78 results on '"Joseph L. McClay"'
Search Results
2. A Theoretical Systems Biology Analysis Suggests Gene-Environment Interaction Effects are Common at the Most Basic Levels of Biological Organization.
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Joseph L. McClay and Edwin J. C. G. van den Oord
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- 2008
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3. Epigenetics in drug dispositiondrug therapy: symposium report of the 24
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Benjamin J, Maldonato, Ana G, Vergara, Jaydeep, Yadav, Sarah M, Glass, Erickson M, Paragas, Dongying, Li, Philip, Lazarus, Joseph L, McClay, Baitang, Ning, Ann K, Daly, and Laura E, Russell
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MicroRNAs ,Drug Discovery ,North America ,Humans ,RNA, Long Noncoding ,DNA Methylation ,Epigenesis, Genetic - Abstract
The 24th North American International Society for the Study of Xenobiotics (ISSX) meeting, held virtually from September 13 to 17, 2021, embraced the theme of "Broadening Our Horizons." This reinforces a key mission of ISSX: striving to share innovative science related to drug discovery and development. Session speakers and the ISSX New Investigators Group, which supports the scientific and professional development of student and early career ISSX members, elected to highlight the scientific content presented during the captivating session titled, "Epigenetics in Drug DispositionDrug Therapy." The impact genetic variation has on drug response is well established; however, this session underscored the importance of investigating the role of epigenetics in drug disposition and drug discovery. Session speakers, Drs. Ning, McClay, and Lazarus, detailed mechanisms by which epigenetic players including long non-coding RNA (lncRNAs), microRNA (miRNAs), DNA methylation, and histone acetylation can alter the expression of genes involved in pharmacokinetics, pharmacodynamics, and toxicity. Dr. Ning detailed current knowledge about miRNAs and lncRNAs and the mechanisms by which they can affect the expression of drug metabolizing enzymes (DMEs) and nuclear receptors. Dr. Lazarus discussed the potential role of miRNAs on UDP-glucuronosyltransferase (UGT) expression and activity. Dr. McClay provided evidence that aging alters methylation and acetylation of DMEs in the liver, affecting gene expression and activity. These topics, compiled by the symposium organizers, presenters, and the ISSX New Investigators Group, are herein discussed, along with exciting future perspectives for epigenetics in drug disposition and drug discovery research.
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- 2022
4. Repeated exposure to chlorpyrifos is associated with a dose-dependent chronic neurobehavioral deficit in adult rats
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Joseph L. McClay, A. C. Ribeiro, Laxmikant S. Deshpande, Elisa Hawkins, and Fay M. Jahr
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Male ,Insecticides ,Physiology ,Anxiety ,Toxicology ,chemistry.chemical_compound ,Animals ,Cholinesterases ,Medicine ,Hippocampus (mythology) ,Pesticides ,Depression (differential diagnoses) ,Cholinesterase ,biology ,business.industry ,General Neuroscience ,Organophosphate ,Anhedonia ,Rats ,chemistry ,Chlorpyrifos ,biology.protein ,Cholinergic ,Cholinesterase Inhibitors ,medicine.symptom ,business ,Behavioural despair test - Abstract
Organophosphate (OP) chemicals include commonly used pesticides and also chemical warfare agents, and mechanistically they are potent inhibitors of the cholinesterase (ChE) enzyme. While a chronic low-dose OP exposure does not produce acute cholinergic crises, epidemiological studies report long-term neuropsychiatric issues including depression and cognitive impairments in OP-exposed individuals. Chlorpyrifos (CPF) is one of the most widely used pesticides worldwide. Multiple laboratory studies have reported on either the long-term behavioral effect of a single, high-dose CPF or studied sub-chronic behavioral effects particularly the motor and cognitive effects of repeated low-dose CPF exposure. However, studies on chronic mood and depression-related morbidities following repeated sub-threshold CPF doses that would mimic occupationally-relevant OP exposures are lacking. Here, adult male rats were injected with CPF (1, 3, 5, or 10 mg/kg/d, s.c.) for 21-days. Dependent on the CPF dose, ChE activity was inhibited approximately 60-80% in the blood and about 20-50% in the hippocampus at 2-days after the end of CPF exposures. Following an 11-week washout period, CPF-treated rats exhibited a dose-dependent increase in signs of anhedonia (sucrose preference test), anxiety (open-field and elevated plus-maze), and despair (forced swim test) despite a complete recovery of ChE activity at this stage. We speculate that both cholinergic and non-cholinergic mechanisms could play a role in the development of chronic OP-related depressive outcomes. The proposed CPF exposure paradigm could provide an ideal model to further study molecular mechanisms underlying cause and effect relationships between environmental OP exposures and the development of chronic behavioral deficits.
