Abstract
Background
Currently, over 2 billion people worldwide suffer from obesity, which poses a serious health risk. More and more attention is being given to the effects of trace elements on obesity in recent years. Synergistic or antagonistic interactions among these elements can adversely or positively impact human health. However, epidemiological evidence on the relationship between trace element exposure levels and obesity has been inconclusive.
Methods
Baseline data of 994 participants from the Cohort of Elderly Health and Environment Controllable Factors were used in the present study. ICP-MS was used to measure the concentrations of 10 trace elements in the whole blood of the older population. Binary logistic regression, restricted cubic splines (RCS) models, and Bayesian kernel machine regression (BKMR) models were employed to assess single, nonlinear, and mixed relationships between 10 trace element levels and three types of obesity based on body mass index (BMI), waist circumference (WC), and body fat percentage (BFP) in the elderly.
Results
Based on BMI, WC and BFP, 51.8% of the included old population were defined as general overweight/obesity, 67.1% as abdominal obesity, and 36.2% as having slightly high/high BFP. After multivariable adjustment, compared with the lowest tertile, the highest tertile of blood selenium (Se) concentration was associated with an increased risk of all three types of obesity. Additionally, compared with the lowest tertile, higher tertiles of strontium (Sr) concentrations were associated with a lower risk of general overweight/obesity and having slightly high/high BFP, and the highest tertile of barium (Ba) was associated with a lower risk of having slightly high BFP, while higher tertiles of arsenic (As) concentrations were associated with an increased risk of having slightly high/high BFP, and the highest tertile of manganese (Mn) was associated with a higher risk of abdominal obesity. BKMR analyses showed a strong linear positive association between Se and three types of obesity. Higher blood levels of trace element mixture were associated with increased obesity risks in a dose–response pattern, with Se having the highest value of the posterior inclusion probability (PIP) within the mixture.
Conclusions
In this study, we found higher Se levels were associated with an elevated risk of obesity and high levels of Ba, Pb and Cr were associated with a decreased risk of obesity. Studies with larger samples are needed to confirm these findings.
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Data availability
The data that support the findings of this study are available from the corresponding author upon reasonable request.
References
Alasfar, F., Ben-Nakhi, M., Khoursheed, M., Kehinde, E. O., & Alsaleh, M. (2011). Selenium is significantly depleted among morbidly obese female patients seeking bariatric surgery. Obesity Surgery, 21, 1710–1713. https://doi.org/10.1007/s11695-011-0458-2
An, S. Y., Kim, S. Y., Oh, D. J., Min, C., Sim, S., & Choi, H. G. (2020). Obesity is positively related and tobacco smoking and alcohol consumption are negatively related to an increased risk of thyroid cancer. Science and Reports, 10, 19279. https://doi.org/10.1038/s41598-020-76357-y
Anderson, R. A., & Kozlovsky, A. S. (1985). Chromium intake, absorption and excretion of subjects consuming self-selected diets. American Journal of Clinical Nutrition. https://doi.org/10.1093/ajcn/41.6.1177
