Abstract
Environmentally acquired lead and cadmium are associated with increased cardiovascular disease risk. In the Trial to Assess Chelation Therapy, up to 40 infusions with edetate disodium over an approximately one-year period lowered the cardiovascular disease risk in patients with a prior myocardial infarction. We assessed whether a reduction in surrogate measures of total body lead and cadmium, post-edetate disodium urine lead and pre-edetate urine cadmium, could be detected after repeated edetate disodium-based infusions compared to the baseline. Fourteen patients with coronary artery disease received multiple open-label edetate disodium infusions. The urine metals pre- and post-edetate infusion, normalized for urine creatinine, were compared to urine levels pre and post final infusion by a paired t-test. Compared with the pre-edetate values, post-edetate urine lead and cadmium increased by 3581% and 802%, respectively, after the first infusion. Compared to baseline, post-edetate lead decreased by 36% (p = 0.0004). A reduction in post-edetate urine lead was observed in 84% of the patients after the final infusion. Pre-edetate lead decreased by 60% (p = 0.003). Pre-edetate lead excretion became undetectable in nearly 40% of patients. This study suggests that edetate disodium-based infusions may decrease the total body burden of lead. However, our data suggest no significant reduction in the body burden of cadmium.
Keywords: lead, cadmium, chelation, vascular disease, atherosclerosis
1. Introduction
Environmentally acquired metals have been associated with increased cardiovascular disease risk in epidemiologic studies [1,2,3]. The CDC’s Agency for Toxic Substances and Disease Registry (ATSDR) Substance Priority List has listed lead as the second greatest threat to health via toxicity and exposure potential since 1997 [4]. Although environmental contamination has decreased with the elimination of lead in gasoline, chronic contamination exists via water pipes, lead-based paints, auto batteries, contaminated soil, and airborne emissions [4,5]. Lead accumulates within the mineralizing tissues (bones, teeth) with a half-life of 20–30 years. As a result, body stores of lead contribute to chronic exposure, as they leach out of the bone, even when new exposure is controlled [6]. The ATSDR lists cadmium in seventh place as a toxic substance of concern [4]. This toxic metal, which accumulates in fertilizer and green leafy plants, enters the body through tobacco use, ingested grains and vegetables, and the consumption of organ meats. Additionally, indirect uptake occurs through its industrial use (rechargeable batteries, plastic stabilizer, and construction) [7]. Cadmium accumulates in soft tissues (e.g., kidneys, liver) and its half-life in the body ranges between 6 and 38 years [4]. A recent systematic review concluded that chronic cadmium exposure is an independent risk factor for vascular disease, especially peripheral artery disease (PAD) and coronary artery disease (CAD) [7,8]. Moreover, preliminary evidence suggests that the severity of PAD may be associated with higher cadmium levels in both spontaneous and stimulated (post-edetate disodium) urine, showing the highest cadmium levels in patients with critical limb ischemia (CLI) [8]. Uncontrolled observational studies of edetate disodium infusions leading to wound healing and improvement in quality of life in patients with CLI have been published [9,10].
The total body burden of lead, measured non-invasively by using K-shell X-ray fluorescence, correlates with clinical outcomes, but this equipment is not widely available [11]. The total body burden of lead may also be estimated by post-chelation urine lead, while the total body burden of cadmium can be estimated by pre-chelation, or spontaneous, urine cadmium [12,13]. Edetate disodium is a polydentate chelator with particular affinity for cations with a +2 charge, including lead and cadmium [3]. Arenas et al. demonstrated that a single infusion of 3 g of edetate disodium leads to an approximately 4000% increase in excreted lead, 600% increase in excreted cadmium, and 400% increase in excreted nickel within 24 h [14]. However, the effect of repetitive treatments of edetate disodium chelation on lead and cadmium body burden is unknown. This analysis evaluated the effect of repeated edetate disodium chelation infusions (range 22 to 61 edetate disodium infusions) on surrogate markers for lead and cadmium body burden (post-chelation urine lead and pre-chelation urine cadmium). Lead and cadmium are associated with increased cardiovascular disease risk, and we postulate that decreasing the total body burden of each metal may lead to decreased cardiovascular mortality [2,3,7]. Additionally, as prior studies revealed that arsenic, nickel, and mercury are associated with atherosclerosis, the effect of edetate disodium on the pre- and post-chelation levels of these metals/metalloids is also reported [2,15,16].