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- 2021
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5. Histone acetylation at the sulfotransferase 1a1 gene is associated with its hepatic expression in normal aging
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Patricia W. Slattum, Mohamad M. Kronfol, Matthew S. Halquist, Sara Abudahab, Fay M. Jahr, Elvin T. Price, MaryPeace McRae, Joseph L. McClay, Dayanjan S. Wijesinghe, and Mikhail G. Dozmorov
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UGT1A6 ,medicine.medical_specialty ,Aging ,Locus (genetics) ,Article ,Epigenesis, Genetic ,Histones ,Mice ,Internal medicine ,Genetics ,medicine ,Animals ,Humans ,Epigenetics ,General Pharmacology, Toxicology and Pharmaceutics ,Molecular Biology ,Gene ,Genetics (clinical) ,Aged ,biology ,Acetylation ,Histone ,Endocrinology ,Liver ,DNA methylation ,biology.protein ,Molecular Medicine ,Sulfotransferases ,Drug metabolism - Abstract
Objectives Phase II drug metabolism is poorly studied in advanced age and older adults may exhibit significant variability in their expression of phase II enzymes. We hypothesized that age-related changes to epigenetic regulation of genes involved in phase II drug metabolism may contribute to these effects. Methods We examined published epigenome-wide studies of human blood and identified the SULT1A1 and UGT1A6 genes as the top loci showing epigenetic changes with age. To assess possible functional alterations with age in the liver, we assayed DNA methylation (5mC) and histone acetylation changes around the mouse homologs Sult1a1 and Ugt1a6 in liver tissue from mice aged 4-32 months. Results Our sample shows a significant loss of 5mC at Sult1a1 (β = -1.08, 95% CI [-1.8, -0.2], SE = 0.38, P = 0.011), mirroring the loss of 5mC with age observed in human blood DNA at the same locus. We also detected increased histone 3 lysine 9 acetylation (H3K9ac) with age at Sult1a1 (β = 0.11, 95% CI [0.002, 0.22], SE = 0.05, P = 0.04), but no change to histone 3 lysine 27 acetylation (H3K27ac). Sult1a1 gene expression is significantly positively associated with H3K9ac levels, accounting for 23% of the variation in expression. We did not detect any significant effects at Ugt1a6. Conclusions Sult1a1 expression is under epigenetic influence in normal aging and this influence is more pronounced for H3K9ac than DNA methylation or H3K27ac in this study. More generally, our findings support the relevance of epigenetics in regulating key drug-metabolizing pathways. In the future, epigenetic biomarkers could prove useful to inform dosing in older adults.
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- 2021
6. The ANKS1B gene and its associated phenotypes: focus on CNS drug response
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Patrick M. Beardsley, Rachel M. Taylor, Rabha M. Younis, and Joseph L. McClay
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0301 basic medicine ,Drug ,media_common.quotation_subject ,Genome-wide association study ,Locus (genetics) ,Review ,Biology ,Epigenesis, Genetic ,03 medical and health sciences ,0302 clinical medicine ,Alzheimer Disease ,Genetics ,Animals ,Humans ,Gene knockout ,Genetic association ,media_common ,Mice, Knockout ,Pharmacology ,Effector ,Intracellular Signaling Peptides and Proteins ,Brain ,Phenotype ,030104 developmental biology ,Synaptic plasticity ,Schizophrenia ,Molecular Medicine ,Neuroscience ,030217 neurology & neurosurgery ,Central Nervous System Agents ,Genome-Wide Association Study - Abstract
The ANKS1B gene was a top finding in genome-wide association studies (GWAS) of antipsychotic drug response. Subsequent GWAS findings for ANKS1B include cognitive ability, educational attainment, body mass index, response to corticosteroids and drug dependence. We review current human association evidence for ANKS1B, in addition to functional studies that include two published mouse knockouts. The several GWAS findings in humans indicate that phenotypically relevant variation is segregating at the ANKS1B locus. ANKS1B shows strong plausibility for involvement in CNS drug response because it encodes a postsynaptic effector protein that mediates long-term changes to neuronal biology. Forthcoming data from large biobanks should further delineate the role of ANKS1B in CNS drug response.
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- 2019
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7. Genome-wide and gene-based association studies of anxiety disorders in European and African American samples.
