Causal Effects of Genetically Predicted Iron Status on Sepsis: A Two-Sample Bidirectional Mendelian Randomization Study

Background/Aim: Several observational studies showed a significant association between elevated iron status biomarkers levels and sepsis with the unclear direction of causality. A two-sample bidirectional mendelian randomization (MR) study was designed to identify the causal direction between seven iron status traits and sepsis.Methods: Seven iron status traits were studied, including serum iron, ferritin, transferrin saturation, transferrin, hemoglobin, erythrocyte count, and reticulocyte count. MR analysis was first performed to estimate the causal effect of iron status on the risk of sepsis and then performed in the opposite direction. The multiplicative random-effects and fixed-effects inverse-variance weighted, weighted median-based method and MR-Egger were applied. MR-Egger regression, MR pleiotropy residual sum and outlier (MR-PRESSO), and Cochran's Q statistic methods were used to assess heterogeneity and pleiotropy.Results: Genetically predicted high levels of serum iron (OR = 1.21, 95%CI = 1.13–1.29, p = 3.16 × 10−4), ferritin (OR = 1.32, 95%CI = 1.07–1.62, p =0.009) and transferrin saturation (OR = 1.14, 95%CI = 1.06–1.23, p = 5.43 × 10−4) were associated with an increased risk of sepsis. No significant causal relationships between sepsis and other four iron status biomarkers were observed.Conclusions: This present bidirectional MR analysis suggested the causal association of the high iron status with sepsis susceptibility, while the reverse causality hypothesis did not hold. The levels of transferrin, hemoglobin, erythrocytes, and reticulocytes were not significantly associated with sepsis. Further studies will be required to confirm the potential clinical value of such a prevention and treatment strategy.

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P6231Iron status and risk of cardio-metabolic diseases in European adults: a Mendelian randomization study

European Heart Journal ◽

10.1093/eurheartj/ehz746.0833 ◽

2019 ◽

Vol 40 (Supplement_1) ◽

Author(s):

W Gan ◽

D Bennett ◽

A Mahajan ◽

H Du ◽

Z Chen ◽

...

Keyword(s):

Serum Iron ◽

Metabolic Diseases ◽

Mendelian Randomization ◽

Iron Status ◽

Transferrin Saturation ◽

Sensitivity Analyses ◽

European Ancestry ◽

Research Centre ◽

Inverse Association ◽

Total N

Abstract Background Observational studies have reported conflicting results about the associations of iron status with risk of cardio-metabolic diseases but such studies are constrained by confounding and reverse causality. Purpose To assess the causal relevance of iron status biomarkers (transferrin, serum iron, and ferritin) for risk of coronary artery diseases (CAD), ischaemic stroke (IS), and type 2 diabetes (T2D), using Mendelian randomization (MR). Methods Effect size estimates for genetic variants associated with iron status biomarkers were obtained from the Genetics of Iron Status consortium (transferrin saturation, serum iron, and ferritin: n=48,972). The corresponding effects of these variants on the risk of CAD, IS and T2D were obtained from a meta-analysis of unrelated participants of European ancestry in the UK Biobank (UKB), together with previously recruited participants in CARDIOGRAMplusC4D (total n=90,377 CAD cases), MEGASTROKE (total n=43,381 IS cases) and DIAGRAM (total n=74,124 T2D cases), respectively. The main analysis used a two-sample inverse-variance weighted MR, while the sensitivity analyses used weighted-median, weighted-mode, MR-PRESSO, and MR-Egger approaches. Results MR analysis demonstrated significant inverse association of each of the three genetically-instrumented iron status biomarker with risk of CAD (transferrin saturation OR=0.96 [95% CI: 0.92–0.99], p=0.02; serum iron OR=0.93 [0.89–0.97], p=0.001; and ferritin OR=0.86 (0.79–0.94), p=0.001, per 1 SD higher level). In contrast, these iron status biomarkers showed positive associations with risk of T2D (transferrin saturation OR=1.06 [1.01–1.11], p=0.01; serum iron OR=1.06 [0.99–1.13], p=0.07; and ferritin OR=1.12 [0.99–1.26], p=0.06, per 1 SD higher level). There was positive, but non-significant, association of IS with each of the iron status biomarker analysed. Sensitivity analyses using several different MR approaches yielded concordant results. Conclusions Among European adults, iron status appeared to have causal associations, but in opposite directions, with the risk of CHD and T2D. Our findings highlight the need for caution about strategies for advocating iron supplementation in individuals with normal haemoglobin levels for prevention of CAD. Acknowledgement/Funding British Heart Found, Medical Research Council, Wellcome Trust, NIHR Biomedical Research Centre, Oxford

