered
statistical differences. AhR activation was tested using one-way ANOVA
followed by a Tukey post hoc analysis for the tryptophan derivatives
and a repeated-measures ANOVA followed by a Tukey post hoc analysis
for the fermentation samples. Different letters above bars represent
statistically significant differences between responses to each concentration.
Results and Discussion
AhR Activation during Colonic Fermentation
To study
the effects of a high Trp diet in SHIME, 4 g/L l-tryptophan,
corresponding to 560 mg per feeding, was added to the standard SHIME
feed for 1 week in all feeding cycles. The amount of Trp was based
on the highest reported dietary supplementation dose in human intervention
studies, taking into account absorption in the small intestine.[26] Each day, one sample was collected from each
SHIME vessel just prior to the new feeding cycle. In the control period
(i.e., one week before the Trp supplementation period), AhR activity
of the samples remained constant in each part of the colon (Figure ). The highest AhR
activation was measured in the DC, followed by the TC and AC, which
is in line with previous findings.[25] Surprisingly,
AhR activation decreased in all parts of the colon during the one
week of Trp supplementation, with the largest decrease in the DC (Figure c). Finally, after
the wash-out period, the AhR activation returned to the level measured
in the control period in the AC and DC samples. However, on the last
day of the wash-out period, AhR activity in the TC was significantly
higher (p < 0.001) than in the control period
(Figure b).
Figure 1
AhR activation
of (a) ascending, (b) transverse, and (c) descending
colon, where each data point represents the AhR activity at each day
of the control, tryptophan supplementation, and wash-out period. Measured
with the CALUX reporter assay, expressed as percent of the positive
control (β-naphthoflavone, 5 μM) using luciferase production
as readout. Data are expressed as the mean of 2 donors ± SEM.
AhR activation
of (a) ascending, (b) transverse, and (c) descending
colon, where each data point represents the AhR activity at each day
of the control, tryptophan supplementation, and wash-out period. Measured
with the CALUX reporter assay, expressed as percent of the positive
control (β-naphthoflavone, 5 μM) using luciferase production
as readout. Data are expressed as the mean of 2 donors ± SEM.
Tryptophan Metabolites in Control and Supplemented
Diet
Trp and its metabolites were quantified in all sample
supernatants,
and as expected, Trp and all its metabolites increased during the
Trp supplementation period (Figure ). Trp reached a concentration of 995, 765, and 363
μM in the AC, TC, and DC, respectively. Trp supplementation
increased the combined amount of Trp metabolites in AC, TC, and DC
compared to the control (Figure ). From Figure , it is also evident that Trp supplementation increased the
conversion of Trp into its metabolites especially in TC but to a lesser
extent in the AC and DC. The largest increase of Trp metabolites was
measured in the TC (p < 0.0001), indicating the
importance of the TC for Trp metabolism. After the wash out period,
the total amount of Trp metabolites measured in the AC decreased to
0.7 μM, which is similar to the concentration present in the
control period before Trp supplementation (0.5 μM). The same
holds true for the concentration of Trp metabolites formed in the
TC after the wash-out period indicating that the production of Trp
metabolites by the microbiota is directly related to the amount of
available Trp.
Figure 2
Evolution of tryptophan and tryptophan metabolites concentration
during control, tryptophan supplementation, and wash-out period, in
the ascending (AC), transverse (TC), and descending colon (DC) during in vitro SHIME fermentation. n = 2 donors.
Each data point represents the concentration at each day of the Trp
supplementation and wash-out period. Only the last day of the control
period is reported (first data point in the graph).
Figure 3
Cumulative concentration of tryptophan metabolites quantified using
Orbitrap during control, tryptophan supplementation, and wash-out
period, in the ascending (AC), transverse (TC), and descending colon
(DC) during in vitro SHIME fermentation. n = 2 donors. Each data point represents the concentration
at each day of the Trp supplementation and wash-out period. Only the
last day of the control period is reported (first data point in the
graph). *p < 0.05.
Evolution of tryptophan and tryptophan metabolites concentration
during control, tryptophan supplementation, and wash-out period, in
the ascending (AC), transverse (TC), and descending colon (DC) during in vitro SHIME fermentation. n = 2 donors.