Avgerinos, K. I., Spyrou, N., Mantzoros, C. S., & Dalamaga, M. (2019). Obesity and cancer risk: Emerging biological mechanisms and perspectives. Metabolism, 92, 121–135. https://doi.org/10.1016/j.metabol.2018.11.001
Baillie-Hamilton, P. F. (2002). Chemical toxins: A hypothesis to explain the global obesity epidemic. Journal of Alternative and Complementary Medicine, 8, 185–192. https://doi.org/10.1089/107555302317371479
Becker, C., & Schumann, K. (2015). Iron-homeostasis and obesity. Journal of Trace Elements in Medicine and Biology : Organ of the Society for Minerals and Trace Elements (GMS), 30, 194. https://doi.org/10.1016/j.jtemb.2014.06.009
Bigaard, J., Tjonneland, A., Thomsen, B. L., Overvad, K., Heitmann, B. L., & Sorensen, T. I. (2003). Waist circumference, BMI, smoking, and mortality in middle-aged men and women. Obesity Research, 11, 895–903. https://doi.org/10.1038/oby.2003.123
Bleys, J., Navas-Acien, A., & Guallar, E. (2007). Serum selenium and diabetes in U.S. adults. Diabetes Care, 30, 829–834. https://doi.org/10.2337/dc06-1726
Bluher, M. (2019). Obesity: Global epidemiology and pathogenesis. Nature Reviews Endocrinology, 15, 288–298. https://doi.org/10.1038/s41574-019-0176-8
Bosy-Westphal, A., Geisler, C., Onur, S., Korth, O., Selberg, O., Schrezenmeir, J., & Muller, M. J. (2006). Value of body fat mass vs anthropometric obesity indices in the assessment of metabolic risk factors. International Journal of Obesity, 30, 475–483. https://doi.org/10.1038/sj.ijo.0803144
Brown, K. M., & Arthur, J. R. (2001). Selenium, selenoproteins and human health: A review. Public Health Nutrition, 4, 593–599. https://doi.org/10.1079/phn2001143
Brozek, J., Grande, F., Anderson, J. T., & Keys, A. (1963). Densitometric analysis of body composition: Revision of some quantitative assumptions. Annals of the New York Academy of Sciences. https://doi.org/10.1111/j.1749-6632.1963.tb17079.x
Bulka, C. M., Persky, V. W., Daviglus, M. L., Durazo-Arvizu, R. A., & Argos, M. (2019). Multiple metal exposures and metabolic syndrome: A cross-sectional analysis of the National Health and Nutrition Examination Survey 2011–2014. Environmental Research, 168, 397–405. https://doi.org/10.1016/j.envres.2018.10.022
Cefalu, W. T., & Hu, F. B. (2004). Role of chromium in human health and in diabetes. Diabetes Care, 27, 2741–2751. https://doi.org/10.2337/diacare.27.11.2741
Chen, J. J., Boylan, L. M., Wu, C. K., & Spallholz, J. E. (2007). Oxidation of glutathione and superoxide generation by inorganic and organic selenium compounds. BioFactors, 31, 55–66. https://doi.org/10.1002/biof.5520310106
Chen, S., Liu, H., Liu, X., Li, Y., Li, M., Liang, Y., Shao, X., Holthofer, H., & Zou, H. (2013). Central obesity, C-reactive protein and chronic kidney disease: A community-based cross-sectional study in southern China. Kidney & Blood Pressure Research, 37, 392–401. https://doi.org/10.1159/000355718
Ciobarca, D., Catoi, A. F., Copaescu, C., Miere, D., & Crisan, G. (2020). Bariatric surgery in obesity: Effects on gut microbiota and micronutrient status. Nutrients. https://doi.org/10.3390/nu12010235
Eick, S. M., & Steinmaus, C. (2020). Arsenic and obesity: A review of causation and interaction. Curr Environ Health Rep, 7, 343–351. https://doi.org/10.1007/s40572-020-00288-z
Evans, J. L., Goldfine, I. D., Maddux, B. A., & Grodsky, G. M. (2003). Are oxidative stress-activated signaling pathways mediators of insulin resistance and beta-cell dysfunction? Diabetes, 52, 1–8. https://doi.org/10.2337/diabetes.52.1.1
