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Tasin FR, Ahmed A, Halder D, Mandal C. On-going consequences of in utero exposure of Pb: An epigenetic perspective. J Appl Toxicol 2022; 42:1553-1569. [PMID: 35023172 DOI: 10.1002/jat.4287] [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: 08/01/2021] [Revised: 12/23/2021] [Accepted: 01/01/2022] [Indexed: 11/08/2022]
Abstract
Epigenetic modifications by toxic heavy metals are one of the intensively investigated fields of modern genomic research. Among a diverse group of heavy metals, lead (Pb) is an extensively distributed toxicant causing an immense number of abnormalities in the developing fetus via a wide variety of epigenetic changes. As a divalent cation, Pb can readily cross the placental membrane and the fetal blood brain barrier leading to far-reaching alterations in DNA methylation patterns, histone protein modifications and micro-RNA expression. Over recent years, several human cohorts and animal model studies have documented hyper- and hypo-methylation of developmental genes along with altered DNA methyl-transferase expression by in utero Pb exposure in a dose-, duration- and sex-dependent manner. Modifications in the expression of specific histone acetyltransferase enzymes along with histone acetylation and methylation levels have been reported in rodent and murine models. Apart from these, down-regulation and up-regulation of certain microRNAs crucial for fetal development have been shown to be associated with in utero Pb exposure in human placenta samples. All these modifications in the developing fetus during the prenatal and perinatal stages reportedly caused severe abnormalities in early or adult age, such as - impaired growth, obesity, autism, diabetes, cardiovascular diseases, risks of cancer development and Alzheimer's disease. In this review, currently available information on Pb-mediated alterations in the fetal epigenome is summarized. Further research on Pb-induced epigenome modification will help to understand the mechanisms in detail and will enable us to formulate safety guidelines for pregnant women and developing children.
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Affiliation(s)
- Fahim Rejanur Tasin
- Biotechnology and Genetic Engineering Discipline, Khulna University, Khulna, Bangladesh
| | - Asif Ahmed
- Biotechnology and Genetic Engineering Discipline, Khulna University, Khulna, Bangladesh
| | - Debasish Halder
- Rare Disease research center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, Republic of Korea
| | - Chanchal Mandal
- Biotechnology and Genetic Engineering Discipline, Khulna University, Khulna, Bangladesh
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Wang T, Zhang J, Xu Y. Epigenetic Basis of Lead-Induced Neurological Disorders. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2020; 17:ijerph17134878. [PMID: 32645824 PMCID: PMC7370007 DOI: 10.3390/ijerph17134878] [Citation(s) in RCA: 36] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 06/03/2020] [Revised: 07/01/2020] [Accepted: 07/01/2020] [Indexed: 02/06/2023]
Abstract
Environmental lead (Pb) exposure is closely associated with pathogenesis of a range of neurological disorders, including Alzheimer’s disease (AD), Parkinson’s disease (PD), amyotrophic lateral sclerosis (ALS), attention deficit/hyperactivity disorder (ADHD), etc. Epigenetic machinery modulates neural development and activities, while faulty epigenetic regulation contributes to the diverse forms of CNS (central nervous system) abnormalities and diseases. As a potent epigenetic modifier, lead is thought to cause neurological disorders through modulating epigenetic mechanisms. Specifically, increasing evidence linked aberrant DNA methylations, histone modifications as well as ncRNAs (non-coding RNAs) with AD cases, among which circRNA (circular RNA) stands out as a new and promising field for association studies. In 23-year-old primates with developmental lead treatment, Zawia group discovered a variety of epigenetic changes relating to AD pathogenesis. This is a direct evidence implicating epigenetic basis in lead-induced AD animals with an entire lifespan. Additionally, some epigenetic molecules associated with AD etiology were also known to respond to chronic lead exposure in comparable disease models, indicating potentially interlaced mechanisms with respect to the studied neurotoxic and pathological events. Of note, epigenetic molecules acted via globally or selectively influencing the expression of disease-related genes. Compared to AD, the association of lead exposure with other neurological disorders were primarily supported by epidemiological survey, with fewer reports connecting epigenetic regulators with lead-induced pathogenesis. Some pharmaceuticals, such as HDAC (histone deacetylase) inhibitors and DNA methylation inhibitors, were developed to deal with CNS disease by targeting epigenetic components. Still, understandings are insufficient regarding the cause–consequence relations of epigenetic factors and neurological illness. Therefore, clear evidence should be provided in future investigations to address detailed roles of novel epigenetic factors in lead-induced neurological disorders, and efforts of developing specific epigenetic therapeutics should be appraised.
