Serum Iron Levels and the Risk of Parkinson Disease: A Mendelian Randomization Study
Open accessAbstract
BACKGROUND: Although levels of iron are known to be increased in the brains of patients with Parkinson disease (PD), epidemiological evidence on a possible effect of iron blood levels on PD risk is inconclusive, with effects reported in opposite directions. Epidemiological studies suffer from problems of confounding and reverse causation, and mendelian randomization (MR) represents an alternative approach to provide unconfounded estimates of the effects of biomarkers on disease. We performed a MR study where genes known to modify iron levels were used as instruments to estimate the effect of iron on PD risk, based on estimates of the genetic effects on both iron and PD obtained from the largest sample meta-analyzed to date. METHODS AND FINDINGS: We used as instrumental variables three genetic variants influencing iron levels, HFE rs1800562, HFE rs1799945, and TMPRSS6 rs855791. Estimates of their effect on serum iron were based on a recent genome-wide meta-analysis of 21,567 individuals, while estimates of their effect on PD risk were obtained through meta-analysis of genome-wide and candidate gene studies with 20,809 PD cases and 88,892 controls. Separate MR estimates of the effect of iron on PD were obtained for each variant and pooled by meta-analysis. We investigated heterogeneity across the three estimates as an indication of possible pleiotropy and found no evidence of it. The combined MR estimate showed a statistically significant protective effect of iron, with a relative risk reduction for PD of 3% (95% CI 1%-6%; p = 0.001) per 10 µg/dl increase in serum iron. CONCLUSIONS: Our study suggests that increased iron levels are causally associated with a decreased risk of developing PD. Further studies are needed to understand the pathophysiological mechanism of action of serum iron on PD risk before recommendations can be made.
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The previously described MR effects of iron status on risk of Parkinson's disease and coronary artery disease were not statistically significant after correcting for multiple testing in the current analysis.
“The previously described MR effects of iron status on risk of Parkinson’s disease and coronary artery disease (coronary atherosclerosis) were not statistically significant after correcting for multiple testing in our current analysis, although the directions of effect were consistent with previous work (S5 Table) [8,9].”
From Associations of genetically determined iron status across the phenome: A mendelian randomization study (2019) · cites this paper as [9]
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“Furthermore, low iron levels may decrease neuronal iron storage in the form of ferritin [51], which was found to be inappropriately low in SN neurons in PD [1].”
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“our analysis for both rs1800562 [13–20] and rs1799945 [13– 17,19–21] (Tables 1 and S2).”
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“The two variants in the HFE gene are responsible for most cases of hereditary hemochromatosis [59,60], and they are associated with iron overload when present in the homozygous (C282Y/C282Y) or compound heterozygous (C282Y/H63D) state.”
BackgroundDMT1 polymorphism and risk of Parkinson's disease.
He, Q., Du, T., Yu, X., Xie, A., Song, N., Kang, Q., Yu, J.-T., Tan, L., Xie, J.-X., & Jiang, H. (2011) · Neuroscience Letters · doi:10.1016/j.neulet.2011.07.001 · Cited by 57 · cited 1× · see citing works
“Among the many genes evaluated, which include FTL, FTH1, TF, TFRC, IREB2, LTF, CP, FXN, HFE [52], HPX, HAMP, HFE2 [53], and FTMT [54], only the G258S polymorphism in the TF gene showed a statistically significant association with PD [17], although the finding was not replicated in a subsequent study [55], and a haplot…”
ResultAkbas, N., Hochstrasser, H., Deplazes, J., Tomiuk, J., Bauer, P., Walter, U., Behnke, S., Riess, O., & Berg, D. (2006) · Neuroscience Letters · doi:10.1016/j.neulet.2006.07.070 · Cited by 48 · cited 2× · see citing works
“our analysis for both rs1800562 [13–20] and rs1799945 [13– 17,19–21] (Tables 1 and S2).”
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“performing a per-genotype analysis based on an additive genetic model [19], or a per-allele analysis when genotype data were not available [20].”
MethodBlood donations, iron stores, and risk of Parkinson's disease
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“A case-control study suggested an increased risk of PD in men who reported multiple recent blood donations and thus experienced depleted systemic iron stores [45], and another study showed an association of anemia experienced early in life with increased PD risk, with the authors hypothesizing that anemia could be a s…”
BackgroundNeuroprotection by the multitarget iron chelator M30 on age-related alterations in mice
Kupershmidt, L., Amit, T., Bar‐Am, O., Youdim, M. B. H., & Weinreb, O. (2012) · Mechanisms of Ageing and Development · doi:10.1016/j.mad.2012.03.001 · Cited by 38 · cited 1× · see citing works
“MAO inhibitors may have iron-chelating effects and thus reduce iron blood levels, which could lead to spurious epidemiological evidence of a difference in iron levels between PD cases and controls [42].”
BackgroundMount Sinai School of Medicine.
Stagnaro-Green, A., & Smith, L. G. (2000) · Academic medicine : journal of the Association of American Medical Colleges · doi:10.1097/00001888-200009001-00070 · Cited by 30
HFE gene mutations in a population of Italian Parkinson's disease patients.
Biasiotto, G., Goldwurm, S., Finazzi, D., Tunesi, S., Zecchinelli, A., Sironi, F., Pezzoli, G., & Arosio, P. (2008) · Parkinsonism & Related Disorders · doi:10.1016/j.parkreldis.2007.10.011 · Cited by 28 · cited 1× · see citing works
“performing a per-genotype analysis based on an additive genetic model [19], or a per-allele analysis when genotype data were not available [20].”
MethodGenetic predisposition to Parkinson's disease: CYP2D6 and HFE in the Faroe Islands
Halling, J., Petersen, M. S., Grandjean, P., Weihe, P., & Brøsen, K. (2008) · Pharmacogenetics & Genomics · doi:10.1097/fpc.0b013e3282f5106e · Cited by 28 · cited 2×
“our analysis for both rs1800562 [13–20] and rs1799945 [13– 17,19–21] (Tables 1 and S2).”
Substantia nigra echogenicity in Parkinson’s disease: relation to serum iron and C-reactive protein
Walter, U., Witt, R., Wolters, A., Wittstock, M., & Benecke, R. (2011) · Journal of neural transmission · doi:10.1007/s00702-011-0664-z · Cited by 17 · cited 1× · see citing works
“A recent study showed a negative correlation between SN echogenicity, a marker for increased SN iron content [43], and serum iron levels in PD patients [44].”
