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Preliminary study of genome-wide association identifies novel susceptibility genes for serum mineral elements in the Chinese Han population

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Abstract

Mineral elements (copper (Cu), zinc (Zn), calcium (Ca), magnesium (Mg), iron (Fe)) play important biological roles in enzymes, hormones, vitamins, and normal metabolism. The deficiency of mineral elements can lead to abnormal physiological functions. And some elements (such as lead (Pb)) are harmful to the body. We aim to identify genetic loci which can influence the serum levels of mineral elements (Cu, Zn, Ca, Mg, Fe, and Pb). Genotyping was performed using Applied Biosystems Axiom™ PMDA in 587 individuals, and 6,423,076 single-nucleotide polymorphisms (SNPs) were available for the genome-wide association study (GWAS) analysis. The association between genotype and phenotype was analyzed using mixed linear regression (additive genetic model) adjusting by age and gender combined with identical by descent (IBD) matrix. Genetic loci in BCHE-LOC105374194, DTX2P1-UPK3BP1-PMS2P11, VAT1L, LINC00908-LINC00683, LINC01310-NONE, and rs6747410 in VWA3B were identified to be associated with serum Cu element concentration (p < 5 × 10−6). ADAMTSL1 rs17229526 (p = 4.96 × 10−6) was significantly associated with serum Zn element levels. Genetic loci in LRP1B, PIGZ-MELTF, LINC01365-LINC02502, and HAPLN3 were related to serum Ca element levels (p < 5 ×1 0−6). Three SNPs in ALPK1, ASAP1-ADCY8 and IER3IP1-SKOR2 also achieved a significant association with Mg element levels (p < 5 × 10−6). TACSTD2-MYSM1, LRP1B, and ASAP1-ADCY8 showed suggestive associations with serum Fe element levels (p < 5 × 10−6). Moreover, the two most significant SNPs associated with Pb were rs304234 in CADPS-LINC00698 (p = 2.47 × 10−6) and rs12666460 in LOC101928211-GPR37 (p = 1.81 × 10−6). In summary, we reported 19 suggestive loci associated with serum mineral elements in the Chinese Han population. These findings provided new insights into the potential mechanisms regulating serum mineral elements levels.

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References

  1. Fraga CG, Oteiza PI, Keen CL (2005) Trace elements and human health. Mol Asp Med 26(4-5):233–234

    Article  Google Scholar 

  2. Fraga CG (2005) Relevance, essentiality and toxicity of trace elements in human health. Mol Asp Med 26(4-5):235–244

    Article  CAS  Google Scholar 

  3. Wintergerst ES, Maggini S, Hornig DH (2007) Contribution of selected vitamins and trace elements to immune function. Ann Nutr Metab 51(4):301–323

    Article  CAS  Google Scholar 

  4. Allgrove J (2015) Physiology of calcium, phosphate, magnesium and vitamin D. Endocr Dev 28:7–32

    Article  CAS  Google Scholar 

  5. Hoenderop JG, Bindels RJ (2005) Epithelial Ca2+ and Mg2+ channels in health and disease. J Am Soc Nephrol : JASN 16(1):15–26

    Article  CAS  Google Scholar 

  6. Sponder M, Fritzer-Szekeres M, Marculescu R, Mittlböck M, Uhl M, Köhler-Vallant B, Strametz-Juranek J (2014) Blood and urine levels of heavy metal pollutants in female and male patients with coronary artery disease. Vasc Health Risk Manag 10:311–317

    Article  Google Scholar 

  7. Meyer TE, Verwoert GC, Hwang SJ, Glazer NL, Smith AV, van Rooij FJ et al (2010) Genome-wide association studies of serum magnesium, potassium, and sodium concentrations identify six Loci influencing serum magnesium levels. PLoS Genet 6(8):e1001045

    Article  Google Scholar 

  8. Dehghan A (2018) Genome-wide association studies. Methods Mol Biol (Clifton, NJ) 1793:37–49

    Article  CAS  Google Scholar 

  9. Benyamin B, Esko T, Ried JS, Radhakrishnan A, Vermeulen SH, Traglia M et al (2014) Novel loci affecting iron homeostasis and their effects in individuals at risk for hemochromatosis. Nat Commun 5:4926

