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Wu M, Hou W, Qin R, Wang G, Sun D, Geng Y, Du Y. Comparative mathematical modeling of causal association between metal exposure and development of chronic kidney disease. Front Endocrinol (Lausanne) 2024; 15:1362085. [PMID: 38752174 PMCID: PMC11094205 DOI: 10.3389/fendo.2024.1362085] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Accepted: 04/15/2024] [Indexed: 05/18/2024] Open
Abstract
Background Previous studies have identified several genetic and environmental risk factors for chronic kidney disease (CKD). However, little is known about the relationship between serum metals and CKD risk. Methods We investigated associations between serum metals levels and CKD risk among 100 medical examiners and 443 CKD patients in the medical center of the First Hospital Affiliated to China Medical University. Serum metal concentrations were measured using inductively coupled plasma mass spectrometry (ICP-MS). We analyzed factors influencing CKD, including abnormalities in Creatine and Cystatin C, using univariate and multiple analysis such as Lasso and Logistic regression. Metal levels among CKD patients at different stages were also explored. The study utilized machine learning and Bayesian Kernel Machine Regression (BKMR) to assess associations and predict CKD risk based on serum metals. A chained mediation model was applied to investigate how interventions with different heavy metals influence renal function indicators (creatinine and cystatin C) and their impact on diagnosing and treating renal impairment. Results Serum potassium (K), sodium (Na), and calcium (Ca) showed positive trends with CKD, while selenium (Se) and molybdenum (Mo) showed negative trends. Metal mixtures had a significant negative effect on CKD when concentrations were all from 30th to 45th percentiles compared to the median, but the opposite was observed for the 55th to 60th percentiles. For example, a change in serum K concentration from the 25th to the 75th percentile was associated with a significant increase in CKD risk of 5.15(1.77,8.53), 13.62(8.91,18.33) and 31.81(14.03,49.58) when other metals were fixed at the 25th, 50th and 75th percentiles, respectively. Conclusions Cumulative metal exposures, especially double-exposure to serum K and Se may impact CKD risk. Machine learning methods validated the external relevance of the metal factors. Our study highlights the importance of employing diverse methodologies to evaluate health effects of metal mixtures.
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Affiliation(s)
- Miaoling Wu
- Department of Environmental Health, School of Public Health, China Medical University, Shenyang, China
| | - Weiming Hou
- Department of Medical Engineering, Air Force Medical Center, PLA, Beijing, China
| | - Ruonan Qin
- Department of Environmental Health, School of Public Health, China Medical University, Shenyang, China
| | - Gang Wang
- Experimental and Teaching Center, School of Public Health, China Medical University, Shenyang, China
| | - Da Sun
- Department of Nephrology, The First Hospital of China Medical University, Shenyang, China
| | - Ye Geng
- Blood Purification Center, The First Hospital of China Medical University, Shenyang, China
| | - Yinke Du
- Department of Nephrology, The First Hospital of China Medical University, Shenyang, China
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Marini HR, Bellone F, Catalano A, Squadrito G, Micali A, Puzzolo D, Freni J, Pallio G, Minutoli L. Nutraceuticals as Alternative Approach against Cadmium-Induced Kidney Damage: A Narrative Review. Metabolites 2023; 13:722. [PMID: 37367879 DOI: 10.3390/metabo13060722] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2023] [Revised: 05/08/2023] [Accepted: 05/29/2023] [Indexed: 06/28/2023] Open
Abstract
Cadmium (Cd) represents a public health risk due to its non-biodegradability and long biological half-life. The main target of Cd is the kidney, where it accumulates. In the present narrative review, we assessed experimental and clinical data dealing with the mechanisms of kidney morphological and functional damage caused by Cd and the state of the art about possible therapeutic managements. Intriguingly, skeleton fragility related to Cd exposure has been demonstrated to be induced both by a direct Cd toxic effect on bone mineralization and by renal failure. Our team and other research groups studied the possible pathophysiological molecular pathways induced by Cd, such as lipid peroxidation, inflammation, programmed cell death, and hormonal kidney discrepancy, that, through further molecular crosstalk, trigger serious glomerular and tubular injury, leading to chronic kidney disease (CKD). Moreover, CKD is associated with the presence of dysbiosis, and the results of recent studies have confirmed the altered composition and functions of the gut microbial communities in CKD. Therefore, as recent knowledge demonstrates a strong connection between diet, food components, and CKD management, and also taking into account that gut microbiota are very sensitive to these biological factors and environmental pollutants, nutraceuticals, mainly present in foods typical of the Mediterranean diet, can be considered a safe therapeutic strategy in Cd-induced kidney damage and, accordingly, could help in the prevention and treatment of CKD.
