An In Silico Knockout Model for Gastrointestinal Absorption Using a Systems Pharmacology Approach - Development and Application for Ketones

The Effect of 1,3-Butanediol on Cycling Time-Trial Performance

This study investigated the effect of the racemic β-hydroxybutyrate (βHB) precursor, R,S-1,3-butanediol (BD), on time-trial (TT) performance and tolerability. A repeated-measures, randomized, crossover study was conducted in nine trained male cyclists (age, 26.7 ± 5.2 years; body mass, 69.6 ± 8.4 kg; height, 1.82 ± 0.09 m; body mass index, 21.2 ± 1.5 kg/m2; VO2peak,63.9 ± 2.5 ml·kg−1·min−1; Wmax, 389.3 ± 50.4 W). Participants ingested 0.35 g/kg of BD or placebo 30 min before and 60 min during 85 min of steady-state exercise, which preceded a ∼25- to 35-min TT (i.e., 7 kJ/kg). The ingestion of BD increased blood D-βHB concentration throughout exercise (0.44–0.79 mmol/L) compared with placebo (0.11–0.16 mmol/L; all p < .001), which peaked 1 hr following the TT (1.38 ± 0.35 vs. 0.34 ± 0.24 mmol/L; p < .001). Serum glucose and blood lactate concentrations were not different between trials (all p > .05). BD ingestion increased oxygen consumption and carbon dioxide production after 20 min of steady-state exercise (p = .002 and p = .032, respectively); however, no further effects on cardiorespiratory parameters were observed. Within the BD trial, moderate to severe gastrointestinal symptoms were reported in five participants, and low levels of dizziness, nausea, and euphoria were reported in two participants. However, this had no effect on TT duration (placebo, 28.5 ± 3.6 min; BD, 28.7 ± 3.2 min; p = .62) and average power output (placebo, 290.1 ± 53.7 W; BD, 286.4 ± 45.9 W; p = .50). These results suggest that BD has no benefit for endurance performance.

Sodium-glucose cotransporter 2 inhibitors regulate ketone body metabolism via inter-organ crosstalk

AIM

To investigate sodium-glucose cotransporter 2 inhibitor (SGLT2i)-induced changes in ketogenic enzymes and transporters in normal and diabetic mice models.

MATERIALS AND METHODS

Normal mice were randomly assigned to receive either vehicle or SGLT2i (25 mg/kg/d by oral gavage) for 7 days. Diabetic mice were treated with vehicle, insulin (4.5 units/kg/d by subcutaneous injection) or SGLT2i (25 mg/kg/d by intra-peritoneal injection) for 5 weeks. Serum and tissues of ketogenic organs were analysed.

RESULTS

In both normal and diabetic mice, SGLT2i increased beta-hydroxybutyrate (BHB) content in liver, kidney and colon tissue, as well as in serum and urine. In these organs, SGLT2i upregulated mRNA expression of ketogenic enzymes, 3-hydroxy-3-methylglutaryl-coenzyme A synthase 2 and 3-hydroxy-3-methylglutaryl-coenzyme A lyase. Similar patterns were observed in the kidney, ileum and colon for mRNA and protein expression of sodium-dependent monocarboxylate transporters (SMCTs), which mediate the cellular uptake of BHB and butyrate, an important substrate for intestinal ketogenesis. In diabetic mice under euglycaemic conditions, SGLT2i increased major ketogenic enzymes and SMCTs, while insulin suppressed ketogenesis.

CONCLUSIONS

SGLT2i increased systemic and tissue BHB levels by upregulating ketogenic enzymes and transporters in the liver, kidney and intestine, suggesting the integrated physiological consequences for ketone body metabolism of SGLT2i administration.

A Philosophical Framework for Integrating Systems Pharmacology Models Into Pharmacometrics

The framework for systems pharmacology style models does not naturally sit with the usual scientific dogma of parsimony and falsifiability based on deductive reasoning. This does not invalidate the importance or need for overarching models based on pharmacology to describe and understand complicated biological systems. However, it does require some consideration on how systems pharmacology fits into the overall scientific approach.