Epidemiology of 40 blood biomarkers of one-carbon metabolism, vitamin status, inflammation, and renal and endothelial function among cancer-free older adults

Abstract Imbalances of blood biomarkers are associated with disease, and biomarkers may also vary non-pathologically across population groups. We described variation in concentrations of biomarkers of one-carbon metabolism, vitamin status, inflammation including tryptophan metabolism, and endothelia...

Full description

Bibliographic Details
Main Authors: Hana Zahed, Mattias Johansson, Per M. Ueland, Øivind Midttun, Roger L. Milne, Graham G. Giles, Jonas Manjer, Malte Sandsveden, Arnulf Langhammer, Elin Pettersen Sørgjerd, Kjell Grankvist, Mikael Johansson, Neal D. Freedman, Wen-Yi Huang, Chu Chen, Ross Prentice, Victoria L. Stevens, Ying Wang, Loic Le Marchand, Lynne R. Wilkens, Stephanie J. Weinstein, Demetrius Albanes, Qiuyin Cai, William J. Blot, Alan A. Arslan, Anne Zeleniuch-Jacquotte, Xiao-Ou Shu, Wei Zheng, Jian-Min Yuan, Woon-Puay Koh, Kala Visvanathan, Howard D. Sesso, Xuehong Zhang, J. Michael Gaziano, Anouar Fanidi, David Muller, Paul Brennan, Florence Guida, Hilary A. Robbins
Format: Article
Language:English
Published: Nature Publishing Group 2021-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-93214-8
id doaj-6674002922064998994500a243671140
record_format Article
collection DOAJ
language English
format Article
sources DOAJ
author Hana Zahed
Mattias Johansson
Per M. Ueland
Øivind Midttun
Roger L. Milne
Graham G. Giles
Jonas Manjer
Malte Sandsveden
Arnulf Langhammer
Elin Pettersen Sørgjerd
Kjell Grankvist
Mikael Johansson
Neal D. Freedman
Wen-Yi Huang
Chu Chen
Ross Prentice
Victoria L. Stevens
Ying Wang
Loic Le Marchand
Lynne R. Wilkens
Stephanie J. Weinstein
Demetrius Albanes
Qiuyin Cai
William J. Blot
Alan A. Arslan
Anne Zeleniuch-Jacquotte
Xiao-Ou Shu
Wei Zheng
Jian-Min Yuan
Woon-Puay Koh
Kala Visvanathan
Howard D. Sesso
Xuehong Zhang
J. Michael Gaziano
Anouar Fanidi
David Muller
Paul Brennan
Florence Guida
Hilary A. Robbins
spellingShingle Hana Zahed
Mattias Johansson
Per M. Ueland
Øivind Midttun
Roger L. Milne
Graham G. Giles
Jonas Manjer
Malte Sandsveden
Arnulf Langhammer
Elin Pettersen Sørgjerd
Kjell Grankvist
Mikael Johansson
Neal D. Freedman
Wen-Yi Huang
Chu Chen
Ross Prentice
Victoria L. Stevens
Ying Wang
Loic Le Marchand
Lynne R. Wilkens
Stephanie J. Weinstein
Demetrius Albanes
Qiuyin Cai
William J. Blot
Alan A. Arslan
Anne Zeleniuch-Jacquotte
Xiao-Ou Shu
Wei Zheng
Jian-Min Yuan
Woon-Puay Koh
Kala Visvanathan
Howard D. Sesso
Xuehong Zhang
J. Michael Gaziano
Anouar Fanidi
David Muller
Paul Brennan
Florence Guida
Hilary A. Robbins
Epidemiology of 40 blood biomarkers of one-carbon metabolism, vitamin status, inflammation, and renal and endothelial function among cancer-free older adults
Scientific Reports
author_facet Hana Zahed
Mattias Johansson
Per M. Ueland
Øivind Midttun
Roger L. Milne
Graham G. Giles
Jonas Manjer
Malte Sandsveden
Arnulf Langhammer
Elin Pettersen Sørgjerd
Kjell Grankvist
Mikael Johansson
Neal D. Freedman
Wen-Yi Huang
Chu Chen
Ross Prentice
Victoria L. Stevens
Ying Wang
Loic Le Marchand
Lynne R. Wilkens
Stephanie J. Weinstein
Demetrius Albanes
Qiuyin Cai
William J. Blot
Alan A. Arslan
Anne Zeleniuch-Jacquotte
Xiao-Ou Shu
Wei Zheng
Jian-Min Yuan
Woon-Puay Koh
Kala Visvanathan
Howard D. Sesso
Xuehong Zhang
J. Michael Gaziano
Anouar Fanidi
David Muller
Paul Brennan
Florence Guida
Hilary A. Robbins
author_sort Hana Zahed
title Epidemiology of 40 blood biomarkers of one-carbon metabolism, vitamin status, inflammation, and renal and endothelial function among cancer-free older adults
title_short Epidemiology of 40 blood biomarkers of one-carbon metabolism, vitamin status, inflammation, and renal and endothelial function among cancer-free older adults
title_full Epidemiology of 40 blood biomarkers of one-carbon metabolism, vitamin status, inflammation, and renal and endothelial function among cancer-free older adults
title_fullStr Epidemiology of 40 blood biomarkers of one-carbon metabolism, vitamin status, inflammation, and renal and endothelial function among cancer-free older adults
title_full_unstemmed Epidemiology of 40 blood biomarkers of one-carbon metabolism, vitamin status, inflammation, and renal and endothelial function among cancer-free older adults
title_sort epidemiology of 40 blood biomarkers of one-carbon metabolism, vitamin status, inflammation, and renal and endothelial function among cancer-free older adults
publisher Nature Publishing Group
series Scientific Reports
issn 2045-2322
publishDate 2021-07-01
