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Liu H, Huang M, Yu X. Blood and hair copper levels in childhood autism spectrum disorder: a meta-analysis based on case-control studies. REVIEWS ON ENVIRONMENTAL HEALTH 2024; 39:511-517. [PMID: 36933002 DOI: 10.1515/reveh-2022-0256] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Accepted: 03/10/2023] [Indexed: 06/18/2023]
Abstract
OBJECTIVES The association between copper levels and autism spectrum disorder (ASD) has been a controversial topic. This study investigated relationship between copper levels and ASD. CONTENT The following databases are searched until April 2022: PubMed, EMBASE and Web of Science. Combined effect size standardized mean differences (SMD) and 95% confidence intervals (95% CI) were calculated with Stata 12.0. In this meta-analysis, 29 case-control studies were included, which included 2,504 children with ASD and 2,419 healthy controls. The copper levels in hair (SMD: -1.16, 95% CI: -1.73 to -0.58) was significantly lower in ASD children than healthy controls. The copper levels in blood (SMD: 0.10, 95% CI: -0.12 to 0.32) not significantly compare ASD with controls. SUMMARY AND OUTLOOK Copper may be associated with the development of ASD in children.
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Affiliation(s)
- Hezuo Liu
- Ninghai Maternal and Child Health Hospital, Ning Bo, China
| | - Minhui Huang
- Ninghai Maternal and Child Health Hospital, Ning Bo, China
| | - Xiaomin Yu
- Ninghai Maternal and Child Health Hospital, Ning Bo, China
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2
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Patwa J, Flora SJS. Copper: From enigma to therapeutic target for neurological disorder. Basic Clin Pharmacol Toxicol 2024; 134:778-791. [PMID: 38622813 DOI: 10.1111/bcpt.14010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2023] [Revised: 03/19/2024] [Accepted: 03/24/2024] [Indexed: 04/17/2024]
Abstract
Neurological disorders (NDs) have a negative impact on the lives of individuals. There could be two explanations for this: unclear aetiology and lack of effective therapy. However, research in the past few years has revealed the role of bio-metals dyshomeostasis in NDs. The imbalance in copper (Cu) concentration may be one of the main causative factors in NDs. In this review, we have discussed the role of Cu in NDs, especially Alzheimer's disease (AD), including the molecular mechanisms involved in Cu-associated NDs like oxidative stress, neuroinflammation, and protein misfolding. We have also summarized the recent Cu-targeting approaches and highlighted the in vitro and in vivo studies recently being reported on the subject. Based on the earlier published reports, it could be speculated that the Cu targeting strategy might be an interesting and potential therapeutic approach for NDs. Various difficulties must be overcome to develop safe and efficient Cu-targeting medications for NDs.
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Affiliation(s)
- Jayant Patwa
- Department of Pharmaceutical Sciences, Hemvati Nandan Bahuguna Garhwal University (A Central University), Srinagar Garhwal, Uttarakhand, India
| | - Swaran Jeet Singh Flora
- Era College of Pharmaceuticals, Era Lucknow Medical University, Lucknow, Uttar Pradesh, India
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Indika NLR, Owens SC, Senarathne UD, Grabrucker AM, Lam NSK, Louati K, McGuinness G, Frye RE. Metabolic Approaches to the Treatment of Autism Spectrum Disorders. NEUROBIOLOGY OF AUTISM SPECTRUM DISORDERS 2023:291-312. [DOI: 10.1007/978-3-031-42383-3_14] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/04/2025]
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4
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Wan Y, Zhang B. The Impact of Zinc and Zinc Homeostasis on the Intestinal Mucosal Barrier and Intestinal Diseases. Biomolecules 2022; 12:biom12070900. [PMID: 35883455 PMCID: PMC9313088 DOI: 10.3390/biom12070900] [Citation(s) in RCA: 39] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2022] [Revised: 06/06/2022] [Accepted: 06/11/2022] [Indexed: 02/04/2023] Open
Abstract
Zinc is an essential trace element for living organisms, and zinc homeostasis is essential for the maintenance of the normal physiological functions of cells and organisms. The intestine is the main location for zinc absorption and excretion, while zinc and zinc homeostasis is also of great significance to the structure and function of the intestinal mucosal barrier. Zinc excess or deficiency and zinc homeostatic imbalance are all associated with many intestinal diseases, such as IBD (inflammatory bowel disease), IBS (irritable bowel syndrome), and CRC (colorectal cancer). In this review, we describe the role of zinc and zinc homeostasis in the intestinal mucosal barrier and the relevance of zinc homeostasis to gastrointestinal diseases.