Fan, G., Liu, Q., Wu, M., Bi, J., Qin, X., Fang, Q., Wan, Z., Lv, Y., Wang, Y., & Song, L. (2023). Exposure to metal mixtures and overweight or obesity among chinese adults. Biological Trace Element Research, 201, 3697–3705. https://doi.org/10.1007/s12011-022-03484-0
Filippini, T., Fairweather-Tait, S., & Vinceti, M. (2023). Selenium and immune function: a systematic review and meta-analysis of experimental human studies. American Journal of Clinical Nutrition, 11, 7. https://doi.org/10.1016/j.ajcnut.2022.11.007
Fuster, J. J., Ouchi, N., Gokce, N., & Walsh, K. (2016). Obesity-induced changes in adipose tissue microenvironment and their impact on cardiovascular disease. Circulation Research, 118, 1786–1807. https://doi.org/10.1161/CIRCRESAHA.115.306885
Garcia, O. P., Long, K. Z., & Rosado, J. L. (2009). Impact of micronutrient deficiencies on obesity. Nutrition Reviews, 67, 559–572. https://doi.org/10.1111/j.1753-4887.2009.00228.x
GBD. (2019). Risk factors collaborators. GRF (2020) Global burden of 87 risk factors in 204 countries and territories, 1990–2019: A systematic analysis for the Global Burden of Disease Study 2019. Lancet, 396, 1223–1249. https://doi.org/10.1016/S0140-6736(20)30752-2
Ge, X., Yang, A., Huang, S., Luo, X., Hou, Q., Huang, L., Zhou, Y., Li, D., Lv, Y., Li, L., Cheng, H., Chen, X., Zan, G., Tan, Y., Liu, C., Xiao, L., Zou, Y., & Yang, X. (2021). Sex-specific associations of plasma metals and metal mixtures with glucose metabolism: An occupational population-based study in China. The Science of the Total Environment, 760, 143906. https://doi.org/10.1016/j.scitotenv.2020.143906
Goulle, J. P., Mahieu, L., Castermant, J., Neveu, N., Bonneau, L., Laine, G., Bouige, D., & Lacroix, C. (2005). Metal and metalloid multi-elementary ICP-MS validation in whole blood, plasma, urine and hair. Reference Values. Forensic Science International, 153, 39–44. https://doi.org/10.1016/j.forsciint.2005.04.020
Gu, L., Yu, J., Fan, Y., Wang, S., Yang, L., Liu, K., Wang, Q., Chen, G., Zhang, D., Ma, Y., Wang, L., Liu, A., Cao, H., Li, X., Li, K., Tao, F., & Sheng, J. (2021). The association between trace elements exposure and the cognition in the elderly in China. Biological Trace Element Research, 199, 403–412. https://doi.org/10.1007/s12011-020-02154-3
Haslam, D. W., & James, W. P. (2005). Obesity. Lancet, 366, 1197–1209. https://doi.org/10.1016/S0140-6736(05)67483-1
Hill, K. E., Xia, Y., Akesson, B., Boeglin, M. E., & Burk, R. F. (1996). Selenoprotein P concentration in plasma is an index of selenium status in selenium-deficient and selenium-supplemented Chinese subjects. Journal of Nutrition, 126, 138–145. https://doi.org/10.1093/jn/126.1.138
Hu, L., Huang, X., You, C., Li, J., Hong, K., Li, P., Wu, Y., Wu, Q., Bao, H., & Cheng, X. (2017a). Prevalence and risk factors of prehypertension and hypertension in Southern China. PLoS ONE. https://doi.org/10.1371/journal.pone.0170238
Hu, L., Huang, X., You, C., Li, J., Hong, K., Li, P., Wu, Y., Wu, Q., Wang, Z., Gao, R., Bao, H., & Cheng, X. (2017b). Prevalence of overweight, obesity, abdominal obesity and obesity-related risk factors in southern China. PLoS ONE. https://doi.org/10.1371/journal.pone.0183934
Huang, Y.-C., Combs, G. F., Wu, T.-L., Zeng, H., & Cheng, W.-H. (2022). Selenium status and type 2 diabetes risk. Archives of Biochemistry and Biophysics, 730, 109400. https://doi.org/10.1016/j.abb.2022.109400
Ilich-Ernst, J., Brownbill, R. A., Ludemann, M. A., & Fu, R. (2002). Critical factors for bone health in women across the age span: How important is muscle mass? Medscape Women’s Health, 7, 2.
