Abstract
Change in the levels of trace elements has been linked with PCOS pathogenesis by various studies, whereas some had reported no such association. Therefore, in order to evaluate association of eleven trace element (Cu, Zn, Cr, Cd, Se, Mn, Fe, Mg, Co, Ni and Pb) serum concentration with PCOS pathogenesis, current systematic review and meta-analysis has been carried out. Literature search was conducted using PubMed, Central Cochrane Library, Google Scholar and Science Direct databases with appropriate keywords. Studies published upto 3rd of September were evaluated for eligibility with suitable inclusion and exclusion criteria. Only case–control studies examining the association of serum trace element concentrations between PCOS cases and controls were selected. Present meta-analysis identified 32 articles with 2317 PCOS and 1898 controls. The serum Cu (MD = 15.40; 95% CI = 4.32 to 26.48; p = 0.006), Co (MD = 0.01; 95% CI = 0.01 to 0.02; p = 0.000), Cr (MD = 0.04; 95% CI = 0.00 to 0.07; p = 0.03) and Fe (MD = 12.98; 95% CI = 5.87–20.09; p = 0.0003) concentration is significantly higher, while lower concentration has been observed for Se (MD = − 0.99; 95% CI = − 1.31 to − 0.67; p = 0.000) and Mg (MD = − 223.41; 95% CI = − 391.60 to − 55.23; p = 0.009) among women with PCOS in comparison with the healthy group. Concentration of other elements which were analysed is not significantly related to PCOS. In short, PCOS women has higher serum concentrations of Cu, Co, Cr and Fe and lower concentrations of Se and Mg. Studies with sub-population of obese, non-obese and with and without insulin resistance are important to understand the pathomechanism of these elements in the syndrome.





Similar content being viewed by others

Explore related subjects
Discover the latest articles and news from researchers in related subjects, suggested using machine learning.Data Availability
The data is available in the supplementary table.
References
Witchel SF, Oberfield SE, Peña AS (2019) Polycystic ovary syndrome: pathophysiology, presentation, and treatment with emphasis on adolescent girls. J Endo Society 3:1545–1573. https://doi.org/10.1210/js.2019-00078
Wolf WM, Wattick RA, Kinkade ON, Olfert MD (2018) Geographical prevalence of polycystic ovary syndrome as determined by region and race/ethnicity. Int J Environ Res Public Health 15:2589–2602. https://doi.org/10.3390/ijerph15112589
Barber TM, Hanson P, Weickert MO, Franks S (2019) Obesity and polycystic ovary syndrome: implications for pathogenesis and novel management strategies. Clin Med Insights Reprod Health 13:1179558119874042. https://doi.org/10.1177/1179558119874042
Forslund M, Landin-Wilhelmsen K, Trimpou P, Schmidt J, Brännström M, Dahlgren E (2020) Type 2 diabetes mellitus in women with polycystic ovary syndrome during a 24-year period: importance of obesity and abdominal fat distribution. Hum Reprod Open hoz042. https://doi.org/10.1093/hropen/hoz042.
Glintborg D, Rubin KH, Nybo M, Abrahamsen B, Andersen M (2018) Cardiovascular disease in a nationwide population of Danish women with polycystic ovary syndrome. Cardiovasc Diabetol 17:37–49. https://doi.org/10.1186/s12933-018-0680-5
Ding DC, Chen W, Wang JH, Lin SZ (2018) Association between polycystic ovarian syndrome and endometrial, ovarian, and breast cancer: a population-based cohort study in Taiwan. Medicine 97:e12608. https://doi.org/10.1097/MD.0000000000012608
Melo AS, Ferriani RA, Navarro PA (2015) Treatment of infertility in women with polycystic ovary syndrome: approach to clinical practice. Clinics 70:765–769. https://doi.org/10.6061/clinics/2015(11)09
Sharma P, Bilkhiwal N, Chaturvedi P, Kumar S, Khetarpal P (2021) Potential environmental toxicant exposure, metabolizing gene variants and risk of PCOS-a systematic review. Reprod Toxicol 103:124–132. https://doi.org/10.1016/j.reprotox.2021.06.005
Li M, Tang Y, Lin C, Huang Q, Lei D, Hu Y (2017) Serum macroelement and microelement concentrations in patients with polycystic ovary syndrome: a cross-sectional study. Biol Trace Elem Res 176:73–80. https://doi.org/10.1007/s12011-016-0782-4
Roohani N, Hurrell R, Kelishadi R, Schulin R (2013) Zinc and its importance for human health: an integrative review. J Res Med Sci 18:144–157
Tóth RJ, Csapó J (2018) The role of selenium in nutrition–a review. Acta Univ Sapientiae Aliment 11:128–144. https://doi.org/10.2478/ausal-2018-0008
Rzymski P, Tomczyk K, Poniedzialek B, Opala T, Wilczak M (2015) Impact of heavy metals on the female reproductive system. Ann Agric Environ Med 22:259–264. https://doi.org/10.5604/12321966.1152077
Kant R, Verma V, Patel S, Chandra R, Chaudhary R, Shuldiner AR, Munir KM (2021) Effect of serum zinc and copper levels on insulin secretion, insulin resistance and pancreatic β cell dysfunction in US adults: findings from the National Health and Nutrition Examination Survey (NHANES) 2011–2012. Diabetes Res Clin Pract 172. https://doi.org/10.1016/j.diabres.2020.108627.
