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Erschienen in: The Egyptian Journal of Neurology, Psychiatry and Neurosurgery 1/2020

Open Access 01.12.2020 | Research

Serum zinc and copper levels in a sample of Egyptian epileptic children

verfasst von: Mona A. Eissa, Khaled O. Abdulghani, Maha A. Nada, Hala M. Elkhawas, Ahmed E. Shouman, Nahed S. Ahmed

Erschienen in: The Egyptian Journal of Neurology, Psychiatry and Neurosurgery | Ausgabe 1/2020

Abstract

Background

Epilepsy is among the most common disabling neurological disorders among children. Altered serum levels of zinc and copper may facilitate seizure occurrence and repetition, and antiepileptic drugs may disturb their serum levels affecting disease control and outcome.

Objective

To investigate the association between serum levels of zinc and copper and epilepsy and antiepileptic treatment in a group of Egyptian epileptic children.

Methods

Case-control study on 100 epileptic patients, aged from 2 to 16 years, from neurology outpatient clinic and 50 apparently healthy children with matched age and sex. Venous samples were withdrawn from patients and controls then serum levels of zinc and copper were measured with graphite furnace atomic absorption spectrometer-A Analyst 800.

Results

Serum zinc level of patients’ group was significantly lower than that of controls with a mean of 59.1 μ/dL ± 22.7 and 85 μ/dL ± 22.2, respectively (P < 0.01). Serum zinc level of patients with history of febrile seizures was significantly decreased compared to patients without history of febrile seizures with a mean of 41.5 μ/dL ± 20.1 and 67.9 μ/dL ± 19.3, respectively (P < 0.01). Patient on carbamazepine intake showed significantly lower zinc serum level than patients without carbamazepine intake, with a mean of 49.0 μ/dL ± 17 and 61.8 μ/dL ± 23.4, respectively (P < 0.01). A significant negative correlation was noted between the duration of illness of epilepsy and the mean copper serum level (P < 0.05).

Conclusion

Zinc and copper altered homeostasis have mounting evidence about their role in the pathogenesis of epilepsy. Designing treatment plans that selectively restore zinc and copper normal levels may be a beneficial strategy in the future.
Hinweise

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Abkürzungen
EEG
Electroencephalography
GABA
Gamma-aminobutyric acid
ILAE
International League Against Epilepsy
IUPAC
International Union of Pure and Applied Chemistry
MRI
Magnetic resonance imaging
MTS
Mesial temporal sclerosis
NMDA
N-Methyl-d-aspartate

Introduction

Epilepsy is the third leading contributor to the global burden of disease for neurological disorders [1]. Among the population with newly diagnosed epilepsy, children and older adults are the most rapidly growing segments [2].
Childhood epilepsy has a large spectrum of clinical manifestations and many different causes [3]. A history of complex febrile seizures is frequently correlated with a risk of epilepsy developing in the future [4]. Childhood epilepsy often has a fluctuating course, and approximately one third of epileptic children experience alternating periods of seizure freedom and seizure relapses. About 59% of children with epilepsy can achieve reasonably good seizure control with antiepileptic drug therapy, and around 30% will be refractory despite numerous medications [5].
Certain minerals and trace elements are essential for the development of healthy nervous system and neuronal susceptibility to excitability [6]. Altered homeostasis of zinc and copper may be involved in the susceptibility, development, and termination of seizures especially genetically determined epilepsy [7].
Zinc has been identified as having both proconvulsant and anticonvulsant activities [8]. It has long been established that zinc can bind to and modulate the function of a plethora of targets, including glutamate, gamma-aminobutyric acid (GABA), and glycine receptors [9]. Zinc can also translocate into neurons [10], where it can modulate intracellular signaling through a host of other mechanisms.
On the other hand, copper dysregulation has an impact on synaptic transmission and excitability. Studies performed to date reveal a complex network of interconnected pathways through which copper can both serve as a signal itself and modulate signaling through multiple pathways. Copper has a unique role in oxidation-reduction reactions. However, the advantages of using copper come at a price. The same reactive properties that give copper its utility as an enzymatic co-factor pose a risk for the generation of reactive oxygen species and subsequent oxidative damage in uncontrolled settings [11].