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Iron Status May Not Affect Amyotrophic Lateral Sclerosis: A Mendelian Randomization Study

Frontiers in Genetics ◽

10.3389/fgene.2021.617245 ◽

2021 ◽

Vol 12 ◽

Author(s):

Jiahao Cai ◽

Xiong Chen ◽

Hongxuan Wang ◽

Zixin Wei ◽

Mei Li ◽

...

Keyword(s):

Amyotrophic Lateral Sclerosis ◽

Genome Wide Association Study ◽

Mendelian Randomization ◽

Causal Effect ◽

Iron Status ◽

Transferrin Saturation ◽

Outcome Data ◽

Sensitivity Analyses ◽

A Genome ◽

Lateral Sclerosis

BackgroundObservational studies have shown an association of increased iron status with a higher risk of amyotrophic lateral sclerosis (ALS). Iron status might be a novel target for ALS prevention if a causal relationship exists. We aimed to reveal the causality between iron status and ALS incidence using a large two-sample Mendelian randomization (MR).MethodsSingle nucleotide polymorphisms (SNPs) for iron status were identified from a genome-wide association study (GWAS) on 48,972 individuals. The outcome data came from the largest ALS GWAS to date (20,806 cases; 59,804 controls). We conducted conservative analyses (using SNPs with concordant change of biomarkers of iron status) and liberal analyses (using SNPs associated with at least one of the biomarkers of iron status), with inverse variance weighted (IVW) method as the main analysis. We then performed sensitivity analyses including weighted median, MR-Egger and MR-pleiotropy residual sum and outlier, as well as leave-one-out analysis to detect pleiotropy.ResultsIn the conservative analyses, we found no evidence of association between four biomarkers of iron status and ALS using IVW method with odds ratio (OR) 1.00 [95% confidence interval (CI): 0.90–1.11] per standard deviation (SD) increase in iron, 0.96 (95% CI: 0.77–1.21) in ferritin, 0.99 (95% CI: 0.92–1.07) in transferrin saturation, and 1.04 (95% CI: 0.93–1.16) in transferrin. Findings from liberal analyses were similar, and sensitivity analyses suggested no pleiotropy detected (all p > 0.05).ConclusionOur findings suggest no causal effect between iron status and risk of ALS. Efforts to change the iron status to decrease ALS incidence might be impractical.

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Sex-Specific Genetically Predicted Iron Status in relation to 12 Vascular Diseases: A Mendelian Randomization Study in the UK Biobank

BioMed Research International ◽

10.1155/2020/6246041 ◽

2020 ◽

Vol 2020 ◽

pp. 1-8

Author(s):

Fangkun Yang ◽

Qinyi Bao ◽

Zhuo Wang ◽

Menghuai Ma ◽

Jinlian Shen ◽

...

Keyword(s):