Jiang, H., Guan, Q., Xiao, Y., Feng, Z., Yu, G., & Pan, Q. (2018). Strontium alleviates endoplasmic reticulum stress in a nonalcoholic fatty liver disease model. Journal of Medicinal Food. https://doi.org/10.1089/jmf.2018.4186
Juberg, D. R., Kleiman, C. F., & Kwon, S. C. (1997). Position paper of the American Council on Science and Health: Lead and human health. Ecotoxicology and Environmental Safety, 38, 162–180. https://doi.org/10.1006/eesa.1997.1591
Kravchenko, J., Darrah, T. H., Miller, R. K., Lyerly, H. K., & Vengosh, A. (2014). A review of the health impacts of barium from natural and anthropogenic exposure. Environmental Geochemistry and Health, 36, 797–814. https://doi.org/10.1007/s10653-014-9622-7
Larvie, D. Y., Doherty, J. L., Donati, G. L., & Armah, S. M. (2019). Relationship between selenium and hematological markers in young adults with normal weight or overweight/obesity. Antioxidants (basel). https://doi.org/10.3390/antiox8100463
Liu, X., Chen, Y., Boucher, N. L., & Rothberg, A. E. (2017). Prevalence and change of central obesity among US Asian adults: NHANES 2011–2014. BMC Public Health, 17, 678. https://doi.org/10.1186/s12889-017-4689-6
Lo, K., Yang, J. L., Chen, C. L., Liu, L., Huang, Y. Q., Feng, Y. Q., & Yang, A. M. (2021). Associations between blood and urinary manganese with metabolic syndrome and its components: Cross-sectional analysis of National Health and Nutrition Examination Survey 2011–2016. Science of the Total Environment, 780, 146527. https://doi.org/10.1016/j.scitotenv.2021.146527
Loomba, R., Filippini, T., Chawla, R., Chaudhary, R., Cilloni, S., Datt, C., Singh, S., Dhillon, K. S., & Vinceti, M. (2020). Exposure to a high selenium environment in Punjab, India: Effects on blood chemistry. The Science of the Total Environment, 716, 135347. https://doi.org/10.1016/j.scitotenv.2019.135347
Ma, S., Xi, B., Yang, L., Sun, J., Zhao, M., & Bovet, P. (2021). Trends in the prevalence of overweight, obesity, and abdominal obesity among Chinese adults between 1993 and 2015. International Journal of Obesity, 45, 427–437. https://doi.org/10.1038/s41366-020-00698-x
Maruyama, Y., Iizuka, S., & Yoshida, K. (1991). Ultrasonic observation on distribution of subcutaneous fat in Japanese young adults with reference to sexual difference. The Annals of Physiological Anthropology, 10, 61–70. https://doi.org/10.2114/ahs1983.10.61
Matthews, G. D., Huang, C. L., Sun, L., & Zaidi, M. (2011). Translational musculoskeletal science: Is sarcopenia the next clinical target after osteoporosis? Annals of the New York Academy of Sciences, 1237, 95–105. https://doi.org/10.1111/j.1749-6632.2011.06236.x
Mo, X., Cai, J., Lin, Y., Liu, Q., Xu, M., Zhang, J., Liu, S., Wei, C., Wei, Y., Huang, S., Mai, T., Tan, D., Lu, H., Luo, T., Gou, R., Zhang, Z., & Qin, J. (2021). Correlation between urinary contents of some metals and fasting plasma glucose levels: A cross-sectional study in China. Ecotoxicology and Environmental Safety. https://doi.org/10.1016/j.ecoenv.2021.112976
Mojadadi, A., Au, A., Salah, W., Witting, P., & Ahmad, G. (2021). Role for selenium in metabolic homeostasis and human reproduction. Nutrients. https://doi.org/10.3390/nu13093256
Newbold, R. R. (2010). Impact of environmental endocrine disrupting chemicals on the development of obesity. Hormones (athens, Greece), 9, 206–217. https://doi.org/10.14310/horm.2002.1271
