Germ-free animals
All animals used in this study were handled in accordance with the University of Wisconsin-Madison’s animal welfare policies and all experiments were conduction under an Animal Care and Use Committee-approved protocol. Germ-free (GF) C57BL/6 mice were housed in sterile isolators and maintained on autoclaved chow (LabDiet 5021; LabDiet, St. Louis, MO) and sterile water ad libitum. GF cages contained Alpha-dri® (Shepherd Specialty Papers, Kalamazoo, MI) bedding along with paper huts (Bio-Huts, Bio-Serv, Flemington, NJ) and ALPHA-twist™ (Shepherd Specialty Papers) for enrichment. Monthly tests were conducted in each isolator to confirm GF status of the mice. These included a growth test of feces in rich media for 7 days at 37°C and checking for amplification of the 16S rRNA gene using universal primers.
Human donor samples
Fecal samples were collected from human participants in a previous study30 examining the effectiveness and safety of AS treatment in male subjects with unmedicated metabolic syndrome. The fecal specimens used in this study were collected from subjects prior to AS treatment and were immediately frozen and stored at -80°C30. All subjects provided written informed consent as participants of the clinical trial which was approved by the Amsterdam University Medical Center’s IRB and registered at the Dutch Trial Registry (NTR4913, https://www.trialregister.nl/trial/4775). The primary outcome of the AS clinical trial was insulin sensitivity as measured by glucose disposal rate (Rd) during a hyperinsulinemic euglycemic stable isotope-based clamp30. Subjects who had an improvement in Rd from baseline (increased by at least 4 µmol/kg/min) were categorized as “responders”, while those had a decrease in Rd from baseline (decreased by at least 4 µmol/kg/min) were classified as “non-responders”. For colonization of gnotobiotic mice in the current study, we selected the top two subjects in each category who underwent the largest magnitude of change in Rd (ΔRd): responder subject 65 (R65, ΔRd = + 11), responder subject 55 (R55, ΔRd = + 12.1), non-responder 96 (N96, ΔRd = -8.6), non-responder 40 (R40, ΔRd = -8.5).
Colonization of GF mice with human fecal microbiota
Groups of male GF C57BL/6 mice (n = 9–10) were moved from isolators to autoclaved rat cages on an Allentown Sentry SPP IVC rack system (Allentown Inc., Allentown, NJ) at 5 weeks of age and place on an irradiated HFD (Table S2, TD.08811; Inotiv, Madison, WI) for one week before colonization with human microbiota. Human fecal samples were prepared for gavage by mixing 200–500 mg of frozen fecal content into 2–5 mL (100 mg/mL) of anaerobic Mega Media45 in an anaerobic chamber. The fecal slurry was vortexed for 1 min and placed on ice and then used to gavage mice no longer than 1 hour after preparation. Each mouse was orally gavaged with 100 µL of fecal slurry; following the gavage, 500 µL of the leftover slurry was frozen for microbial composition analysis. Mice were gavaged again one week later using freshly prepared fecal slurries as described above. All mice within each donor group were cohoused and maintained on the HFD for 8 weeks before being split into treatment groups (Fig. 1b).
AS treatment experiments
AS cultures were prepared by growing Anaerobutyricum shoengenii L2-7 (DSM 17630) anaerobically in a single 2 L batch using YCFA media at 37°C for 24 h when the culture reached stationary phase. The culture was spun down for 20 min at 4,000 g and washed in sterile anaerobic PBS, spun down again, and then resuspended in anaerobic PBS 10% glycerol. The suspension was distributed into 1.2 mL aliquots (enough to gavage 10 mice) in Hungate tubes and frozen and stored at -80°C. Culture purity was confirmed by microscopic examination and amplification of the full length 16S rRNA gene using universal primers (27-F: AGAGTTTGATCMTGGCTCAG, 1492-R: GGWTACCTTGTTACGACTT) followed by sanger sequencing. The resulting sequences were unambiguous across the entire amplicon, being consistent with a pure culture. Thawed aliquots of culture were determined to possess 1.4x109 cfu/mL (as estimated using the MPN method in YCFA media) and remained viable for the duration of the study (cultures were viable for at least 18 months after freezing). Eight weeks after the initial colonization with human microbiota, mice within a single donor-group rat cage were split into two smaller Allentown IVC mouse cages (n = 4–5/cage), and gavaged with 100 µL of either live AS culture (1.4x108 cfu/dose) or 100 µL of heat-killed AS culture. For HK, the same cultures of AS were heat-shocked in a water bath at 80°C for 15 min. Nonviability of HK cultures was confirmed by a lack of any growth after direct inoculation of YCFA broth and incubation for > 3 days. All mice were gavaged 3 times per week (over a period of no less than four days) and maintained on the HFD for the duration of the treatment-phase of the experiment. Mice were sacrificed 6 weeks after the start of AS/HK treatment.