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Adams JB, Bhargava A, Coleman DM, Frye RE, Rossignol DA. Ratings of the Effectiveness of Nutraceuticals for Autism Spectrum Disorders: Results of a National Survey. J Pers Med 2021; 11:jpm11090878. [PMID: 34575655 PMCID: PMC8470413 DOI: 10.3390/jpm11090878] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2021] [Revised: 08/25/2021] [Accepted: 08/29/2021] [Indexed: 12/21/2022] Open
Abstract
Autism spectrum disorder (ASD) often involves a wide range of co-occurring medical conditions (“comorbidities”) and biochemical abnormalities such as oxidative stress and mitochondrial dysfunction. Nutritional supplements (“Nutraceuticals”) are often used to treat both core ASD symptoms and comorbidities, but some have not yet been formally evaluated in ASD. The potential biological mechanisms of nutraceuticals include correction of micronutrient deficiencies due to a poor diet and support for metabolic processes such as redox regulation, mitochondrial dysfunction and melatonin production. This paper reports on the results of the National Survey on Treatment Effectiveness for Autism, focusing on nutraceuticals. The Survey involved 1286 participants from across the United States. Participants rated the overall perceived benefits and adverse effects of each nutraceutical, and also indicated the specific symptoms changed and adverse effects. From these ratings the top-rated nutraceuticals for each of 24 symptoms are listed. Compared to psychiatric and seizure medications rated through the same Survey, on average nutraceuticals had significantly higher ratings of Overall Benefit (1.59 vs. 1.39, p = 0.01) and significantly lower ratings of Overall Adverse Effects (0.1 vs. 0.9, p < 0.001). Folinic acid and vitamin B12 were two of the top-rated treatments. This study suggests that nutraceuticals may have clinical benefits and favorable adverse effect profiles.
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Affiliation(s)
- James B. Adams
- School of Engineering of Matter, Transport, and Energy, Arizona State University, P.O. Box 876106, Tempe, AZ 85287, USA;
- Correspondence: ; Tel.: +1-480-965-3316
| | - Anisha Bhargava
- Columbia Mailman School of Public Health, 722 W. 168th St., New York, NY 10032, USA;
| | - Devon M. Coleman
- School of Engineering of Matter, Transport, and Energy, Arizona State University, P.O. Box 876106, Tempe, AZ 85287, USA;
| | - Richard E. Frye
- Section of Neurodevelopmental Disorders, Division of Neurology, Barrow Neurological Institute at Phoenix Children’s Hospital, 1919 E Thomas Rd., Phoenix, AZ 85016, USA;
| | - Daniel A. Rossignol
- Rossignol Medical Center, 24541 Pacific Park Drive, Suite 210, Aliso Viejo, CA 92656, USA;
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6
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Hujoel IA. Nutritional status in irritable bowel syndrome: A North American population-based study. JGH OPEN 2020; 4:656-662. [PMID: 32782953 PMCID: PMC7411643 DOI: 10.1002/jgh3.12311] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/18/2019] [Revised: 01/23/2020] [Accepted: 01/29/2020] [Indexed: 12/17/2022]
Abstract
Background and Aim Irritable bowel syndrome (IBS) affects 12% of the population, and the evidence supporting current medical interventions is poor. There is increasing focus on the therapeutic benefit of diet and supplementation. We aim to compare dietary composition and hematologic and biochemical markers in those with and without IBS to determine potential targets for therapeutic supplementation. Methods All 17 national surveys between 1959 and 2019 were screened, and only 1, the Second National Health and Nutrition Examination Survey (NHANES II) (1976–1980), provided comprehensive data on IBS. We performed a cross‐sectional analysis of hematologic and biochemical markers and dietary composition of 12 295 individuals, aged 18–74, in NHANES II. Results Individuals with IBS had significantly higher