    Article  CAS  Google Scholar 

  10. Evans DM, Zhu G, Dy V, Heath AC, Madden PA, Kemp JP et al (2013) Genome-wide association study identifies loci affecting blood copper, selenium and zinc. Hum Mol Genet 22(19):3998–4006

    Article  CAS  Google Scholar 

  11. Ng E, Lind PM, Lindgren C, Ingelsson E, Mahajan A, Morris A, Lind L (2015) Genome-wide association study of toxic metals and trace elements reveals novel associations. Hum Mol Genet 24(16):4739–4745

    Article  CAS  Google Scholar 

  12. Vetchý M (2018) Biological role of copper as an essential trace element in the human organism. Ceska a Slovenska farmacie : casopis Ceske farmaceuticke spolecnosti a Slovenske farmaceuticke spolecnosti 67(4):143–153

    Google Scholar 

  13. Sarria AL, Vilela AF, Frugeri BM, Fernandes JB, Carlos RM, da Silva MF et al (2016) Copper (II) and zinc (II) complexes with flavanone derivatives: Identification of potential cholinesterase inhibitors by on-flow assays. J Inorg Biochem 164:141–149

    Article  CAS  Google Scholar 

  14. Kambe T (2011) An overview of a wide range of functions of ZnT and Zip zinc transporters in the secretory pathway. Biosci Biotechnol Biochem 75(6):1036–1043

    Article  CAS  Google Scholar 

  15. Sekler I, Sensi SL, Hershfinkel M, Silverman WF (2007) Mechanism and regulation of cellular zinc transport. Mol Med (Cambridge, Mass) 13(7-8):337–343

    Article  CAS  Google Scholar 

  16. Black RE (2003) Zinc deficiency, infectious disease and mortality in the developing world. J Nutr 133(5 Suppl 1):1485s–1489s

    Article  CAS  Google Scholar 

  17. Little PJ, Bhattacharya R, Moreyra AE, Korichneva IL (2010) Zinc and cardiovascular disease. Nutrition (Burbank, Los Angeles County, Calif) 26(11-12):1050–1057

    Article  CAS  Google Scholar 

  18. Rutter GA (2010) Think zinc: new roles for zinc in the control of insulin secretion. Islets 2(1):49–50

    Article  Google Scholar 

  19. Rodríguez-Manzaneque JC, Westling J, Thai SN, Luque A, Knauper V, Murphy G et al (2002) ADAMTS1 cleaves aggrecan at multiple sites and is differentially inhibited by metalloproteinase inhibitors. Biochem Biophys Res Commun 293(1):501–508

    Article  Google Scholar 

  20. Goff JP (2014) Calcium and magnesium disorders. Vet Clin North Am Food An Pract 30(2):359–381 vi

    Article  Google Scholar 

  21. Granatiero V, De Stefani D, Rizzuto R (2017) Mitochondrial calcium handling in physiology and disease. Adv Exp Med Biol 982:25–47

    Article  CAS  Google Scholar 

  22. Shiroshima T, Oka C, Kawaichi M (2009) Identification of LRP1B-interacting proteins and inhibition of protein kinase Calpha-phosphorylation of LRP1B by association with PICK1. FEBS Lett 583(1):43–48

    Article  CAS  Google Scholar 

  23. Rose-Martel M, Smiley S, Hincke MT (2015) Novel identification of matrix proteins involved in calcitic biomineralization. J Proteome 116:81–96

    Article  CAS  Google Scholar 

  24. Costello R, Wallace TC, Rosanoff A (2016) Magnesium. Adv Nutr (Bethesda, Md) 7(1):199–201

    Article  CAS  Google Scholar 

  25. Houston M (2011) The role of magnesium in hypertension and cardiovascular disease. J Clin Hypertens (Greenwich, Conn) 13(11):843–847

    Article  CAS  Google Scholar 

  26. Kirkland AE, Sarlo GL, Holton KF (2018) The Role of Magnesium in Neurological Disorders. Nutrients 10(6):730

    Article  Google Scholar 

  27. Yamada Y, Matsui K, Takeuchi I, Oguri M, Fujimaki T (2015) Association of genetic variants of the α-kinase 1 gene with type 2 diabetes mellitus in a longitudinal population-based genetic epidemiological study. Biomed Rep 3(3):347–354