BackgroundGreco, V., Marco, E. V. D., Rocca, F., Annesi, F., Civitelli, D., Provenzano, G., Tarantino, P., Scornaienchi, V., Pucci, F., Salsone, M., et al. (2011) · Neurological Sciences · doi:10.1007/s10072-011-0504-9 · Cited by 16 · cited 2× · see citing works
“our analysis for both rs1800562 [13–20] and rs1799945 [13– 17,19–21] (Tables 1 and S2).”
Castiglioni, E., Finazzi, D., Goldwurm, S., Levi, S., Pezzoli, G., Garavaglia, B., Nardocci, N., Malcovati, L., della Porta, M. D., Gallì, A., et al. (2010) · Genetic Testing and Molecular Biomarkers · doi:10.1089/gtmb.2010.0076 · Cited by 16 · cited 2× · see citing works
“Among the many genes evaluated, which include FTL, FTH1, TF, TFRC, IREB2, LTF, CP, FXN, HFE [52], HPX, HAMP, HFE2 [53], and FTMT [54], only the G258S polymorphism in the TF gene showed a statistically significant association with PD [17], although the finding was not replicated in a subsequent study [55], and a haplot…”
ResultCastiglioni, E., Finazzi, D., Goldwurm, S., Pezzoli, G., Forni, G., Girelli, D., Maccarinelli, F., Poli, M., Ferrari, M., Cremonesi, L., et al. (2010) · Parkinson's Disease · doi:10.4061/2011/827693 · Cited by 12 · cited 2× · see citing works
“Among the many genes evaluated, which include FTL, FTH1, TF, TFRC, IREB2, LTF, CP, FXN, HFE [52], HPX, HAMP, HFE2 [53], and FTMT [54], only the G258S polymorphism in the TF gene showed a statistically significant association with PD [17], although the finding was not replicated in a subsequent study [55], and a haplot…”
ResultEzquerra, M., Campdelacreu, J., Muñóz, E., & Tolosa, E. (2005) · Journal of Neurology · doi:10.1007/s00415-005-0695-1 · Cited by 11 · cited 1× · see citing works
“Among the many genes evaluated, which include FTL, FTH1, TF, TFRC, IREB2, LTF, CP, FXN, HFE [52], HPX, HAMP, HFE2 [53], and FTMT [54], only the G258S polymorphism in the TF gene showed a statistically significant association with PD [17], although the finding was not replicated in a subsequent study [55], and a haplot…”
Result
Flagged first, then by citations
12 of the 81 references couldn’t be matched to a known paper.
Research works printed but not linked: 3
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Cited by
Sorted by citations
Mendelian randomization: genetic anchors for causal inference in epidemiological studies
Davey Smith, G., & Hemani, G. (2014) · Human Molecular Genetics · doi:10.1093/hmg/ddu328 · Cited by 4,677 · see citing works
“Biomarkers CRP Coronary heart disease Observational association between CRP and coronary heart disease is a result of confounding and/or reverse causation (18) Serum iron Parkinson’s disease Higher serum iron levels lower the risk of Parkinson’s disease (19) Uric acid Coronary heart disease Observational association b…”
BackgroundThe role of iron in brain ageing and neurodegenerative disorders
Ward, R. J., Zucca, F. A., Duyn, J. H., Crichton, R. R., & Zecca, L. (2014) · The Lancet Neurology · doi:10.1016/s1474-4422(14)70117-6 · Cited by 1,819 · see citing works
Detection and interpretation of shared genetic influences on 42 human traits
Pickrell, J. K., Berisa, T., Liu, J. Z., Ségurel, L., Tung, J. Y., & Hinds, D. A. (2016) · Nature Genetics · doi:10.1038/ng.3570 · Cited by 1,151 · see citing works
Mendelian randomization studies: a review of the approaches used and the quality of reporting
Boef, A. G. C., Dekkers, O. M., & le Cessie, S. (2015) · International Journal of Epidemiology · doi:10.1093/ije/dyv071 · Cited by 610 · see citing works
“One of the reviewed MR studies mentioned that the Wald-type estimator used to estimate an odds ratio was an approximate method.(169) The properties and limitations of these IV methods used to estimate a causal odds ratio deserve more attention in the Mendelian randomization studies in which they are used.”
MethodIron neurochemistry in Alzheimer's disease and Parkinson's disease: targets for therapeutics
Belaidi, A. A., & Bush, A. I. (2015) · Journal of Neurochemistry · doi:10.1111/jnc.13425 · Cited by 580 · see citing works
“have been also proposed as a possible marker for PD in a large Mendelian randomization study (Pichler et al. 2013).”
BackgroundMendelian Randomization: New Applications in the Coming Age of Hypothesis-Free Causality
Evans, D. M., & Smith, G. D. (2015) · Annual Review of Genomics and Human Genetics · doi:10.1146/annurev-genom-090314-050016 · Cited by 524 · see citing works
“Given its potential, two-sample MR has, until recently, been underutilized in the literature to date, with only a handful of studies taking advantage of the approach (91).”
BackgroundFerroptosis and Its Role in Diverse Brain Diseases
Weiland, A., Wang, Y., Wu, W., Lan, X., Han, X., Li, Q., & Wang, J. (2018) · Molecular Neurobiology · doi:10.1007/s12035-018-1403-3 · Cited by 469 · see citing works
Garza-Lombó, C., Posadas, Y., Quintanar, L., Gonsebatt, M. E., & Franco, R. (2018) · Antioxidants and Redox Signaling · doi:10.1089/ars.2017.7272 · Cited by 254 · see citing works
“Previous findings have also suggested a link between Fe deficiency and predisposition to PD, while Fe overload seems to be protective (157, 190, 271).”
