Associations of genetically determined iron status across the phenome: A mendelian randomization study

Iron is integral to many physiological processes, and variations in its levels, even within the normal range, can have implications for health. The objective of this study was to explore the broad clinical effects of varying iron status. Genome-wide association study (GWAS) summary data obtained fro...

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Published inPLoS medicine Vol. 16; no. 6; p. e1002833
Main Authors Gill, Dipender, Benyamin, Beben, Moore, Luke S P, Monori, Grace, Zhou, Ang, Koskeridis, Fotios, Evangelou, Evangelos, Laffan, Mike, Walker, Ann P, Tsilidis, Konstantinos K, Dehghan, Abbas, Elliott, Paul, Hyppönen, Elina, Tzoulaki, Ioanna
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 20.06.2019
Public Library of Science (PLoS)
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Abstract Iron is integral to many physiological processes, and variations in its levels, even within the normal range, can have implications for health. The objective of this study was to explore the broad clinical effects of varying iron status. Genome-wide association study (GWAS) summary data obtained from 48,972 European individuals (55% female) across 19 cohorts in the Genetics of Iron Status Consortium were used to identify 3 genetic variants (rs1800562 and rs1799945 in the hemochromatosis gene [HFE] and rs855791 in the transmembrane protease serine 6 gene [TMPRSS6]) that associate with increased serum iron, ferritin, and transferrin saturation and decreased transferrin levels, thus serving as instruments for systemic iron status. Phenome-wide association study (PheWAS) of these instruments was performed on 424,439 European individuals (54% female) in the UK Biobank who were aged 40-69 years when recruited from 2006 to 2010, with their genetic data linked to Hospital Episode Statistics (HES) from April, 1995 to March, 2016. Two-sample summary data mendelian randomization (MR) analysis was performed to investigate the effect of varying iron status on outcomes across the human phenome. MR-PheWAS analysis for the 3 iron status genetic instruments was performed separately and then pooled by meta-analysis. Correction was made for testing of multiple correlated phenotypes using a 5% false discovery rate (FDR) threshold. Heterogeneity between MR estimates for different instruments was used to indicate possible bias due to effects of the genetic variants through pathways unrelated to iron status. There were 904 distinct phenotypes included in the MR-PheWAS analyses. After correcting for multiple testing, the 3 genetic instruments for systemic iron status demonstrated consistent evidence of a causal effect of higher iron status on decreasing risk of traits related to anemia (iron deficiency anemia: odds ratio [OR] scaled to a standard deviation [SD] increase in genetically determined serum iron levels 0.72, 95% confidence interval [CI] 0.64-0.81, P = 4 × 10-8) and hypercholesterolemia (hypercholesterolemia: OR 0.88, 95% CI 0.83-0.93, P = 2 × 10-5) and increasing risk of traits related to infection of the skin and related structures (cellulitis and abscess of the leg: OR 1.25, 95% CI 1.10-1.42, P = 6 × 10-4). The main limitations of this study relate to possible bias from pleiotropic effects of the considered genetic variants and misclassification of diagnoses in the HES data. Furthermore, this work only investigated participants with European ancestry, and the findings may not be applicable to other ethnic groups. Our findings offer novel, to our knowledge, insight into previously unreported effects of iron status, highlighting a potential protective effect of higher iron status on hypercholesterolemia and a detrimental role on risk of skin and skin structure infections. Given the modifiable and variable nature of iron status, these findings warrant further investigation.
AbstractList Using Mendelian randomization, Dipender Gill and colleagues investigate the clinical implications of iron levels.