Each data point represents the concentration at each day of the Trp
supplementation and wash-out period. Only the last day of the control
period is reported (first data point in the graph).Cumulative concentration of tryptophan metabolites quantified using
Orbitrap during control, tryptophan supplementation, and wash-out
period, in the ascending (AC), transverse (TC), and descending colon
(DC) during in vitro SHIME fermentation. n = 2 donors. Each data point represents the concentration
at each day of the Trp supplementation and wash-out period. Only the
last day of the control period is reported (first data point in the
graph). *p < 0.05.The main metabolite formed during the period of Trp supplementation
was the AhR ligand oxindole, which was at highest concentration (34
μM) in the TC, had fluctuating concentrations (3.5 to 25 μM)
in the DC, and was absent in the AC (Figure ). The second most abundant metabolite formed
was 3-methylindole, with highest concentrations of 17 μM in
the AC, 14 μM in the TC, and 2 μM in the DC. At the end
of the wash-out period, Trp and most of its metabolites decreased
to similar concentrations measured before Trp supplementation (control
period in Figure ).The concentrations of some metabolites, namely tryptophol, indole-3-acetic
acid, indole-3-acetaldehyde, and tryptamine were higher on the last
day of the wash-out period than in the control period. Indole and
anthranilic acid had higher concentrations during and after the wash-out
in both the TC and DC compared to the beginning of the wash-out period.As can be seen in Figure , we measured a larger increase of 3-methylindole, oxindole,
and indole than the other Trp metabolites during Trp supplementation.
This may be due to a higher rate of conversion for the reactions catalyzed
by tryptophanase and pyruvate amino transferase compared to those
catalyzed by arylformidase and transglutaminase, which are required
for formation of kynurenine and xanthurenic acid.[27,28] Alternatively, this may be due to the presence of bacterial species
with different pathways for metabolism of Trp.Of the metabolites
formed (Figure ),
tryptamine, kynurenine, indole-3-acetaldehyde, indole-3-acetic
acid and indole-3-aldehyde, indole, 3-methylindole, and oxindole have
been reported as AhR ligands.[9,29] Several Trp metabolites
produced during colonic fermentation in the SHIME system (tryptamine,
indole-3-aldehyde, anthranilic acid, kynurenic acid, indole-3-propionic
acid, 3-hydroxy-anthranilic acid, oxindole, indole, l-kynurenine,
and l-tryptophan) were screened for their capacity to activate
AhR, based on their previously reported AhR-activating properties
and their commercial availability as purified compounds. Of these,
only tryptamine induced a relatively high concentration-dependent
AhR activation (approximately 28% of the positive control) after stimulation
with 80 and 100 μM (Figure a). l-kynurenine, oxindole, and indole induced
significant but low levels of AhR activation (Figure b–d). Trp itself did not activate
AhR in the range between 1 and 1000 μM. This is in line with
other reports of AhR activation by Trp and its metabolites.[24,30,31]
Figure 4
AhR activation of (a) tryptamine, (b) l-kynurenine, (c)
oxindole, (d) indole, and (e) tryptophan, measured with the CALUX
reporter assay, expressed as percent of the positive control (β-naphthoflavone,
5 μM) using luciferase production as the readout. Data are expressed
as mean of 3 replicates ± SEM, and different letters above the
bar represent statistically significant different responses compared
to each concentration.