BackgroundAlves, F. M., Lane, D. J. R., Nguyen, T. P. M., Bush, A. I., & Ayton, S. (2025) · Signal Transduction and Targeted Therapy · doi:10.1038/s41392-024-02088-5 · Cited by 197 · see citing works
Physiology and pathophysiology of iron in hemoglobin-associated diseases
Coates, T. D. (2014) · Free Radical Biology and Medicine · doi:10.1016/j.freeradbiomed.2014.03.039 · Cited by 181 · see citing works
Morris, G., Berk, M., Carvalho, A. F., Maes, M. H. J., Walker, A. J., & Puri, B. K. (2017) · Behavioural Brain Research · doi:10.1016/j.bbr.2017.12.036 · Cited by 154 · see citing works
Disrupted iron homeostasis causes dopaminergic neurodegeneration in mice
Matak, P., Matak, A., Moustafa, S. M., Aryal, D. K., Benner, E. J., Wetsel, W. C., & Andrews, N. C. (2016) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1519473113 · Cited by 133 · see citing works
Iron and Oxidative Stress in Parkinson’s Disease: An Observational Study of Injury Biomarkers
Medeiros, M. S., Schumacher-Schuh, A., Cardoso, A. M., Bochi, G. V., Baldissarelli, J., Kegler, A., Santana, D., Chaves, C. M. M. B. S., Schetinger, M. R. C., Moresco, R. N., et al. (2016) · PLOS ONE · doi:10.1371/journal.pone.0146129 · Cited by 131 · see citing works
“Previous studies suggest that altered iron homeostasis may be involved with PD pathogenesis, where lower levels of serum iron were found in individuals who developed the disease [3, 4].”
BackgroundInfluentialAdult height, coronary heart disease and stroke: a multi-locus Mendelian randomization meta-analysis
Nüesch, E., Dale, C. E., Palmer, T., White, J., Keating, B. J., van Iperen, E. P. A., Goel, A., Padmanabhan, S., Asselbergs, F. W., EPIC-Netherland Investigators, et al. (2015) · International Journal of Epidemiology · doi:10.1093/ije/dyv074 · Cited by 126 · see citing works
Willcox, J. C., Wilkinson, S. A., Lappas, M., Ball, K., Crawford, D. A., McCarthy, E. A., Fjeldsoe, B. S., Whittaker, R., Maddison, R., & Campbell, K. J. (2017) · BJOG An International Journal of Obstetrics & Gynaecology · doi:10.1111/1471-0528.14552 · Cited by 119 · see citing works
Wang, X.-H., Fang, X.-X., Zheng, W.-R., Zhou, J., Song, Z.-J., Xu, M.-Q., Min, J.-X., & Wang, F.-D. (2021) · Journal of Clinical Endocrinology and Metabolism · doi:10.1210/clinem/dgab454 · Cited by 116 · see citing works
Nishi, A., Numata, S., Tajima, A., Kinoshita, M., Kikuchi, K., Shimodera, S., Tomotake, M., Ohi, K., Hashimoto, R., Imoto, I., et al. (2014) · Schizophrenia Bulletin · doi:10.1093/schbul/sbt154 · Cited by 100 · see citing works
Sun, C. J., Stowers, J., Miller, C., Bachmann, L. H., & Rhodes, S. D. (2015) · AIDS and Behavior · doi:10.1007/s10461-014-0942-5 · Cited by 102 · see citing works
Detection and interpretation of shared genetic influences on 40 human traitsPreprint
Pickrell, J. K., Berisa, T., Ségurel, L., Tung, J. Y., & Hinds, D. A. (2015) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/019885 · Cited by 23 · see citing works
“Mendelian randomization has been used to provide evidence for (or against) a causal role for various clinical variables in disease etiology [De Silva et al., 2011; Granell et al., 2014; Holmes et al., 2014; Lim et al., 2014; Panoutsopoulou et al., 2013; Pichler et al., 2013; Voight et al., 2012].”
Emerging Therapeutic Strategies for Parkinson’s Disease and Future Prospects: A 2021 Update
Gouda, N. A., Elkamhawy, A., & Cho, J. (2022) · Biomedicines · doi:10.3390/biomedicines10020371 · Cited by 110 · see citing works
Is early-life iron exposure critical in neurodegeneration?
Hare, D. J., Arora, M., Jenkins, N. L., Finkelstein, D. I., Doble, P., & Bush, A. I. (2015) · Nature Reviews Neurology · doi:10.1038/nrneurol.2015.100 · Cited by 100 · see citing works
Biological and Clinical Implications of Comorbidities in Parkinson’s Disease
Santiago, J. A., Bottero, V., & Potashkin, J. A. (2017) · Frontiers in Aging Neuroscience · doi:10.3389/fnagi.2017.00394 · Cited by 95 · see citing works
“It has been documented that PD patients exhibit lower serum iron levels (Savica et al., 2009; Pichler et al., 2013; Medeiros et al., 2016).”
BackgroundMeta‐Analysis of Copper and Iron in Parkinson's Disease Brain and Biofluids
Genoud, S., Senior, A. M., Hare, D. J., & Double, K. L. (2019) · Movement Disorders · doi:10.1002/mds.27947 · Cited by 92 · see citing works
“Nevertheless, like the discovery of markedly reduced dopamine levels that motivated the first trials of dopamine replacement therapy in the early 1960s, our findings provide strong empirical evidence of specific changes in the primary region of neurodegeneration in PD, supporting the rationale of current clinical tria…”
BackgroundInfluentialAyton, S., Lei, P., Adlard, P. A., Volitakis, I., Cherny, R. A., Bush, A. I., & Finkelstein, D. I. (2014) · Molecular Neurodegeneration · doi:10.1186/1750-1326-9-27 · Cited by 79 · see citing works
Winchester, L., Powell, J., Lovestone, S., & Nevado-Holgado, A. (2018) · Genome Medicine · doi:10.1186/s13073-018-0556-z · Cited by 76 · see citing works
Ferroptosis: An emerging therapeutic target in stroke
Liu, Y., Fang, Y., Zhang, Z., Luo, Y., Zhang, A., Lenahan, C., & Chen, S. (2021) · Journal of Neurochemistry · doi:10.1111/jnc.15351 · Cited by 83 · see citing works
“Inhibitors of ferroptosis, such as ferrostatins, are also protective in models of such neurological diseases (Ahmad et al., 2014; Fang, Gao, et al., 2020; Pichler et al., 2013; Tuo et al., 2017).”