Kostov K (2019) Effects of magnesium deficiency on mechanisms of insulin resistance in type 2 diabetes : focusing on the processes of insulin secretion and signaling. Int J Mol Sci 20:1351–1365. https://doi.org/10.3390/ijms20061351
Ceko MJ, Leary OS, Harris HH, Hummitzsch K, Rodgers RJ (2016) Trace elements in ovaries: measurement and physiology. Biol Reprod 94:1–14. https://doi.org/10.1095/biolreprod.115.137240
Sengupta P, Banerjee R, Nath S, Das S, Banerjee S (2015) Metals and female reproductive toxicity. Hum Exp Toxicol 34:679–697. https://doi.org/10.1177/0960327114559611
Spritzer PM, Lecke SB, Fabris VC, Ziegelmann PK, Amaral L (2017) Blood trace element concentrations in polycystic ovary syndrome: systematic review and meta-analysis. Biol Trace Elem Res 175:254–262. https://doi.org/10.1007/s12011-016-0774-4
Yin J, Hong X, Ma J, Bu Y, Liu R (2020) Serum trace elements in patients with polycystic ovary syndrome: a systematic review and meta-analysis. Front Endocrinol 11:572384. https://doi.org/10.3389/fendo.2020.572384
Wan X, Wang W, Liu J, Tong T (2014) Estimating the sample mean and standard deviation from the sample size, median, range and/or interquartile range. BMC Med Res Methodol 135:1–13. https://doi.org/10.1186/1471-2288-14-135
Hozo SP, Djulbegovic B, Hozo I (2005) Estimating the mean and variance from the median, range, and the size of a sample. BMC Med Res Methodol 13:1–10. https://doi.org/10.1186/1471-2288-5-13
Celik C, Bastu E, Abali R, Alpsoy S, Guzel EC, Aydemir B, Yeh J (2013) The relationship between copper, homocysteine and early vascular disease in lean women with polycystic ovary syndrome. Gynecol Endocrinol 29:488–491. https://doi.org/10.3109/09513590.2013.774361
Kurdoglu Z, Kurdoglu M, Demir H, Sahin HB (2014) Serum trace elements and heavy metals in polycystic ovary syndrome. Hum Exp Toxicol 31:452–456. https://doi.org/10.1177/0960327111424299
Taher MA, Mhaibes SH (2017) Assessment of some trace elements in obese and non-obese polycystic ovary syndrome (PCOS). Int J Sci Res 6:1333–1341. https://doi.org/10.21275/ART20176750
Zheng G, Wang L, Guo Z, Sun L, Wang L, Wang C, Zuo Z, Qiu H (2015) Association of serum heavy metals and trace element concentrations with reproductive hormone levels and polycystic ovary syndrome in a Chinese population. Biol Trace Elem Res 167:1–10. https://doi.org/10.1007/s12011-015-0294-7
Özer A, Bakacak M, Kıran H, Ercan Ö, Köstü B, Kanat-Pektaş, et al (2016) Increased oxidative stress is associated with insulin resistance and infertility in polycystic ovary syndrome. Ginekol Pol 87:733–738. https://doi.org/10.5603/GP.2016.0079
Asaad Mahdi M (2018) Evaluation of zinc, copper, chromium and thyroid hormones levels in serum of Iraqi women with polycystic ovarian syndrome. Diyala J Pure Sci 14:153–165. https://doi.org/10.24237/djps.1401.366a
Revathi R, Julius A, Singaravelu S (2018) Correlation of serum coper, zinc, magnesium with insulin resistance in PCOS female of reproductive age group. Int J Pharm Res 10:789–792. https://doi.org/10.5958/0976-5506.2019.01225.7
Kanafchian M, Esmaeilzadeh S, Mahjoub S, Rahsepar M, Ghasemi M (2020) Status of serum copper, magnesium, and total antioxidant capacity in patients with polycystic ovary syndrome. Biol Trace Elem Res 193:111–117. https://doi.org/10.1007/s12011-019-01705-7
Mohmmed AH, Awad NA, AL-Fartosy AJ (2019) Study of trace elements selenium, copper, zinc and manganese level in polycystic ovary syndrome (PCOS). Int J Res Appl Sci Biotechnol 6. https://doi.org/10.31033/ijrasb.6.6.