2. Materials and Methods
2.1. Methodology
This is an exploratory retrospective study of 14 patients with CAD without occupational exposure to toxic metals. Patients younger than 50 years old, myocardial infarction (MI) <6 weeks prior to the study, or creatinine levels of >2.0 mg/dL were excluded [3,17,18,19,20]. Eligible patients participated in prior studies of edetate disodium infusions for vascular disease or received it based on clinical indications [3,17,18,19,20,21].
2.2. Materials
The Mount Sinai Institutional Review Board approved the retrospective chart review for the analyses of all patients receiving edetate disodium-based therapy for the treatment of atherosclerosis. The infusion regimen and dosing schedule mirrored the one approved for study under an Investigational New Drug application to the US Food and Drug Administration [3,17,18,19,20]. It consisted of up to 3 g of edetate disodium adjusted downward for decreasing renal function, 7 g of ascorbic acid, 2 g of magnesium chloride, 100 mg of procaine hydrochloride, 2500 units of unfractionated heparin, 2 mEq potassium chloride, 840 mg sodium bicarbonate, 250 mg of pantothenic acid, 100 mg of thiamine, and 100 mg of pyridoxine infused slowly over three or more hours [3,17,18,19,20]. Additionally, patients received a daily regimen of vitamins and minerals to supplement the potential depletion by edetate disodium including vitamin B6 25 mg, zinc 25 mg, copper 2 mg, manganese 15 mg, and chromium 50 µg [3,17,18,19,20]. Patients were selected to whom edetate disodium had been administered intravenously on a weekly basis for at least 2 weeks. Patients who received only one infusion were excluded. At the first and final infusion, urine was collected pre and post infusion in metal-free containers, assayed with inductively coupled plasma-mass spectrometry (ICP-MS; Doctor’s Data, St. Charles, IL, USA), and controlled for urine concentration by expressing results as micrograms of metal per gram of creatinine [3,17,18,19,20]. The lower limits of detection were 0.07 µg/g for lead, 0.07 µg/g for cadmium, 0.28 µg/g for mercury, and 0.56 µg/g for nickel. Although this report focuses on two highly atherogenic metals, lead and cadmium, we also report data for other toxic metals and metalloids associated with atherosclerosis (arsenic, mercury, and nickel) that were measured as part of the multielement laboratory panel (Table 1).
Table 1.
Pre-Chelation | Post-Chelation | |||||
---|---|---|---|---|---|---|
Metals | First | Final Infusion | Percent Change | p-Value | First | Final Infusion | Percent Change | p-Value |
(µg/g of Creatinine) | (µg/g of Creatinine) | |||||
Pb | 0.5 ± 0.4 | 0.2 ± 0.2 | −54.5% | 0.006 | 17. ± 13.0 | 11.2 ± 13.8 | −36.3% | 0.0004 |
Cd | 0.4 ± 0.2 | 0.4 ± 0.5 | −7.7% | 0.86 | 3.1 ± 1.5 | 2.9 ± 1.7 | −6.7% | 0.65 |
Ni | 3.6 ± 2.3 | 3.8 ± 2.9 | 4.5% | 0.85 | 7.4 ± 3.2 | 6.2 ± 2.7 | −15.9% | 0.24 |
As | 23.2 ± 13.7 | 47.1 ± 6.6 | 102% | 0.21 | 19.8 ± 13.3 | 50.2 ± 64.6 | 153% | 0.12 |
Hg | 0.8 ± 0.69 | 0.85 ± 0.8 | 11% | 0.79 | 0.40 ± 0.5 | 0.42 ± 0.4 | 3.8% | 0.91 |
2.3. Statistical Analyses
Metal levels are presented as means and standard deviations (SD). The pre and post metal levels were parametric in the log scale. Therefore, a paired t-test with SPSS version 20 (Armonk, NY, USA) was used to compare metal levels in pre- and post-chelated urine at baseline (pre-treatment) and after chronic treatment with edetate disodium infusions. In addition, for more confirmation that the results were robust, a non-parametric Kruskal–Wallis test was performed, with similar results. Power analysis was not performed. Undetectable metal values (0.1% for lead, 0.1% for cadmium, none for arsenic, 0.4% mercury, and 0.8% nickel) were replaced by the lower limit of detection divided by the square root of two. Figures were constructed in R version 3.5.3. (Auckland, New Zealand).