Onakpoya, I., Posadzki, P., & Ernst, E. (2013). Chromium supplementation in overweight and obesity: A systematic review and meta-analysis of randomized clinical trials. Obesity Reviews, 14, 496–507. https://doi.org/10.1111/obr.12026
Onakpoya, I. J., Wider, B., Pittler, M. H., & Ernst, E. (2011). Food supplements for body weight reduction: A systematic review of systematic reviews. Obesity (silver Spring), 19, 239–244. https://doi.org/10.1038/oby.2010.185
Padilla, M. A., Elobeid, M., Ruden, D. M., & Allison, D. B. (2010). An examination of the association of selected toxic metals with total and central obesity indices: NHANES 99–02. International Journal of Environmental Research and Public Health, 7, 3332–3347. https://doi.org/10.3390/ijerph7093332
Park, S., & Lee, B. K. (2013). Body fat percentage and hemoglobin levels are related to blood lead, cadmium, and mercury concentrations in a Korean Adult Population (KNHANES 2008–2010). Biological Trace Element Research, 151, 315–323. https://doi.org/10.1007/s12011-012-9566-7
Park, S. S., Skaar, D. A., Jirtle, R. L., & Hoyo, C. (2017). Epigenetics, obesity and early-life cadmium or lead exposure. Epigenomics, 9, 57–75. https://doi.org/10.2217/epi-2016-0047
Peana, M., Medici, S., Dadar, M., Zoroddu, M. A., Pelucelli, A., Chasapis, C. T., & Bjorklund, G. (2021). Environmental barium: Potential exposure and health-hazards. Archives of Toxicology, 95, 2605–2612. https://doi.org/10.1007/s00204-021-03049-5
Pilmane, M., Salma-Ancane, K., Loca, D., Locs, J., & Berzina-Cimdina, L. (2017). Strontium and strontium ranelate: Historical review of some of their functions. Materials Science & Engineering, C: Materials for Biological Applications, 78, 1222–1230. https://doi.org/10.1016/j.msec.2017.05.042
Piuri, G., Zocchi, M., Della Porta, M., Ficara, V., Manoni, M., Zuccotti, G. V., Pinotti, L., Maier, J. A., & Cazzola, R. (2021). Magnesium in obesity, metabolic syndrome, and type 2 diabetes. Nutrients. https://doi.org/10.3390/nu13020320
Pors Nielsen, S. (2004). The biological role of strontium. Bone, 35, 583–588. https://doi.org/10.1016/j.bone.2004.04.026
Rayman, M. P. (2000). The importance of selenium to human health. Lancet, 356, 233–241. https://doi.org/10.1016/S0140-6736(00)02490-9
Shen, W., Punyanitya, M., Chen, J., Gallagher, D., Albu, J., Pi-Sunyer, X., Lewis, C. E., Grunfeld, C., Heshka, S., & Heymsfield, S. B. (2006). Waist circumference correlates with metabolic syndrome indicators better than percentage fat. Obesity (silver Spring), 14, 727–736. https://doi.org/10.1038/oby.2006.83
Soares de Oliveira, A. R., Jayanne Clímaco Cruz, K., Beatriz Silva Morais, J., Rocha Dos Santos, L., de Sousa, R., Melo, S., Fontenelle, L. C., Santos de Sousa, G., Costa Maia, C. S., Duarte, O., de Araújo, C., Leal Mendes, I., Simeone Henriques, G., Costa Silva, V., & do Nascimento Marreiro D,. (2021). Selenium status and oxidative stress in obese: Influence of adiposity. European Journal of Clinical Investigation, 51, e13538. https://doi.org/10.1111/eci.13538
Steinbrenner, H., Duntas, L. H., & Rayman, M. P. (2022). The role of selenium in type-2 diabetes mellitus and its metabolic comorbidities. Redox Biology, 50, 102236. https://doi.org/10.1016/j.redox.2022.102236
Tchernof, A., & Despres, J. P. (2013). Pathophysiology of human visceral obesity: An update. Physiological Reviews, 93, 359–404. https://doi.org/10.1152/physrev.00033.2011
Tinkov, A. A., Ajsuvakova, O. P., Filippini, T., Zhou, J. C., Lei, X. G., Gatiatulina, E. R., Michalke, B., Skalnaya, M. G., Vinceti, M., Aschner, M., & Skalny, A. V. (2020). Selenium and selenoproteins in adipose tissue physiology and obesity. Biomolecules. https://doi.org/10.3390/biom10040658