copper–zinc ratios (1.70 vs 1.55, P = 0.048) and were more likely to have ratios above 1.8 (odds ratio 1.79, 95% confidence interval 1.02–3.13), indicative of underlying copper–zinc imbalance. While more likely to report dietary avoidances, they had no other evidence of nutritional deficiencies. In addition, dietary recall showed that those with IBS consumed more calories (P = 0.02), were more likely to take vitamin supplements (P = 0.003), and that their macro and micronutrient intake was not significantly different. Conclusions The findings suggest that individuals with IBS should be screened for copper–zinc imbalance. Given zinc's role in the immune system, the “brain–gut” axis, and the gastrointestinal barrier, the identified copper–zinc imbalance may play a role in perpetuating the underlying pathophysiology of IBS. Further studies are needed to investigate this hypothesis and the potential role of therapeutic zinc supplementation.
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Affiliation(s)
- Isabel A Hujoel
- Division of Gastroenterology and HepatologyMayo ClinicRochesterMinnesotaUSA
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Bhandari R, Paliwal JK, Kuhad A. Neuropsychopathology of Autism Spectrum Disorder: Complex Interplay of Genetic, Epigenetic, and Environmental Factors. ADVANCES IN NEUROBIOLOGY 2020; 24:97-141. [PMID: 32006358 DOI: 10.1007/978-3-030-30402-7_4] [Citation(s) in RCA: 53] [Impact Index Per Article: 10.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
Autism spectrum disorder (ASD) is a complex heterogeneous consortium of pervasive development disorders (PDD) which ranges from atypical autism, autism, and Asperger syndrome affecting brain in the developmental stage. This debilitating neurodevelopmental disorder results in both core as well as associated symptoms. Core symptoms observed in autistic patients are lack of social interaction, pervasive, stereotyped, and restricted behavior while the associated symptoms include irritability, anxiety, aggression, and several comorbid disorders.ASD is a polygenic disorder and is multifactorial in origin. Copy number variations (CNVs) of several genes that regulate the synaptogenesis and signaling pathways are one of the major factors responsible for the pathogenesis of autism. The complex integration of various CNVs cause mutations in the genes which code for molecules involved in cell adhesion, voltage-gated ion-channels, scaffolding proteins as well as signaling pathways (PTEN and mTOR pathways). These mutated genes are responsible for affecting synaptic transmission by causing plasticity dysfunction responsible, in turn, for the expression of ASD.Epigenetic modifications affecting DNA transcription and various pre-natal and post-natal exposure to a variety of environmental factors are also precipitating factors for the occurrence of ASD. All of these together cause dysregulation of glutamatergic signaling as well as imbalance in excitatory: inhibitory pathways resulting in glial cell activation and release of inflammatory mediators responsible for the aberrant social behavior which is observed in autistic patients.In this chapter we review and provide insight into the intricate integration of various genetic, epigenetic, and environmental factors which play a major role in the pathogenesis of this disorder and the mechanistic approach behind this integration.
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Affiliation(s)
- Ranjana Bhandari
- Pharmacology Research Laboratory, University Institute of Pharmaceutical Sciences, UGC-Centre of Advanced Study, Panjab University, Chandigarh, India
| | - Jyoti K Paliwal
- Pharmacology Research Laboratory, University Institute of Pharmaceutical Sciences, UGC-Centre of Advanced Study, Panjab University, Chandigarh, India
| | - Anurag Kuhad
- Pharmacology Research Laboratory, University Institute of Pharmaceutical Sciences, UGC-Centre of Advanced Study, Panjab University, Chandigarh, India.