description Abstract Imbalances of blood biomarkers are associated with disease, and biomarkers may also vary non-pathologically across population groups. We described variation in concentrations of biomarkers of one-carbon metabolism, vitamin status, inflammation including tryptophan metabolism, and endothelial and renal function among cancer-free older adults. We analyzed 5167 cancer-free controls aged 40–80 years from 20 cohorts in the Lung Cancer Cohort Consortium (LC3). Centralized biochemical analyses of 40 biomarkers in plasma or serum were performed. We fit multivariable linear mixed effects models to quantify variation in standardized biomarker log-concentrations across four factors: age, sex, smoking status, and body mass index (BMI). Differences in most biomarkers across most factors were small, with 93% (186/200) of analyses showing an estimated difference lower than 0.25 standard-deviations, although most were statistically significant due to large sample size. The largest difference was for creatinine by sex, which was − 0.91 standard-deviations lower in women than men (95%CI − 0.98; − 0.84). The largest difference by age was for total cysteine (0.40 standard-deviation increase per 10-year increase, 95%CI 0.36; 0.43), and by BMI was for C-reactive protein (0.38 standard-deviation increase per 5-kg/m2 increase, 95%CI 0.34; 0.41). For 31 of 40 markers, the mean difference between current and never smokers was larger than between former and never smokers. A statistically significant (p < 0.05) association with time since smoking cessation was observed for 8 markers, including C-reactive protein, kynurenine, choline, and total homocysteine. We conclude that most blood biomarkers show small variations across demographic characteristics. Patterns by smoking status point to normalization of multiple physiological processes after smoking cessation.
url https://doi.org/10.1038/s41598-021-93214-8
work_keys_str_mv AT hanazahed epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT mattiasjohansson epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT permueland epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT øivindmidttun epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT rogerlmilne epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT grahamggiles epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT jonasmanjer epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT maltesandsveden epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT arnulflanghammer epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT elinpettersensørgjerd epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT kjellgrankvist epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT mikaeljohansson epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT nealdfreedman epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT wenyihuang epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT chuchen epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT rossprentice epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT victorialstevens epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT yingwang epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT loiclemarchand epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT lynnerwilkens epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT stephaniejweinstein epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT demetriusalbanes epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT qiuyincai epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT williamjblot epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT alanaarslan epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT annezeleniuchjacquotte epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT xiaooushu epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT weizheng epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT jianminyuan epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT woonpuaykoh epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT kalavisvanathan epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT howarddsesso epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT xuehongzhang epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT jmichaelgaziano epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT anouarfanidi epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT davidmuller epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT paulbrennan epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT florenceguida epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
AT hilaryarobbins epidemiologyof40bloodbiomarkersofonecarbonmetabolismvitaminstatusinflammationandrenalandendothelialfunctionamongcancerfreeolderadults
_version_ 1721309012315602944