BackgroundGenetic comorbidities in Parkinson's disease
Nalls, M. A., Saad, M., Noyce, A. J., Keller, M. F., Schrag, A. E., Bestwick, J., Traynor, B. J., Gibbs, J. R., Hernandez, D. G., Cookson, M., et al. (2013) · Human Molecular Genetics · doi:10.1093/hmg/ddt465 · Cited by 72 · see citing works
Self-citationLiu, H., Wu, H., Zhu, N., Xu, Z., Wang, Y., Qu, Y., & Wang, J. (2019) · Journal of Neurochemistry · doi:10.1111/jnc.14857 · Cited by 72 · see citing works
Parkinson’s Disease: The Mitochondria-Iron Link
Muñoz, Y., Carrasco, C. M., Campos, J., Aguirre, P., & Núñez, M. T. (2016) · Parkinson s Disease · doi:10.1155/2016/7049108 · Cited by 73 · see citing works
Gill, D., Benyamin, B., Moore, L. S. P., Monori, G., Zhou, A., Koskeridis, F., Evangelou, E., Laffan, M., Walker, A. P., Tsilidis, K. K., et al. (2019) · PLOS Medicine · doi:10.1371/journal.pmed.1002833 · Cited by 63 · see citing works
Self-citationHomocysteine and Alzheimer’s Disease: Evidence for a Causal Link from Mendelian Randomization
Hu, Q., Teng, W.-H., Li, J.-J., Hao, F.-F., & Wang, N.-D. (2016) · Journal of Alzheimer's Disease · doi:10.3233/jad-150977 · Cited by 62 · see citing works
Regional siderosis: a new challenge for iron chelation therapy
Cabantchik, Z. I., Münnich, A., Youdim, M. B. H., & Devos, D. (2013) · Frontiers in Pharmacology · doi:10.3389/fphar.2013.00167 · Cited by 67 · see citing works
“…serum iron levels have recently been suggested by genome-wide meta-analysis (GWAS) to be correlated with a decreased risk of developing PD (Pichler et al., 2013), although, as we referred earlier, a direct role of the implicated genes (HFE and TMPRSS) in brain iron metabolism in general…”
BackgroundMethodInfluentialCosta‐Mallen, P., Gatenby, C., Friend, S., Maravilla, K. R., Hu, S., Cain, K. C., Agarwal, P., & Anzai, Y. (2017) · Journal of the Neurological Sciences · doi:10.1016/j.jns.2017.04.035 · Cited by 61 · see citing works
“Interestingly, genetic variants of iron-related proteins that are associated with higher levels of serum iron seem to protect from the risk of developing PD [34].”
BackgroundIron Metabolism Disturbance in a French Cohort of ALS Patients
Veyrat-Durebex, C., Corcia, P., Mucha, A., Benzimra, S., Mallet, C., Gendrot, C., Moreau, C., Devos, D., Piver, E., Pagès, J., et al. (2014) · BioMed Research International · doi:10.1155/2014/485723 · Cited by 59 · see citing works
Numata, S., Kinoshita, M., Tajima, A., Nishi, A., Imoto, I., & Ohmori, T. (2015) · BMC Medical Genetics · doi:10.1186/s12881-015-0197-7 · Cited by 55 · see citing works
“We calculated a Mendelian randomization estimate of the effect of the plasma total homocysteine levels on the risk of schizophrenia (OR scz/hcy) as log OR scz/hcy = (log OR scz/per T-allele)/ beta hcy/per T-allele, as in previous studies [4, 21].”
ResultCartujano‐Barrera, F., Cox, L. S., Arana‐Chicas, E., Ramírez, M., Perales‐Puchalt, J., Valera, P. A., Díaz, F. J., Catley, D., Ellerbeck, E. F., & Cupertino, A. P. (2020) · Frontiers in Public Health · doi:10.3389/fpubh.2020.00269 · Cited by 54 · see citing works
Wang, K., Makond, B., & Wang, K.-M. (2014) · Computers in Biology and Medicine · doi:10.1016/j.compbiomed.2014.02.002 · Cited by 51 · see citing works
Elemental fingerprint as a cerebrospinal fluid biomarker for the diagnosis of Parkinson's disease
Maass, F., Michalke, B., Leha, A., Boerger, M., Zerr, I., Koch, J. C., Tönges, L., Bähr, M., & Lingor, P. (2018) · Journal of Neurochemistry · doi:10.1111/jnc.14316 · Cited by 51 · see citing works
“Alterations in blood iron levels seem to modulate the risk of developing PD as was shown in a Mendelian randomization study (Pichler et al. 2013).”
BackgroundA significant causal association between C-reactive protein levels and schizophrenia
Inoshita, M., Numata, S., Tajima, A., Kinoshita, M., Umehara, H., Nakataki, M., Ikeda, M., Maruyama, S., Yamamori, H., Kanazawa, T., et al. (2016) · Scientific Reports · doi:10.1038/srep26105 · Cited by 42 · see citing works
RetractedEpistemology of causal inference in pharmacology
Landes, J., Osimani, B., & Poellinger, R. (2017) · European Journal for Philosophy of Science · doi:10.1007/s13194-017-0169-1 · Cited by 67 · see citing works
A Multidimensional Investigation of the Effects of Publication Retraction on Scholarly Impact
Shuai, X., Rollins, J., Moulinier, I., Custis, T., Edmunds, M., & Schilder, F. (2017) · Journal of the Association for Information Science and Technology · doi:10.1002/asi.23826 · Cited by 48 · see citing works
Dynamics of Nigral Iron Accumulation in Parkinson's Disease: From Diagnosis to Late Stage
Du, G., Wang, E., Sica, C. T., Chen, H., Jesus, S. D., Lewis, M. M., Kong, L., Connor, J. R., Mailman, R. B., & Huang, X. (2022) · Movement Disorders · doi:10.1002/mds.29062 · Cited by 51 · see citing works
Deng, Q.-Y., Zhou, X., Chen, J., Pan, M.-Q., Gao, H., Zhou, J., Wang, D.-M., Chen, Q., Zhang, X.-M., Wang, Q., et al. (2017) · Brain Research · doi:10.1016/j.brainres.2016.11.007 · Cited by 48 · see citing works
Newly Diagnosed Anemia Increases Risk of Parkinson’s disease: A Population-Based Cohort Study
Hong, C., Huang, Y. H., Liu, H. Y., Chiou, H., Chan, L., & Chien, L. (2016) · Scientific Reports · doi:10.1038/srep29651 · Cited by 48 · see citing works
Mcmillan, B., Hickey, E., Patel, M., & Mitchell, C. (2016) · Patient Education and Counseling · doi:10.1016/j.pec.2015.10.023 · Cited by 43 · see citing works
König, L., & Jucks, R. (2019) · International Journal of Educational Technology in Higher Education · doi:10.1186/s41239-019-0132-7 · Cited by 57 · see citing works
Moksnes, M. R., Graham, S. E., Wu, K.-H., Hansen, A. F., Taliun, S. A. G., Zhou, W., Thorstensen, K., Fritsche, L. G., Gill, D., Mason, A. M., et al. (2022) · Communications Biology · doi:10.1038/s42003-022-03529-z · Cited by 40 · see citing works
Using Mendelian Randomization to Study the Role of Iron in Health and Disease
Zeitoun, T., & El‐Sohemy, A. (2023) · International Journal of Molecular Sciences · doi:10.3390/ijms241713458 · Cited by 42 · see citing works
“Distinctively, 2-sample Mendelian randomization research on iron and Parkinson’s disease (PD) shows a protective effect from iron on PD, with a 3% relative reduction in PD risk [67].”