Tinkov, A. A., Gatiatulina, E. R., Popova, E. V., Polyakova, V. S., Skalnaya, A. A., Agletdinov, E. F., Nikonorov, A. A., & Skalny, A. V. (2017). Early high-fat feeding induces alteration of trace element content in tissues of juvenile male wistar rats. Biological Trace Element Research, 175, 367–374. https://doi.org/10.1007/s12011-016-0777-1
Vaghari-Tabari, M., Jafari-Gharabaghlou, D., Sadeghsoltani, F., Hassanpour, P., Qujeq, D., Rashtchizadeh, N., & Ghorbanihaghjo, A. (2021). Zinc and selenium in inflammatory bowel disease: trace elements with key roles? Biological Trace Element Research, 199, 3190–3204. https://doi.org/10.1007/s12011-020-02444-w
Vincent, J. B. (1999). Mechanisms of chromium action: Low-molecular-weight chromium-binding substance. Journal of the American College of Nutrition, 18, 6–12. https://doi.org/10.1080/07315724.1999.10718821
Vinceti, M., Filippini, T., & Rothman, K. J. (2018). Selenium exposure and the risk of type 2 diabetes: A systematic review and meta-analysis. European Journal of Epidemiology, 33, 789–810. https://doi.org/10.1007/s10654-018-0422-8
Wang, H., & Kong, B. (2021). Relationship between working hours and incidence of central obesity among sedentary workers. Practical Preventive Medicine, 28, 645–648.
Wang, S., Sun, J., Gu, L., Wang, Y., Du, C., Wang, H., Ma, Y., & Wang, L. (2022). Association of urinary strontium with cardiovascular disease among the US adults: A cross-sectional analysis of the national health and nutrition examination survey. Biological Trace Element Research. https://doi.org/10.1007/s12011-022-03451-9
Wang, X., Mukherjee, B., & Park, S. K. (2018). Associations of cumulative exposure to heavy metal mixtures with obesity and its comorbidities among U.S. adults in NHANES 2003–2014. Environment International, 121, 683–694. https://doi.org/10.1016/j.envint.2018.09.035
Wing, R. R., Lang, W., Wadden, T. A., Safford, M., Knowler, W. C., Bertoni, A. G., Hill, J. O., Brancati, F. L., Peters, A., Wagenknecht, L., & Look, A. R. G. (2011). Benefits of modest weight loss in improving cardiovascular risk factors in overweight and obese individuals with type 2 diabetes. Diabetes Care, 34, 1481–1486. https://doi.org/10.2337/dc10-2415
Wrobel, J. K., Power, R., & Toborek, M. (2016). Biological activity of selenium: Revisited. IUBMB Life, 68, 97–105. https://doi.org/10.1002/iub.1466
Wu, W., Jiang, S., Zhao, Q., Zhang, K., Wei, X., Zhou, T., Liu, D., Zhou, H., Zeng, Q., Cheng, L., Miao, X., & Lu, Q. (2018). Environmental exposure to metals and the risk of hypertension: A cross-sectional study in China. Environmental Pollution, 233, 670–678. https://doi.org/10.1016/j.envpol.2017.10.111
Xie, Z., Aimuzi, R., Si, M., Qu, Y., & Jiang, Y. (2023). Associations of metal mixtures with metabolic-associated fatty liver disease and non-alcoholic fatty liver disease: NHANES 2003–2018. Frontiers in Public Health, 11, 1133194. https://doi.org/10.3389/fpubh.2023.1133194
Yang, G. R., Yuan, S. Y., Fu, H. J., Wan, G., Zhu, L. X., Bu, X. L., Zhang, J. D., Du, X. P., Li, Y. L., Ji, Y., Gu, X. N., Li, Y., Beijing Community Diabetes Study G. (2010). Neck circumference positively related with central obesity, overweight, and metabolic syndrome in Chinese subjects with type 2 diabetes: Beijing community diabetes study 4. Diabetes Care, 33, 2465–2467. https://doi.org/10.2337/dc10-0798