spelling doaj-6674002922064998994500a2436711402021-07-11T11:29:29ZengNature Publishing GroupScientific Reports2045-23222021-07-0111111310.1038/s41598-021-93214-8Epidemiology of 40 blood biomarkers of one-carbon metabolism, vitamin status, inflammation, and renal and endothelial function among cancer-free older adultsHana Zahed0Mattias Johansson1Per M. Ueland2Øivind Midttun3Roger L. Milne4Graham G. Giles5Jonas Manjer6Malte Sandsveden7Arnulf Langhammer8Elin Pettersen Sørgjerd9Kjell Grankvist10Mikael Johansson11Neal D. Freedman12Wen-Yi Huang13Chu Chen14Ross Prentice15Victoria L. Stevens16Ying Wang17Loic Le Marchand18Lynne R. Wilkens19Stephanie J. Weinstein20Demetrius Albanes21Qiuyin Cai22William J. Blot23Alan A. Arslan24Anne Zeleniuch-Jacquotte25Xiao-Ou Shu26Wei Zheng27Jian-Min Yuan28Woon-Puay Koh29Kala Visvanathan30Howard D. Sesso31Xuehong Zhang32J. Michael Gaziano33Anouar Fanidi34David Muller35Paul Brennan36Florence Guida37Hilary A. Robbins38Genomic Epidemiology Branch, International Agency for Research on CancerGenomic Epidemiology Branch, International Agency for Research on CancerDepartment of Clinical Science, University of BergenBevital ASCancer Epidemiology Division, Cancer Council VictoriaCancer Epidemiology Division, Cancer Council VictoriaDepartment of Surgery, Skane University HospitalDepartment of Clinical Sciences Malmo, Lund UniversityDepartment of Public Health and Nursing, Hunt Research Centre, Norwegian University of Science and TechnologyDepartment of Public Health and Nursing, NTNU, Hunt Research Centre, Norwegian University of Science and TechnologyDepartment of Medical Biosciences, Umea UniversityDepartment of Radiation Sciences, Oncology, Umea UniversityMetabolic Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer InstituteMetabolic Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer InstitutePublic Health Sciences Division, Fred Hutchinson Cancer Research CenterPublic Health Sciences Division, Fred Hutchinson Cancer Research CenterAmerican Cancer SocietyAmerican Cancer SocietyUniversity of Hawai’i Cancer Center, University of Hawaiʻi at MānoaUniversity of Hawai’i Cancer Center, University of Hawaiʻi at MānoaMetabolic Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer InstituteMetabolic Epidemiology Branch, Division of Cancer Epidemiology and Genetics, National Cancer InstituteVanderbilt University Medical CenterVanderbilt University Medical CenterDepartment of Obstetrics and Gynecology, NYU Langone HealthDepartment of Population Health, NYU Langone HealthVanderbilt University Medical CenterVanderbilt University Medical CenterUniversity of Pittsburgh Medical CenterDuke - NUS Medical SchoolJohns Hopkins Institute for Clinical and Translational ResearchBrigham and Women’s Hospital, Harvard Medical SchoolBrigham and Women’s Hospital, Harvard Medical SchoolHarvard T.H. Chan School of Public HealthUniversité Claude Bernard Lyon 1Imperial College London School of Public HealthGenomic Epidemiology Branch, International Agency for Research on CancerGenomic Epidemiology Branch, International Agency for Research on CancerGenomic Epidemiology Branch, International Agency for Research on CancerAbstract Imbalances of blood biomarkers are associated with disease, and biomarkers may also vary non-pathologically across population groups. We described variation in concentrations of biomarkers of one-carbon metabolism, vitamin status, inflammation including tryptophan metabolism, and endothelial and renal function among cancer-free older adults. We analyzed 5167 cancer-free controls aged 40–80 years from 20 cohorts in the Lung Cancer Cohort Consortium (LC3). Centralized biochemical analyses of 40 biomarkers in plasma or serum were performed. We fit multivariable linear mixed effects models to quantify variation in standardized biomarker log-concentrations across four factors: age, sex, smoking status, and body mass index (BMI). Differences in most biomarkers across most factors were small, with 93% (186/200) of analyses showing an estimated difference lower than 0.25 standard-deviations, although most were statistically significant due to large sample size. The largest difference was for creatinine by sex, which was − 0.91 standard-deviations lower in women than men (95%CI − 0.98; − 0.84). The largest difference by age was for total cysteine (0.40 standard-deviation increase per 10-year increase, 95%CI 0.36; 0.43), and by BMI was for C-reactive protein (0.38 standard-deviation increase per 5-kg/m2 increase, 95%CI 0.34; 0.41). For 31 of 40 markers, the mean difference between current and never smokers was larger than between former and never smokers. A statistically significant (p < 0.05) association with time since smoking cessation was observed for 8 markers, including C-reactive protein, kynurenine, choline, and total homocysteine. We conclude that most blood biomarkers show small variations across demographic characteristics. Patterns by smoking status point to normalization of multiple physiological processes after smoking cessation.https://doi.org/10.1038/s41598-021-93214-8