Abstract
Metabolic phenotypes are the products of interactions among a variety of factors-dietary, other lifestyle/environmental, gut microbial and genetic. We use a large-scale exploratory analytical approach to investigate metabolic phenotype variation across and within four human populations, based on 1H NMR spectroscopy. Metabolites discriminating across populations are then linked to data for individuals on blood pressure, a major risk factor for coronary heart disease and stroke (leading causes of mortality worldwide). We analyse spectra from two 24-hour urine specimens for each of 4,630 participants from the INTERMAP epidemiological study, involving 17 population samples aged 40-59 in China, Japan, UK and USA. We show that urinary metabolite excretion patterns for East Asian and western population samples, with contrasting diets, diet-related major risk factors, and coronary heart disease/stroke rates, are significantly differentiated (P < 10(-16)), as are Chinese/Japanese metabolic phenotypes, and subgroups with differences in dietary vegetable/animal protein and blood pressure. Among discriminatory metabolites, we quantify four and show association (P < 0.05 to P < 0.0001) of mean 24-hour urinary formate excretion with blood pressure in multiple regression analyses for individuals. Mean 24-hour urinary excretion of alanine (direct) and hippurate (inverse), reflecting diet and gut microbial activities, are also associated with blood pressure of individuals. Metabolic phenotyping applied to high-quality epidemiological data offers the potential to develop an area of aetiopathogenetic knowledge involving discovery of novel biomarkers related to cardiovascular disease risk.
MeSH Terms
Adult
Alanine/urine
Animals
Blood Pressure/physiology
Cardiovascular Diseases/metabolism
China
Diet
Dietary Proteins/pharmacology
Female
Hippurates/urine
Humans
Intestines/microbiology
Japan
Magnetic Resonance Spectroscopy
Male
Metabolism/physiology
Middle Aged
Phenotype
Principal Component Analysis
Time Factors
United Kingdom
United States
Vegetables/chemistry
Chemicals
Dietary Proteins
Hippurates
Alanine
hippuric acid
Authors & Affiliations
16 authors, click to expand affiliations / ORCID
Holmes Elaine
Biomolecular Medicine, Division of Surgery, Oncology, Reproductive Biology and Anaesthetics (SORA), Faculty of Medicine, Imperial College London, South Kensington Campus, London SW7 2AZ, UK.
Loo Ruey Leng
Stamler Jeremiah
Bictash Magda
Yap Ivan K S
Chan Queenie
Ebbels Tim
De Iorio Maria
Brown Ian J
Veselkov Kirill A
Daviglus Martha L
Kesteloot Hugo
Ueshima Hirotsugu
Zhao Liancheng
Nicholson Jeremy K
Elliott Paul
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