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Affiliation(s)
| | | | - Yi Xu
- Correspondence: ; Tel.: +86-183-2613-5046
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3
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Masoud AM, Bihaqi SW, Alansi B, Dash M, Subaiea GM, Renehan WE, Zawia NH. Altered microRNA, mRNA, and Protein Expression of Neurodegeneration-Related Biomarkers and Their Transcriptional and Epigenetic Modifiers in a Human Tau Transgenic Mouse Model in Response to Developmental Lead Exposure. J Alzheimers Dis 2019; 63:273-282. [PMID: 29614648 DOI: 10.3233/jad-170824] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Amyloid deposits originating from the amyloid-β protein precursor (AβPP) and aggregates of the microtubule associated protein tau (MAPT) are the hallmarks of Alzheimer's disease (AD). Animal studies have demonstrated a link between early life exposure to lead (Pb) and latent overexpression of the AβPP and MAPT genes and their products via epigenetic reprogramming. The present study monitored APP gene and epigenetic mediators and transcription factors known to regulate it. Western blot analysis and quantitative polymerase chain reaction (qPCR) were used to study the mRNA, miRNA, and proteins levels of AβPP, specificity protein 1 (SP1; a transcriptional regulator of amyloid and tau pathway), and epigenetic intermediates namely: DNA methyltransferase (DNMT) 1, DNMT3a and Methyl- CpG protein binding 2 (MeCP2) in the cerebral cortex of transgenic mice (Knock-in for human MAPT). These transgenic mice were developmentally exposed to Pb and the impact on mRNA, miRNA, and protein levels was scrutinized on postnatal days (PND) 20 and 50. The data revealed a consistent inverse relationship between miRNA and protein levels for SP1 and AβPP both in the basal and exposed conditions, which may influence the levels of their corresponding proteins. On the other hand, the relationship between miRNA and protein levels was not correlative for DNMT1 and DNMT3a. MeCP2 miRNA protein levels corresponded only following environmental exposure. These results suggest that developmental exposure to Pb and subsequent AβPP protein levels may be controlled through transcriptional regulators and epigenetic mechanisms that mainly involve miRNA regulation.
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Affiliation(s)
- Anwar M Masoud
- Biochemical Technology Program, Faculty of Applied Science, Thamar University, Thamar, Yemen
| | - Syed W Bihaqi
- George and Anne Ryan Institute for Neuroscience, University of Rhode Island, Kingston RI, USA
| | - Bothaina Alansi
- Department of Biomedical and Pharmaceutical Science, University of Rhode Island, Kingston RI, USA
| | - Miriam Dash
- Interdisciplinary Neuroscience Program, University of Rhode Island, Kingston RI, USA
| | - Gehad M Subaiea
- Department of Pharmacology and Toxicology, College of Pharmacy, University of Hail, Hail, Kingdom of Saudi Arabia
| | - William E Renehan
- George and Anne Ryan Institute for Neuroscience, University of Rhode Island, Kingston RI, USA
| | - Nasser H Zawia
- Department of Biomedical and Pharmaceutical Science, University of Rhode Island, Kingston RI, USA.,Interdisciplinary Neuroscience Program, University of Rhode Island, Kingston RI, USA.,George and Anne Ryan Institute for Neuroscience, University of Rhode Island, Kingston RI, USA
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4
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Khalid M, Abdollahi M. Epigenetic modifications associated with pathophysiological effects of lead exposure. JOURNAL OF ENVIRONMENTAL SCIENCE AND HEALTH. PART C, ENVIRONMENTAL CARCINOGENESIS & ECOTOXICOLOGY REVIEWS 2019; 37:235-287. [PMID: 31402779 DOI: 10.1080/10590501.2019.1640581] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Lead (Pb) exposure during different stages of development has demonstrated dose, duration, sex, and tissue-specific pathophysiological outcomes due to altered epigenetic regulation via (a) DNA methylation, (b) histone modifications, (c) miRNAs, and (d) chromatin accessibility. Pb-induced alteration of epigenetic regulation causes neurotoxic and extra-neurotoxic pathophysiological outcomes. Neurotoxic effects of Pb include dysfunction of memory and learning, behavioral disorder, attention deficit hyperactivity disorder, autism spectrum disorder, aging, Alzheimer's disease, tauopathy, and neurodegeneration. Extra-neurotoxic effects of Pb include altered body weight, metabolic disorder, cardiovascular disorders, hematopoietic disorder, and reproductive impairment. Pb exposure either early in life or at any stage of development results in undesirable pathophysiological outcomes that tends to sustain and maintain for a lifetime.
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Affiliation(s)
- Madiha Khalid
- Toxicology and Diseases Group, Pharmaceutical Sciences Research Center (PSRC), The Institute of Pharmaceutical Sciences (TIPS), Tehran University of Medical Sciences (TUMS), Tehran, Iran
| | - Mohammad Abdollahi
- Toxicology and Diseases Group, Pharmaceutical Sciences Research Center (PSRC), The Institute of Pharmaceutical Sciences (TIPS), Tehran University of Medical Sciences (TUMS), Tehran, Iran
- Department of Toxicology and Pharmacology, Faculty of Pharmacy, Tehran University of Medical Sciences, Tehran, Iran
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Bihaqi SW. Early life exposure to lead (Pb) and changes in DNA methylation: relevance to Alzheimer’s disease. REVIEWS ON ENVIRONMENTAL HEALTH 2019; 34:187-195. [DOI: 10.1515/reveh-2018-0076] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2018] [Accepted: 01/09/2019] [Indexed: 05/08/2023]
Abstract
Abstract
Recent advances in neuroepigenetics have revealed its essential role in governing body function and disease. Epigenetics regulates an array of mechanisms that are susceptible to undergoing alteration by intracellular or extracellular factors. DNA methylation, one of the most extensively studied epigenetic markers is involved in the regulation of gene expression and also plays a vital role in neuronal development. The epigenome is most vulnerable during early the embryonic stage and perturbation in DNA methylation during this period can result in a latent outcome which can persist during the entire lifespan. Accumulating evidence suggests that environmental insults during the developmental phase can impart changes in the DNA methylation landscape. Based on reports on human subjects and animal models this review will explore the evidence on how developmental exposure of the known environmental pollutant, lead (Pb), can induce changes in the DNA methylation of genes which later can induce development of neurodegenerative disorders like Alzheimer’s disease (AD).