Subjects and methods

This is a case control study, where we compared serum level of zinc and copper of 100 of epileptic children visiting outpatient neurology clinics of both Ain Shams University and Helwan University hospitals in the period from October 2017 till April 2019, in addition to 50 healthy children as a control group. We included in our study the epileptic children with the age between 2 and 16 years. All parents or guardians of chosen patients and controls have provided informed written consent to participate in this study. Patients have been diagnosed according to International Leagues against Epilepsy (ILAE) definition [3]. Full history was taken from all cases including age of onset of epilepsy, predominant type of seizures, EEG findings, and duration and course of illness together with antiepileptic treatment and their response. All included cases had indefinite etiology of epilepsy. All cases had normal MRI. Yet those showed mesial temporal sclerosis were included if they had past history of febrile seizures which are supposed to be linked with low zinc serum level.
Cases were further subdivided into three subgroups. The first group included newly diagnosed cases who did not receive any medical treatment for epilepsy before time of sampling. The second group included controlled cases who are on medical treatment and seizure-free. ILAE defines seizure-free or medically responsive epilepsy as seizure freedom for 12 months or 3 times the longest previous inter-seizure interval, whichever is longer [12]. The third group included uncontrolled cases of drug-resistant epilepsy; that is defined as the failure of adequate trials of two or more tolerated, appropriately chosen, and appropriately used antiepileptic treatment regimens, whether administered as monotherapies or in combination, to achieve seizure freedom [13]. Additionally, we classified diagnosed patients who already are on medical treatment according to number of antiepileptic medications into two groups: the monotherapy and polytherapy groups.
We excluded symptomatic epilepsy due to central nervous system infections; structural, metabolic, and neurodegenerative disorders; and patients using multivitamin formula including zinc and/or copper.
A group of 50 healthy children served as controls. They were matched for gender, age, and demographic features. All control cases have normal anthropometric measurements including weight and height, and all of them are in good nutritional status with no feeding difficulties, signs of malnutrition, or vitamin deficiencies. Furthermore, all the control children were not receiving zinc- and/or copper-containing preparations or antioxidant drugs. An informed written consent was obtained from the parents/guardians of all included subjects. The study was approved by the Ethical Committee of Ain Shams University.
All the subjects were in the interictal period and at least 24 h seizure-free at the time of blood sampling. Serum was collected according to International Union of Pure and Applied Chemistry (IUPAC) guidelines [14]. Three milliliters of venous blood sample was collected from all patients and control in sterile silicon tubes without addition of any anticoagulants then centrifuged at 2500 rpm for 15–20 min. Then, the serum is collected and preserved in sterile Eppendorf tubes at − 80° until the serum levels of zinc and copper were analyzed. Measurement of serum levels of zinc and copper was done by graphite furnace atomic absorption spectrometer-A Analyst 800 (PerkinElmer, USA) [14].
Laboratory values of our control candidates were compared with other international studies performed to reveal reference values of serum trace elements among pediatric populations. Used references for serum zinc and copper were determined according to the Clinical and Laboratory Standards Institute and International Federation of Clinical Chemistry guidelines. The normal reference range for serum zinc was 64–124 μg/dL. The reference intervals for serum copper were 75–153 μg/dL [15].

Statistical analysis

The data was entered to a personal computer with the aid of Microsoft Excel workbook file. Double data entry was done. Data checking for completeness and errors together with analysis was done using the SPSS program (Statistical Package for the Social Sciences, version 23; Chicago, USA), Student’s t test (a two-sample location test of the null hypothesis such that the means of two populations are equal), one sample t test (a one-sample location test of whether the mean of a population has a value specified in a null hypothesis), and one-way analysis of variance (a collection of statistical models and their associated estimation procedures such as the variation among and between groups used to analyze the differences among group means in a sample). We also used Pearson’s correlation coefficient (the covariance of the two variables divided by the product of their standard deviations) and linear regression module (a linear approach to modelling the relationship between a scalar response, or dependent variable, and one or more explanatory variables, or independent variables). In addition, we performed ANOVA test (based on the law of total variance, where the observed variance in a particular variable is partitioned into components attributable to different sources of variation). The cutoff value for statistical significance used in this study is a P value < 0.05.