BackgroundKallianpur, A., Wang, Q., Jia, P., Hulgan, T., Zhao, Z.-M., Letendre, S., Ellis, R. J., Heaton, R., Franklin, D., Barnholtz-Sloan, J., et al. (2016) · Journal of Infectious Diseases · doi:10.1093/infdis/jiv754 · Cited by 38 · see citing works
Mendelian randomisation analysis of red cell distribution width in pulmonary arterial hypertension
Ulrich, A., Wharton, J., Thayer, T., Świetlik, E., Assad, T., Desai, A., Gräf, S., Harbaum, L., Humbert, M., Morrell, N., et al. (2019) · European Respiratory Journal · doi:10.1183/13993003.01486-2019 · Cited by 36 · see citing works
Bayesian averaging over Decision Tree models for trauma severity scoring
Schetinin, V., Jakaite, L., & Krzanowski, W. J. (2017) · Artificial Intelligence in Medicine · doi:10.1016/j.artmed.2017.12.003 · Cited by 40 · see citing works
Beyond the Single SNP: Emerging Developments in Mendelian Randomization in the “Omics” Era
Brion, M., Benyamin, B., Visscher, P. M., & Smith, G. D. (2014) · Current Epidemiology Reports · doi:10.1007/s40471-014-0024-2 · Cited by 22 · see citing works
Self-citationMendelian randomization: Progressing towards understanding causality
König, I., & Greco, F. M. D. (2018) · Annals of Neurology · doi:10.1002/ana.25293 · Cited by 34
Haptoglobin Phenotype Modifies Serum Iron Levels and the Effect of Smoking on Parkinson Disease Risk
Costa-Mallen, P., Zabetian, C., Agarwal, P., Hu, S.-C., Yearout, D., Samii, A., Leverenz, J., Roberts, J., & Checkoway, H. (2015) · Parkinsonism & Related Disorders · doi:10.1016/j.parkreldis.2015.07.006 · Cited by 34 · see citing works
Parkinsonism in Inherited Metabolic Disorders: Key Considerations and Major Features
Limphaibool, N., Iwanowski, P., Holstad, M., & Perkowska, K. (2018) · Frontiers in Neurology · doi:10.3389/fneur.2018.00857 · Cited by 32 · see citing works
Otiso, L., McCollum, R., Mireku, M., Karuga, R., de Koning, K. A., & Taegtmeyer, M. (2017) · BMJ Global Health · doi:10.1136/bmjgh-2016-000107 · Cited by 36 · see citing works
Attributable fraction estimation from complex sample survey data.
Heeringa, S., Berglund, P., West, B. T., Mellipilán, E. R., & Portier, K. (2015) · Annals of Epidemiology · doi:10.1016/j.annepidem.2014.11.007 · Cited by 32 · see citing works
Zhou, J.-Q., Liu, C., Francis, M., Sun, Y.-T., Ryu, M.-S., Grider, A., & Ye, K. (2020) · medRxiv · doi:10.3390/nu12103174 · Cited by 31 · see citing works
de Farias, C. C., Maes, M. H. J., Bonifácio, K. L., Matsumoto, A. K., Bortolasci, C. C., Souza-Nogueira, A., Brinholi, F. F., Morimoto, H. K., de Melo, L. B., Moreira, E. G., et al. (2017) · CNS & Neurological Disorders - Drug Targets · doi:10.2174/1871527316666170223161004 · Cited by 34 · see citing works
Elbaz, A. (2016) · Revue Neurologique · doi:10.1016/j.neurol.2016.07.001 · Cited by 30 · see citing works
Novel loci affecting iron homeostasis and their effects in individuals at risk for hemochromatosis
Benyamin, B., Esko, T., Ried, J. S., Radhakrishnan, A., Vermeulen, S. H., Traglia, M., Gögele, M., Anderson, D., Broer, L., Podmore, C., et al. (2014) · Nature Communications · doi:10.1038/ncomms5926 · Cited by 30 · see citing works
“…significantly affect iron status, and compilation of genomic scores, will allow Mendelian randomisation studies on the multiple conditions associated with variation in iron load and help to clarify a potential causal role of iron in such conditions (e.g. Parkinson’s 14 or Alzheimer’s 66 diseases).”
Self-citationRole of Iron and Copper in the Pathogenesis of Parkinson’s Disease
Gangania, M. K., Batra, J., Kushwaha, S. S., & Agarwal, R. (2016) · Indian Journal of Clinical Biochemistry · doi:10.1007/s12291-016-0614-5 · Cited by 29 · see citing works
“[11] showed protective role played by increased serum iron levels in PD suggesting that with every 10 lg/dl increase in iron in serum, there is 3 % decrease in risk of PD.”