3. Results
The mean (SD) age of the patients was 74 (11, range 55 to 90) years and mean (SD) serum creatinine was 0.9 (0.3) mg/dL. Ten (71%) patients were male and 7 (50%) were Hispanic. The mean baseline Modification of Diet in Renal Disease (MDRD) eGFR was 78 mL/min/1.73 m [22]. All patients had CAD; 12 (86%) had diabetes, 12 (86%) had PAD, and 6 (43%) had a smoking history (Table 2). Patients received a median of 51 infusions (range 22 to 61).
Table 2.
Baseline Characteristics | ||||||
---|---|---|---|---|---|---|
Age | Sex | Race | CAD | PAD | Diabetes | Smoking |
86 | M | Hispanic | Y | Y | N | N |
69 | M | Hispanic | Y | Y | Y | N |
68 | M | Caucasian | Y | Y | Y | Y |
55 | M | Caucasian | Y | Y | Y | Y |
56 | M | Caucasian | Y | N | Y | Y |
76 | F | Caucasian | Y | Y | N | Y |
84 | M | Caucasian | Y | Y | Y | N |
90 | F | Hispanic | Y | Y | Y | Y |
80 | M | Caucasian | Y | Y | Y | N |
83 | F | Hispanic | Y | Y | Y | Y |
69 | F | Hispanic | Y | Y | Y | N |
82 | M | Hispanic | Y | Y | Y | N |
64 | M | Caucasian | Y | N | Y | N |
75 | M | Hispanic | Y | Y | Y | N |
In an exploratory manner, we conducted stratified analyses by smoking status and race/ethnicity. At the final treatment visit, pre- versus post-edetate change in urine lead was not meaningfully different for Hispanic patients (4435%, n = 7) or non-smoking patients (4446%, n = 8) compared to all patients (4730%).
At baseline, all patients had detectable pre-edetate urine levels of lead and cadmium. After the initial infusion, post-edetate urine lead increased by 3581% (range 1667% to 7900%) and cadmium by 802% (range 250% to 1550%) (Table 1, Figure 1). After the final (last) infusion, the average urinary lead concentration increased by 4730% (Figure 1). A reduction in post-edetate urine lead was observed in 84% of the patients after the final treatment (Figure 2). The two patients (16%) who did not have diabetes did not experience a reduction in post-edetate urine lead. Post-edetate urine lead, the surrogate marker of body burden, decreased by 36% (p = 0.0004) compared with the baseline. Pre-edetate, spontaneous urine lead decreased by 54% (p = 0.006). Moreover, spontaneous, pre-edetate urine lead became undetectable (≤0.07 µg/g of creatinine) in nearly 40% of patients after their infusion regimen (Figure 3). Post-edetate urine lead became undetectable in 7% of patients. No statistically significant differences were found for pre- or post-edetate urine cadmium, nickel, arsenic, or mercury compared with the baseline (Table 1).
4. Discussion
Cardiovascular disease prevention extends beyond behavioral modifications and conventional medical therapy. Indeed, even when accounting for all traditional cardiovascular risk factors, up to 30% of atherosclerotic or coronary events cannot be explained. This observation suggests that there may be additional environmentally acquired, and potentially modifiable, coronary risk factors [3,17,18,19,20,21,23]. Lead, cadmium, nickel, mercury, and arsenic are associated with cardiovascular disease and premature mortality [2,4,7,15,16]. Recent studies suggest that pharmacotherapy with metal chelating agents may reduce recurrent cardiovascular events [3,17,18,19,20]. However, it is unknown if this beneficial cardiovascular effect is due to a reduction of toxic metal burden or other mechanisms.
4.1. Edetate Disodium and Patient Safety
Edetate disodium therapy, at large doses, may induce renal toxicity, most commonly in patients with underlying renal disease. As patients with creatinine levels of >2.0 mg/dL were excluded from our study, there was no change in renal function and no adverse effects reported [3,17,18,19,20].