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Affiliation(s)
- Syed Waseem Bihaqi
- George and Anne Ryan Institute for Neuroscience , University of Rhode Island , Avedisian Hall, Lab: 390, 7 Greenhouse Road , Kingston, RI 02881 , USA
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6
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Eid A, Bihaqi SW, Hemme C, Gaspar JM, Hart RP, Zawia NH. Histone acetylation maps in aged mice developmentally exposed to lead: epigenetic drift and Alzheimer-related genes. Epigenomics 2018; 10:573-583. [PMID: 29722544 DOI: 10.2217/epi-2017-0143] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023] Open
Abstract
AIM Early life exposure to lead (Pb) has been shown to increase late life biomarkers involved in Alzheimer's disease (AD) pathology. Here, we tested the hypothesis that latent over expression of AD-related genes may be regulated through histone activation pathways. METHODS Chromatin immunoprecipitation sequencing was used to map the histone activation mark (H3K9Ac) to the mouse genome in developmentally Pb exposed mice on postnatal days 20, 270 and 700. RESULTS Exposure to Pb resulted in a global downregulation of H3K9Ac across the lifespan; except in genes associated with the Alzheimer pathway. DISCUSSION Early life exposure to Pb results in an epigenetic drift in H3K9Ac consistent with latent global gene repression. Alzheimer-related genes do not follow this trend.
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Affiliation(s)
- Aseel Eid
- Interdisciplinary Neurosciences Program, University of Rhode Island, Kingston, RI 02881, USA.,George & Anne Ryan Institute for Neuroscience, University of Rhode Island, Kingston, RI 02881, USA
| | - Syed Waseem Bihaqi
- George & Anne Ryan Institute for Neuroscience, University of Rhode Island, Kingston, RI 02881, USA
| | - Christopher Hemme
- Biomedical & Pharmaceutical Sciences, University of Rhode Island, Kingston, RI 02881, USA
| | - John M Gaspar
- Department of Pharmaceutics, Rutgers University, Piscataway, NJ 08854, USA
| | - Ronald P Hart
- Department of Cell Biology & Neuroscience, Rutgers University, Piscataway, NJ 08854, USA
| | - Nasser H Zawia
- Interdisciplinary Neurosciences Program, University of Rhode Island, Kingston, RI 02881, USA.,Biomedical & Pharmaceutical Sciences, University of Rhode Island, Kingston, RI 02881, USA.,George & Anne Ryan Institute for Neuroscience, University of Rhode Island, Kingston, RI 02881, USA
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Lee J, Horzmann KA, Freeman JL. An embryonic 100 μg/L lead exposure results in sex-specific expression changes in genes associated with the neurological system in female or cancer in male adult zebrafish brains. Neurotoxicol Teratol 2018; 65:60-69. [DOI: 10.1016/j.ntt.2017.10.006] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/02/2017] [Revised: 09/15/2017] [Accepted: 10/23/2017] [Indexed: 12/31/2022]
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Jiang P, Hou Z, Bolin JM, Thomson JA, Stewart R. RNA-Seq of Human Neural Progenitor Cells Exposed to Lead (Pb) Reveals Transcriptome Dynamics, Splicing Alterations and Disease Risk Associations. Toxicol Sci 2017; 159:251-265. [PMID: 28903495 PMCID: PMC6372217 DOI: 10.1093/toxsci/kfx129] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Lead (Pb) is a well-known toxicant, especially for the developing nervous system, albeit the mechanism is largely unknown. In this study, we use time series RNA-seq to conduct a genome-wide survey of the transcriptome response of human embryonic stem cell-derived neural progenitor cells to lead treatment. Using a dynamic time warping algorithm coupled with statistical tests, we find that lead can either accelerate or decelerate the expression of specific genes during the time series. We further show that lead disrupts a neuron- and brain-specific splicing factor NOVA1 regulated splicing network. Using lead induced transcriptome change signatures, we predict several known and novel disease risks under lead exposure. The findings in this study will allow a better understanding of the mechanism of lead toxicity, facilitate the development of diagnostic biomarkers and treatment for lead exposure, and comprise a highly valuable resource for environmental toxicology. Our study also demonstrates that a human (embryonic stem) cell-derived system can be used for studying the mechanism of toxicants, which can be useful for drug or compound toxicity screens and safety assessment.