Background Iron is integral to many physiological processes, and variations in its levels, even within the normal range, can have implications for health. The objective of this study was to explore the broad clinical effects of varying iron status. Methods and findings Genome-wide association study (GWAS) summary data obtained from 48,972 European individuals (55% female) across 19 cohorts in the Genetics of Iron Status Consortium were used to identify 3 genetic variants (rs1800562 and rs1799945 in the hemochromatosis gene [HFE] and rs855791 in the transmembrane protease serine 6 gene [TMPRSS6]) that associate with increased serum iron, ferritin, and transferrin saturation and decreased transferrin levels, thus serving as instruments for systemic iron status. Phenome-wide association study (PheWAS) of these instruments was performed on 424,439 European individuals (54% female) in the UK Biobank who were aged 40–69 years when recruited from 2006 to 2010, with their genetic data linked to Hospital Episode Statistics (HES) from April, 1995 to March, 2016. Two-sample summary data mendelian randomization (MR) analysis was performed to investigate the effect of varying iron status on outcomes across the human phenome. MR–PheWAS analysis for the 3 iron status genetic instruments was performed separately and then pooled by meta-analysis. Correction was made for testing of multiple correlated phenotypes using a 5% false discovery rate (FDR) threshold. Heterogeneity between MR estimates for different instruments was used to indicate possible bias due to effects of the genetic variants through pathways unrelated to iron status. There were 904 distinct phenotypes included in the MR–PheWAS analyses. After correcting for multiple testing, the 3 genetic instruments for systemic iron status demonstrated consistent evidence of a causal effect of higher iron status on decreasing risk of traits related to anemia (iron deficiency anemia: odds ratio [OR] scaled to a standard deviation [SD] increase in genetically determined serum iron levels 0.72, 95% confidence interval [CI] 0.64–0.81, P = 4 × 10−8) and hypercholesterolemia (hypercholesterolemia: OR 0.88, 95% CI 0.83–0.93, P = 2 × 10−5) and increasing risk of traits related to infection of the skin and related structures (cellulitis and abscess of the leg: OR 1.25, 95% CI 1.10–1.42, P = 6 × 10−4). The main limitations of this study relate to possible bias from pleiotropic effects of the considered genetic variants and misclassification of diagnoses in the HES data. Furthermore, this work only investigated participants with European ancestry, and the findings may not be applicable to other ethnic groups. Conclusions Our findings offer novel, to our knowledge, insight into previously unreported effects of iron status, highlighting a potential protective effect of higher iron status on hypercholesterolemia and a detrimental role on risk of skin and skin structure infections. Given the modifiable and variable nature of iron status, these findings warrant further investigation.
Iron is integral to many physiological processes, and variations in its levels, even within the normal range, can have implications for health. The objective of this study was to explore the broad clinical effects of varying iron status. Genome-wide association study (GWAS) summary data obtained from 48,972 European individuals (55% female) across 19 cohorts in the Genetics of Iron Status Consortium were used to identify 3 genetic variants (rs1800562 and rs1799945 in the hemochromatosis gene [HFE] and rs855791 in the transmembrane protease serine 6 gene [TMPRSS6]) that associate with increased serum iron, ferritin, and transferrin saturation and decreased transferrin levels, thus serving as instruments for systemic iron status. Phenome-wide association study (PheWAS) of these instruments was performed on 424,439 European individuals (54% female) in the UK Biobank who were aged 40-69 years when recruited from 2006 to 2010, with their genetic data linked to Hospital Episode Statistics (HES) from April, 1995 to March, 2016. Two-sample summary data mendelian randomization (MR) analysis was performed to investigate the effect of varying iron status on outcomes across the human phenome. MR-PheWAS analysis for the 3 iron status genetic instruments was performed separately and then pooled by meta-analysis. Correction was made for testing of multiple correlated phenotypes using a 5% false discovery rate (FDR) threshold. Heterogeneity between MR estimates for different instruments was used to indicate possible bias due to effects of the genetic variants through pathways unrelated to iron status. There were 904 distinct phenotypes included in the MR-PheWAS analyses. After correcting for multiple testing, the 3 genetic instruments for systemic iron status demonstrated consistent evidence of a causal effect of higher iron status on decreasing risk of traits related to anemia (iron deficiency anemia: odds ratio [OR] scaled to a standard deviation [SD] increase in genetically determined serum iron levels 0.72, 95% confidence interval [CI] 0.64-0.81, P = 4 × 10-8) and hypercholesterolemia (hypercholesterolemia: OR 0.88, 95% CI 0.83-0.93, P = 2 × 10-5) and increasing risk of traits related to infection of the skin and related structures (cellulitis and abscess of the leg: OR 1.25, 95% CI 1.10-1.42, P = 6 × 10-4). The main limitations of this study relate to possible bias from pleiotropic effects of the considered genetic variants and misclassification of diagnoses in the HES data. Furthermore, this work only investigated participants with European ancestry, and the findings may not be applicable to other ethnic groups. Our findings offer novel, to our knowledge, insight into previously unreported effects of iron status, highlighting a potential protective effect of higher iron status on hypercholesterolemia and a detrimental role on risk of skin and skin structure infections. Given the modifiable and variable nature of iron status, these findings warrant further investigation.