    Article  CAS  Google Scholar 

  28. Yamada Y, Nishida T, Ichihara S, Kato K, Fujimaki T, Oguri M, Horibe H, Yoshida T, Watanabe S, Satoh K, Aoyagi Y, Fukuda M, Sawabe M (2013) Identification of chromosome 3q28 and ALPK1 as susceptibility loci for chronic kidney disease in Japanese individuals by a genome-wide association study. J Med Genet 50(6):410–418

    Article  CAS  Google Scholar 

  29. Dev S, Babitt JL (2017) Overview of iron metabolism in health and disease. Hemodial Int Int Symp Home Hemodial 21 Suppl 1(Suppl 1):S6–s20

    Article  Google Scholar 

  30. Fiore A, Liang Y, Lin YH (2020) Deubiquitinase MYSM1 in the hematopoietic system and beyond: a current review. Int J Mol Sci 21(8):24

    Article  Google Scholar 

  31. Zhang X, Shi Y, Song L, Shen C, Cai Q, Zhang Z, Wu J, Fu G, Shen W (2018) Identification of mutations in patients with acquired pure red cell aplasia. Acta Biochim Biophys Sin 50(7):685–692

    Article  CAS  Google Scholar 

  32. Myslyts’kyĭ VF, Podolian SK (1999) Pathological changes in thrombocyte-vascular and coagulative hemostasis under the influence of lead chloride and their correction by using a synthetic analog of prostacyclin. Fiziolohichnyi zhurnal (Kiev, Ukraine : 1994) 45(4):99–104

    Google Scholar 

  33. Cisternas FA, Vincent JB, Scherer SW, Ray PN (2003) Cloning and characterization of human CADPS and CADPS2, new members of the Ca2+-dependent activator for secretion protein family. Genomics 81(3):279–291

    Article  CAS  Google Scholar 

  34. Bang S, Xie YK, Zhang ZJ, Wang Z, Xu ZZ, Ji RR (2018) GPR37 regulates macrophage phagocytosis and resolution of inflammatory pain. J Clin Invest 128(8):3568–3582

    Article  Google Scholar 

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Acknowledgements

The authors thank all participants and volunteers in this study.

Availability of Data and Materials

All the data regarding the findings are available within the manuscript. Anyone who is interested in the information should contact the corresponding author.

Funding

This study was funded by the National Natural Science Foundation of China (No. 81660013 and No.81860015) and Key Research and Development Plan of Hainan Province (No. ZDYF2018116).

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Authors and Affiliations

Authors

Contributions

Duojian Guo and Yu zhou: writing; Xingwei Wei, Shanshan Zhang, Tianbo Jin: methodology; Yutian Zhang, Mei Lin, Xiaoli Zhou: data curation; Yufei Xie, Chanyi He, Qi Lin: Sample collection; Ping He and Yipeng Ding: conceptualization.

Corresponding authors

Correspondence to Ping He or Yipeng Ding.

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Ethics Approval and Consent to Participate

All of the participating cohort provided written informed consents. The protocols were approved by the institutional review boards of Hainan Affiliated Hospital of Hainan Medical University, and were in the Declaration of Helsinki.

Conflict of Interest

The authors declare no competing interests.

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Duojian Guo and Yu Zhou are co-first authors

Supplementary Information

ESM 1

(DOCX 25 kb)

ESM 2.

Locus regional plots of six loci associated with serum Cu level. (PNG 9387 kb)

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ESM 3.

Locus regional plots of one locus associated with serum Zn level. (PNG 1311 kb)

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ESM 4.

Locus regional plots of four loci associated with serum Ca level. (PNG 7105 kb)

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ESM 5.

Locus regional plots of three loci associated with serum Mg level. (PNG 4990 kb)

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ESM 6.

Locus regional plots of three loci associated with serum Fe level. (PNG 4853 kb)

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ESM 7.

Locus regional plots of two loci associated with serum Pb level. (PNG 3201 kb)

High Resolution Image (TIF 4631 kb)

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Guo, D., Zhou, Y., Wei, X. et al. Preliminary study of genome-wide association identifies novel susceptibility genes for serum mineral elements in the Chinese Han population. Biol Trace Elem Res 200, 2549–2555 (2022). https://doi.org/10.1007/s12011-021-02854-4

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  • DOI: https://doi.org/10.1007/s12011-021-02854-4

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