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Affiliation(s)
- Peng Jiang
- Regenerative Biology Laboratory, Morgridge Institute for Research, Madison, Wisconsin 53707
| | - Zhonggang Hou
- Regenerative Biology Laboratory, Morgridge Institute for Research, Madison, Wisconsin 53707
| | - Jennifer M. Bolin
- Regenerative Biology Laboratory, Morgridge Institute for Research, Madison, Wisconsin 53707
| | - James A. Thomson
- Regenerative Biology Laboratory, Morgridge Institute for Research, Madison, Wisconsin 53707
- Department of Cell and Regenerative Biology, University of Wisconsin, Madison, Wisconsin 53706
- Department of Molecular Cellular and Developmental Biology, University of California, Santa Barbara, California 93106
| | - Ron Stewart
- Regenerative Biology Laboratory, Morgridge Institute for Research, Madison, Wisconsin 53707
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Affiliation(s)
- Nasser H Zawia
- Department of Biomedical & Pharmaceutical Sciences, University of Rhode Island, Kingston, RI, USA.,Interdisciplinary Neuroscience Program, University of Rhode Island, Kingston, RI, USA.,George & Anne Ryan Institute for Neuroscience, University of Rhode Island, Kingston, RI, USA
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10
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Sun H, Wang N, Nie X, Zhao L, Li Q, Cang Z, Chen C, Lu M, Cheng J, Zhai H, Xia F, Ye L, Lu Y. Lead Exposure Induces Weight Gain in Adult Rats, Accompanied by DNA Hypermethylation. PLoS One 2017; 12:e0169958. [PMID: 28107465 PMCID: PMC5249225 DOI: 10.1371/journal.pone.0169958] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2016] [Accepted: 12/27/2016] [Indexed: 12/20/2022] Open
Abstract
Objective Previous studies have revealed the association of lead (Pb) exposure with obesity. DNA methylation alteration has been suggested to be one of the regulatory mechanisms of obesity. We aimed to explore whether Pb exposure is related with weight gain and DNA methylation alteration. Methods Male adult 8 week Wistar rats were divided into 5 groups: the normal chow diet (NCD); the NCD+0.05%Pb; the NCD+0.15%Pb; the NCD+0.45%Pb and the high fat diet. Rats were exposed to different dosages of Pb through drinking water for 21 weeks. Body weight, fasted blood glucose level, fasted insulin level, homeostasis assessment of insulin resistance (HOMA-IR) index and lipid profile were detected. Intra-peritoneal glucose tolerance test (IPGTT) was constructed to evaluate the glucose tolerance. Lipid accumulation of liver was detected and liver DNA underwent whole genome bisulfite sequencing. Results The NCD+0.05%Pb group had significantly greater weight, HOMA-IR and triglycerides, and lower glucose intolerance than the NCD group (P <0.05). This group also showed hepatic lipid accumulation. These metabolic changes were not observed in the other two Pb dosage groups. Furthermore, DNA hypermethylation extended along pathways related to glucose and lipid metabolism in NCD+0.05%Pb group. Conclusion Pb exposure resulted in dose-specific weight gain in adult Wistar rats, accompanied by alteration of DNA methylation.
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Affiliation(s)
- Honglin Sun
- Institute and Department of Endocrinology and Metabolism, Shanghai Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai, China
| | - Ningjian Wang
- Institute and Department of Endocrinology and Metabolism, Shanghai Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai, China
| | - Xiaomin Nie
- Institute and Department of Endocrinology and Metabolism, Shanghai Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai, China
| | - Li Zhao
- Institute and Department of Endocrinology and Metabolism, Shanghai Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai, China
| | - Qin Li
- Institute and Department of Endocrinology and Metabolism, Shanghai Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai, China
| | - Zhen Cang
- Institute and Department of Endocrinology and Metabolism, Shanghai Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai, China
| | - Chi Chen
- Institute and Department of Endocrinology and Metabolism, Shanghai Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai, China
| | - Meng Lu
- Institute and Department of Endocrinology and Metabolism, Shanghai Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai, China
| | - Jing Cheng
- Institute and Department of Endocrinology and Metabolism, Shanghai Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai, China
| | - Hualing Zhai
- Institute and Department of Endocrinology and Metabolism, Shanghai Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai, China
| | - Fangzhen Xia
- Institute and Department of Endocrinology and Metabolism, Shanghai Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai, China
| | - Lin Ye
- Institute and Department of Endocrinology and Metabolism, Shanghai Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai, China
- * E-mail: (YL); (LY)
| | - Yingli Lu
- Institute and Department of Endocrinology and Metabolism, Shanghai Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai, China
- * E-mail: (YL); (LY)
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Analysis of the interplay between methylation and expression reveals its potential role in cancer aetiology. Funct Integr Genomics 2016; 17:53-68. [PMID: 27819121 DOI: 10.1007/s10142-016-0533-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2016] [Revised: 09/07/2016] [Accepted: 10/17/2016] [Indexed: 12/31/2022]
Abstract
With ongoing developments in technology, changes in DNA methylation levels have become prevalent to study cancer biology. Previous studies report that DNA methylation affects gene expression in a direct manner, most probably by blocking gene regulatory regions. In this study, we have studied the interplay between methylation and expression to improve our knowledge of cancer aetiology. For this purpose, we have investigated which genomic regions are of higher importance; hence, first exon, 5'UTR and 200 bp near the transcription start sites are proposed as being more crucial compared to other genomic regions. Furthermore, we have searched for a valid methylation level change threshold, and as a result, 25 % methylation change in previously determined genomic regions showed the highest inverse correlation with expression data. As a final step, we have examined the commonly affected genes and pathways by integrating methylation and expression information. Remarkably, the GPR115 gene and ErbB signalling pathway were found to be significantly altered for all cancer types in our analysis. Overall, combining methylation and expression information and identifying commonly affected genes and pathways in a variety of cancer types revealed new insights of cancer disease mechanisms. Moreover, compared to previous methylation-based studies, we have identified more important genomic regions and have defined a methylation change threshold level in order to obtain more reliable results. In addition to the novel analysis framework that involves the analysis of four different cancer types, our study exposes essential information regarding the contribution of methylation changes and its impact on cancer disease biology, which may facilitate the identification of new drug targets.