Nanda S, Rani V, Kharb S (2020) Serum levels of zinc, copper and magnesium in polycystic ovarian syndrome : a cross sectional study. Int J Clin Obstet 4:88–91. https://doi.org/10.33545/gynae.2020.v4.i1b.446
Bayraktar M, Gürbüz AS, Öztürk B (2021) The role of irisin, copper and zinc levels on insulin resistance in polycystic ovary syndrome. Arch Med Res 1:12–19. https://doi.org/10.47482/acmr.2020.2
Kirmizi DA, Baser E, Turksoy VA, Kara M, Yalvac ES, Gocmen AY (2020) Are heavy metal exposure and trace element levels related to metabolic and endocrine problems in polycystic ovary syndrome? Biol Trace Elem Res 198:77–86. https://doi.org/10.1007/s12011-020-02220-w
Guler I, Himmetoglu O, Turp A, Erdem A, Erdem M, Onan MA, Taskiran C, Taslipinar MY, Guner H (2014) Zinc and homocysteine levels in polycystic ovarian syndrome patients with insulin resistance. Biol Trace Elem Res 158:297–304. https://doi.org/10.1007/s12011-014-9941-7
Kulhan M, Kulhan NG, Nayki UA, Nayki C, Ata N, Ulug P, Mertoglu C (2017) Assessment of the relationship between serum vitamin (A, B 12, C, D, folate) and zinc levels and polycystic ovary syndrome. Arch Med Sci - Civiliz Dis 2:62–69. https://doi.org/10.5114/amscd.2017.66840
Farhood IG (2017) Assessment of serum zinc level in patients with polycystic ovary syndrome. Iraqi J Med Sci 15:39–47. https://doi.org/10.22578/ijms.15.1.6
Kanafchian M, Mahjoub S, Esmaeilzadeh S, Rahsepar M, Mosapour A (2018) Status of serum selenium and zinc in patients with the polycystic ovary syndrome with and without insulin resistance. Middle East Fertil Soc J 23:241–245. https://doi.org/10.1016/j.mefs.2017.11.003
Balahoroğlu R, Atmaca M, Sekeroğlu MR, Huyut Z (2020) The relationship between insulin resistance and trace elements in patients with polycystic ovary syndrome. OTJHS. 5:375–382. https://doi.org/10.26453/otjhs.571510
Al-Jeborry M (2017) Some altered trace elements in patients with polycystic ovary syndrome. Br J Med Med Res 20:1–10. https://doi.org/10.9734/bjmmr/2017/31503
Mhaibes SH, Taher MA, Badr AH (2017) A comparative study of blood levels of manganese, some macroelements and heavy metals in obese and non-obese polycystic ovary syndrome patients. Iraqi J Pharm Sci 26:85–94
Coskun A, Arikan T, Kilinc M, Arikan DC, Ekerbiçer HÇ (2013) Plasma selenium levels in Turkish women with polycystic ovary syndrome. Eur J Obstet Gynecol Reprod Biol 168:183–186. https://doi.org/10.1016/j.ejogrb.2013.01.021
Zagrodzki P, Krzyczkowska-Sendrakowska M, Nicol F, Wietecha-Posłuszny R, Milewicz T, Kryczyk-Kozioł et al (2017) Selenium status parameters in patients with polycystic ovary syndrome. J Trace Elem Biol 44:241–246. https://doi.org/10.1016/j.jtemb.2017.08.012
Gözdemir E, Kaygusuz I, Kafali H (2013) Is hepcidin a new cardiovascular risk marker in polycystic ovary syndrome? Gynecol Obstet Invest 75:196–202. https://doi.org/10.1159/000348497
Al-Hakeim HK (2012) Correlation between iron status parameters and hormone levels in women with polycystic ovary syndrome. Clin Med Insights Women’s Heal 5:1–8. https://doi.org/10.4137/cmwh.s8780