Iron is integral to many physiological processes, and variations in its levels, even within the normal range, can have implications for health. The objective of this study was to explore the broad clinical effects of varying iron status. Genome-wide association study (GWAS) summary data obtained from 48,972 European individuals (55% female) across 19 cohorts in the Genetics of Iron Status Consortium were used to identify 3 genetic variants (rs1800562 and rs1799945 in the hemochromatosis gene [HFE] and rs855791 in the transmembrane protease serine 6 gene [TMPRSS6]) that associate with increased serum iron, ferritin, and transferrin saturation and decreased transferrin levels, thus serving as instruments for systemic iron status. Phenome-wide association study (PheWAS) of these instruments was performed on 424,439 European individuals (54% female) in the UK Biobank who were aged 40-69 years when recruited from 2006 to 2010, with their genetic data linked to Hospital Episode Statistics (HES) from April, 1995 to March, 2016. Two-sample summary data mendelian randomization (MR) analysis was performed to investigate the effect of varying iron status on outcomes across the human phenome. MR-PheWAS analysis for the 3 iron status genetic instruments was performed separately and then pooled by meta-analysis. Correction was made for testing of multiple correlated phenotypes using a 5% false discovery rate (FDR) threshold. Heterogeneity between MR estimates for different instruments was used to indicate possible bias due to effects of the genetic variants through pathways unrelated to iron status. There were 904 distinct phenotypes included in the MR-PheWAS analyses. After correcting for multiple testing, the 3 genetic instruments for systemic iron status demonstrated consistent evidence of a causal effect of higher iron status on decreasing risk of traits related to anemia (iron deficiency anemia: odds ratio [OR] scaled to a standard deviation [SD] increase in genetically determined serum iron levels 0.72, 95% confidence interval [CI] 0.64-0.81, P = 4 x 10.sup.-8) and hypercholesterolemia (hypercholesterolemia: OR 0.88, 95% CI 0.83-0.93, P = 2 x 10.sup.-5) and increasing risk of traits related to infection of the skin and related structures (cellulitis and abscess of the leg: OR 1.25, 95% CI 1.10-1.42, P = 6 x 10.sup.-4). The main limitations of this study relate to possible bias from pleiotropic effects of the considered genetic variants and misclassification of diagnoses in the HES data. Furthermore, this work only investigated participants with European ancestry, and the findings may not be applicable to other ethnic groups. Our findings offer novel, to our knowledge, insight into previously unreported effects of iron status, highlighting a potential protective effect of higher iron status on hypercholesterolemia and a detrimental role on risk of skin and skin structure infections. Given the modifiable and variable nature of iron status, these findings warrant further investigation.
BackgroundIron is integral to many physiological processes, and variations in its levels, even within the normal range, can have implications for health. The objective of this study was to explore the broad clinical effects of varying iron status.Methods and findingsGenome-wide association study (GWAS) summary data obtained from 48,972 European individuals (55% female) across 19 cohorts in the Genetics of Iron Status Consortium were used to identify 3 genetic variants (rs1800562 and rs1799945 in the hemochromatosis gene [HFE] and rs855791 in the transmembrane protease serine 6 gene [TMPRSS6]) that associate with increased serum iron, ferritin, and transferrin saturation and decreased transferrin levels, thus serving as instruments for systemic iron status. Phenome-wide association study (PheWAS) of these instruments was performed on 424,439 European individuals (54% female) in the UK Biobank who were aged 40-69 years when recruited from 2006 to 2010, with their genetic data linked to Hospital Episode Statistics (HES) from April, 1995 to March, 2016. Two-sample summary data mendelian randomization (MR) analysis was performed to investigate the effect of varying iron status on outcomes across the human phenome. MR-PheWAS analysis for the 3 iron status genetic instruments was performed separately and then pooled by meta-analysis. Correction was made for testing of multiple correlated phenotypes using a 5% false discovery rate (FDR) threshold. Heterogeneity between MR estimates for different instruments was used to indicate possible bias due to effects of the genetic variants through pathways unrelated to iron status. There were 904 distinct phenotypes included in the MR-PheWAS analyses. After correcting for multiple testing, the 3 genetic instruments for systemic iron status demonstrated consistent evidence of a causal effect of higher iron status on decreasing risk of traits related to anemia (iron deficiency anemia: odds ratio [OR] scaled to a standard deviation [SD] increase in genetically determined serum iron levels 0.72, 95% confidence interval [CI] 0.64-0.81, P = 4 × 10-8) and hypercholesterolemia (hypercholesterolemia: OR 0.88, 95% CI 0.83-0.93, P = 2 × 10-5) and increasing risk of traits related to infection of the skin and related structures (cellulitis and abscess of the leg: OR 1.25, 95% CI 1.10-1.42, P = 6 × 10-4). The main limitations of this study relate to possible bias from pleiotropic effects of the considered genetic variants and misclassification of diagnoses in the HES data. Furthermore, this work only investigated participants with European ancestry, and the findings may not be applicable to other ethnic groups.ConclusionsOur findings offer novel, to our knowledge, insight into previously unreported effects of iron status, highlighting a potential protective effect of higher iron status on hypercholesterolemia and a detrimental role on risk of skin and skin structure infections. Given the modifiable and variable nature of iron status, these findings warrant further investigation.