AhR activation of (a) tryptamine, (b) l-kynurenine, (c)
oxindole, (d) indole, and (e) tryptophan, measured with the CALUX
reporter assay, expressed as percent of the positive control (β-naphthoflavone,
5 μM) using luciferase production as the readout. Data are expressed
as mean of 3 replicates ± SEM, and different letters above the
bar represent statistically significant different responses compared
to each concentration.The AhR ligand indole-3-acetaldehyde[32] had a higher concentration in the TC after the
wash-out period than
in the control and Trp supplementation period (Figure ). This change may partly explain the higher
AhR activity in the TC after the wash-out period (Figure b). This may involve the interconversion
between tryptophol (which is not an AhR agonist) and indole-3-acetaldehyde.[30] Again, this implies a relevant role of the TC
regarding the production of AhR ligands that are formed further down
the Trp metabolism pathway.Liang et al. studied supplementation
of Trp in pigs and although
they did not discriminate between different colon parts, they found
different levels of Trp metabolites in colonic content of pigs with
different Trp treatments (control, 0.2% Trp, and 0.4% Trp).[33] Indole-3-acetic acid was increased the most
in the cecal content after Trp supplementation, but no increase was
measured in the colonic content. In our study, Trp supplementation
elevated the amount of Trp available to microbiota in the AC, TC,
and DC by 46, 31, and 21 times, respectively, even though the total
amount of Trp metabolites was not proportionally higher compared to
the control (Figure ).To explain the fact that AhR activity was lower than the
control
during Trp supplementation (Figure ), we hypothesized that Trp itself might have an antagonistic
effect on AhR signaling. Indeed, we found that above concentrations
of 200 μM, Trp inhibits AhR activation by β-naphthoflavone
(Figure a) and tryptamine
(Figure b), one of
the most potent microbial-derived AhR agonists. In the AC, Trp supplementation
increased concentrations to above 200 μM which would account
for the decreased AhR activity in AC compared to the control. This
is, as far as we know, the first time Trp has been reported to antagonize
AhR signaling by other ligands. In vivo, the plasma
concentration of tryptophan is around 40 μΜ in healthy
subjects.[34] In this same study, tryptophan
concentrations were 87 pmol/g of intestine, 26.8 pmol/g liver, and
42.2 pg/g of spleen although metabolites of kynurenine (i.e., anthranilic
acid and kyneuric acid) with reported AhR activity were between 78
and 161 pmol/g in all tissues. Thus, the inhibition we see in the
SHIME samples is due to the relatively high dose of tryptophan (15g/day[26]) and the lack of metabolite absorption in SHIME
resulting in a high Trp to/Trp-metabolite ratio. However, this is
an intrinsic limitation of any in vitro model of
colon fermentation. The reviewer might also consider that the trp:metabolites
ratio in our experiment is expected to be way higher than that produced
by a typical diet which provides a lower amount of tryptophan to gut
microbiota.
Figure 5
AhR activation measured with the CALUX reporter assay, expressed
as percent of the positive control (β-naphthoflavone, 5 μM)
using luciferase production as readout, with (a) different concentrations
of tryptophan combined with 5 μM β-naphthoflavone and
(b) different concentrations of tryptophan combined with 80 μM
tryptamine. n = 3. Data are expressed as mean ±
SEM, and different letters above the bar represent statistically significant
different responses compared to each concentration.
AhR activation measured with the CALUX reporter assay, expressed
as percent of the positive control (β-naphthoflavone, 5 μM)
using luciferase production as readout, with (a) different concentrations
of tryptophan combined with 5 μM β-naphthoflavone and
(b) different concentrations of tryptophan combined with 80 μM
tryptamine. n = 3. Data are expressed as mean ±
SEM, and different letters above the bar represent statistically significant
different responses compared to each concentration.
Effects of Trp Supplementation on Microbial and Composition
SCFA Production
SCFAs and the microbial composition were
analyzed in order to determine whether there was a change in microbial
composition and fermentation leading to an altered production of SCFA. Figure shows that the total
production of SCFA was highest in the DC and lowest in the AC, which
is in accordance with Van den Abbeele et al.[35] Overall, the SCFAs concentrations in all parts of the colon remained
at similar levels independently of Trp supplementation. This is in
accordance with the findings of Liang et al., who did not find any
differences in SCFA production with different amounts of Trp supplementation in vivo.[33] Also, Van den Abbeele
et al., showed that the SHIME microbiota is stable over time without
changed fermentation conditions like SCFAs.[35] Recently, it was shown that butyrate can activate the AhR pathway in vitro, in a dose-dependent manner at concentrations above
1 mM.[36−38] In previous studies using different cell lines AhR
activity was not altered by 10 to 20 mM acetate, whereas propionate
induced AhR-dependent gene expression at concentrations of 5 mM or
10 mM depending on the cell line.[37,38] It is known
that results may differ between cell lines and species due to assay
sensitivity or transport of AhR agonists.[39,40] In our AhR activation assay butyrate concentrations were less than
1 mM, but SCFAs might be important for AhR activation in vivo. However, butyrate is found in scarce amounts in the blood, due
to metabolism by epithelial cells, which makes its effect largely
restricted to cells in the intestinal epithelium.[41,42]
Figure 6
SCFA
profile (mM) for the (a) ascending colon, (b) transverse colon
and (c) descending colon, after a control, tryptophan supplementation
and wash-out period of 5 days. Each data point represents the SCFA
profile at each day of the control, Trp supplementation and wash-out
period. n = 2 donors.