Palomba S, Falbo A, Chiossi G, Orio F, Tolino A, Colao A, La S, Zullo F (2014) Low-grade chronic inflammation in pregnant women with polycystic ovary syndrome: a prospective controlled clinical study. J Clin Endocrinol Metab 99:2942–2951. https://doi.org/10.1210/jc.2014-1214
Kim JW, Kang KM, Yoon TK, Shim SH, Lee WS (2014) Study of circulating hepcidin in association with iron excess, metabolic syndrome, and BMP-6 expression in granulosa cells in women with polycystic ovary syndrome. Fertil Steril 102:548–554. https://doi.org/10.1016/j.fertnstert.2014.04.031
Rashidi BH, Shariat SSM, Jaliseh HK (2017) Evaluation of serum hepcidin and iron levels in patients with PCOS : a case-control study. J Endocrinol Invest 40:779–784. https://doi.org/10.1007/s40618-017-0632-z
Khashchenko E, Uvarova E, Vysokikh M, Ivanets T, Krechetova L, Tarasova N, Sukhanova I, Mamedova F, Borovikov P, Balashov I, Sukhikh G (2020) The relevant hormonal levels and diagnostic features of polycystic ovary syndrome in adolescents. J Clin Med 9:1831–1844. https://doi.org/10.3390/jcm9061831
Muneyyirci-Delale O, Nacharaju VL, Dalloul M, Jalou S, Rahman M, Altura BM, Altura BT (2001) Divalent cations in women with PCOS : implications for cardiovascular disease. Gynecol Endocrinol 15:198–201. https://doi.org/10.1080/gye.15.3.198.201
Shaba’a SM (2009) Is lipid profile in women with polycystic ovary syndrome related to calcium or magnesium in serum? J Kerbala Univ 7:150–157
Kauffman RP, Tullar PE, Nipp RD, Castracane VD (2011) Serum magnesium concentrations and metabolic variables in polycystic ovary syndrome. Acta Obstetric Gynecol Scand 90:452–458. https://doi.org/10.1111/j.1600-0412.2010.01067
Sharifi F, Mazloomi S, Hajihosseini R, Mazloomzadeh S (2012) Serum magnesium concentrations in polycystic ovary syndrome and its association with insulin resistance. Gynecol Endocrinol 28:7–11. https://doi.org/10.3109/09513590.2011.579663
Rajeswari G, Veerabhadrudu B, Suresh E (2016) Study of magnesium levels in polycystic ovarian syndrome. Int J Adv Sci Res 2:054–058. https://doi.org/10.7439/ijasr.v2i2.2870
Babapour M, Mohammadi H, Kazemi M, Hadi A, Rezazadegan M, Askari G (2021) Associations between serum magnesium concentrations and polycystic ovary syndrome status: a systematic review and meta-analysis. Biol Trace Elem Res 199:1297–1305. https://doi.org/10.1007/s12011-020-02275-9
Abedini M, Ghaedi E, Hadi A, Mohammadi H, Amani R (2019) Zinc status and polycystic ovarian syndrome: a systematic review and meta-analysis. J Trace Elem Med Biol 52:216–221. https://doi.org/10.1016/j.jtemb.2019.01.002
Chen J, Jiang Y, Shi H et al (2020) The molecular mechanisms of copper metabolism and its roles in human diseases. Pflugers Arch Eur J Physiol 472:1415–1429. https://doi.org/10.1007/s00424-020-02412-2
Mathie A, Sutton GL, Clarke CE, Veale EL (2006) Zinc and copper: pharmacological probes and endogenous modulators of neuronal excitability. Pharmacol Ther 111:567–583. https://doi.org/10.1016/j.pharmthera.2005.11.004
Michalczyk K, Cymbaluk-Płoska A (2020) The role of zinc and copper in gynecological malignancies. Nutrients 12:3732. https://doi.org/10.3390/nu12123732
Zuo T, Zhu M, Xu W (2016) Roles of oxidative stress in polycystic ovary syndrome and cancers. Oxid Med Cell Longev 8589318. https://doi.org/10.1155/2016/8589318.