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Affiliation(s)
- Herbert Ryan Marini
- Department of Clinical and Experimental Medicine, University of Messina, 98125 Messina, Italy
| | - Federica Bellone
- Department of Clinical and Experimental Medicine, University of Messina, 98125 Messina, Italy
| | - Antonino Catalano
- Department of Clinical and Experimental Medicine, University of Messina, 98125 Messina, Italy
| | - Giovanni Squadrito
- Department of Clinical and Experimental Medicine, University of Messina, 98125 Messina, Italy
| | - Antonio Micali
- Department of Human Pathology of Adult and Childhood, University of Messina, 98125 Messina, Italy
| | - Domenico Puzzolo
- Department of Biomedical and Dental Sciences and Morphofunctional Imaging, University of Messina, 98125 Messina, Italy
| | - José Freni
- Department of Biomedical and Dental Sciences and Morphofunctional Imaging, University of Messina, 98125 Messina, Italy
| | - Giovanni Pallio
- Department of Clinical and Experimental Medicine, University of Messina, 98125 Messina, Italy
| | - Letteria Minutoli
- Department of Clinical and Experimental Medicine, University of Messina, 98125 Messina, Italy
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Wang X, Cui W, Wang M, Liang Y, Zhu G, Jin T, Chen X. The association between life-time dietary cadmium intake from rice and chronic kidney disease. ECOTOXICOLOGY AND ENVIRONMENTAL SAFETY 2021; 211:111933. [PMID: 33493722 DOI: 10.1016/j.ecoenv.2021.111933] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/24/2020] [Revised: 01/08/2021] [Accepted: 01/09/2021] [Indexed: 06/12/2023]
Abstract
The association between internal cadmium exposure and chronic kidney disease (CKD) has been investigated before. However, few studies have shown the association between dietary cadmium intake and CKD. In this study, we show the association between life-time dietary cadmium intake and CKD based on a follow-up study. At baseline, we collected blood and urine samples for assays of cadmium and renal effect biomarkers. A questionnaire and food survey was given to each subject to collect diet and lifestyle information for the estimation of cadmium intake. Dietary cadmium, cadmium in blood and urine were regarded as exposure markers. Life-time dietary cadmium intake was estimated based on an individual's daily cadmium intake and exposure time. At follow-up, 467 persons (163 men and 304 women) were finally included. CKD at follow-up was considered if the estimated glomerular filtration rate (eGFR) was less than 60 mL/min/1.73 m2. The eGFR level in subjects in the highest quartile of total dietary cadmium intake (>9.34 g) was significantly lower than in those with a moderate or low intake (p < 0.01). eGFR was negatively associated with total dietary cadmium intake (β = -0.42, 95% confidence interval (CI): -0.77 to -0.07) after adjustment with confounders. Logistic regression further showed that the risk of CKD in subjects with a high total dietary cadmium intake (>2.2 g) was higher than in those with a low intake (odds ratio (OR) = 18.16, 95%CI: 1.75-188.85). A similar association was found between the baseline urinary albumin (UALB) level and CKD incidence. A predictive model based on UALB and life-time dietary cadmium intake showed an acceptable performance (the area under the curve was 0.77 (95%CI: 0.65-0.88)). Our data show that high dietary cadmium exposure was associated with CKD after controlling for renal tubular dysfunction and internal cadmium exposure.
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Affiliation(s)
- Xinru Wang
- Department of Radiology, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing 210029, China
| | - Wenjing Cui
- Department of Radiology, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing 210029, China
| | - Miaomiao Wang
- Department of Radiology, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing 210029, China
| | - Yihuai Liang
- Department of Occupational and Environmental Medicine, School of Public Health, Fudan University, Shanghai 200032, China
| | - Guoying Zhu
- Institute of Radiation Medicine, Fudan University, Shanghai 200032, China
| | - Taiyi Jin
- Department of Occupational and Environmental Medicine, School of Public Health, Fudan University, Shanghai 200032, China.
| | - Xiao Chen
- Department of Radiology, Affiliated Hospital of Nanjing University of Chinese Medicine, Nanjing 210029, China.