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Hazzaz Abouamal T, Choukairi Z, Taoufiq F. Functional Exploration Of T-Type Calcium Channels (Cav3.2 And Cav3.3) And Their Sensitivity To Zinc. Open Microbiol J 2018; 12:280-287. [PMID: 30197701 PMCID: PMC6110071 DOI: 10.2174/1874285801812010280] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2018] [Revised: 06/28/2018] [Accepted: 07/02/2018] [Indexed: 11/22/2022] Open
Abstract
Introduction: T-type Ca2+ channels (TTCC) are low Voltage-gated calcium channels, expressed in various tissues such as the brain and heart, and contribute to a variety of physiological functions including neuronal excitability, hormone secretion, muscle contraction, and pacemaker activity. At high concentrations, Zinc (Zn2+) is naturally attached to cell membranes and is therefore considered a reversible inhibitor of calcium. Zinc is also involved in the kinetics of sodium and potassium currents. Zinc is essential for many functions. A low zinc tenor is associated with emotional instability, digestive disorders, slow-growing and alteration of protein synthesis. Material and Methods: For the Cell Culture we used HEK-293/tsA-201, and for transfection, the pCDNA3 plasmid constructs encoding human CaV3.2, and CaV3.3 subunits. Electrophysiological experiments were performed using the whole cell configuration of the patch-clamp technique. T-type currents were recorded using a test pulse from a holding potential at (-100mV) to (-30 mV), data Acquisition and Analysis for Current-voltage relationships (I-V curves) were recorded for the two cloned T-type Ca2+ channels (Cav3.2, Cav3.3). Results: Our studies describe the behavior of these channels Cav3.2 and Cav3.3 and also their current sensitivity to Zinc (Zn2+) in transfected HEK-293/tsA-201cells. Our results show that Zn2+ applies a modulatory effect on T-type calcium channels. We observe that Zn2+ differentially modulates the CaV3.2 and CaV3.3 channels. Zn2+ preferably inhibits Cav3.2. Conclusion: We have demonstrated that Zn2+ differentially modulates two CaV3 channels (Cav3.2 and Cav3.3): It is a preferential blocker of CaV3.2 channels and it alters the gating behaviour of CaV3.3 channels.
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Affiliation(s)
- Tahar Hazzaz Abouamal
- Department of Biology, Laboratory of Biosciences, Faculty of Sciences and Technology of Mohammedia, Casablanca, Morocco
| | - Zineb Choukairi
- Department of Biology, Laboratory of Biosciences, Faculty of Sciences and Technology of Mohammedia, Casablanca, Morocco
| | - Fechtali Taoufiq
- Department of Biology, Laboratory of Biosciences, Faculty of Sciences and Technology of Mohammedia, Casablanca, Morocco
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Pfaender S, Sauer AK, Hagmeyer S, Mangus K, Linta L, Liebau S, Bockmann J, Huguet G, Bourgeron T, Boeckers TM, Grabrucker AM. Zinc deficiency and low enterocyte zinc transporter expression in human patients with autism related mutations in SHANK3. Sci Rep 2017; 7:45190. [PMID: 28345660 PMCID: PMC5366950 DOI: 10.1038/srep45190] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2016] [Accepted: 02/22/2017] [Indexed: 01/16/2023] Open
Abstract
Phelan McDermid Syndrome (PMDS) is a genetic disorder characterized by features of Autism spectrum disorders. Similar to reports of Zn deficiency in autistic children, we have previously reported high incidence of Zn deficiency in PMDS. However, the underlying mechanisms are currently not well understood. Here, using inductively coupled plasma mass-spectrometry to measure the concentration of Zinc (Zn) and Copper (Cu) in hair samples from individuals with PMDS with 22q13.3 deletion including SHANK3 (SH3 and multiple ankyrin repeat domains 3), we report a high rate of abnormally low Zn/Cu ratios. To investigate possible underlying mechanisms, we generated enterocytes from PMDS patient-derived induced pluripotent stem cells and used Caco-2 cells with knockdown of SHANK3. We detected decreased expression of Zn uptake transporters ZIP2 and ZIP4 on mRNA and protein level correlating with SHANK3 expression levels, and found reduced levels of ZIP4 protein co-localizing with SHANK3 at the plasma membrane. We demonstrated that especially ZIP4 exists in a complex with SHANK3. Furthermore, we performed immunohistochemistry on gut sections from Shank3αβ knockout mice and confirmed a link between enterocytic SHANK3, ZIP2 and ZIP4. We conclude that apart from its well-known role in the CNS, SHANK3 might play a specific role in the GI tract.