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Karathanasis N, Tsamardinos I, Lagani V. omicsNPC: Applying the Non-Parametric Combination Methodology to the Integrative Analysis of Heterogeneous Omics Data. PLoS One 2016; 11:e0165545. [PMID: 27812137 PMCID: PMC5094732 DOI: 10.1371/journal.pone.0165545] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2016] [Accepted: 10/13/2016] [Indexed: 12/17/2022] Open
Abstract
Background The advance of omics technologies has made possible to measure several data modalities on a system of interest. In this work, we illustrate how the Non-Parametric Combination methodology, namely NPC, can be used for simultaneously assessing the association of different molecular quantities with an outcome of interest. We argue that NPC methods have several potential applications in integrating heterogeneous omics technologies, as for example identifying genes whose methylation and transcriptional levels are jointly deregulated, or finding proteins whose abundance shows the same trends of the expression of their encoding genes. Results We implemented the NPC methodology within “omicsNPC”, an R function specifically tailored for the characteristics of omics data. We compare omicsNPC against a range of alternative methods on simulated as well as on real data. Comparisons on simulated data point out that omicsNPC produces unbiased / calibrated p-values and performs equally or significantly better than the other methods included in the study; furthermore, the analysis of real data show that omicsNPC (a) exhibits higher statistical power than other methods, (b) it is easily applicable in a number of different scenarios, and (c) its results have improved biological interpretability. Conclusions The omicsNPC function competitively behaves in all comparisons conducted in this study. Taking into account that the method (i) requires minimal assumptions, (ii) it can be used on different studies designs and (iii) it captures the dependences among heterogeneous data modalities, omicsNPC provides a flexible and statistically powerful solution for the integrative analysis of different omics data.
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Affiliation(s)
- Nestoras Karathanasis
- Institute of Computer Science, Foundation for Research and Technology—Hellas, Heraklion, Greece
| | | | - Vincenzo Lagani
- Department of Computer Science, University of Crete, Heraklion, Greece
- * E-mail:
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Eid A, Zawia N. Consequences of lead exposure, and it’s emerging role as an epigenetic modifier in the aging brain. Neurotoxicology 2016; 56:254-261. [DOI: 10.1016/j.neuro.2016.04.006] [Citation(s) in RCA: 49] [Impact Index Per Article: 6.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2015] [Revised: 04/06/2016] [Accepted: 04/07/2016] [Indexed: 12/14/2022]
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Athanasopoulos D, Karagiannis G, Tsolaki M. Recent Findings in Alzheimer Disease and Nutrition Focusing on Epigenetics. Adv Nutr 2016; 7:917-27. [PMID: 27633107 PMCID: PMC5015036 DOI: 10.3945/an.116.012229] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
Alzheimer disease (AD) is a chronic neurodegenerative disease with no effective cure so far. The current review focuses on the epigenetic mechanisms of AD and how nutrition can influence the course of this disease through regulation of gene expression, according to the latest scientific findings. The search strategy was the use of scientific databases such as PubMed and Scopus in order to find relative research or review articles published in the years 2012-2015. By showing the latest data of various nutritional compounds, this study aims to stimulate the scientific community to recognize the value of nutrition in this subject. Epigenetics is becoming a very attractive subject for researchers because it can shed light on unknown aspects of complex diseases like AD. DNA methylation, histone modifications, and microRNAs are the principal epigenetic mechanisms involved in AD pathophysiology. Nutrition is an environmental factor that is related to AD through epigenetic pathways. Vitamin B-12, for instance, can alter the one-carbon metabolism and thus interfere in the DNA methylation process. The research results might seem ambiguous about the clinical role of nutrition, but there is strengthening evidence that proper nutrition can not only change epigenetic biomarker levels but also prevent the development of late-onset AD and attenuate cognition deficit. Nutrition might grow to become a preventive and even therapeutic alternative against AD, especially if combined with other antidementia interventions, brain exercise, physical training, etc. Epigenetic biomarkers can be a very helpful tool to help researchers find the exact nutrients needed to create specific remedies, and perhaps the same biomarkers can be used even in patient screening in the future.