Roychoudhury S, Nath S, Massanyi P, Stawarz R, Kacaniova M, Kolesarova A (2016) Copper-induced changes in reproductive functions: in vivo and in vitro effects. Physiol Res 65:11–22. https://doi.org/10.33549/physiolres.933063
Michaluk A, Kochman K (2007) Involvement of copper in female reproduction. Reprod Biol 7:193–205
Peacey L, Elphick MR, Jones CE (2020) Roles of copper in neurokinin B and gonadotropin-releasing hormone structure and function and the endocrinology of reproduction. Gen Comp Endocrinol 113342. https://doi.org/10.1016/j.ygcen.2019.113342
Sun Y, Wang W, Guo Y, Zheng B, Li H, Chen J, Zhang W (2019) High copper levels in follicular fluid affect follicle development in polycystic ovary syndrome patients: population-based and in vitro studies. Toxicol Appl Pharmacol 365:101–111. https://doi.org/10.1016/j.taap.2019.01.008
Vincent JB (2017) New evidence against chromium as an essential trace element. J Nutr 147:2212–2219. https://doi.org/10.3945/jn.117.255901
Xu J, Zhao M, Pei L, Zhang R, Liu X, Wei L et al (2018) Oxidative stress and DNA damage in a long-term hexavalent chromium-exposed population in North China: a cross-sectional study. BMJ Open 8:e021470. https://doi.org/10.1136/bmjopen-2017-021470
Remy LL, Byers V, Clay T (2017) Reproductive outcomes after non-occupational exposure to hexavalent chromium, Willits California, 1983–2014. Environ Health 18:1–15. https://doi.org/10.1186/s12940-017-0222-8
Fazelian S, Rouhani MH, Bank SS, Amani R (2017) Chromium supplementation and polycystic ovary syndrome: a systematic review and meta-analysis. J Trace Elem Med Biol 42:92–96. https://doi.org/10.1016/j.jtemb.2017.04.008
Hua Y, Clark S, Ren J, Sreejayan N (2012) Molecular mechanisms of chromium in alleviating insulin resistance. J Nutr Biochem 23:313–319. https://doi.org/10.1016/j.jnutbio.2011.11.001
Siddiqui K, Bawazeer N, Joy SS (2014) Variation in macro and trace elements in progression of type 2 diabetes. Sci World J 461591. https://doi.org/10.1155/2014/461591
Desmarais TL, Costa M (2019) Mechanisms of chromium-induced toxicity. Curr Opin Toxicol 14:1–7. https://doi.org/10.1016/j.cotox.2019.05.003
Kirkland D, Brock T, Haddouk H, Hargeaves V, Lloyd M, Sewald K, Mc S, Proudlock R, Sire G, Sokolowski A, Ziemann C (2015) New investigations into the genotoxicity of cobalt compounds and their impact on overall assessment of genotoxic risk. Regul Toxicol Pharmacol 73:311–338. https://doi.org/10.1016/j.yrtph.2015.07.016
Safonov VA (2018) Biological role of selenium and correction effects of its content in the organism of animals. Geochem Int 1046–1050. https://doi.org/10.1134/S0016702918100105
Zhang X, Li X, Zhang W, Song Y (2018) Selenium and cardiovascular disease: epidemiological evidence of a possible u-shaped relationship. In: Michalke B, editor. Selenium Cham: Springer International Publishing 303–316. https://doi.org/10.1007/978-3-319-95390-8_16
Köse SA, Nazıroğlu M (2014) Selenium reduces oxidative stress and calcium entry through TRPV1 channels in the neutrophils of patients with polycystic ovary syndrome. Biol Trace Element Res 158:136–142. https://doi.org/10.1007/s12011-014-9929-3
Wang Y, Lin M, Gao X, Pedram P, Du J, Vikram C, Gulliver W, Zhang H, Sun G (2017) High dietary selenium intake is associated with less insulin resistance in the Newfoundland population. PLoS ONE 12:1–15. https://doi.org/10.1371/journal.pone.0174149
Safiyeh FD, Dizaji F, Mojgan M, Parviz S, Alizadeh M, Oskouei S (2021) The effect of selenium and vitamin E supplementation on anti-Mullerian hormone and antral follicle count in infertile women with occult premature ovarian insufficiency : a randomized controlled clinical trial. Complement Ther Med 56:102533. https://doi.org/10.1016/j.ctim.2020.102533
Razavi M, Jamilian M, Kashan ZF, Heidar Z, Mohseni Z, Ghandi Y, Bagherian T, Asemi Z (2016) Selenium supplementation and the effects on reproductive outcomes, biomarkers of inflammation, and oxidative stress in women with polycystic ovary syndrome. Horm Metab Res 48:185–190. https://doi.org/10.1055/s-0035-1559604