Background Iron is integral to many physiological processes, and variations in its levels, even within the normal range, can have implications for health. The objective of this study was to explore the broad clinical effects of varying iron status. Methods and findings Genome-wide association study (GWAS) summary data obtained from 48,972 European individuals (55% female) across 19 cohorts in the Genetics of Iron Status Consortium were used to identify 3 genetic variants (rs1800562 and rs1799945 in the hemochromatosis gene [HFE] and rs855791 in the transmembrane protease serine 6 gene [TMPRSS6]) that associate with increased serum iron, ferritin, and transferrin saturation and decreased transferrin levels, thus serving as instruments for systemic iron status. Phenome-wide association study (PheWAS) of these instruments was performed on 424,439 European individuals (54% female) in the UK Biobank who were aged 40-69 years when recruited from 2006 to 2010, with their genetic data linked to Hospital Episode Statistics (HES) from April, 1995 to March, 2016. Two-sample summary data mendelian randomization (MR) analysis was performed to investigate the effect of varying iron status on outcomes across the human phenome. MR-PheWAS analysis for the 3 iron status genetic instruments was performed separately and then pooled by meta-analysis. Correction was made for testing of multiple correlated phenotypes using a 5% false discovery rate (FDR) threshold. Heterogeneity between MR estimates for different instruments was used to indicate possible bias due to effects of the genetic variants through pathways unrelated to iron status. There were 904 distinct phenotypes included in the MR-PheWAS analyses. After correcting for multiple testing, the 3 genetic instruments for systemic iron status demonstrated consistent evidence of a causal effect of higher iron status on decreasing risk of traits related to anemia (iron deficiency anemia: odds ratio [OR] scaled to a standard deviation [SD] increase in genetically determined serum iron levels 0.72, 95% confidence interval [CI] 0.64-0.81, P = 4 x 10.sup.-8) and hypercholesterolemia (hypercholesterolemia: OR 0.88, 95% CI 0.83-0.93, P = 2 x 10.sup.-5) and increasing risk of traits related to infection of the skin and related structures (cellulitis and abscess of the leg: OR 1.25, 95% CI 1.10-1.42, P = 6 x 10.sup.-4). The main limitations of this study relate to possible bias from pleiotropic effects of the considered genetic variants and misclassification of diagnoses in the HES data. Furthermore, this work only investigated participants with European ancestry, and the findings may not be applicable to other ethnic groups. Conclusions Our findings offer novel, to our knowledge, insight into previously unreported effects of iron status, highlighting a potential protective effect of higher iron status on hypercholesterolemia and a detrimental role on risk of skin and skin structure infections. Given the modifiable and variable nature of iron status, these findings warrant further investigation.