Coronary Atherosclerosis ◽

Serum Iron ◽

Mendelian Randomization ◽

Iron Status ◽

Transferrin Saturation ◽

Vascular Diseases ◽

Lower Extremities ◽

Vascular Pathology ◽

Uk Biobank ◽

The Uk

Background. Iron overload has been implicated in the pathogenesis of varicose veins (VVs). However, the association of serum iron status with other vascular diseases (VDs) is not well understood, which might be a potential target for VD prevention. This study was aimed at investigating the causal associations between iron status and VDs using the Mendelian randomization (MR) method. Methods. A two-sample MR was designed to investigate whether iron status was associated with VDs, based on iron data from a published genome-wide association study meta-analysis of 48,972 subjects of European descent and VD data obtained from the UK Biobank, including 361,194 British subjects (167,020 males and 194,174 females). We further explored whether there was sex difference in the associations between genetically predicted iron status and VDs. Results. The results demonstrated that iron status had a significant causal effect on VVs of lower extremities ( P < 0.001 ) and a potential effect on coronary atherosclerosis ( P < 0.05 for serum iron, ferritin, and transferrin saturation, respectively), but not on other VDs. Furthermore, higher iron status exerted a detrimental effect on VVs of lower extremities in both genders ( P < 0.05 ) and a protective effect on male patients with coronary atherosclerosis ( P < 0.05 for serum iron, ferritin, and transferrin saturation, respectively). Conclusions. This MR study provides robust evidence that higher iron status increases the risk of VVs of lower extremities, whereas it reduces the incidence of coronary atherosclerosis in the male population, which indicates that iron has divergent effects on vascular pathology.

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Chronic Use of Proton-Pump Inhibitors and Iron Status in Renal Transplant Recipients

Journal of Clinical Medicine ◽

10.3390/jcm8091382 ◽

2019 ◽

Vol 8 (9) ◽

pp. 1382 ◽

Cited By ~ 8

Author(s):

Douwes ◽

Gomes-Neto ◽

Eisenga ◽

Vinke ◽

de Borst ◽

...

Keyword(s):

Renal Transplant ◽

Proton Pump ◽

Odds Ratio ◽

Serum Iron ◽

Iron Status ◽

Transferrin Saturation ◽

Renal Transplant Recipients ◽

Transplant Recipients ◽

Medical Problems ◽

Increased Risk

Proton-pump inhibitor (PPI) use may influence intestinal iron absorption. Low iron status and iron deficiency (ID) are frequent medical problems in renal transplant recipients (RTR). We hypothesized that chronic PPI use is associated with lower iron status and ID in RTR. Serum iron, ferritin, transferrin saturation (TSAT), and hemoglobin were measured in 646 stable outpatient RTR with a functioning allograft for ≥ 1 year from the “TransplantLines Food and Nutrition Biobank and Cohort Study” (NCT02811835). Median time since transplantation was 5.3 (1.8–12.0) years, mean age was 53 ± 13 years, and 56.2% used PPI. In multivariable linear regression analyses, PPI use was inversely associated with serum iron (β = −1.61, p = 0.001), natural log transformed serum ferritin (β = −0.31, p < 0.001), TSAT (β = −2.85, p = 0.001), and hemoglobin levels (β = −0.35, p = 0.007), independent of potential confounders. Moreover, PPI use was independently associated with increased risk of ID (Odds Ratio (OR): 1.57; 95% Confidence Interval (CI )1.07–2.31, p = 0.02). Additionally, the odds ratio in RTR taking a high PPI dose as compared to RTR taking no PPIs (OR 2.30; 95% CI 1.46–3.62, p < 0.001) was higher than in RTR taking a low PPI dose (OR:1.78; 95% CI 1.21–2.62, p = 0.004). We demonstrated that PPI use is associated with lower iron status and ID, suggesting impaired intestinal absorption of iron. Moreover, we found a stronger association with ID in RTR taking high PPI dosages. Use of PPIs should, therefore, be considered as a modifiable cause of ID in RTR.

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Mendelian randomization analysis of C-reactive protein on colorectal cancer risk

International Journal of Epidemiology ◽

10.1093/ije/dyy244 ◽

2018 ◽

Vol 48 (3) ◽

pp. 767-780 ◽

Cited By ~ 7

Author(s):

Xiaoliang Wang ◽

James Y Dai ◽

Demetrius Albanes ◽

Volker Arndt ◽

Sonja I Berndt ◽

...