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Affiliation(s)
- Stefanie Pfaender
- Institute for Anatomy and Cell Biology, Ulm University, 89081 Ulm, Germany
| | - Ann Katrin Sauer
- WG Molecular Analysis of Synaptopathies, Neurology Dept., Neurocenter of Ulm University, 89081 Ulm, Germany
| | - Simone Hagmeyer
- WG Molecular Analysis of Synaptopathies, Neurology Dept., Neurocenter of Ulm University, 89081 Ulm, Germany
| | - Katharina Mangus
- WG Molecular Analysis of Synaptopathies, Neurology Dept., Neurocenter of Ulm University, 89081 Ulm, Germany
| | - Leonhard Linta
- Institute of Neuroanatomy, Eberhard Karls University Tübingen, 72074 Tübingen, Germany
| | - Stefan Liebau
- Institute of Neuroanatomy, Eberhard Karls University Tübingen, 72074 Tübingen, Germany
| | - Juergen Bockmann
- Institute for Anatomy and Cell Biology, Ulm University, 89081 Ulm, Germany
| | - Guillaume Huguet
- Institut Pasteur, Human Genetics and Cognitive Functions Unit, 75015 Paris, France
- CNRS UMR 3571: Genes, Synapses and Cognition, Institut Pasteur, 75015 Paris, France
- University Paris Diderot, Sorbonne Paris Cité, Human Genetics and Cognitive Functions, 75013 Paris, France
| | - Thomas Bourgeron
- Institut Pasteur, Human Genetics and Cognitive Functions Unit, 75015 Paris, France
- CNRS UMR 3571: Genes, Synapses and Cognition, Institut Pasteur, 75015 Paris, France
- University Paris Diderot, Sorbonne Paris Cité, Human Genetics and Cognitive Functions, 75013 Paris, France
- FondaMental Foundation, 94010 Créteil, France
| | - Tobias M. Boeckers
- Institute for Anatomy and Cell Biology, Ulm University, 89081 Ulm, Germany
| | - Andreas M. Grabrucker
- Institute for Anatomy and Cell Biology, Ulm University, 89081 Ulm, Germany
- WG Molecular Analysis of Synaptopathies, Neurology Dept., Neurocenter of Ulm University, 89081 Ulm, Germany
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Babaknejad N, Sayehmiri F, Sayehmiri K, Mohamadkhani A, Bahrami S. The Relationship between Zinc Levels and Autism: A Systematic Review and Meta-analysis. IRANIAN JOURNAL OF CHILD NEUROLOGY 2016; 10:1-9. [PMID: 27843460 PMCID: PMC5100031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/16/2015] [Revised: 08/25/2015] [Accepted: 11/14/2015] [Indexed: 11/17/2022]
Abstract
OBJECTIVE Autism is a complex behaviorally defined disorder.There is a relationship between zinc (Zn) levels in autistic patients and development of pathogenesis, but the conclusion is not permanent. MATERIALS & METHODS The present study conducted to estimate this probability using meta-analysis method. In this study, Fixed Effect Model, twelve articles published from 1978 to 2012 were selected by searching Google scholar, PubMed, ISI Web of Science, and Scopus and information were analyzed. I² statistics were calculated to examine heterogeneity. The information was analyzed using R and STATA Ver. 12.2. RESULTS There was no significant statistical difference between hair, nail, and teeth Zn levels between controls and autistic patients: -0.471 [95% confidence interval (95% CI): -1.172 to 0.231]. There was significant statistical difference between plasma Zn concentration and autistic patients besides healthy controls: -0.253 (95% CI: 0.498 to -0.007). Using a Random Effect Model, the overall Integration of data from the two groups was -0.414 (95% CI: -0.878 to -0.051). CONCLUSION Based on sensitivity analysis, zinc supplements can be used for the nutritional therapy for autistic patients.