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Zhong P, Liu J, Li H, Lin S, Zeng L, Luo L, Wu M, Zhang W. MicroRNA-204-5p regulates apoptosis by targeting Bcl2 in rat ovarian granulosa cells exposed to cadmium†. Biol Reprod 2020; 103:608-619. [PMID: 32500147 DOI: 10.1093/biolre/ioaa091] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2020] [Revised: 03/27/2020] [Accepted: 06/01/2020] [Indexed: 02/06/2023] Open
Abstract
This study aimed to investigate whether cadmium (Cd) cytotoxicity in rat ovarian granulosa cells (OGCs) is mediated through apoptosis or autophagy and to determine the role of microRNAs (miRNAs) in Cd cytotoxicity. To test this hypothesis, rat OGCs were exposed to 0, 10, and 20 μM CdCl2 in vitro. As the Cd concentration increased, OGC apoptosis increased. In addition, Cd promoted apoptosis by decreasing the mRNA and protein expression levels of inhibition of B-cell lymphoma 2 (Bcl2). However, under our experimental conditions, no autophagic changes in rat OGCs were observed, and the mRNA and protein expression levels of the autophagic markers microtubule-associated protein 1 light chain 3 alpha (Map1lc3b) and Beclin1 (Becn1) were not changed. Microarray chip analysis, miRNA screening, and bioinformatics approaches were used to further explore the roles of apoptosis regulation-related miRNAs. In total, 19 miRNAs putatively related to Cd-induced apoptosis in rat OGCs were identified. Notably, miR-204-5p, which may target Bcl2, was identified. Then, rat OGCs were cultured in vitro and used to construct the miR-204-5p-knockdown cell line LV2-short hairpin RNA (shRNA). LV2-shRNA cells were exposed to 20 μM Cd for 12 h, and the mRNA and protein expression levels of Bcl2 were increased. Our findings suggest that Cd is cytotoxic to rat OGCs, and mitochondrial apoptosis rather than autophagy mediates Cd-induced damage to OGCs. Cd also affects apoptosis-related miRNAs, and the underlying apoptotic mechanism may involve the Bcl2 gene.
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Affiliation(s)
- Ping Zhong
- Department of Preventive Medicine, Fujian Provincial Key Laboratory of Environment Factors and Cancer, Key Laboratory of Environment and Health, The School of Public Health, Fujian Medical University, Fuzhou, Fujian, China
| | - Jin Liu
- Department of Preventive Medicine, Fujian Provincial Key Laboratory of Environment Factors and Cancer, Key Laboratory of Environment and Health, The School of Public Health, Fujian Medical University, Fuzhou, Fujian, China
| | - Hong Li
- Department of Health Management, Fujian Health College, Fuzhou, Fujian, China
| | - Senbin Lin
- Department of Preventive Medicine, Fujian Provincial Key Laboratory of Environment Factors and Cancer, Key Laboratory of Environment and Health, The School of Public Health, Fujian Medical University, Fuzhou, Fujian, China
| | - Lingfeng Zeng
- Department of Preventive Medicine, Fujian Provincial Key Laboratory of Environment Factors and Cancer, Key Laboratory of Environment and Health, The School of Public Health, Fujian Medical University, Fuzhou, Fujian, China
| | - Lingfeng Luo
- Fujian Provincial Key Laboratory of Environment Factors and Cancer, Key Laboratory of Environment and Health, The School of Public Health, Fujian Medical University, Fuzhou, Fujian, China
| | - Minxia Wu
- Department of Pathology, The School of Basic Medical Sciences, Fujian Medical University, Fuzhou, Fujian, China
| | - Wenchang Zhang
- Department of Preventive Medicine, Fujian Provincial Key Laboratory of Environment Factors and Cancer, Key Laboratory of Environment and Health, The School of Public Health, Fujian Medical University, Fuzhou, Fujian, China.,Fujian Provincial Key Laboratory of Environment Factors and Cancer, Key Laboratory of Environment and Health, The School of Public Health, Fujian Medical University, Fuzhou, Fujian, China
