Sex-Specific Relationship between the Cardiorespiratory Fitness and Plasma Metabolite Patterns in Healthy Humans—Results of the KarMeN Study

Cardiorespiratory fitness (CRF) represents a strong predictor of all-cause mortality and is strongly influenced by regular physical activity (PA). However, the biological mechanisms involved in the body’s adaptation to PA remain to be fully elucidated. The aim of this study was to systematically exa...

Full description

Bibliographic Details
Main Authors: Sina Kistner, Maik Döring, Ralf Krüger, Manuela J. Rist, Christoph H. Weinert, Diana Bunzel, Benedikt Merz, Katrin Radloff, Rainer Neumann, Sascha Härtel, Achim Bub
Format: Article
Language:English
Published: MDPI AG 2021-07-01
Series:Metabolites
Subjects:
Online Access:https://www.mdpi.com/2218-1989/11/7/463
id doaj-24a53dae5c35432fa9a0c071dbac6ca8
record_format Article
spelling doaj-24a53dae5c35432fa9a0c071dbac6ca82021-07-23T13:53:49ZengMDPI AGMetabolites2218-19892021-07-011146346310.3390/metabo11070463Sex-Specific Relationship between the Cardiorespiratory Fitness and Plasma Metabolite Patterns in Healthy Humans—Results of the KarMeN StudySina Kistner0Maik Döring1Ralf Krüger2Manuela J. Rist3Christoph H. Weinert4Diana Bunzel5Benedikt Merz6Katrin Radloff7Rainer Neumann8Sascha Härtel9Achim Bub10Department of Physiology and Biochemistry of Nutrition, Max Rubner-Institut, 76131 Karlsruhe, GermanyDepartment of Physiology and Biochemistry of Nutrition, Max Rubner-Institut, 76131 Karlsruhe, GermanyDepartment of Physiology and Biochemistry of Nutrition, Max Rubner-Institut, 76131 Karlsruhe, GermanyDepartment of Physiology and Biochemistry of Nutrition, Max Rubner-Institut, 76131 Karlsruhe, GermanyDepartment of Safety and Quality of Fruit and Vegetables, Max Rubner-Institut, 76131 Karlsruhe, GermanyDepartment of Safety and Quality of Fruit and Vegetables, Max Rubner-Institut, 76131 Karlsruhe, GermanyDepartment of Physiology and Biochemistry of Nutrition, Max Rubner-Institut, 76131 Karlsruhe, GermanyDepartment of Physiology and Biochemistry of Nutrition, Max Rubner-Institut, 76131 Karlsruhe, GermanyInstitute of Sports and Sports Science, Karlsruhe Institute of Technology, 76131 Karlsruhe, GermanyInstitute of Sports and Sports Science, Karlsruhe Institute of Technology, 76131 Karlsruhe, GermanyDepartment of Physiology and Biochemistry of Nutrition, Max Rubner-Institut, 76131 Karlsruhe, GermanyCardiorespiratory fitness (CRF) represents a strong predictor of all-cause mortality and is strongly influenced by regular physical activity (PA). However, the biological mechanisms involved in the body’s adaptation to PA remain to be fully elucidated. The aim of this study was to systematically examine the relationship between CRF and plasma metabolite patterns in 252 healthy adults from the cross-sectional Karlsruhe Metabolomics and Nutrition (KarMeN) study. CRF was determined by measuring the peak oxygen uptake during incremental exercise. Fasting plasma samples were analyzed by nuclear magnetic resonance spectroscopy and mass spectrometry coupled to one- or two-dimensional gas chromatography or liquid chromatography. Based on this multi-platform metabolomics approach, 427 plasma analytes were detected. Bi- and multivariate association analyses, adjusted for age and menopausal status, showed that CRF was linked to specific sets of metabolites primarily indicative of lipid metabolism. However, CRF-related metabolite patterns largely differed between sexes. While several phosphatidylcholines were linked to CRF in females, single lyso-phosphatidylcholines and sphingomyelins were associated with CRF in males. When controlling for further assessed clinical and phenotypical parameters, sex-specific CRF tended to be correlated with a smaller number of metabolites linked to lipid, amino acid, or xenobiotics-related metabolism. Interestingly, sex-specific CRF explanation models could be improved when including selected plasma analytes in addition to clinical and phenotypical variables. In summary, this study revealed sex-related differences in CRF-associated plasma metabolite patterns and proved known associations between CRF and risk factors for cardiometabolic diseases such as fat mass, visceral adipose tissue mass, or blood triglycerides in metabolically healthy individuals. Our findings indicate that covariates like sex and, especially, body composition have to be considered when studying blood metabolic markers related to CRF.https://www.mdpi.com/2218-1989/11/7/463cardiorespiratory fitnessphysical fitnessmetabolomicsplasma metabolomeplasma metabolite patternsmetabolite profiles
collection DOAJ
language English
format Article
sources DOAJ
author Sina Kistner
Maik Döring
Ralf Krüger
Manuela J. Rist
Christoph H. Weinert
Diana Bunzel
Benedikt Merz
Katrin Radloff
Rainer Neumann
Sascha Härtel
Achim Bub
spellingShingle Sina Kistner
Maik Döring
Ralf Krüger
Manuela J. Rist
Christoph H. Weinert
Diana Bunzel
Benedikt Merz
Katrin Radloff
Rainer Neumann
Sascha Härtel
Achim Bub
Sex-Specific Relationship between the Cardiorespiratory Fitness and Plasma Metabolite Patterns in Healthy Humans—Results of the KarMeN Study