BackgroundDefining a role for hemoglobin in Parkinson’s disease
Freed, J., & Chakrabarti, L. (2016) · npj Parkinson s Disease · doi:10.1038/npjparkd.2016.21 · Cited by 31 · see citing works
The landscape of urological retractions: the prevalence of reported research misconduct
Mena, J., Ndoye, M., Cohen, A. J., Kamal, P., & Breyer, B. (2019) · BJU International · doi:10.1111/bju.14706 · Cited by 29 · see citing works
Mobile health architecture for obesity management using sensory and social data
Harous, S., El Menshawy, M., Serhani, M. A., & Benharref, A. (2018) · Informatics in Medicine Unlocked · doi:10.1016/j.imu.2017.12.005 · Cited by 28 · see citing works
An introduction to Mendelian randomization with applications in neurology
Allman, P., Aban, I., Tiwari, H. K., & Cutter, G. (2018) · Multiple Sclerosis and Related Disorders · doi:10.1016/j.msard.2018.06.017 · Cited by 33 · see citing works
Nigrostriatal iron accumulation in the progression of Parkinson’s disease
López‐Aguirre, M., Balzano, T., Monje, M. H. G., Esteban-García, N., Martínez‐Fernández, R., del Rey, N. L., Ciorraga, M., Sánchez‐Ferro, Á., Trigo‐Damas, I., Blesa, J., et al. (2025) · npj Parkinson s Disease · doi:10.1038/s41531-025-00911-6 · Cited by 22 · see citing works
Ou, Y.-N., Yang, Y.-X., Shen, X.-N., Ma, Y.-H., Chen, S.-D., Dong, Q., Tan, L., & Yu, J.-T. (2020) · Alzheimer's Research & Therapy · doi:10.1186/s13195-021-00782-y · Cited by 27 · see citing works
Analysis of Mitochondrial haemoglobin in Parkinson's disease brain
Shephard, F., Greville‐Heygate, O., Liddell, S., Emes, R. D., & Chakrabarti, L. (2016) · Mitochondrion · doi:10.1016/j.mito.2016.05.001 · Cited by 27 · see citing works
“Since the majority of iron in the body is haemoglobin derived there may be also some connection with observations that serum and brain iron levels change in Parkinson's disease (Pichler et al., 2013).”
M endelian R andomization — the K ey to U nderstanding A spects of P arkinson's D isease C ausation?
Noyce, A. J., & Nalls, M. A. (2015) · Movement Disorders · doi:10.1002/mds.26492 · Cited by 21 · see citing works
“Separately, a group reported observations relating to serum iron and PD, using data from PD GWAS.23 Three genetic variants were used as instrumental variables (HFE rs1800562, HFE rs1799945, and TMPRSS6 rs855791) and were associated with serum iron levels (accounting for 1.7%, 0.9%, and 1.7% of iron total variance, res…”
MethodInfluentialSelf-citationPatton, S. M., Wang, Q., Hulgan, T., Connor, J. R., Jia, P., Zhao, Z., Letendre, S. L., Ellis, R. J., Bush, W. S., Samuels, D. C., et al. (2017) · Fluids and Barriers of the CNS · doi:10.1186/s12987-017-0058-1 · Cited by 24 · see citing works
Fulfilling the promise of Mendelian randomizationPreprint
Pickrell, J. K. (2015) · bioRxiv (Cold Spring Harbor Laboratory) · doi:10.1101/018150 · Cited by 20 · see citing works
“For example, this approach has recently been used to argue that alcohol consumption increases risk of heart disease [16], and that increasing serum iron levels decreases risk of Parkinson’s disease [27].”
Jallow, M. W., Cerami, C., Clark, T. G., Prentice, A. M., & Campino, S. G. (2020) · PLoS ONE · doi:10.1371/journal.pone.0235141 · Cited by 26 · see citing works
Probabilistic modeling of short survivability in patients with brain metastasis from lung cancer
Makond, B., Wang, K., & Wang, K.-M. (2015) · Computer Methods and Programs in Biomedicine · doi:10.1016/j.cmpb.2015.02.005 · Cited by 23 · see citing works
Huang, L., Ou, Y., Yang, Y., Wang, Z.-T., Tan, L., & Yu, J. (2023) · Translational Psychiatry · doi:10.1038/s41398-023-02553-9 · Cited by 25 · see citing works
“If F-statistics are greater than 10, the instrument strength is sufficient for MR analysis [17].”
MethodMerrill, J. E., Boyle, H. K., Barnett, N. P., & Carey, K. B. (2017) · Addictive Behaviors · doi:10.1016/j.addbeh.2017.10.003 · Cited by 27 · see citing works
Smartphone technology and its applications in urology: a review of the literature
Tapiero, S., Yoon, R., Jefferson, F. A., Sung, J., Limfueco, L., Cottone, C., Lu, S., Patel, R., Landman, J., & Clayman, R. (2019) · World journal of urology · doi:10.1007/s00345-019-02960-y · Cited by 21 · see citing works
Boal, A. L., Abroms, L., Simmens, S., Graham, A. L., & Carpenter, K. (2016) · Nicotine & Tobacco Research · doi:10.1093/ntr/ntv249 · Cited by 21 · see citing works
Morbidity, risk of cancer and mortality in 3645 HFE mutations carriers
Hagström, H., Ndegwa, N., Jalmeus, M., Ekstedt, M., Posserud, I., Rorsman, F., Nyhlin, N., Klintman, D., Werner, M., Marschall, H., et al. (2021) · Liver International · doi:10.1111/liv.14792 · Cited by 23 · see citing works
Shen, X., Yang, H., Zhang, D., & Jiang, H. F. (2019) · Frontiers in Neuroscience · doi:10.3389/fnins.2019.00939 · Cited by 21 · see citing works
Xia, J.-J., Xu, H.-M., Jiang, H., & Xie, J.-X. (2015) · Neuroscience Letters · doi:10.1016/j.neulet.2015.04.010 · Cited by 20 · see citing works
Fouad, G. I., El-Sayed, S. A. M., Mabrouk, M., Ahmed, K. A., & Beherei, H. (2022) · Neurotoxicity research · doi:10.1007/s12640-022-00555-x · Cited by 19 · see citing works
““Fe” plays an essential role in the synthesis of neurotransmitters and acts as a cofactor of tyrosine hydroxylase; thus, the decreased Fe content in CIS-brains is linked to the malfunctioning of neuronal enzymes by contributing to a reduced Fe storage in neurons (Pichler et al. 2013).”
BackgroundAssociation between sex, systemic iron variation and probability of Parkinson's disease
Mariani, S., Ventriglia, M., Simonelli, I., Bucossi, S., Siotto, M., Donno, S., Vernieri, F., & Squitti, R. (2016) · International Journal of Neuroscience · doi:10.3109/00207454.2015.1020113 · Cited by 19 · see citing works
What have we learned from genome-wide association studies (GWAS) in Parkinson's disease?
Fernández‐Santiago, R., & Sharma, M. (2022) · Ageing Research Reviews · doi:10.1016/j.arr.2022.101648 · Cited by 26 · see citing works
“For example, one of the earlier studies using PD GWAS showed a causal relationship between increased iron levels in serum and reduced PD risk (Pichler et al., 2013).”