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Affiliation(s)
| | | | - Magda Tsolaki
- Neurology, Aristotle University of Thessaloniki, Thessaloniki, Greece; and Greek Association of Alzheimer's Disease and Related Disorders, Thessaloniki, Greece
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Eid A, Bihaqi SW, Renehan WE, Zawia NH. Developmental lead exposure and lifespan alterations in epigenetic regulators and their correspondence to biomarkers of Alzheimer's disease. ALZHEIMER'S & DEMENTIA (AMSTERDAM, NETHERLANDS) 2016; 2:123-31. [PMID: 27239543 PMCID: PMC4879653 DOI: 10.1016/j.dadm.2016.02.002] [Citation(s) in RCA: 53] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
Abstract
INTRODUCTION Early life lead (Pb) exposure results in a latent increase in Alzheimer's disease (AD)-related proteins, and cognitive deficits late in life in both rodents and primates. This study was conducted to investigate if these late life changes were accompanied by epigenetic alterations. METHODS Western blot analysis and RT-PCR were used to measure Deoxyribonucleic acid methylation regulators (DNMT1, DNMT3a, MeCP2, MAT2A) and histone proteins (H3K9Ac, H3K4me2, H3K27me3). RESULTS Cerebral levels of DNMT1 and MeCP2 were significantly reduced in mice exposed to Pb early in life, whereas the expression of DNMT3a was not altered. Levels of MAT2a were increased in the Pb-exposed mice across the lifespan. H3K9Ac and H3K4me2, involved in gene activation, were decreased, whereas the repressive mark H3K27me3 was elevated. DISCUSSION Epigenetic modifiers are affected by the developmental exposure to Pb and may play a role in mediating the latent increases in AD-related proteins in the brain.
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Affiliation(s)
- Aseel Eid
- Neurodegeneration Laboratory, Department of Biomedical and Pharmaceutical Sciences, College of Pharmacy, University of Rhode Island, Kingston, RI, USA
- Interdisciplinary Neuroscience Program, University of Rhode Island, Kingston, RI, USA
- Geroge and Ann Ryan Institute for Neuroscience, University of Rhode Island, Kingston RI, USA
| | - Syed Waseem Bihaqi
- Department of Pharmacology and Toxicology, University of Hail, Hail, Kingdom of Saudi Arabia
| | - William E. Renehan
- Neurodegeneration Laboratory, Department of Biomedical and Pharmaceutical Sciences, College of Pharmacy, University of Rhode Island, Kingston, RI, USA
- Interdisciplinary Neuroscience Program, University of Rhode Island, Kingston, RI, USA
- Geroge and Ann Ryan Institute for Neuroscience, University of Rhode Island, Kingston RI, USA
| | - Nasser H. Zawia
- Neurodegeneration Laboratory, Department of Biomedical and Pharmaceutical Sciences, College of Pharmacy, University of Rhode Island, Kingston, RI, USA
- Interdisciplinary Neuroscience Program, University of Rhode Island, Kingston, RI, USA
- Geroge and Ann Ryan Institute for Neuroscience, University of Rhode Island, Kingston RI, USA
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Lee J, Freeman JL. Embryonic exposure to 10 μg L−1lead results in female-specific expression changes in genes associated with nervous system development and function and Alzheimer's disease in aged adult zebrafish brain. Metallomics 2016; 8:589-96. [PMID: 26776728 DOI: 10.1039/c5mt00267b] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Embryonic exposure to Pb at levels as low as 10 μg L−1disturb global gene expression patterns in a sex-specific manner.
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Affiliation(s)
- Jinyoung Lee
- School of Health Sciences
- Purdue University
- West Lafayette, USA
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17
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Ozer B, Sezerman OU. A novel analysis strategy for integrating methylation and expression data reveals core pathways for thyroid cancer aetiology. BMC Genomics 2015; 16 Suppl 12:S7. [PMID: 26678064 PMCID: PMC4682414 DOI: 10.1186/1471-2164-16-s12-s7] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
Background Recently, a wide range of diseases have been associated with changes in DNA methylation levels, which play a vital role in gene expression regulation. With ongoing developments in technology, attempts to understand disease mechanism have benefited greatly from epigenetics and transcriptomics studies. In this work, we have used expression and methylation data of thyroid carcinoma as a case study and explored how to optimally incorporate expression and methylation information into the disease study when both data are available. Moreover, we have also investigated whether there are important post-translational modifiers which could drive critical insights on thyroid cancer genetics. Results In this study, we have conducted a threshold analysis for varying methylation levels to identify whether setting a methylation level threshold increases the performance of functional enrichment. Moreover, in order to decide on best-performing analysis strategy, we have performed data integration analysis including comparison of 10 different analysis strategies. As a result, combining methylation with expression and using genes with more than 15% methylation change led to optimal detection rate of thyroid-cancer associated pathways in top 20 functional enrichment results. Furthermore, pooling the data from different experiments increased analysis confidence by improving the data range. Consequently, we have identified 207 transcription factors and 245 post-translational modifiers with more than 15% methylation change which may be important in understanding underlying mechanisms of thyroid cancer. Conclusion While only expression or only methylation information would not reveal both primary and secondary mechanisms involved in disease state, combining expression and methylation led to a better detection of thyroid cancer-related genes and pathways that are found in the recent literature. Moreover, focusing on genes that have certain level of methylation change improved the functional enrichment results, revealing the core pathways involved in disease development such as; endocytosis, apoptosis, glutamatergic synapse, MAPK, ErbB, TGF-beta and Toll-like receptor pathways. Overall, in addition to novel analysis framework, our study reveals important thyroid-cancer related mechanisms, secondary molecular alterations and contributes to better knowledge of thyroid cancer aetiology.