Oral Glucose Tolerance Test (oGTT)
Four weeks after treatment initiation mice were placed in fresh cages fasted for 4 hours. The mice were weighed and baseline blood glucose measurements were taken using an AlphaTrak2 glucometer (Zoetis, Parsippany, NJ) a drop of blood from a tail snip. After the baseline measurement, mice were immediately dosed with 2 g of glucose per Kg of body weight. Subsequent blood glucose measurements were taken 15, 30, 45, 60, 90, and 120 minutes after the baseline measurement. Plasma samples were collected at baseline as well as the 30-minute and 60-minute time points for insulin measurements.
Insulin Tolerance Test (ITT)
One week after the oGTT mice were placed in new cages and fasted for 4 hours. A baseline blood glucose measurement was taken as described above and freshly prepared insulin (Gibco, ThermoFisher Scientific, Waltham, MA) was immediately dosed at 0.75 IU per Kg of body weight via IP injection. Subsequent blood glucose measurements were taken 15, 30, 45, 60, 90, and 120 minutes after the baseline measurement. ITT blood glucose measurements for each timepoint are expressed as a percent change from baseline.
Tripropionin experiments with gnotobiotic mice
Groups of 6-week-old male C57BL/6 GF mice were placed on the HFD and colonized with either R65 microbiota or N40 microbiome using the same colonization procedures described above. Eight weeks after colonization, mice in donor-group (9 mice in a single rat cage) were split into two smaller Allentown IVC mouse cages (n = 4–5/cage), and a HFD supplemented with either 5.3% tripropionin (TD.220540, Inotiv) or 5.3% glycerol (TD.220540, Inotiv) (Table S2). Mice were maintained on these diets and subjected to oGTT and ITT at 4 and 5 weeks after diet change, respectively. The mice were euthanized and tissues were collected 3 weeks after ITT.
Tripropionin experiments with conventional mice
Conventionally raised male C57BL/6J mice were ordered from Jackson Laboratories (strain 000664, Bar Harbor, ME) and maintained in a ventilated rack system (Alternative Design, Siloam Springs, AR) with chlorinated water with corn husk bedding with ad libitum access to chlorinated water and a chow diet (Teklad 8604, Inotiv). At 11 weeks of age, the mice were placed on either the TP or GC diets (n = 6 per diet). Food consumption and body weight were measured during the first 6 weeks by taking the average of each cage (2 mice per cage). Mice were subjected to oGTT and ITT at 4 and 5 weeks after dietary treatment, respectively. After an additional 6 weeks on the respective experimental diets, body weight and fat vs lean mass of individual mice were measured using nuclear magnetic resonance (NMR) machine fitted for mice (LF90 Body Composition Analyzer, Bruker Corporation, Billerica, MA).
Tissue collection
All mice were fasted for 4 hours prior to euthanasia. Animals were anesthetized using isoflurane and blood was collected via heart puncture with an EDTA-rinsed syringe. Mice were then immediately euthanized via cervical dislocation and various tissues including fat pads, small intestine, cecal content, colon, liver were dissected and flash-frozen using liquid nitrogen. The blood was centrifuged and the plasma was collected and immediately flash-frozen.
Cecal SCFA measurements
Cecal levels of SCFAs were measured by headspace gas chromatography as previously described31. Briefly, frozen cecal contents (20–50 mg) were weighed and added to vials (Restek, Bellefonte, PA) containing 2.0 g of H2SO4 and a volume a water such that the total volume was equal to 300 mL (Cecal content [mg] + water [mL] = 300). An additional 1 mL of 60 mM 2-butanol was added to each vial as in internal control. The prepared vials were loaded run on a HS20 headspace sampler (Shimadzu, Columbia, OH) and loaded onto a column (30 m SH-Stabilwax, 227-36246-01, Shimadzu) connected to a flame ionization detector on a CG-2010 Plus GC (Shimadzu). The initialization and running conditions used were published previously31. Chromatogram peak areas were quantified using Shimadzu Lab Solution software (version 5.92) and each SCFA peak converted to mmol/g of cecal content using standard curves and normalizing for sample input mass.