Hypocalcemia was not observed in our study, as it occurs principally with the rapid infusion of edetate disodium. Our study utilized the infusion protocol from Trial to Assess Chelation Therapy (TACT). Infusions were conducted over a three-hour period and serial labs were obtained to ensure adequate electrolyte levels. [3,17,18,19,20]. Additional side effects including metal deficiency syndromes, arrhythmias, respiratory arrest, hypoglycemia, or hematological abnormalities were not observed [3,17,18,19,20]. The regimen of edetate disodium therapy appeared to have been well-tolerated in this small patient population.
The tolerability of the infusion regimen is unsurprising. TACT enrolled 1708 patients with a history of MI and administered a total of 55,222 infusions—27,382 infusions of which were edetate disodium based. There were no statistically significant differences in major or minor adverse events of edetate disodium compared with placebo infusions [3,17,18,19,20].
4.2. Decrease in Lead Burden
The present exploratory study suggests that a regimen of repeated edetate disodium infusions may decrease a potential surrogate marker of total body burden for lead—a cardiotoxic agent. For cadmium and mercury, no significant decline was observed. We observed the baseline urine lead levels in all patients studied. Post-edetate urine lead decreased in all but 2 (16%) subjects. Interestingly, these 2 subjects were the only ones without diabetes (Table 2). Escolar et al. analyzed a pre-defined subset of patients with diabetes from TACT and reported a reduction in cardiovascular events and all-cause mortality [3,17,18,19,20]. TACT2 will explore whether a reduction in post-infusion urine lead is associated with a reduction in clinical events.
5. Conclusions
Toxic metal exposure remains an under-recognized contributor to vascular disease [1,2,9,23]. Animal models have shown that lead may increase oxidative stress by increasing the production of reactive oxygen species, which interferes with the nitric oxide signaling cascade, leading to endothelial dysfunction, and eventually atherosclerotic disease burden [18]. Lead concentrations as low as 5 µg/dL, and possibly lower, are associated with increased cardiovascular disease mortality. Thus, there is no known “safe” lead level [1]. In a meta-analysis, Chowdhury et al. reported that lead and cadmium burden has a dose–response relationship with cardiovascular disease risk [2]. The pooled adjusted relative risks were 1.43 for incident cardiovascular disease and 1.85 for incident coronary artery disease [2]. A single edetate disodium infusion effectively chelated and removed large amounts of two important vasculotoxic metals, lead and cadmium. However, whether repeated chelation can effectively reduce total body metal burden is unknown. Our preliminary study in patients with cardiovascular disease supports that edetate-disodium-based chelation decreased our surrogate marker of lead burden but failed to significantly reduce cadmium, nickel, and mercury measurements. Additional research with larger sample size, control group, and long-term follow up for cardiovascular and all-cause mortality is in progress.
Limitations
This is a small study that used surrogate markers of lead and cadmium body burden. There was no control group; each patient acted as their own control. Blood metals or specific biomarkers for cumulative lead exposure (e.g., X-ray fluorescence or whole-blood DNA methylation profiles [11,24]) were also not measured. The number of edetate disodium infusions and the relationship between pre and post edetate disodium urine metal levels were not assessed. Therefore, a conclusion regarding a dose-dependent relationship could not be drawn. We were unable to assess potential differences in treatment response by patient characteristics because of the small sample size.
However, these preliminary studies support conducting larger studies of patients, including those with a history of myocardial infarction (TACT2, www.tact2.org) and critical limb ischemia (TACT3a), which are in progress.
Abbreviations
TACT | Trial to Assess Chelation Therapy |
CDC | Center for Disease Control |
CAD | coronary artery disease |
CLI | critical limb ischemia |
PAD | peripheral artery disease |
ATSDR | Agency for Toxic Substances and Disease Registry |
MI | myocardial infarction |
Author Contributions
Conceptualization, G.A.L. and Z.H.A.; methodology, Z.H.A. and F.U.; software, I.A.A. and A.N.-A.; validation, G.A.L., A.E.N.; formal analysis, I.A.A., A.E.N., A.N.-A.; investigation, Z.H.A. and F.U.; resources, Z.H.A.; data curation, I.A.A., A.E.N., and A.N.-A.; writing—original draft preparation, Z.H.A.; writing—review and editing, Z.H.A., F.U., I.A.A., A.E.N., A.N.-A., and G.A.L.; visualization, Z.H.A.; supervision, G.A.L., A.N.-A.; project administration, G.A.L. and F.U. All authors have read and agreed to the published version of the manuscript.
