Global testing of shifts in metabolic phenotype

Metabolomics. 2018 Oct 4;14(10):139. doi: 10.1007/s11306-018-1435-8.

Abstract

Introduction: Current metabolomics approaches to unravel impact of diet- or lifestyle induced phenotype variation and shifts predominantly deploy univariate or multivariate approaches, with a posteriori interpretation at pathway level. This however often provides only a fragmented view on the involved metabolic pathways.

Objectives: To demonstrate the feasibility of using Goeman's global test (GGT) for assessment of variation and shifts in metabolic phenotype at the level of a priori defined pathways.

Methods: Two intervention studies with identified phenotype variations and shifts were examined. In a weight loss (WL) intervention study obese subjects received a mixed meal challenge before and after WL. In a polyphenol (PP) intervention study obese subjects received a high fat mixed meal challenge (61E% fat) before and after a PP intervention. Plasma samples were obtained at fasting and during the postprandial response. Besides WL- and PP-induced phenotype shifts, also correlation of plasma metabolome with phenotype descriptors was assessed at pathway level. The plasma metabolome covered organic acids, amino acids, biogenic amines, acylcarnitines and oxylipins.

Results: For the population of the WL study, GGT revealed that HOMA correlated with the fasting levels of the TCA cycle, BCAA catabolism, the lactate, arginine-proline and phenylalanine-tyrosine pathways. For the population of the PP study, HOMA correlated with fasting metabolite levels of TCA cycle, fatty acid oxidation and phenylalanine-tyrosine pathways. These correlations were more pronounced for metabolic pathways in the fasting state, than during the postprandial response. The effect of the WL and PP intervention on a priori defined metabolic pathways, and correlation of pathways with insulin sensitivity as described by HOMA was in line with previous studies.

Conclusion: GGT confirmed earlier biological findings in a hypothesis led approach. A main advantage of GGT is that it provides a direct view on involvement of a priori defined pathways in phenotype shifts.

Trial registration: ClinicalTrials.gov NCT01675401 NCT02381145.

Keywords: Goeman’s global test; Metabolic pathways; Phenotype shifts.

Publication types

  • Randomized Controlled Trial
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Catechin / administration & dosage
  • Catechin / analogs & derivatives*
  • Catechin / blood
  • Catechin / metabolism
  • Dietary Supplements
  • Double-Blind Method
  • Humans
  • Metabolomics*
  • Obesity / genetics
  • Obesity / metabolism*
  • Phenotype
  • Resveratrol / administration & dosage
  • Resveratrol / blood
  • Resveratrol / metabolism*
  • Weight Loss / genetics

Substances

  • Catechin
  • epigallocatechin gallate
  • Resveratrol

Associated data

  • ClinicalTrials.gov/NCT01675401
  • ClinicalTrials.gov/NCT02381145