16S rRNA gene sequencing
DNA and microbiome characterization from human fecal slurries, mouse cecal content, and mouse feces was extracted using a phenol:chloroform plus bead-beating protocol followed by 16S rRNA gene amplicon sequencing as previously described31. Briefly, feces or cecal contents were subjected to bead-beating twice for 3 minutes in a mixture containing phenol:cholraphorm:isoamyl. alcohol (UltraPure™ [25:24:1, v/v], ThermoFisher Scientific) and sodium dodecyl sulfate. The aqueous phase was collected, and DNA was precipitated by the addition of 1 M sodium acetate and 100% isopropanol. The DNA was then cleaned with the Neucleospin cleanup kit (Macherey-Nagel, Düren, Nordrhein-Westfalen, Germany) and the purified DNA was subjected to 16S rRNA gene amplicon sequencing. 16S rRNA gene amplicon libraries were prepared using V3-V4 universal primer sets with Illumina adapters and barcodes45. The resulting libraries were loaded onto a single Illumina MiSeq lane (Illumina, San Diego, CA) at the University of Minnesota Genomics Center (Minneapolis, MN) which produced an average sampling depth of 36,196 ± 11,225 reads per sample. DADA246 quality control and removal of chimeric reads was conducted with QIIME247 (version 2022.2). Taxonomy was classified using the SILVA database48 (version 132).
Microbiome analysis
The phyloseq (version 1.40.0) package in R was used to generate UniFrac distance matrices. The pairwiseAdonis (version 0.4) R package with 9999 permutations was used to conduct PERMANOVA analysis to compare ASV profiles between treatment groups within each donor group. For ordination analysis, multiple ASV abundance cutoffs were tested (50, 100, and 500; summed across all samples), but none of these resulted in different results or interpretations than a 0 cutoff, so no ASV threshold was applied. This was Differential abundance analysis of genus-level features was conducted using the MaAsLin2 (version 1.10.0) package in R49. For differential abundance analysis, genus-level features were filtered to only include those that were above 1% average relative abundance in at least one donor group. Engraftment efficiencies were assessed using ASV and genus-level feature data from the donor fecal sample and feces collected from mice eight weeks after colonization immediately prior to AS/HK treatment. Efficiencies of colonization were calculated as C/D, where C is the number of common features that were detected in both the donor and at least one recipient mouse, and D is the total number of features detected in the donor. Detection was defined as any feature that was present at 0.05% relative abundance or higher to account for slight differences in sequencing depth.
Plasma lipids and insulin
Plasma was thawed on ice and subjected to colorimetric assays to measure total cholesterol (999–02601, Fujifilm, Lexington, MA), HDL-cholesterol (997–01301, Fujifilm), TAG (TR22421, Thermo Fisher Scientific, Middletown, VA), and insulin (90080, Crystal Chem, Elk Grove Village, IL) according to the manufacturer’s instructions.
Liver lipids
Frozen liver samples were cut on dry ice (30–70 mg) and immediately homogenized using a bead-beater (BioSpec Products, Barlesville, OK) in tubes with three 2.8 mm ceramic beads and 500 µL of lipid extraction buffer (Ab211044, abcam, Cambridge, UK) for 2 x 30 seconds. The homogenates were agitated for 20 minutes and centrifuged at 10,000 x g for 5 minutes and the supernatant was collected into a new tube and allowed to dry overnight. The residue was resuspended in 50 µL of resuspension buffer (Ab211044, abcam) and 750 of 10% Triton X-100 (Sigma-Aldrich, St. Louis, MO) and sonicated for 1 h at 37°C. The resulting extracts were subjected to the total cholesterol and TAG assays described above and normalized by the input sample mass.
Statistics
All comparisons of means were conducted via Student’s T test between treatment groups within each donor group and at each timepoint unless otherwise stated. Correlations between ITT and oGTT AUCs and cecal SCFA levels were conducted using Spearman’s rank correlation method. P-value adjustment for PERMANOVA was done using the Bonferroni method, while the Holm-Bonferroni method was used to adjust Spearman correlation P-values. All box and whisker plots represent the interquartile range (IQR), median, and 1.5 times the IQR overlayed with individual data points from each mouse. Line plots depict the mean of each group at each timepoint with error bars representing the standard error.