Metabolites
cardiorespiratory fitness
physical fitness
metabolomics
plasma metabolome
plasma metabolite patterns
metabolite profiles
author_facet Sina Kistner
Maik Döring
Ralf Krüger
Manuela J. Rist
Christoph H. Weinert
Diana Bunzel
Benedikt Merz
Katrin Radloff
Rainer Neumann
Sascha Härtel
Achim Bub
author_sort Sina Kistner
title Sex-Specific Relationship between the Cardiorespiratory Fitness and Plasma Metabolite Patterns in Healthy Humans—Results of the KarMeN Study
title_short Sex-Specific Relationship between the Cardiorespiratory Fitness and Plasma Metabolite Patterns in Healthy Humans—Results of the KarMeN Study
title_full Sex-Specific Relationship between the Cardiorespiratory Fitness and Plasma Metabolite Patterns in Healthy Humans—Results of the KarMeN Study
title_fullStr Sex-Specific Relationship between the Cardiorespiratory Fitness and Plasma Metabolite Patterns in Healthy Humans—Results of the KarMeN Study
title_full_unstemmed Sex-Specific Relationship between the Cardiorespiratory Fitness and Plasma Metabolite Patterns in Healthy Humans—Results of the KarMeN Study
title_sort sex-specific relationship between the cardiorespiratory fitness and plasma metabolite patterns in healthy humans—results of the karmen study
publisher MDPI AG
series Metabolites
issn 2218-1989
publishDate 2021-07-01
description Cardiorespiratory fitness (CRF) represents a strong predictor of all-cause mortality and is strongly influenced by regular physical activity (PA). However, the biological mechanisms involved in the body’s adaptation to PA remain to be fully elucidated. The aim of this study was to systematically examine the relationship between CRF and plasma metabolite patterns in 252 healthy adults from the cross-sectional Karlsruhe Metabolomics and Nutrition (KarMeN) study. CRF was determined by measuring the peak oxygen uptake during incremental exercise. Fasting plasma samples were analyzed by nuclear magnetic resonance spectroscopy and mass spectrometry coupled to one- or two-dimensional gas chromatography or liquid chromatography. Based on this multi-platform metabolomics approach, 427 plasma analytes were detected. Bi- and multivariate association analyses, adjusted for age and menopausal status, showed that CRF was linked to specific sets of metabolites primarily indicative of lipid metabolism. However, CRF-related metabolite patterns largely differed between sexes. While several phosphatidylcholines were linked to CRF in females, single lyso-phosphatidylcholines and sphingomyelins were associated with CRF in males. When controlling for further assessed clinical and phenotypical parameters, sex-specific CRF tended to be correlated with a smaller number of metabolites linked to lipid, amino acid, or xenobiotics-related metabolism. Interestingly, sex-specific CRF explanation models could be improved when including selected plasma analytes in addition to clinical and phenotypical variables. In summary, this study revealed sex-related differences in CRF-associated plasma metabolite patterns and proved known associations between CRF and risk factors for cardiometabolic diseases such as fat mass, visceral adipose tissue mass, or blood triglycerides in metabolically healthy individuals. Our findings indicate that covariates like sex and, especially, body composition have to be considered when studying blood metabolic markers related to CRF.
topic cardiorespiratory fitness
physical fitness
metabolomics
plasma metabolome
plasma metabolite patterns
metabolite profiles
url https://www.mdpi.com/2218-1989/11/7/463
work_keys_str_mv AT sinakistner sexspecificrelationshipbetweenthecardiorespiratoryfitnessandplasmametabolitepatternsinhealthyhumansresultsofthekarmenstudy
AT maikdoring sexspecificrelationshipbetweenthecardiorespiratoryfitnessandplasmametabolitepatternsinhealthyhumansresultsofthekarmenstudy
AT ralfkruger sexspecificrelationshipbetweenthecardiorespiratoryfitnessandplasmametabolitepatternsinhealthyhumansresultsofthekarmenstudy
AT manuelajrist sexspecificrelationshipbetweenthecardiorespiratoryfitnessandplasmametabolitepatternsinhealthyhumansresultsofthekarmenstudy
AT christophhweinert sexspecificrelationshipbetweenthecardiorespiratoryfitnessandplasmametabolitepatternsinhealthyhumansresultsofthekarmenstudy
AT dianabunzel sexspecificrelationshipbetweenthecardiorespiratoryfitnessandplasmametabolitepatternsinhealthyhumansresultsofthekarmenstudy
AT benediktmerz sexspecificrelationshipbetweenthecardiorespiratoryfitnessandplasmametabolitepatternsinhealthyhumansresultsofthekarmenstudy
AT katrinradloff sexspecificrelationshipbetweenthecardiorespiratoryfitnessandplasmametabolitepatternsinhealthyhumansresultsofthekarmenstudy
AT rainerneumann sexspecificrelationshipbetweenthecardiorespiratoryfitnessandplasmametabolitepatternsinhealthyhumansresultsofthekarmenstudy
AT saschahartel sexspecificrelationshipbetweenthecardiorespiratoryfitnessandplasmametabolitepatternsinhealthyhumansresultsofthekarmenstudy
AT achimbub sexspecificrelationshipbetweenthecardiorespiratoryfitnessandplasmametabolitepatternsinhealthyhumansresultsofthekarmenstudy
_version_ 1721287126035726336