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Affiliation(s)
- Nasim Babaknejad
- Research Committee, School of Medicine, Ilam University of Medical Sciences, Ilam, Iran
| | - Fatemeh Sayehmiri
- Research Committee, School of Medicine, Ilam University of Medical Sciences, Ilam, Iran
| | - Kourosh Sayehmiri
- Department of Social Medicine, School of Medicine, Ilam University of Medical Sciences, Ilam, Iran.; Department of Biostatistics, Research Center for Prevention of psychosocial impairment, University of Ilam, Ilam, Iran
| | - Ashraf Mohamadkhani
- Liver and Pancreatobiliary Diseases Research Center, Digestive Diseases Research Institute, Tehran University of Medical Sciences, Tehran, Iran
| | - Somaye Bahrami
- Research Committee, School of Medicine, Ilam University of Medical Sciences, Ilam, Iran
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SAYEHMIRI F, BABAKNEJAD N, BAHRAMI S, SAYEHMIRI K, DARABI M, REZAEI-TAVIRANI M. Zn/Cu Levels in the Field of Autism Disorders: A Systematic Review and Meta-analysis. IRANIAN JOURNAL OF CHILD NEUROLOGY 2015; 9:1-9. [PMID: 26664435 PMCID: PMC4670971] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
OBJECTIVE There is probably a relationship between zinc/cupper concentration in individuals with autism. The present review was written to estimate this probability by using meta-analysis method. MARTIALS & METHODS In this meta-analysis of Fixed Effect Model, by searching PubMed, Scopus and Google scholar databases, 11 articles were selected and verified published in 1978 to 2012. I² statistics were calculated to examine heterogeneity. The information was analyzed by R and STATA Ver. 11.2. RESULTS Due to non-uniform measurement methods of Zn/Cu concentrations, the concentration of these elements was measured in various subgroups (plasma, hair and general) in both study cases and controls. There was a significant statistical difference between plasma OR=0.252 (95% CI: -0.001-0.504) and hair OR=0.27(95% CI: 0.059-0.481, P=0.01) concentrations of Zn/Cu statuses between controls and autistic patients. Using a Fixed Effects Model, the overall integration of data from the two groups was significant as risk factor OR=0.31(95% CI:0.16-0.46, P=0.001). CONCLUSION Significant correlation existed between Zn/Cu levels and the development of autistic disorders in general analysis. Therefore, Zn/Cu levels could be mentioned as a pathogenesis reason of autism spectrum disorders.
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Affiliation(s)
- Fatemeh SAYEHMIRI
- Biochemistrist, Ilam University of Medical Sciences Research Committee, Ilam, Iran
| | - Nasim BABAKNEJAD
- Biochemistrist, Ilam University of Medical Sciences Research Committee, Ilam, Iran
| | - Somayeh BAHRAMI
- Biochemistrist, Ilam University of Medical Sciences Research Committee, Ilam, Iran
| | - Kourosh SAYEHMIRI
- Department of Biostatistics, Department of Social Medicine, School of Medicine, University of Ilam, Ilam, Iran
| | - Mojtaba DARABI
- Biochemistrist, Ilam University of Medical Sciences Research Committee, Ilam, Iran
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