ResultA novel treatment strategy to prevent Parkinson’s disease: focus on iron regulatory protein 1 (IRP1)
Berry, T. M., & Moustafa, A. A. (2021) · International Journal of Neuroscience · doi:10.1080/00207454.2021.1885403 · Cited by 17 · see citing works
“A meta-analysis of 32 studies indicates that serum/plasma iron levels are significantly reduced in PD [36] A Mendelian randomization study indicates that increased levels of iron in serum are associated with decreased risks of developing PD with a relative risk reduction for PD of 3% per 10 mg/dl increase in serum iro…”
BackgroundAteudjieu, J., Stoll, B., Nguefack‐Tsague, G., Tchangou, C., & Genton, B. (2014) · Vaccine · doi:10.1016/j.vaccine.2014.08.012 · Cited by 15 · see citing works
Risky behaviors and Parkinson disease
Grover, S., Del, G. M. F., Kasten, M., Klein, C., Lill, C. M., & König, I. R. (2019) · Neurology · doi:10.1212/wnl.0000000000008245 · Cited by 46 · see citing works
“For example, a recent MR study reported a significant causal association with a lifelong PD risk reduction of 3% per 10-μg/dL increase in serum iron levels.(12) Most recently, another study further reported a risk reduction of 18% with a lifetime exposure of 5-kg/m(2) higher body mass index.”
BackgroundMethodSelf-citationThe causal association between iron status and the risk of autism: A Mendelian randomization study
Chen, L., Guo, X.-Z., Hou, C.-X., Tang, P., Zhang, X., Chong, L. T., & Li, R. (2022) · Frontiers in Nutrition · doi:10.3389/fnut.2022.957600 · Cited by 15 · see citing works
Takeuchi, H., & Kawashima, R. (2022) · Nutrients · doi:10.3390/nu14214671 · Cited by 13 · see citing works
“However, a Mendelian randomization study suggested that serum iron may protect against PD [10], and anemia due to low iron is associated with increased lifetime risk of PD [11,12].”
BackgroundPang, P.-F., Zhang, S.-R., Fan, X., & Zhang, S. (2024) · Cell Biology International · doi:10.1002/cbin.12118 · Cited by 14 · see citing works
“In addition, the features of ferroptosis, such as GSH depletion, was observed in the substantia nigra of PD patients (Pichler et al., 2013).”
BackgroundWang, T., Cheng, J., & Wang, Y. (2022) · Genes & Nutrition · doi:10.1186/s12263-022-00708-9 · Cited by 18 · see citing works
“Previous MR studies have shown that increased iron status reduces the risk of coronary artery-related diseases [47] and Parkinson’s syndrome [48] and increases the risk of type 2 diabetes Fig.”
BackgroundNo Genetic Overlap Between Circulating Iron Levels and Alzheimer’s Disease
Lupton, M. K., Benyamin, B., Proitsi, P., Nyholt, D. R., Ferreira, M. A. R., Montgomery, G. W., Heath, A. C., Madden, P. A. F., Medland, S. E., Gordon, S. D., et al. (2017) · Journal of Alzheimer s Disease · doi:10.3233/jad-170027 · Cited by 14 · see citing works
“Previously three iron level influencing genetic variants (HFE rs1800562, HFE rs1799945, and TMPRSS6 rs855791) have been shown to be associated with PD risk [22].”
BackgroundMethodResultInfluentialSelf-citationMicronutrients and Risk of Parkinson’s Disease
Sherzai, A. Z., Tagliati, M., Park, K., Pezeshkian, S., & Sherzai, D. (2016) · Gerontology and Geriatric Medicine · doi:10.1177/2333721416644286 · Cited by 15 · see citing works
“The alteration of iron metabolism in the brain has been observed and extensively studied in multiple neurodegenerative diseases and PD in particular (Dusek, Jankovic, & Le, 2012; Pichler et al., 2013; SianHülsmann, Mandel, Youdim, & Riederer, 2011).”
BackgroundIron status and mental disorders: A Mendelian randomization study
Qiu, J., Lian, F., & Fang, X. (2022) · Frontiers in Nutrition · doi:10.3389/fnut.2022.1084860 · Cited by 12 · see citing works
“One previous MR study indicated that increased serum iron levels are causally associated with a decreased risk of developing PD (26).”
BackgroundAssociation between Anemia and Risk of Parkinson Disease
Wang, Y., Huang, A. P., Yuan, S., Huang, C.-Y., Wu, C.-C., Poly, T. N., Atique, S., & Kung, W. (2021) · Behavioural Neurology · doi:10.1155/2021/8360627 · Cited by 11 · see citing works
“Increased serum iron levels are related to decreased risk of PD, and high dietary iron intake reduces PD risk [18, 19].”
BackgroundKim, J. H., Oh, J., Wee, J., Min, C., Yoo, D., & Choi, H. (2021) · Brain Science · doi:10.3390/brainsci11050623 · Cited by 13 · see citing works
“Some clinical and epidemiological studies have shown that raised serum iron levels are related to decreased PD risk and that abundant dietary iron intake reduces PD risk [30,31].”
BackgroundYe, D., Zhu, Z., Huang, H., Sun, X., Liu, B., Xu, X., He, Z., Li, S., Wen, C., & Mao, Y. (2021) · Journal of Nutrition · doi:10.1093/jn/nxab015 · Cited by 10 · see citing works
Peter, E. L., Nagendrappa, P. B., Kaligirwa, A., Ogwang, P. E., & Sesaazi, D. C. (2020) · Phytotherapy Research · doi:10.1002/ptr.6853 · Cited by 14 · see citing works
Kim, Y., Stahl, M. C., Huang, X., & Connor, J. R. (2020) · Journal of Neurochemistry · doi:10.1111/jnc.15107 · Cited by 14 · see citing works
“Furthermore, in a mendelian randomization modeling study where the effect of multiple iron-related genes on Parkinson's disease was investigated, increased iron levels as determined by genotype of iron-related genes was found to decrease the risk for Parkinson's disease (Pichler et al., 2013).”