Results

The patient group consisted of 59 males and 41 females, while there were 26 males and 24 females in the control group. Age within the studied groups ranged between 2 and 16 years. Our patients were divided into three subgroups according to the state of disease at the time of study. The mean duration of illness was 28.7 months ± 21.7. Detailed history items among studied cases are shown in Table 1. Clinical, radiological, and EEG findings among the studied patients, together with the distribution of antiepileptic medications among patients’ group, are demonstrated in Tables 2 and 3.
Table 1
Distribution of different history items
n = 100
Number of patients
%
Consanguinity
 Negative
77
77
 Second degree
16
16
 Higher degree
7
7
Family history
  
 Negative
72
72
 Similar condition
28
28
Past history
 Negative
69
69
 Other medical condition
31
31
Perinatal history
 Negative
96
96
 Postnatal event
4
4
Developmental milestones
 Normal
78
78
 Delayed motor
2
2
 Delayed speech
16
16
 Delayed both
2
2
History of febrile seizures
 Negative
69
69
 Positive
31
31
Table 2
Clinical, investigational, and radiological findings of studied patients
n = 100
Number of patients
%
s
 Newly diagnosed
19
19
 Controlled
43
43
 Uncontrolled
37
37
Semiology
 Focal onset seizures
6
6
 Focal onset seizures with impaired awareness
16
16
 Generalized seizures
78
78
Interictal EEG
 Focal discharge
35
35
 Focal with secondary generalization
37
37
 Generalized discharge
28
28
MRI
 Normal
92
92
 Mesial temporal sclerosis (MTS)
8
8
Table 3
Distribution of antiepileptic medications among patients
n = 100
Number of patients
%
Number of medication
 Newly diagnosed patients
19
19
 Patient on monotherapy
58
58
 Patient on polytherapy
23
23
Taking medicationN= 81
Levetiracetam
44
54.3
Carbamazepine
22
27.2
Oxcarbazepine
13
16.0
Lamotrigine
10
12.3
Na valproate
9
11.1
Ethosuximide
9
11.1
Zonisamide
1
1.2
Serum zinc and copper of the control group were as follows: for zinc, the serum level ranged between 53.3 and 138.8 μ/dL with a mean of 85 μ/dL ± 22.2. For copper, the serum level ranged between17.5 and 129.7 μ/dL with a mean of 71.6 μ/dL ± 38.3.
On the other hand, in patients’ group, the mean zinc serum level was 59.1 μ/dL ± 22.7. This was lower by 30.5% when compared to the mean zinc serum level of the control group (P < 0.01). On measuring the copper serum level among patients’ group, the mean copper serum level was 69.2 μ/dL ± 33.6 with no statistical significance when compared to the control group (Fig. 1).
Comparison between zinc serum levels of each of the patients’ subgroups and controls showed significant lower level in each of them; with a mean of 62.7 μ/dL ± 22.1, 60.7 μ/dL ± 21.6, and 55.1 μ/dL ± 24.3 for newly diagnosed, controlled, and uncontrolled, respectively, compared with 85 μ/dL ± 22.2 in the control group (P < 0.05). No significant difference appeared as regards the copper serum level comparisons between patients’ groups and controls, with the means of 72.4 μ/dL ± 35.3, 71.4 μ/dL ± 36.3, and 64.9 μ/dL ± 29.6 for newly diagnosed, controlled, and uncontrolled groups, respectively, compared with a mean of 71.6 μ/dL ± 38.3 for controls.
Further comparison between zinc serum levels of both newly diagnosed, receiving no treatment (19 patients), and previously diagnosed patient patients, on antiepileptic treatment at the time of the study (81 patients) showed no significant difference, where the mean was 62.7 μ/dL ± 22.1 in newly diagnosed cases and 58.2 μ/dL ± 22.9 in previously diagnosed ones. Moreover, a comparison between estimated copper serum levels of these same groups showed no significant difference, where the mean was 72.4 μ/dL ± 35.3 in newly diagnosed cases and 68.4 μ/dL ± 33.4 in previously diagnosed ones.
Serum level of zinc and copper among controlled and uncontrolled showed insignificant lower levels in uncontrolled cases (P > 0.05). The mean for zinc serum level was 60.7 μ/dL ± 21.6 in controlled cases and 55.1 μ/dL ± 24.3 in uncontrolled cases, while the mean value of copper serum level in controlled cases was 71.4 μ/dL ± 36.3 and 64.9 μ/dL ± 29.6 in uncontrolled cases.
The mean value of zinc serum level in patients with past history of febrile seizures was 41.5 μ/dL ± 20.1 which was significantly lower statistically than that in patients with no history of febrile seizures with a mean value of 67.9 μ/dL ± 19.3. However, the mean value of copper serum level among patients with history of febrile seizures was not statistically different from that of patients without history of febrile seizures (Fig. 2).
By using correlation coefficient between patients’ mean level of zinc and copper with duration of illness in months, a negative correlation was noted only between copper serum level and duration of illness, which means the longer the duration of illness the lower the copper serum level (R = 0.213, P = 0.03) as shown in (Fig. 3). However, it was not the case for zinc (R = 0.081, P = 0.4)
Estimated mean value of zinc and copper serum level among patients showing mesial temporal sclerosis (MTS) in MRI was lower by 27.6 and 37.2%, respectively. This difference was statistically insignificant (P = 0.07) for zinc but was not for copper (Table 4).
Table 4
Comparison between patients with and without mesial temporal sclerosis in MRI
 