Keyword(s):

Colorectal Cancer ◽

Instrumental Variables ◽

Statistical Power ◽

Mendelian Randomization ◽

Causal Effect ◽

European Ancestry ◽

Reverse Causality ◽

C Reactive Protein ◽

Reactive Protein ◽

Increased Risk

Abstract Background Chronic inflammation is a risk factor for colorectal cancer (CRC). Circulating C-reactive protein (CRP) is also moderately associated with CRC risk. However, observational studies are susceptible to unmeasured confounding or reverse causality. Using genetic risk variants as instrumental variables, we investigated the causal relationship between genetically elevated CRP concentration and CRC risk, using a Mendelian randomization approach. Methods Individual-level data from 30 480 CRC cases and 22 844 controls from 33 participating studies in three international consortia were used: the Genetics and Epidemiology of Colorectal Cancer Consortium (GECCO), the Colorectal Transdisciplinary Study (CORECT) and the Colon Cancer Family Registry (CCFR). As instrumental variables, we included 19 single nucleotide polymorphisms (SNPs) previously associated with CRP concentration. The SNP-CRC associations were estimated using a logistic regression model adjusted for age, sex, principal components and genotyping phases. An inverse-variance weighted method was applied to estimate the causal effect of CRP on CRC risk. Results Among the 19 CRP-associated SNPs, rs1260326 and rs6734238 were significantly associated with CRC risk (P = 7.5 × 10–4, and P = 0.003, respectively). A genetically predicted one-unit increase in the log-transformed CRP concentrations (mg/l) was not associated with increased risk of CRC [odds ratio (OR) = 1.04; 95% confidence interval (CI): 0.97, 1.12; P = 0.256). No evidence of association was observed in subgroup analyses stratified by other risk factors. Conclusions In spite of adequate statistical power to detect moderate association, we found genetically elevated CRP concentration was not associated with increased risk of CRC among individuals of European ancestry. Our findings suggested that circulating CRP is unlikely to be a causal factor in CRC development.

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Iron Status and Risk of Stroke

Stroke ◽

10.1161/strokeaha.118.022701 ◽

2018 ◽

Vol 49 (12) ◽

pp. 2815-2821 ◽

Cited By ~ 14

Author(s):

Dipender Gill ◽

Grace Monori ◽

Ioanna Tzoulaki ◽

Abbas Dehghan

Keyword(s):

Genetic Variants ◽

Serum Iron ◽

Detrimental Effect ◽

Stroke Risk ◽

Mendelian Randomization ◽

Iron Status ◽

Transferrin Saturation ◽

Cardioembolic Stroke ◽

Sensitivity Analyses ◽

Ratio Method

Background and Purpose— Both iron deficiency and excess have been associated with stroke risk in observational studies. However, such associations may be attributable to confounding from environmental factors. This study uses the Mendelian randomization technique to overcome these limitations by investigating the association between genetic variants related to iron status and stroke risk. Methods— A study of 48 972 subjects performed by the Genetics of Iron Status consortium identified genetic variants with concordant relations to 4 biomarkers of iron status (serum iron, transferrin saturation, ferritin, and transferrin) that supported their use as instruments for overall iron status. Genetic estimates from the MEGASTROKE consortium were used to investigate the association between the same genetic variants and stroke risk. The 2-sample ratio method Mendelian randomization approach was used for the main analysis, with the MR-Egger and weighted median techniques used in sensitivity analyses. Results— The main results, reported as odds ratio (OR) of stroke per SD unit increase in genetically determined iron status biomarker, showed a detrimental effect of increased iron status on stroke risk (serum iron OR, 1.07; 95% CI, 1.01–1.14; [log-transformed] ferritin OR, 1.18; 95% CI, 1.02–1.36; and transferrin saturation OR, 1.06; 95% CI, 1.01–1.11). A higher transferrin, indicative of lower iron status, was also associated with decreased stroke risk (OR, 0.92; 95% CI, 0.86–0.99). Examining ischemic stroke subtypes, we found the detrimental effect of iron status to be driven by cardioembolic stroke. These results were supported in statistical sensitivity analyses more robust to the inclusion of pleiotropic variants. Conclusions— This study provides Mendelian randomization evidence that higher iron status is associated with increased stroke risk and, in particular, cardioembolic stroke. Further work is required to investigate the underlying mechanism and whether this can be targeted in preventative strategies.