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Anti-Müllerian hormone participates in ovarian granulosa cell damage due to cadmium exposure by negatively regulating stem cell factor. Reprod Toxicol 2020; 93:54-60. [DOI: 10.1016/j.reprotox.2020.01.002] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2019] [Revised: 01/01/2020] [Accepted: 01/06/2020] [Indexed: 12/27/2022]
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Huang S, Kuang J, Zhou F, Jia Q, Lu Q, Feng C, Yang W, Fan G. The association between prenatal cadmium exposure and birth weight: A systematic review and meta-analysis of available evidence. ENVIRONMENTAL POLLUTION (BARKING, ESSEX : 1987) 2019; 251:699-707. [PMID: 31108303 DOI: 10.1016/j.envpol.2019.05.039] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/23/2018] [Revised: 04/13/2019] [Accepted: 05/09/2019] [Indexed: 06/09/2023]
Abstract
We conducted a meta-analysis to evaluate the association between prenatal cadmium (Cd) exposure and birth weight. PubMed, Embase, China National Knowledge Infrastructure (CNKI), and Wanfang databases were searched for studies published before March 2019. We used a model-based method, standardizing effect size from linear regression models to include a maximum number of studies during our quantitative evaluations. As a result, 11 articles from the general population, containing 10 birth cohorts and one cross-sectional study, were included. Our meta-analysis demonstrated that a 50% increase of maternal urine Cd (UCd) would be associated with a 6.15 g decrease in neonatal birth weight (β = -6.15 g, 95% CI: -10.81, -1.49) as well as a 50% increase of maternal blood Cd (BCd) would be associated with an 11.57 g decrease (β = -11.57 g; 95% CI: -18.85, -4.30). Stratified analysis of UCd data indicated that the results of female newborns were statistically significant (β = -8.92 g, 95% CI: -17.51, -0.34), as was the first trimester (β = -11.34 g, 95% CI: -19.54, -3.14). Furthermore, increased UCd levels were associated with a higher rate of low birth weight (LBW) risk (OR = 1.12, 95% CI: 1.03, 1.22). This meta-analysis demonstrated that elevated maternal Cd levels are associated with decreased birth weight and higher LBW risk.
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Affiliation(s)
- Shouhe Huang
- Jiangxi Provincial Key Laboratory of Preventive Medicine, Nanchang University, Nanchang, 330006, PR China; Laboratory of Fear and Anxiety Disorders, Institute of Life Science, Nanchang University, Nanchang, 330031, China
| | - Jie Kuang
- Jiangxi Provincial Key Laboratory of Preventive Medicine, Nanchang University, Nanchang, 330006, PR China; Department of Occupational Health and Toxicology, School of Public Health, Nanchang University, Nanchang, 330006, China
| | - Fankun Zhou
- Jiangxi Provincial Key Laboratory of Preventive Medicine, Nanchang University, Nanchang, 330006, PR China; Department of Occupational Health and Toxicology, School of Public Health, Nanchang University, Nanchang, 330006, China
| | - Qiyue Jia
- Jiangxi Provincial Key Laboratory of Preventive Medicine, Nanchang University, Nanchang, 330006, PR China; Department of Occupational Health and Toxicology, School of Public Health, Nanchang University, Nanchang, 330006, China
| | - Qi Lu
- Department of Occupational Health and Toxicology, School of Public Health, Nanchang University, Nanchang, 330006, China
| | - Chang Feng
- Jiangxi Provincial Key Laboratory of Preventive Medicine, Nanchang University, Nanchang, 330006, PR China; Department of Occupational Health and Toxicology, School of Public Health, Nanchang University, Nanchang, 330006, China
| | - Wei Yang
- Nevada Center for Health Statistics and Informatics, School of Community Health Sciences, University of Nevada, Reno, USA
| | - Guangqin Fan
- Jiangxi Provincial Key Laboratory of Preventive Medicine, Nanchang University, Nanchang, 330006, PR China; Department of Occupational Health and Toxicology, School of Public Health, Nanchang University, Nanchang, 330006, China.
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