Background Iron is integral to many physiological processes, and variations in its levels, even within the normal range, can have implications for health. The objective of this study was to explore the broad clinical effects of varying iron status. Methods and findings Genome-wide association study (GWAS) summary data obtained from 48,972 European individuals (55% female) across 19 cohorts in the Genetics of Iron Status Consortium were used to identify 3 genetic variants (rs1800562 and rs1799945 in the hemochromatosis gene [HFE] and rs855791 in the transmembrane protease serine 6 gene [TMPRSS6]) that associate with increased serum iron, ferritin, and transferrin saturation and decreased transferrin levels, thus serving as instruments for systemic iron status. Phenome-wide association study (PheWAS) of these instruments was performed on 424,439 European individuals (54% female) in the UK Biobank who were aged 40–69 years when recruited from 2006 to 2010, with their genetic data linked to Hospital Episode Statistics (HES) from April, 1995 to March, 2016. Two-sample summary data mendelian randomization (MR) analysis was performed to investigate the effect of varying iron status on outcomes across the human phenome. MR–PheWAS analysis for the 3 iron status genetic instruments was performed separately and then pooled by meta-analysis. Correction was made for testing of multiple correlated phenotypes using a 5% false discovery rate (FDR) threshold. Heterogeneity between MR estimates for different instruments was used to indicate possible bias due to effects of the genetic variants through pathways unrelated to iron status. There were 904 distinct phenotypes included in the MR–PheWAS analyses. After correcting for multiple testing, the 3 genetic instruments for systemic iron status demonstrated consistent evidence of a causal effect of higher iron status on decreasing risk of traits related to anemia (iron deficiency anemia: odds ratio [OR] scaled to a standard deviation [SD] increase in genetically determined serum iron levels 0.72, 95% confidence interval [CI] 0.64–0.81, P = 4 × 10−8) and hypercholesterolemia (hypercholesterolemia: OR 0.88, 95% CI 0.83–0.93, P = 2 × 10−5) and increasing risk of traits related to infection of the skin and related structures (cellulitis and abscess of the leg: OR 1.25, 95% CI 1.10–1.42, P = 6 × 10−4). The main limitations of this study relate to possible bias from pleiotropic effects of the considered genetic variants and misclassification of diagnoses in the HES data. Furthermore, this work only investigated participants with European ancestry, and the findings may not be applicable to other ethnic groups. Conclusions Our findings offer novel, to our knowledge, insight into previously unreported effects of iron status, highlighting a potential protective effect of higher iron status on hypercholesterolemia and a detrimental role on risk of skin and skin structure infections. Given the modifiable and variable nature of iron status, these findings warrant further investigation.
Audience Academic
Author Benyamin, Beben
Laffan, Mike
Elliott, Paul
Monori, Grace
Gill, Dipender
Zhou, Ang
Koskeridis, Fotios
Evangelou, Evangelos
Dehghan, Abbas
Tzoulaki, Ioanna
Walker, Ann P
Tsilidis, Konstantinos K
Hyppönen, Elina
Moore, Luke S P
AuthorAffiliation 11 Medical Research Council-Public Health England Centre for Environment, School of Public Health, Imperial College London, London, United Kingdom
13 Health Data Research UK-London, London, United Kingdom
6 Chelsea & Westminster NHS Foundation Trust, London, United Kingdom
12 UK Dementia Research Institute, Imperial College London, London, United Kingdom
8 Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, Greece
14 Population, Policy and Practice, Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
University of Oxford, UNITED KINGDOM
1 Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, United Kingdom
9 Centre for Haematology, Imperial College London, United Kingdom
5 National Institute for Health Research Health Protection Research Unit in Healthcare Associated Infections and Antimicrobial Resistance, Imperial College London, United Kingdom
7 Imperial Biomedic
AuthorAffiliation_xml – name: 13 Health Data Research UK-London, London, United Kingdom
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– name: 2 Australian Centre for Precision Health, University of South Australia, Adelaide, Australia
– name: 7 Imperial Biomedical Research Centre, Imperial College London and Imperial College NHS Healthcare Trust, London, United Kingdom
– name: 3 Institute for Molecular Bioscience, University of Queensland, Brisbane, Australia
– name: 9 Centre for Haematology, Imperial College London, United Kingdom
– name: 4 South Australian Health and Medical Research Institute, Adelaide, Australia
– name: 5 National Institute for Health Research Health Protection Research Unit in Healthcare Associated Infections and Antimicrobial Resistance, Imperial College London, United Kingdom
– name: 12 UK Dementia Research Institute, Imperial College London, London, United Kingdom
– name: University of Oxford, UNITED KINGDOM
– name: 11 Medical Research Council-Public Health England Centre for Environment, School of Public Health, Imperial College London, London, United Kingdom
– name: 8 Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, Greece
– name: 10 Population Science & Experimental Medicine, Institute of Cardiovascular Science, University College London, London, United Kingdom
– name: 1 Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, United Kingdom
– name: 14 Population, Policy and Practice, Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
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  givenname: Dipender
  orcidid: 0000-0001-7312-7078
  surname: Gill