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Genetic support of a causal relationship between Iron status and atrial fibrillation: a Mendelian randomization study

10.1101/2021.11.02.21265752 ◽

2021 ◽

Author(s):

Tianyi Wang ◽

Jun Cheng ◽

Yanggan Wang

Keyword(s):

Atrial Fibrillation ◽

Causal Relationship ◽

Genome Wide Association Study ◽

Mendelian Randomization ◽

Causal Effect ◽

Iron Status ◽

Transferrin Saturation ◽

Nucleotide Polymorphisms ◽

Positive Effects ◽

A Genome

Background Atrial fibrillation is the most common arrhythmia disease.Animal and observational studies have found a link between iron status and atrial fibrillation. However, the causal relationship between iron status and the risk of atrial fibrillation may be biased by confounding and reverse causality.The purpose of this investigation was to use Mendelian randomization (MR) analysis, which has been widely appied to estimate the causal effect,to reveal whether systemic iron status was causally related to atrial fibrillation. Methods Single nucleotide polymorphisms (SNPs) strongly associated (P< 5.10-8) with four biomarkers of systemic iron status were obtained from a genome-wide association study involving 48,972 subjects conducted by the Genetics of Iron Status consortium. Summary-level data for the genetic associations with atrial fibrillation were acquired from AFGen (Atrial Fibrillation Genetics) consortium study( including 65,446 atrial fibrillation cases and 522,744 controls) .We used a two-sample MR analysis to obtain a causal estimate, and further verified credibility through sensitivity analysis. Results Genetically instrumented serum iron [OR:1.09;95%; confidence interval (CI)1.02-1.16; p=0.01], ferritin [OR:1.16;95%CI:1.02-1.33; p=0.02], and transferrin saturation [OR:1.05;95%CI:1.01-1.11; p=0.01] had positive effects on atrial fibrillation. Genetically instrumented transferrin levels [OR:0.90;95%CI:0.86-0.97; p=0.006] was an inverse correlation with atrial fibrillation. Conclusion In conclusion,our results strongly elucidated a causal link between genetically determined higher iron status and increased the risk of atrial fibrillation.This provided new ideas for clinical prevention and treatment of atrial fibrillation.

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Causal effect of renal function on venous thromboembolism: a two-sample Mendelian randomization investigation

Journal of Thrombosis and Thrombolysis ◽

10.1007/s11239-021-02494-4 ◽

2021 ◽

Author(s):

Shuai Yuan ◽

Maria Bruzelius ◽

Susanna C. Larsson

Keyword(s):

Renal Function ◽

Venous Thromboembolism ◽

Mendelian Randomization ◽

Causal Effect ◽

Meta Analysis ◽

Genome Wide Association Studies ◽

Uk Biobank ◽

Genome Wide ◽

Increased Risk ◽

Mr Study

AbstractWhether renal function is causally associated with venous thromboembolism (VTE) is not yet fully elucidated. We conducted a two-sample Mendelian randomization (MR) study to determine the causal effect of renal function, measured as estimated glomerular filtration rate (eGFR), on VTE. Single-nucleotide polymorphisms associated with eGFR were selected as instrumental variables at the genome-wide significance level (p < 5 × 10−8) from a meta-analysis of 122 genome-wide association studies including up to 1,046,070 individuals. Summary-level data for VTE were obtained from the FinnGen consortium (6913 VTE cases and 169,986 non-cases) and UK Biobank study (4620 VTE cases and 356,574 non-cases). MR estimates were calculated using the random-effects inverse-variance weighted method and combined using fixed-effects meta-analysis. Genetically predicted decreased eGFR was significantly associated with an increased risk of VTE in both FinnGen and UK Biobank. For one-unit decrease in log-transformed eGFR, the odds ratios of VTE were 2.93 (95% confidence interval (CI) 1.25, 6.84) and 4.46 (95% CI 1.59, 12.5) when using data from FinnGen and UK Biobank, respectively. The combined odds ratio was 3.47 (95% CI 1.80, 6.68). Results were consistent in all sensitivity analyses and no horizontal pleiotropy was detected. This MR-study supported a casual role of impaired renal function in VTE.