Escobar-morreale F (2012) Iron metabolism and the polycystic ovary syndrome. Trends Endocrinol Metab 23:509–515. https://doi.org/10.1016/j.tem.2012.04.003
Saito H (2014) Metabolism of iron stores. Nagoya J Med Sci 76:235
Simcox JA, McClain DA (2014) Iron and diabetes risk. Cell Metab 17:329–341. https://doi.org/10.1016/j.cmet.2013.02.007
Britton L, Bridle K, Reiling J, Santrampurwala N, Wockner L, Ching H, Stuart K, Subramaniam VN, Trengove R, Olynyk J, House M, Gummer J (2018) Hepatic iron concentration correlates with insulin sensitivity in nonalcoholic fatty liver disease. Hepatol Commun 2:644–653. https://doi.org/10.1002/hep4.1190
Tiongco RE, Rivera N, Clemente B, Dizon D, Salita C, Pineda-cortel MR, Enrique R, Rivera N, Clemente B, Dizon D (2019) Serum ferritin as a candidate diagnostic biomarker of polycystic ovarian syndrome : a meta-analysis. Biomarkers 24:484–491. https://doi.org/10.1080/1354750X.2019.1620335
Schwalfenberg GK, Genuis SJ (2017) The importance of magnesium in clinical healthcare. Scientifica 4179326. https://doi.org/10.1155/2017/4179326
Zheltova AA, Kharitonova MV, Iezhitsa IN, Spasov AA (2016) Review article magnesium deficiency and oxidative stress : an update. Biomedicine 6:8–14. https://doi.org/10.7603/s40681-016-0020-6
Shahi A, Aslani S, Ataollahi M, Mahmoudi M (2019) The role of magnesium in different inflammatory diseases. Inflammopharmacology 27:649–661. https://doi.org/10.1007/s10787-019-00603-7
Acknowledgements
The authors would like to thank the financial support for this work by ICMR New Delhi [54/08/2019/HUM-BMS, Project id 2019-1384]. DST-FIST support (SR/FST/LS-I/2017/49-C) to the Department of Human Genetics & Molecular Medicine is acknowledged.
Author information
Authors and Affiliations
Contributions
Priya Sharma: Conceptualization, methodology, formal analysis, data curation and writing—original draft.
Vartika Gupta: Methodology, data curation and formal analysis.
Kush Kumar: Methodology, data curation and formal analysis.
Preeti Khetarpal: Conceptualization, validation, supervision, writing (review and editing) and funding acquisition.
Corresponding author
Ethics declarations
Conflict of Interest
The authors declare no competing interests.
Additional information
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
12011_2021_3058_MOESM1_ESM.pdf
Supplementary file1 a) The funnel plot for the association between serum Cu concentration and PCOS; b) The sensitivity analysis test for association between Cu concentration and PCOS risk. (PDF 242 KB)
12011_2021_3058_MOESM2_ESM.pdf
Supplementary file2 a) The funnel plot for the association between serum Zn concentration and PCOS; b) The sensitivity analysis test for association between Zn concentration and PCOS risk. (PDF 275 KB)
12011_2021_3058_MOESM3_ESM.pdf
Supplementary file3 The sensitivity analysis by excluding largest size effect study. (a-g) representing the sensitivity analysis test for association between PCOS risk and the serum trace elements concentration of Cd, Se, Mn, Fe, and Pb respectively. (PDF 592 KB)
12011_2021_3058_MOESM4_ESM.pdf
Supplementary file4 a) The funnel plot for the association between serum Mg concentration and PCOS; b) The sensitivity analysis test for association between Mg concentration and PCOS risk. (PDF 264 KB)
12011_2021_3058_MOESM5_ESM.docx
Supplementary file5 The Newcastle-Ottawa Scale (NOS) used for the quality assessment of the thirty-two relevant studies included in the metanalysis. (DOCX 15 KB)
Rights and permissions
About this article
Cite this article
Sharma, P., Gupta, V., Kumar, K. et al. Assessment of Serum Elements Concentration and Polycystic Ovary Syndrome (PCOS): Systematic Review and Meta-analysis. Biol Trace Elem Res 200, 4582–4593 (2022). https://doi.org/10.1007/s12011-021-03058-6
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s12011-021-03058-6