Yang, L., Yan, J., Tang, X., Xu, X., Yu, W., & Wu, H. (2016). Prevalence, awareness, treatment, control and risk factors associated with hypertension among adults in Southern China, 2013. PLoS ONE, 11, e0146181. https://doi.org/10.1371/journal.pone.0146181
Yedomon, B., Menudier, A., Etangs, F. L. D., Anani, L., Fayomi, B., Druet-Cabanac, M., & Moesch, C. (2017). Biomonitoring of 29 trace elements in whole blood from inhabitants of Cotonou (Benin) by ICP-MS. Journal of Trace Elements in Medicine and Biology : Organ of the Society for Minerals and Trace Elements (GMS), 43, 38–45. https://doi.org/10.1016/j.jtemb.2016.11.004
Yin, X. Y., Zheng, F. P., Zhou, J. Q., Du, Y., Pan, Q. Q., Zhang, S. F., Yu, D., & Li, H. (2014). Central obesity and metabolic risk factors in middle-aged Chinese. Biomedical and Environmental Sciences, 27, 343–352. https://doi.org/10.3967/bes2014.059
Yuan, S., Mason, A. M., Carter, P., Vithayathil, M., Kar, S., Burgess, S., & Larsson, S. C. (2022). Selenium and cancer risk: Wide-angled Mendelian randomization analysis. International Journal of Cancer, 150, 1134–1140. https://doi.org/10.1002/ijc.33902
Zhang, L., Chen, C., Liu, C., Zhang, Y., Fang, J., Han, J., Zhao, F., Du, P., Wang, Q., Wang, J., Shi, W., Wang, W., Shi, S., Chen, R., Kan, H., Meng, X., Li, T., & Shi, X. (2021). Associations of residential greenness with peripheral and central obesity in China. Science of the Total Environment, 791, 148084. https://doi.org/10.1016/j.scitotenv.2021.148084
Zhang, W., Du, J., Li, H., Yang, Y., Cai, C., Gao, Q., Xing, Y., Shao, B., & Li, G. (2020). Multiple-element exposure and metabolic syndrome in Chinese adults: A case-control study based on the Beijing population health cohort. Environment International, 143, 105959. https://doi.org/10.1016/j.envint.2020.105959
Zhou B, Coorperative Meta-Analysis Group Of China Obesity Task F (2002) [Predictive values of body mass index and waist circumference to risk factors of related diseases in Chinese adult population]. Zhonghua Liu Xing Bing Xue Za Zhi 23:5-10
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We thank all participants in this study, including the Lu’an Center for Disease Control and Prevention, Cheng bei Township Health Center and Bei shi community health service center. This work was supported by National natural science foundation of China (No.81102125) and the Grants for Major Projects on College Leading Talent Team Introduced of Anhui (0303011224).
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This study was supported by National natural science foundation of China (No.81102125) and Grants for Scientific Research of BSKY(serial number: XJ201705) from Anhui Medical University.
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RZ and SW participated in the data analysis and drew up the manuscript. YR, MY, JS, JZ, HC, LY and KL participated in epidemiological surveys, sample collection, and data entry. LL, KZ, ZG and JS performed the experiments. SW and FT participated in the design and conducted the study. All authors commented on previous versions of the manuscript and approved the final manuscript.
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Zhan, R., Liu, L., Yang, M. et al. Associations of 10 trace element levels in the whole blood with risk of three types of obesity in the elderly. Environ Geochem Health 45, 9787–9806 (2023). https://doi.org/10.1007/s10653-023-01747-w
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DOI: https://doi.org/10.1007/s10653-023-01747-w