Patients with MTS
N = 8
Mean SD
Patients without MTS
N = 92
Mean SD
t
P
Zinc (μ/dL)
47.1 ± 17.0
60.1 ± 22.9
2.0
0.07*
Copper (μ/dL)
51.5 ± 39.2
70.7 ± 32.9
1.5
0.1
MTS mesial temporal sclerosis
*Insignificant
Regarding the effect of medications, a lower mean value of serum level of both zinc and copper among 58 patients on monotherapy was found compared to that of 23 patients on polytherapy, yet the difference was not significant statistically (P > 0.05). The mean zinc level was 56.2 μ/dL ± 21.5 and 63.1 μ/dL ± 26.1 in patients on monotherapy and those on polytherapy, respectively. The mean copper level was 65.6 μ/dL ± 34.6 and 75.5 μ/dL ± 29.5 in patients on monotherapy and those on polytherapy, respectively.
Levetiracetam was found to be the most used medication among our studied patients’ group (44%). When the mean serum levels of both zinc and copper were studied among these patients, they were slightly higher compared to those of the rest of patients not receiving levetiracetam, yet with no statistical significance (Table 5). On the other hand, when the zinc mean levels of patients on levetiracetam was compared to those of control subjects, it was lower, yet again the difference was not significant.
Table 5
Comparison between patient with and without levetiracetam intake as regards zinc and copper serum levels
 
Patients on levetiracetam
n = 44
Mean SD
Patients not on levetiracetam
n = 56
Mean SD
t
P
Zinc (μ/dL)
61.8 ± 25.6
56.9 ± 20.1
1.0
0.2
Copper (μ/dL)
75.3 ± 33.4
64.4 ± 33.4
1.6
0.1
Carbamazepine was the second commonly used medication (22% of patients). The mean level of zinc serum level of patients on carbamazepine showed significantly lower level compared to those not receiving carbamazepine. Moreover, this mean value was significantly at lower level when compared to the mean value of the control group (P = 0.01; Fig. 4). The mean value of serum copper among same patients’ group was lower than those did not receive carbamazepine, yet with no statistical significance (Table 6).
Table 6
Comparison between patients with and without carbamazepine intake as regards mean zinc and copper serum level
 
Patient on carbamazepine
n = 22
Mean SD
Patients not on carbamazepine
n = 78
Mean SD
t
P
Zinc (μ/dL)
49.0 ± 17.0
61.8 ± 23.4
2.8
0.009*
Copper (μ/dL)
66.7 ± 34.3
69.9 ± 33.6
0.3
0.6
(P < 0.01)
* highly significant
By using linear regression model for the factors independently related to the zinc level in serum among the studied cases, it was found that the past history of febrile seizures, generalized epileptic discharge in EEG, and carbamazepine intake were strongly associated with lower zinc serum level (Table 7).
Table 7
Linear regression model for the factors independently related to the zinc level in serum among cases
Factor
Standard B
t
P
Polytherapy
0.04
0.5
0.5
Generalized EEG discharge
− 0.256
3.0
0.000
Febrile seizures
− 0.502
5.8
0.000
Carbamazepine intake
− 0.216
2.4
0.01
Mesial temporal sclerosis in MRI
− 0.04
0.4
0.6