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Kasten-Jolly J, Lawrence DA. Lead modulation of macrophages causes multiorgan detrimental health effects. J Biochem Mol Toxicol 2014; 28:355-72. [PMID: 24863546 DOI: 10.1002/jbt.21572] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2014] [Revised: 04/17/2014] [Accepted: 04/30/2014] [Indexed: 12/23/2022]
Abstract
The environmental toxicant lead (Pb) has detrimental effects on a number of organ systems, including the immune system. Pb exposure decreases host immune defenses against numerous microorganisms and cancer. Although Pb effects on humoral and cell-mediated immunity as well as on erythrocyte, neural, and renal pathophysiology have been well documented, there are few reports regarding Pb's impact on innate immunity, which can affect multiorgan processes. This review focuses on Pb modulation of a key innate immune cell, the macrophage. The impact of Pb on macrophages in different organs, on immature versus mature macrophages, and on low versus high Pb concentrations is discussed. Pb decreases phagocytosis and chemotaxis of macrophages and affects nitric oxide production and eicosanoid metabolism in mature macrophages. Pretreatment of macrophages with Pb increases TNF-α secretion after in vitro stimulation with lipopolysaccharide; however, Pb exposure decreases in vivo intracellular pathogen killing. More recent evidence from mouse studies indicates that even low, environmentally relevant, blood concentrations of Pb result in increased phagocytosis of erythrocytes and decreased expression of interferon-gamma-inducible GTPases, p65-GBP, and p47-IRG, which are necessary for intracellular pathogen killing. Taking into account the effects of Pb on macrophages, the review describes posited mechanisms to account for Pb-altered health effects; Pb effects on heme levels may play a key role as well as Pb's preferential induction of helper type-2 T (Th2) cells and M2 macrophages, which is related to oxidative stress. The discussion links old findings with new, thereby adding new insight into the effects of Pb on macrophages and the resultant compromised immunity and health.
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Affiliation(s)
- Jane Kasten-Jolly
- Wadsworth Center, New York State Department of Health, Albany, NY, 12208, USA
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19
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Faulk C, Liu K, Barks A, Goodrich JM, Dolinoy DC. Longitudinal epigenetic drift in mice perinatally exposed to lead. Epigenetics 2014; 9:934-41. [PMID: 24786859 DOI: 10.4161/epi.29024] [Citation(s) in RCA: 34] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023] Open
Abstract
An understanding of the natural change in DNA methylation over time, defined as "epigenetic drift," will inform the study of environmental effects on the epigenome. This study investigates epigenetic drift in isogenic mice exposed perinatally to lead (Pb) acetate at four concentrations, 0 ppm (control), 2.1 ppm (low), 16 ppm (medium), and 32 ppm (high) prior to conception through weaning, then followed until 10 months of age. Absolute values of DNA methylation in a transposon-associated metastable locus, Cdk5-activator binding protein (Cabp(IAP)), and three imprinted loci (Igf2, Igf2r, and H19) were obtained from tail tissue in paired samples. DNA methylation levels in the controls increased over time at the imprinted Igf2 and Igf2r loci (both P = 0.0001), but not at the imprinted H19 locus or the Cabp(IAP) metastable epiallele. Pb exposure was associated with accelerated DNA hypermethylation in Cabp(IAP) (P = 0.0209) and moderated hypermethylation in Igf2r (P = 0.0447), and with marginally accelerated hypermethylation at H19 (P = 0.0847). In summary, the presence and magnitude of epigenetic drift was locus-dependent, and enhancement of drift was mediated by perinatal Pb exposure, in some, but not all, loci.
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Affiliation(s)
- Christopher Faulk
- Department of Environmental Health Sciences; University of Michigan; Ann Arbor, MI USA
| | - Kevin Liu
- Department of Environmental Health Sciences; University of Michigan; Ann Arbor, MI USA
| | - Amanda Barks
- Department of Environmental Health Sciences; University of Michigan; Ann Arbor, MI USA
| | - Jaclyn M Goodrich
- Department of Environmental Health Sciences; University of Michigan; Ann Arbor, MI USA
| | - Dana C Dolinoy
- Department of Environmental Health Sciences; University of Michigan; Ann Arbor, MI USA
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Bihaqi SW, Bahmani A, Subaiea GM, Zawia NH. Infantile exposure to lead and late-age cognitive decline: relevance to AD. Alzheimers Dement 2014; 10:187-95. [PMID: 23867794 PMCID: PMC3864613 DOI: 10.1016/j.jalz.2013.02.012] [Citation(s) in RCA: 71] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2012] [Revised: 01/11/2013] [Accepted: 02/07/2013] [Indexed: 11/17/2022]
Abstract
BACKGROUND Early-life lead (Pb) exposure induces overexpression of the amyloid beta precursor protein and its amyloid beta product in older rats and primates. We exposed rodents to Pb during different life span periods and examined cognitive function in old age and its impact on biomarkers associated with Alzheimer's disease (AD). METHODS Morris, Y, and the elevated plus mazes were used. Western blot, quantitative polymerase chain reaction (qPCR), and enzyme-linked immunosorbent assay were used to study the levels of AD biomarkers. RESULTS Cognitive impairment was observed in mice exposed as infants but not as adults. Overexpression of AD-related genes (amyloid beta precursor protein and β-site amyloid precursor protein cleaving enzyme 1) and their products, as well as their transcriptional regulator-specificity protein 1 (Sp1)-occurred only in older mice with developmental exposure to Pb. CONCLUSIONS A window of vulnerability to Pb neurotoxicity exists in the developing brain that can influence AD pathogenesis and cognitive decline in old age.