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  givenname: Luke S P
  orcidid: 0000-0001-7095-7922
  surname: Moore
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  organization: Imperial Biomedical Research Centre, Imperial College London and Imperial College NHS Healthcare Trust, London, United Kingdom
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  fullname: Monori, Grace
  organization: Department of Epidemiology and Biostatistics, School of Public Health, Imperial College London, London, United Kingdom
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  surname: Zhou
  fullname: Zhou, Ang
  organization: Australian Centre for Precision Health, University of South Australia, Adelaide, Australia
– sequence: 6
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  organization: Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, Greece
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  givenname: Evangelos
  orcidid: 0000-0002-5488-2999
  surname: Evangelou
  fullname: Evangelou, Evangelos
  organization: Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, Greece
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  surname: Laffan
  fullname: Laffan, Mike
  organization: Centre for Haematology, Imperial College London, United Kingdom
– sequence: 9
  givenname: Ann P
  surname: Walker
  fullname: Walker, Ann P
  organization: Population Science & Experimental Medicine, Institute of Cardiovascular Science, University College London, London, United Kingdom
– sequence: 10
  givenname: Konstantinos K
  orcidid: 0000-0002-8452-8472
  surname: Tsilidis
  fullname: Tsilidis, Konstantinos K
  organization: Department of Hygiene and Epidemiology, University of Ioannina Medical School, Ioannina, Greece
– sequence: 11
  givenname: Abbas
  orcidid: 0000-0001-6403-016X
  surname: Dehghan
  fullname: Dehghan, Abbas
  organization: UK Dementia Research Institute, Imperial College London, London, United Kingdom
– sequence: 12
  givenname: Paul
  surname: Elliott
  fullname: Elliott, Paul
  organization: Health Data Research UK-London, London, United Kingdom
– sequence: 13
  givenname: Elina
  orcidid: 0000-0003-3670-9399
  surname: Hyppönen
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  organization: Population, Policy and Practice, Great Ormond Street Institute of Child Health, University College London, London, United Kingdom
– sequence: 14
  givenname: Ioanna
  orcidid: 0000-0002-4275-9328
  surname: Tzoulaki
  fullname: Tzoulaki, Ioanna
  organization: Medical Research Council-Public Health England Centre for Environment, School of Public Health, Imperial College London, London, United Kingdom
BackLink https://www.ncbi.nlm.nih.gov/pubmed/31220083$$D View this record in MEDLINE/PubMed
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These authors contributed equally and are joint first authors.
I have read the journal's policy and the authors of this manuscript have the following competing interests: LSPM has consulted for bioMerieux (2014), DNAelectronics (2015-2018), Dairy Crest (2017-2018), and Pfizer (2018) and has received research grants from Leo Pharma (2016) and educational support from Eumedica (2016-2017). All other authors have no competing interest to declare.
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Snippet Iron is integral to many physiological processes, and variations in its levels, even within the normal range, can have implications for health. The objective...
Background Iron is integral to many physiological processes, and variations in its levels, even within the normal range, can have implications for health. The...
BACKGROUNDIron is integral to many physiological processes, and variations in its levels, even within the normal range, can have implications for health. The...
Using Mendelian randomization, Dipender Gill and colleagues investigate the clinical implications of iron levels.
BackgroundIron is integral to many physiological processes, and variations in its levels, even within the normal range, can have implications for health. The...
Background Iron is integral to many physiological processes, and variations in its levels, even within the normal range, can have implications for health. The...
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SubjectTerms Adult
Aged
Anemia
Bias
Biology and Life Sciences
Biomarkers - blood
Biomedical research
Cardiovascular disease
Cellulitis
Cohort Studies
Councils
Dementia
Demographic aspects
Epidemiology
Female
Ferritin
Genes
Genetic aspects
Genetic diversity
Genetic research
Genetic variance
Genetics
Genome-wide association studies
Genome-Wide Association Study - methods
Genomes
Health
Health aspects
Health risks
Hemochromatosis
Heterogeneity
Humans
Hygiene
Hypercholesterolemia
Infections
Instruments (Equipment)
Iron
Iron (Nutrient)
Iron - blood
Iron deficiency
Iron deficiency anemia
Lipids
Male
Medical research
Medical schools
Medicine and Health Sciences
Mendelian Randomization Analysis - methods
Metabolism
Middle Aged
Minority & ethnic groups
Novels
Nutrient deficiency
Occupational health
Phenotype
Phenotypes
Physiological aspects
Population
Prospective Studies
Proteases
Public health
Randomization
Research centers
Restless legs syndrome
Risk factors
Serine
Skin
Statistical analysis
Transferrin
Transferrins
University colleges
Women
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Title Associations of genetically determined iron status across the phenome: A mendelian randomization study
URI https://www.ncbi.nlm.nih.gov/pubmed/31220083
https://www.proquest.com/docview/2258795998/abstract/
https://search.proquest.com/docview/2245652476
https://pubmed.ncbi.nlm.nih.gov/PMC6586257
https://doaj.org/article/0adb5bfbe3e645978d2d8bd7fe045644
http://dx.doi.org/10.1371/journal.pmed.1002833
Volume 16
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