SCFA
profile (mM) for the (a) ascending colon, (b) transverse colon
and (c) descending colon, after a control, tryptophan supplementation
and wash-out period of 5 days. Each data point represents the SCFA
profile at each day of the control, Trp supplementation and wash-out
period. n = 2 donors.The microbiota was compared between the donors and in the different
colon compartments over the period of supplementation and wash-out.
The microbiota of the two human donors was stable but differed in
composition during the control period (Figure a, p < 0.019). As anticipated,
the physiological conditions in each simulated colon compartment altered
the composition, independently of the donor (Figure b, p < 0.001). No significant
differences were measured in the alpha diversity during the Trp supplementation
compared to the control and wash-out period (Figure c).
Figure 7
(a,b) Beta diversity at the OTU level, using
the Bray–Curtis
PCoA index, showing the effects of donor (a) and colon part (b) on
the overall microbial composition. (c) Alpha-diversity of the control
vs tryptophan supplementation vs wash-out period at OTU level using
the Shannon index.
(a,b) Beta diversity at the OTU level, using
the Bray–Curtis
PCoA index, showing the effects of donor (a) and colon part (b) on
the overall microbial composition. (c) Alpha-diversity of the control
vs tryptophan supplementation vs wash-out period at OTU level using
the Shannon index.The effect of Trp supplementation
on the phylum level composition
was analyzed for both donors in each simulated colon compartment.
In the AC of donor 1 (AC1), the relative abundance of Firmicutes phylum
increased from 53% in the control period to 65% after the high Trp
and 70% after the wash-out period (Figure ). This coincided with a decreased relative
abundance of the Bacteroidetes phylum, from 31% to 20% and 17% during
the control, Trp supplementation, and wash-out periods, respectively.
However, an increase in Firmicutes was not observed in AC of donor
2 (AC2) during the Trp supplementation and wash-out period. Instead,
the AC2 showed a small but significant decrease in abundance of Actinobacteria
phylum during the Trp (16%) and wash-out period (14%) compared to
the control (21%). Trp supplementation induced similar changes in
the microbiota composition of the TC and DC compartments of both donors.
For donor 1, the Verrucomicrobia (mainly Akkermansia) decreased during
and after the Trp period (from 16% to 2 and 3% in TC1 and from 11%
to 5 and 3% in DC1). The decrease in Verrucomicrobia coincided with
an increase in Bacteroidetes (from 18% to 33%) in TC1 and in Actinobacteria
in DC1 (from 7 to 13%). In donor 2, Verrucomicrobia also decreased
in the TC and DC compartments although to a lesser extent. Akkermansia muciniphila, the only species of the
phylum Verrucomicrobia is indicated to be beneficial in maintaining
intestinal integrity.[43] For this reason
the big decrease observed in the TC and DC of both donors (Table S2) might indicate intestinal imbalance,
although our in vitro system does not represent the
full intestinal complexity. Particularly, it lacks the mucous layer
and A. muciniphila is a mucin-degrading
species. The Bacteroidetes in DC1 were highest in abundance after
the Trp period (40%) compared to the control (32%) and wash-out period
(29%). In donor 2, a small increase in Firmicutes was observed during
the Trp supplementation in both the TC and DC (TC2 from 55 to 62%
and DC2 from 41 to 51%).
Figure 8
Relative abundance of 16S rRNA sequencing at
the phylum level for
donor 1 and donor 2, in the ascending (AC1/2), transverse (TC1/2),
and descending (DC1/2) colon at the control period (Ctrl), tryptophan
supplementation period (Trp), and wash-out period (WO).
Relative abundance of 16S rRNA sequencing at
the phylum level for
donor 1 and donor 2, in the ascending (AC1/2), transverse (TC1/2),
and descending (DC1/2) colon at the control period (Ctrl), tryptophan
supplementation period (Trp), and wash-out period (WO).The microbiota differences between donors and colon parts
are shown
in more detail in a heat map cluster analysis at the family level
of taxonomy for the two donors in all colon compartments after the
control, Trp supplementation, and wash-out period (Figure , Table S2).
Figure 9
Heat map of the 16S rRNA microbial analysis at family level of
donor 1 and donor 2, ascending (AC1/2), transverse (TC1/2), and descending
(DC1/2) colon at control period (Ctrl), tryptophan supplementation
period (Trp), and wash-out period (WO). Red indicates a higher abundance
and blue a lower abundance.