Funding
This research did not receive external funding or any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.
Conflicts of Interest
The authors have no conflict of interest.
Data Availability Statement
The data that support the findings of this study are available from the corresponding author upon reasonable request.
References
- 1.Lanphear B.P., Rauch S., Auinger P., Allen R.W., Hornung R.W. Low-level lead exposure and mortality in US adults: A population-based cohort study. Lancet Public Health. 2018;3:e177–e184. doi: 10.1016/S2468-2667(18)30025-2. [DOI] [PubMed] [Google Scholar]
- 2.Chowdhury R., Ramond A., O’Keeffe L.M., Shahzad S., Kunutsor S.K., Muka T., Gregson J., Willeit P., Warnakula S., Khan H., et al. Environmental toxic metal contaminants and risk of cardiovascular outcomes: Systematic review and meta-analysis. BMJ. 2018;362:k3310. doi: 10.1136/bmj.k3310. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Lamas G.A., Navas-Acien A., Mark D.B., Lee K.L. Heavy Metals, Cardiovascular Disease, and the Unexpected Benefits of Chelation Therapy. J. Am. Coll. Cardiol. 2016;67:2411–2418. doi: 10.1016/j.jacc.2016.02.066. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Agency for Toxic Substances and Disease Registry (ATSDR) The Priority List of Hazardous Substances. [(accessed on 22 May 2019)]; Available online: https://www.atsdr.cdc.gov/
- 5.Flora S., Mittal M., Mehta A. Heavy metal induced oxidative stress and its possible reversal by chelation therapy. Indian J. Med. Res. 2008;128:501–523. [PubMed] [Google Scholar]
- 6.Dimercaptosuccinic Acid (DMSA) A Non-Toxic, Water-Soluble Treatment For Heavy Metal Toxicity. [(accessed on 4 June 2019)]; Available online: https://wellnesspharmacy.com/wp-content/uploads/2015/01/dmsa-heavymetaltoxicity.pdf. [PubMed]
- 7.Tellez-Plaza M., Jones M.R., Dominguez-Lucas A., Guallar E., Navas-Acien A. Cadmium exposure and clinical cardiovascular disease: A systematic review. Curr. Atheroscler. Rep. 2013;15:356. doi: 10.1007/s11883-013-0356-2. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8.Ujueta F., Arenas I.A., Diaz D., Yates T., Beasley R., Navas-Acien A., Lamas G.A. Cadmium level and severity of peripheral artery disease in patients with coronary artery disease. Eur. J. Prev. Card. 2018;26:1456–1458. doi: 10.1177/2047487318796585. [DOI] [PubMed] [Google Scholar]
- 9.Arenas I., Ujueta F., Diaz D., Yates T., Olivieri B., Beasley R., Lamas G.A. Limb Preservation Using Edetate Disodium-based Chelation in Patients with Diabetes and Critical Limb Ischemia: An Open-label Pilot Study. Cureus. 2019;11:e6477. doi: 10.7759/cureus.6477. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Ujueta F., Vozzi C., Vozzi L. Edetate Disodium-based Treatment in a Woman with Diabetes and Critical Limb Ischemia Scheduled for Lower Extremity Amputation. Cureus. 2019;11:e6142. doi: 10.7759/cureus.6142. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11.Farooqui Z., Bakulski K.M., Power M.C., Weiddkopf M.G., Sparrow D., Spiro A., Vokonas P.S., Nie L.H., Hu H., Park S.K. Associations of cumulative Pb exposure and longitudinal changes in Mini-Mental Status Exam scores, global cognition and domains of cognition: The VA Normative Aging Study. Environ. Res. 2017;152:102–108. doi: 10.1016/j.envres.2016.10.007. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Vacchi-Suzzi C., Kruse D., Harrington J., Levine K., Meliker J. Is Urinary Cadmium a Biomarker of Long-term Exposure in Humans? A Review. Curr. Environ. Health Rep. 2016;3:450–458. doi: 10.1007/s40572-016-0107-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.Marsden P. Increased Body Lead Burden—Cause or Consequence of Chronic Renal Insufficiency? N. Engl. J. Med. 2003;348:345–347. doi: 10.1056/NEJMe020164. [DOI] [PubMed] [Google Scholar]