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Using genetic variants to evaluate the causal effect of serum vitamin D concentration on COVID-19 susceptibility, severity and hospitalization traits: a Mendelian randomization study

Journal of Translational Medicine ◽

10.1186/s12967-021-02973-5 ◽

2021 ◽

Vol 19 (1) ◽

Author(s):

Zhiyong Cui ◽

Yun Tian

Keyword(s):

Vitamin D ◽

Fixed Effects ◽

Mendelian Randomization ◽

Causal Effect ◽

Serum Vitamin ◽

Vitamin D Supplementation ◽

Sensitivity Analyses ◽

Global Test ◽

Serum Vitamin D

Abstract Background The coronavirus disease 2019 (COVID-19) pandemic has struck globally and is exerting a devastating toll on humans. The pandemic has led to calls for widespread vitamin D supplementation in public. However, evidence supporting the role of vitamin D in the COVID-19 pandemic remains controversial. Methods We performed a two-sample Mendelian randomization (MR) analysis to analyze the causal effect of the 25-hydroxyvitamin D [25(OH)D] concentration on COVID-19 susceptibility, severity and hospitalization traits by using summary-level GWAS data. The causal associations were estimated with inverse variance weighted (IVW) with fixed effects (IVW-fixed) and random effects (IVW-random), MR-Egger, weighted edian and MR Robust Adjusted Profile Score (MR.RAPS) methods. We further applied the MR Steiger filtering method, MR Pleiotropy RESidual Sum and Outlier (MR-PRESSO) global test and PhenoScanner tool to check and remove single nucleotide polymorphisms (SNPs) that were horizontally pleiotropic. Results We found no evidence to support the causal associations between the serum 25(OH)D concentration and the risk of COVID-19 susceptibility [IVW-fixed: odds ratio (OR) = 0.9049, 95% confidence interval (CI) 0.8197–0.9988, p = 0.0473], severity (IVW-fixed: OR = 1.0298, 95% CI 0.7699–1.3775, p = 0.8432) and hospitalized traits (IVW-fixed: OR = 1.0713, 95% CI 0.8819–1.3013, p = 0.4878) using outlier removed sets at a Bonferroni-corrected p threshold of 0.0167. Sensitivity analyses did not reveal any sign of horizontal pleiotropy. Conclusions Our MR analysis provided precise evidence that genetically lowered serum 25(OH)D concentrations were not causally associated with COVID-19 susceptibility, severity or hospitalized traits. Our study did not provide evidence assessing the role of vitamin D supplementation during the COVID-19 pandemic. High-quality randomized controlled trials are necessary to explore and define the role of vitamin D supplementation in the prevention and treatment of COVID-19.

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Iron Status and Cancer Risk in UK Biobank: A Two-Sample Mendelian Randomization Study

Nutrients ◽

10.3390/nu12020526 ◽

2020 ◽

Vol 12 (2) ◽

pp. 526 ◽

Cited By ~ 2

Author(s):

Shuai Yuan ◽

Paul Carter ◽

Mathew Vithayathil ◽

Siddhartha Kar ◽

Edward Giovannucci ◽

...

Keyword(s):

Liver Cancer ◽

Brain Cancer ◽

Genome Wide Association Study ◽

Mendelian Randomization ◽

Iron Status ◽

Transferrin Saturation ◽

Nucleotide Polymorphisms ◽

Uk Biobank ◽

Odds Ratios ◽

A Genome

We conducted a two-sample Mendelian randomization study to explore the associations of iron status with overall cancer and 22 site-specific cancers. Single-nucleotide polymorphisms for iron status were obtained from a genome-wide association study of 48,972 European-descent individuals. Summary-level data for breast and other cancers were obtained from the Breast Cancer Association Consortium and UK Biobank. Genetically predicted iron status was positively associated with liver cancer and inversely associated with brain cancer but not associated with overall cancer or the other 20 studied cancer sites at p < 0.05. The odds ratios of liver cancer were 2.45 (95% CI, 0.81, 7.45; p = 0.11), 2.11 (1.16, 3.83; p = 0.02), 10.89 (2.44, 48.59; p = 0.002) and 0.30 (0.17, 0.53; p = 2 × 10−5) for one standard deviation increment of serum iron, transferrin saturation, ferritin and transferrin levels, respectively. For brain cancer, the corresponding odds ratios were 0.69 (0.48, 1.00; p = 0.05), 0.75 (0.59, 0.97; p = 0.03), 0.41 (0.20, 0.88; p = 0.02) and 1.49 (1.04, 2.14; p = 0.03). Genetically high iron status was positively associated with liver cancer and inversely associated with brain cancer.

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