Heat map of the 16S rRNA microbial analysis at family level of
donor 1 and donor 2, ascending (AC1/2), transverse (TC1/2), and descending
(DC1/2) colon at control period (Ctrl), tryptophan supplementation
period (Trp), and wash-out period (WO). Red indicates a higher abundance
and blue a lower abundance.There was a higher abundance of Peptococcacea, Peptostreptococcaceae, Staphylococcaceae, Clostridiacaea, Eggerthellaceae, Enterococcaceae, and Lactobacillacae in the AC of donor 1 in the wash-out period. This was also observed
in the AC of donor 2, but the increase in abundance of Lactobacillacae
was less. Some donor-specific changes in the composition of the microbiota
were also evident, for example, the large increase of Planococcaceae in the AC of donor 1 in the wash-out period. Some of these families
are symbiotic and produce bioactives with anti-inflammatory effects,
for example Eggerthellacacae, which are well-known
to metabolize ellagitannins into urolithins.[44] A major increase in Lactobacillacae and Enterococcaceae was found in TC2 after Trp supplementation.
Besides, Trp supplementation increased relative abundance of Corynebacteriaceae (uncultured species) and Rhodospirillales (uncultured) in DC2. In donor 1, the abundance of these species
was not significantly altered, but Trp supplementation led to an increase
in several families of the Clostridiales order in
both the TC and DC. There was also a decrease in Akkermansiaceae in
TC1 after the Trp supplementation period compared to the control period
(from 16 to 2%), which is consistent with changes at the phylum level
(Figure ). In the
TC and DC of both donors, there was a major increase in Lachnospiraceae after the Trp supplementation, which includes butyrate-producing
species[45] that have beneficial roles in
the intestine.[46,47] At the end of the wash-out period,
the Lachnospiraceae were still increased in abundance
in the TC and DC and also increased in the AC of both donors compared
to the control period. The increase in Lachnospiraceae in both donors indicates that the Trp supplementation had an effect
on butyrate producers and can play a role in anti-inflammatory properties
after supplementation.Lactobacillacae and Peptococcacea are reported to be able to produce AhR ligands.
Besides, an increase
in Lactobacillacae in a high Trp diet is confirmed
by several studies.[9,48,49] Further analysis of Lactobacillacae and Enterococcaceae on species level, as found in TC2 after
Trp supplementation, appear to be mainly an increased abundance of Enterococcus faecalis (from 0.2 to 0.4 to 0.1%), Lactobacillus reuteri and Lactobacillus
murinus (0.02 to 0.09 to 0.02%), which are all known
to be AhR ligand producers.[49] The differences
in microbiota after the Trp supplementation found between the two
donors, combined with having a similar AhR activity, suggest that
probably not only the Lactobacillacae and Peptococcacea are important when converting Trp in AhR ligands.
Besides, as only relative abundance was measured, there might be differences
in absolute amounts of, e.g., Lactobacillacae, and
a different amount of AhR ligands produced. Although the microbiota
composition differs between donors, the AhR activation and the SCFA
production were not significantly different. It can be hypothesized
that different microbial species can exert similar metabolism, thereby
maintaining a balanced microbial ecosystem. A limiting factor in this
study design was that only 2 donors could be utilized, given the technical
characteristics of the TWINSHIME model. To generalize our findings
and to study interindividual differences in responses to trp supplementation,
more donors should be investigated in the future.This is the
first time that an intestinal model of the human microbiota
ecosystem has been used to investigate the detailed profile of Trp
metabolites generated in different parts of the colon and the effect
of Trp supplementation on the microbial composition. Even though Trp
supplementation increased the amount of Trp metabolites in the fermenter
supernatants, the overall AhR activity was lower than in the control
period. This was due to an antagonistic effect of Trp on AhR activation.
However, little is known on the relative transport rate of tryptophan
and its microbial metabolites across the colon epithelium. This means
that the relative concentrations of tryptophan and AhR ligands measured
in our in vitro fermenter may not fully represent
the concentration ratios occurring within the colon cells.Most
Trp metabolites were produced in the TC where the largest
effect of Trp on the microbiota composition was observed. In the TC,
the AhR ligand producers Enterococcus faecalis, Lactobacillus reuteri, and Lactobacillus murinus were increased as a result
of Trp supplementation. Overall, these findings indicate that Trp
supplementation can increase Trp metabolism and the production of
AhR agonists.
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