- 14.Arenas I.A., Navas-Acien A., Ergui I., Lamas G.A. Enhanced vasculotoxic metal excretion in post-myocardial infarction patients following a single edetate disodium-based infusion. Environ. Res. 2017;158:443–449. doi: 10.1016/j.envres.2017.06.039. [DOI] [PubMed] [Google Scholar]
- 15.Ying Z., Xu X., Chen M., Liu D., Zhong M., Chen L., Sun Q., Rajagopalan S. A Synergistic Vascular Effect of Airborne Particulate Matter and Nickel in a Mouse Model. Toxicol. Sci. 2013;135:72–80. doi: 10.1093/toxsci/kft136. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Genchi G., Sinicropi M.S., Carocci A., Lauria G., Catalano A. Mercury Exposure and Heart Diseases. Int. J. Environ. Res. Public Health. 2017;14:74. doi: 10.3390/ijerph14010074. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Lamas G.A., Goertz C., Boineau R., Mark D.B., Rozema T., Nahin R.L., Drisko J.A., Lee K.L. Design of the Trial to Assess Chelation Therapy (TACT) Am. Heart J. 2012;163:7–12. doi: 10.1016/j.ahj.2011.10.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Diaz D., Fonseca V., Aude Y.W., Lamas G.A. Chelation therapy to prevent diabetes-associated cardiovascular events. Curr. Opin. Endocrinol. Diabetes Obes. 2018;25:258–266. doi: 10.1097/MED.0000000000000419. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Escolar E., Lamas G.A., Mark D.B., Boineau R., Goertz C., Rosenberg Y., Nahin R.L., Ouyang P., Rozema T., Magaziner A., et al. The effect of an EDTA-based chelation regimen on patients with diabetes mellitus and prior myocardial infarction in the Trial to Assess Chelation Therapy (TACT) Circ. Cardiovasc. Qual. Outcomes. 2013;7:15–24. doi: 10.1161/CIRCOUTCOMES.113.000663. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20.Lamas G.A., Goertz C., Boineau R., Mark D.B., Rozema T., Nahin R.L., Lindblad L., Lewis E.F., Drisko J., Lee K.L. Effect of disodium EDTA chelation regimen on cardiovascular events in patients with previous myocardial infarction: The TACT randomized trial. JAMA. 2013;309:1241–1250. doi: 10.1001/jama.2013.2107. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Fihn S.D., Blankenship J.C., Alexander K.P., Bittl J.A., Byrne J.G., Fletcher B.J., Fonarow G.C., Lange R.A., Levine G.N., Maddox T.M., et al. 2014 ACC/AHA/AATS/PCNA/SCAI/STS Focused Update of the Guideline for the Diagnosis and Management of Patients with Stable Ischemic Heart Disease. J. Am. Coll. Cardiol. 2014;64:1929–1949. doi: 10.1016/j.jacc.2014.07.017. [DOI] [PubMed] [Google Scholar]
- 22.Levey A.S., Coresh J., Greene T., Stevens L.A., Zhang Y.L., Hendriksen S., Kusek J.W., Van Lente F. Chronic Kidney Disease Epidemiology Collaboration. Using standardized serum creatinine values in the modification of diet in renal disease study equation for estimating glomerular filtration rate. Ann. Intern. Med. 2006;145:247–254. doi: 10.7326/0003-4819-145-4-200608150-00004. [DOI] [PubMed] [Google Scholar]
- 23.Wang X., Mukherjee B., Sung P. Does information on blood heavy metals improve cardiovascular mortality prediction? JAHA. 2019;8:e013571. doi: 10.1161/JAHA.119.013571. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Colicino E., Just A., Kioumourtzoglou M., Vokonas P., Cardenas A., Sparrow D., Weissopf M., Nie L.H., Hu H., Schwartz J., et al. Blood DNA methylation biomarkers of cumulative lead exposure in adults. J. Expo. Sci. Environ. Epidemiol. 2019 doi: 10.1038/s41370-019-0183-9. [DOI] [PMC free article] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Data Availability Statement
The data that support the findings of this study are available from the corresponding author upon reasonable request.