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Affiliation(s)
- Syed Waseem Bihaqi
- Department of Biomedical and Pharmaceutical Sciences, University of Rhode Island, Kingston, RI, USA
| | - Azadeh Bahmani
- Interdisciplinary Neuroscience Program (INP), University of Rhode Island, Kingston, RI, USA
| | - Gehad M Subaiea
- Department of Biomedical and Pharmaceutical Sciences, University of Rhode Island, Kingston, RI, USA
| | - Nasser H Zawia
- Department of Biomedical and Pharmaceutical Sciences, University of Rhode Island, Kingston, RI, USA; Interdisciplinary Neuroscience Program (INP), University of Rhode Island, Kingston, RI, USA.
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Bihaqi SW, Zawia NH. Enhanced taupathy and AD-like pathology in aged primate brains decades after infantile exposure to lead (Pb). Neurotoxicology 2013; 39:95-101. [PMID: 23973560 DOI: 10.1016/j.neuro.2013.07.010] [Citation(s) in RCA: 78] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/14/2013] [Revised: 07/09/2013] [Accepted: 07/26/2013] [Indexed: 11/29/2022]
Abstract
Late Onset Alzheimer Disease (LOAD) constitutes the majority of AD cases (∼90%). Amyloidosis and tau pathology, which are present in AD brains, appear to be sporadic in nature. We have previously shown that infantile lead (Pb) exposure is associated with a change in the expression and regulation of the amyloid precursor protein (APP) and its beta amyloid (Aβ) products in old age. Here we report that infantile Pb exposure elevated the mRNA and protein levels of tau as well as its transcriptional regulators namely specificity protein 1 and 3 (Sp1 and Sp3) in aged primates. These changes were also accompanied by an enhancement in site-specific tau phosphorylation as well as an increase in the mRNA and protein levels of cyclin dependent kinase 5 (cdk5). There was also a change in the protein ratio of p35/p25 with more Serine/Threonine phosphatase activity present in aged primates exposed to Pb as infants. These molecular alterations favored abundant tau phosphorylation and immunoreactivity in the frontal cortex of aged primates with prior Pb exposure. These findings provide more evidence that neurodegenerative diseases may be products of environmental influences that occur during the development.
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Affiliation(s)
- Syed Waseem Bihaqi
- Department of Biomedical and Pharmaceutical Sciences, University of Rhode Island, Kingston, RI, USA
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Adwan L, Zawia NH. Epigenetics: a novel therapeutic approach for the treatment of Alzheimer's disease. Pharmacol Ther 2013; 139:41-50. [PMID: 23562602 PMCID: PMC3693222 DOI: 10.1016/j.pharmthera.2013.03.010] [Citation(s) in RCA: 73] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2013] [Accepted: 03/19/2013] [Indexed: 12/14/2022]
Abstract
Alzheimer's disease (AD) is the most common type of dementia in the elderly. It is characterized by the deposition of two forms of aggregates within the brain, the amyloid β plaques and tau neurofibrillary tangles. Currently, no disease-modifying agent is approved for the treatment of AD. Approved pharmacotherapies target the peripheral symptoms but they do not prevent or slow down the progression of the disease. Although several disease-modifying immunotherapeutic agents are in clinical development, many have failed due to the lack of efficacy or serious adverse events. Epigenetic changes including DNA methylation and histone modifications are involved in learning and memory and have been recently highlighted for holding promise as potential targets for AD therapeutics. Dynamic and latent epigenetic alterations are incorporated in AD pathological pathways and present valuable reversible targets for AD and other neurological disorders. The approval of epigenetic drugs for cancer treatment has opened the door for the development of epigenetic drugs for other disorders including neurodegenerative diseases. In particular, methyl donors and histone deacetylase inhibitors are being investigated for possible therapeutic effects to rescue memory and cognitive decline found in such disorders. This review explores the area of epigenetics for potential AD interventions and presents the most recent findings in this field.
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Affiliation(s)
- Lina Adwan
- Department of Biomedical and Pharmaceutical Sciences, University of Rhode Island, Kingston, RI, USA
| | - Nasser H. Zawia
- Department of Biomedical and Pharmaceutical Sciences, University of Rhode Island, Kingston, RI, USA
- Interdisciplinary Neuroscience Program, University of Rhode Island, Kingston, RI, USA
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