Discussion

The exact pathogenesis of epilepsy is not fully understood yet. However, there are studies suggesting that the body electrolytes and the level of some trace elements may have a crucial role in epileptogenesis. This is due to increased free radicals or decreased antioxidant defense mechanisms that have been causally involved in some forms of epilepsies and contribute to pathophysiology of neuronal excitability, neuronal excitotoxicity, seizure recurrence, and resistance to antiepileptic medications. In addition, seizures are followed by significant alterations in both intra- and extra-cellular ion concentrations [16, 17].
In our study, we chose to measure zinc and copper serum levels in epileptic children and compare them with matched age and sex healthy controls. Assessment of zinc and copper status is dependent on the quantification of total zinc and copper concentrations in serum [18, 19]. It is the most widely used laboratory tests for diagnosis of severe deficiency and to monitor adequacy of provision [20].
In the present study, we found that levels of serum zinc observed in pediatric epileptic patients were 30% lower than those of healthy controls (P < 0.001). Our results are in accordance with the previous studies, where significant lower levels of serum zinc have been reported in epileptic patients [2123]. We found significant difference when we compared zinc serum level of newly diagnosed, controlled, and uncontrolled patients’ groups on one side and zinc serum level of the control group on the other side with P < 0.05 for the three patients’ groups. Same results came from the previous studies that compared zinc serum level between uncontrolled epileptic patients and healthy controls [24, 25]. Only one study found no significant difference in serum zinc between epileptic cases and controls [26].
This significant difference could be explained by zinc’s capability to modulate the neuronal excitability. Low zinc serum level may enhance seizure activity by inhibiting the inhibitory neurotransmitter, GABA, or by defective production of superoxide dismutase and glutathione peroxidase. Hypozincemia activates N-methyl-d-aspartate (NMDA) receptors which may play an important role in the induction of epileptic discharge [27]. However, the role of zinc in seizures is still controversial as it has a role in the synthesis and function of inhibitory neurotransmitter, GABA, at one hand and it also shows an inhibitory effect on GABA on the other hand and thus facilitates seizure activity [28].
In our study, there was no significant difference when the serum zinc level of newly diagnosed, untreated patients was compared with that of previously diagnosed patients on medical treatment. This was opposite to what other studies revealed. They found that zinc level in serum and hair was significantly lower in patients treated with antiepileptic therapies, either mono- or polytherapy, than in untreated patients [29, 30]. Farahani and colleagues and Wojciak and colleagues had found that zinc serum level was significantly decreased in controlled (on monotherapy) epileptic patients than in untreated patients [16, 21]. The discrepancy between our study and others’ results might be due to the relatively small number of newly diagnosed patients in comparison to their number in the abovementioned studies.
Antiepileptic drugs may be involved in lowering serum zinc levels. In our study, we had 22 patients receiving carbamazepine. They showed significant lower zinc serum level in comparison to both controls and patients who received other antiepileptics. This goes in accordance with other study results [23, 31]. However, other authors found normal serum zinc in epileptic patients after 1 year treatment with carbamazepine [28, 32]. Another study included 40 epileptic patients and 31 healthy children between 4 and 12 years of age, where serum carbamazepine level, total antioxidant capacity, and total oxidant status were measured. Oxidative stress index was also calculated in both patients and controls. Results showed that the epileptic group had decreased levels of total antioxidant capacity, increased total oxidative stress, and high oxidative stress index levels. In addition, positive correlation between plasma carbamazepine levels and total oxidant status was observed. That means that carbamazepine has no antioxidant effect and may have a role in oxidant status [33].
In our study, there were 44 patients on levetiracetam treatment who showed no significant difference in their zinc serum level in comparison to both the rest of patients who were not on levetiracetam and the controls. This was not the case with what Sarangi and colleagues found. Their study showed that patients on levetiracetam had quit higher zinc serum level in comparison to controls [34]. They attributed their findings to increased absorption of metals from the gastrointestinal tract or decreased elimination from the body. Levetiracetam has minimal metabolism with no cytochrome-P450 isoenzyme inducing potential; hence, its pharmacokinetics may have less causative role in affecting the trace element level than its pharmacodynamics aspects, which needs to be analyzed [35]. Well, in our study, the absence of significant difference in zinc level between patients on levetiracetam and those who are not may be attributed to the effect of other antiepileptics received as some of them were on polytherapy including levetiracetam, while the abovementioned study included patients on levetiracetam only as a monotherapy.