BackgroundKrimsky, S., & Schwab, T. (2017) · PLoS ONE · doi:10.1371/journal.pone.0172317 · Cited by 16 · see citing works
- Authors
- Pichler, I., Del Greco M., F., Gögele, M., Lill, C. M., Bertram, L., Do, C. B., Eriksson, N., Foroud, T., Myers, R. H., PD GWAS Consortium, Nalls, M., Keller, M. F., International Parkinson's Disease Genomics Consortium, Wellcome Trust Case Control Consortium 2, Benyamin, B., Whitfield, J. B., Genetics of Iron Status Consortium, Pramstaller, P. P., Hicks, A. A., Thompson, J. R., & Minelli, C.
- Affiliations
- Eurac Research (IT)
- Imperial College London (GB)
- Johannes Gutenberg University Mainz (DE)
- Max Planck Institute for Molecular Genetics (DE)
- 23andMe (United States) (US)
- Indiana University School of Medicine (US)
- Boston University (US)
- National Institutes of Health (US)
- The University of Queensland (AU)
- QIMR Berghofer Medical Research Institute (AU)
- Ospedale di Bolzano (IT)
- University of Leicester (GB)
- Corresponding author
- Pichler, Irene
- Minelli, Cosetta
- ORCID
- Venue
- PLoS Medicine
- Publisher
- Public Library of Science (PLoS)
- Published
- 2013-06-04
- Volume
- 10
- Issue
- 6
- Pages
- e1001462
- ISSN
- 1549-1277 (ISSN-L)
- 1549-1676
- PMC
- PMC3672214
- OpenAlex
- W2169823945
- Cited by
- 173
- References
- 81
- Citations by year
- 2026: 2 · 2025: 5 · 2024: 11 · 2023: 9 · 2022: 14 · 2021: 27 · 2020: 13 · 2019: 16 · 2018: 10 · 2017: 14 · 2016: 18 · 2015: 17 · 2014: 15 · 2013: 2
- FWCI
- 11.01
- Type
- journal article
- Language
- en
- Update notices
- correction (2013-06-10)
- Open access
- gold
- doi.org
- Locations
- PLoS Medicine (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- Research Portal (King's College London) (publishedVersion, other-oa)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Amsterdam UMC (VU Amsterdam) - Institutional Repository (publishedVersion)
- VU Research Portal (publishedVersion, other-oa)
- Archive ouverte UNIGE (University of Geneva) (publishedVersion, other-oa)
- Data Archiving and Networked Services (DANS) (submittedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- ArTS Archivio della ricerca di Trieste (University of Trieste https://www.units.it/) (submittedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- ePrints Soton (University of Southampton) (submittedVersion)
- UCL Discovery (University College London) (submittedVersion)
- Max Planck Digital Library (submittedVersion, other-oa)
- Figshare (submittedVersion)
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- Site cant be reached (submittedVersion, cc-by)
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- Archive ouverte UNIGE (University of Geneva) (submittedVersion, cc-by)
- Radboud Repository (Radboud University) (submittedVersion, other-oa)
- Data Archiving and Networked Services (DANS) (submittedVersion, other-oa)
- Funders
- U.S. Department of Defense (W81XWH, Z01-AG000949-02, Z01-ES101986, W81XWH0920128)
- U.S. Department of Health and Human Services (W81XWH-09-2-0128, Z01-ES101986, RR024992, Z01‐AG000949‐02)
- Michael J. Fox Foundation for Parkinson's Research (Z01-ES101986, W81XWH-09-2-0128, Z01-AG000949-02)
- Susan G. Komen for the Cure
- American Association for the Advancement of Science
- Biogen
- American Parkinson Disease Association
- Cure Alzheimer's Fund
- University of Rochester
- University of Dundee
- Queen Mary University of London
- South London and Maudsley NHS Foundation Trust
- Prize4Life
- London School of Hygiene and Tropical Medicine
- National Alliance for Research on Schizophrenia and Depression
- Wellcome Trust (WT089698, 083948/Z/07/Z, WTCCC2, 090532, WTCCC1, NS057105, 083948, WT089698/Z/09/Z)
- University Hospitals Birmingham NHS Foundation Trust
- National Institute for Health and Care Research (NF-SI-0507-10376)
- Parkinson's UK (F-1202, G0909, J-0901, J‐0804)
- Imperial College London
- King's College London
- University College London
- University of Oxford
- European Commission (230596)
- Cardiff University
- University of Aberdeen
- Trinity College Dublin
- Agence Nationale de la Recherche
- Institut National de la Santé et de la Recherche Médicale
- Universiteit Leiden
- Radboud Universiteit
- Vrije Universiteit Amsterdam
- Bundesministerium für Bildung und Forschung (01GR0468, 01GS08134, 01EW0908)
- Centre National de la Recherche Scientifique
- Leids Universitair Medisch Centrum
- Deutsches Zentrum für Neurodegenerative Erkrankungen
- Tartu Ülikool
- Hersenstichting
- Moorfields Eye Hospital NHS Foundation Trust
- Provincia autonoma di Bolzano - Alto Adige
- National Institutes of Health (1z01es101986-03, 5r44hg006981-03, W81XWH, UL1TR000448, W81XWH-09-2-0128, Z01‐AG000949‐02, Z01-ES101986, RR024992, NS057105, Z01-AG000949)
- EMD Serono
- Fidelity Biosciences
- Medical Research Council (MR/K01417X/1, G0700943, WT089698)
- Cambridge Institute for Medical Research, University of Cambridge
- Erasmus Universitair Medisch Centrum Rotterdam
- Diamantina Institute, University of Queensland
- National Institute on Aging (Z01‐ES101986, W81XWH-09-2-0128, K24AG000949, Z01AG000949)
- National Human Genome Research Institute (R44-HG006981)
- National Institute of Neurological Disorders and Stroke (P30NS057105, NS057105, R01NS076843, P50NS071674)
- National Institute of Environmental Health Sciences (Z01-ES 101986)
- National Center for Research Resources (RR-024992, UL1RR024992)
- NIH Clinical Center
- National Center for Advancing Translational Sciences
- Topics
- Health Sciences › Medicine › Neurology › Parkinson's Disease Mechanisms and Treatments
- Health Sciences › Medicine › Hematology › Iron Metabolism and Disorders
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Keywords
- Parkinson's disease, serum iron, iron levels, disease risk, HFE gene, TMPRSS6, genetic instruments, causal effects, protective effect, biomarkers
- MeSH terms
- Humans, Iron, Parkinson Disease, Risk Factors, Genetic Predisposition to Disease, Genetic Association Studies, Mendelian Randomization Analysis
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