Febrile seizures, as one of the most common seizure syndromes in children, is an important item to be observed. They may be associated with more severe forms of epilepsy in later life, with long-term studies indicating that 7% of children with febrile seizures subsequently develop epilepsy [36]. In our study, epileptic patients with past history of febrile seizures showed significant decrease in zinc serum level in comparison to patients without history of febrile seizures. This agreed with previous studies which revealed low zinc serum level in children with febrile seizures in comparison with controls [3740] and in comparison with children who had acute febrile illness without febrile seizures [41]. Several studies support the idea that low zinc levels increase seizure susceptibility. They found that zinc levels are significantly lower in the blood of children that suffer febrile seizures, both when compared to healthy controls and when compared to children either presenting with fever alone or seizures not associated with fever [42, 43]. These studies highlight the dysfunction of zinc homeostasis as a potential mechanism of enhanced febrile seizure susceptibility.
On the other hand, copper can act on various types of ion channels, including NMDA receptors and voltage-gated calcium channels, which are important contributors to neuronal excitability and synaptic communication [44]. The present study showed no significant difference in serum copper in epileptic patients compared to healthy controls (P = 0.6). This is in accordance with some previous studies [24, 25]. In other studies, the copper serum level of epileptic patients’ group appeared higher than that of healthy groups [16, 22, 45]. Hamed and colleagues found lower serum copper in epileptic patients compared with the controls [29]. Well, we considered that our control subjects had lower serum level of copper in comparison to available pediatric intervals established by other nations’ studies. We might get valued difference in serum copper between epileptic patients and controls if we had greater number of controls who may show a higher level of copper in serum.
In our study, no significant difference was found between copper serum levels of newly diagnosed, untreated patients, and previously diagnosed, and treated ones, which was opposite to Saboktakin and colleagues’ findings. They found that serum copper was significantly higher in treated patients’ group than in the untreated group [31]. We also found that the serum level of copper showed no significant difference between patients on monotherapy and others on polytherapy. Again, other studies found that the serum copper was higher in patients on polytherapy treatments compared in patients on monotherapy [31, 45, 46]. All these studies included patients on phenytoin antiepileptic drug that was accused as the main cause of elevated serum copper in treated patients’ group, yet our study did not include any patient with phenytoin intake.
We did not find any significant difference in copper serum level between patients on either carbamazepine or levetiracetam on hand and patients who were not on these medications and control on the other hand. Hamed and colleagues cited reduction in copper level with carbamazepine intake [29]. Reduced level with carbamazepine intake was attributed to enhanced biliary excretion of copper; however, this study included more patients on carbamazepine than ours [34].
In our study, patients with past history of febrile seizures had no significant difference in their copper serum level in comparison to those without febrile seizures in their past history. Other studies showed that patients with febrile seizures had statistically higher serum copper concentrations than patients with febrile illness without seizures [47]. However, they included bigger sample size than ours.
Finally, our study had revealed a negative relationship between copper serum level and duration of epilepsy illness. In other words, the longer duration of the epilepsy disease is accompanied with a lower serum level of copper. However, it could be attributed to prolonged use of antiepileptic drugs that alter intestinal absorption, excretion methods, and distribution within body tissues.

Conclusion

Our results suggest that lower levels of serum zinc have a strong link with both febrile seizures and epilepsy. Carbamazepine intake is better be accompanied with zinc supplement due to associated lower zinc levels compared with other antiepileptic drugs. Altered copper level among epileptic patients may result from long-term use of antiepileptic drugs. Management plan of epileptic patients that preserves normal serum level of zinc and copper might be more effective in seizure control.

Acknowledgments

Not applicable
This study was approved by the ethical committee of Ain Shams University School of Medicine on the 10th of September 2017. All parents/guardians of the chosen subjects and controls provided informed written consent prior to participating in any study-related activities.
Not applicable

Competing interests

The authors declare that they have no competing interests.
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Metadaten
Titel
Serum zinc and copper levels in a sample of Egyptian epileptic children
verfasst von
Mona A. Eissa
Khaled O. Abdulghani
Maha A. Nada
Hala M. Elkhawas
Ahmed E. Shouman
Nahed S. Ahmed
Publikationsdatum
01.12.2020
Verlag
Springer Berlin Heidelberg
DOI
https://doi.org/10.1186/s41983-020-00210-2

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