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Takeshi Otowa, Brion S Maher, Steven H Aggen, Joseph L McClay, Edwin J van den Oord, and John M Hettema
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Medicine ,Science - Abstract
Anxiety disorders (ADs) are common mental disorders caused by a combination of genetic and environmental factors. Since ADs are highly comorbid with each other, partially due to shared genetic basis, studying AD phenotypes in a coordinated manner may be a powerful strategy for identifying potential genetic loci for ADs. To detect these loci, we performed genome-wide association studies (GWAS) of ADs. In addition, as a complementary approach to single-locus analysis, we also conducted gene- and pathway-based analyses. GWAS data were derived from the control sample of the Molecular Genetics of Schizophrenia (MGS) project (2,540 European American and 849 African American subjects) genotyped on the Affymetrix GeneChip 6.0 array. We applied two phenotypic approaches: (1) categorical case-control comparisons (CC) based upon psychiatric diagnoses, and (2) quantitative phenotypic factor scores (FS) derived from a multivariate analysis combining information across the clinical phenotypes. Linear and logistic models were used to analyse the association with ADs using FS and CC traits, respectively. At the single locus level, no genome-wide significant association was found. A trans-population gene-based meta-analysis across both ethnic subsamples using FS identified three genes (MFAP3L on 4q32.3, NDUFAB1 and PALB2 on 16p12) with genome-wide significance (false discovery rate (FDR]
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- 2014
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8. Epigenetic histone acetylation and Bdnf dysregulation in the hippocampus of rats exposed to repeated, low-dose diisopropylfluorophosphate
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Joseph L. McClay, Ana C.R. Ribeiro, Elisa Hawkins, Laxmikant S. Deshpande, Mohamad M. Kronfol, Fay M. Jahr, and Rabha M. Younis
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0301 basic medicine ,Male ,medicine.medical_specialty ,Isoflurophate ,030226 pharmacology & pharmacy ,Hippocampus ,General Biochemistry, Genetics and Molecular Biology ,Epigenesis, Genetic ,Histones ,Rats, Sprague-Dawley ,03 medical and health sciences ,0302 clinical medicine ,Internal medicine ,medicine ,Animals ,Epigenetics ,General Pharmacology, Toxicology and Pharmaceutics ,Promoter Regions, Genetic ,Brain-derived neurotrophic factor ,biology ,Dose-Response Relationship, Drug ,Brain-Derived Neurotrophic Factor ,Valproic Acid ,Acetylation ,General Medicine ,Chromatin ,Rats ,Histone Deacetylase Inhibitors ,030104 developmental biology ,Endocrinology ,Histone ,Gene Expression Regulation ,DNA methylation ,biology.protein ,Histone deacetylase ,Chromatin immunoprecipitation - Abstract
Aims Deployment-related exposures to organophosphate (OP) compounds are implicated for Gulf War Illness (GWI) development in First GW veterans. However, reasons for the persistence of GWI are not fully understood. Epigenetic modifications to chromatin are regulatory mechanisms that can adaptively or maladaptively respond to external stimuli. These include DNA methylation and histone acetylation. DNA methylation changes have been reported in GWI but the role of histone acetylation in GWI has been less explored, despite its importance as an epigenetic mechanism for neurological disorders. Main methods Male Sprague-Dawley rats were exposed to OP diisopropyl fluorophosphate (DFP, 0.5 mg/kg s.c., 5-d) and 6-m later brains were dissected for hippocampus. Western blotting, activity assays and chromatin immunoprecipitation (ChIP) were utilized for epigenetic analyses. Behavior was assessed using the Forced Swim Test (FST) and the Elevated Plus Maze (EPM). Key findings We observed a significant upregulation in HDAC1 protein along with a significant increase in HDAC enzyme activity in the hippocampus of DFP rats. A locus-specific ChIP study revealed decreases in H3K9ac at the brain derived neurotrophic factor (Bdnf) promoter IV coupled with a significant decrease in BDNF protein in DFP rat hippocampus. Treatment with HDAC inhibitor valproic acid reduced HDAC activity and decreased the FST immobility time in DFP rats. Significance Our research suggests that epigenetic alterations to histone acetylation pathways and decreased BDNF expression could represent novel mechanisms for GWI symptomatology and may provide new targets for developing effective drugs for GWI treatment.
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- 2021
9. Genotype-based ancestral background consistently predicts efficacy and side effects across treatments in CATIE and STAR*D.
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Daniel E Adkins, Renan P Souza, Karolina Aberg, Shaunna L Clark, Joseph L McClay, Patrick F Sullivan, and Edwin J C G van den Oord
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Medicine ,Science - Abstract
Only a subset of patients will typically respond to any given prescribed drug. The time it takes clinicians to declare a treatment ineffective leaves the patient in an impaired state and at unnecessary risk for adverse drug effects. Thus, diagnostic tests robustly predicting the most effective and safe medication for each patient prior to starting pharmacotherapy would have tremendous clinical value. In this article, we evaluated the use of genetic markers to estimate ancestry as a predictive component of such diagnostic tests. We first estimated each patient's unique mosaic of ancestral backgrounds using genome-wide SNP data collected in the Clinical Antipsychotic Trials of Intervention Effectiveness (CATIE) (n = 765) and the Sequenced Treatment Alternatives to Relieve Depression (STAR*D) (n = 1892). Next, we performed multiple regression analyses to estimate the predictive power of these ancestral dimensions. For 136/89 treatment-outcome combinations tested in CATIE/STAR*D, results indicated 1.67/1.84 times higher median test statistics than expected under the null hypothesis assuming no predictive power (p
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- 2013
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10. Epigenetic regulation of drug metabolism in aging
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Joseph L. McClay
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Aging ,DNA methylation ,biology ,cytochrome P450 ,Cytochrome P450 ,Cell Biology ,liver ,xenobiotic metabolism ,Epigenesis, Genetic ,Cell biology ,Editorial ,Histone ,Cytochrome P-450 Enzyme System ,Pharmaceutical Preparations ,histones ,biology.protein ,Animals ,Humans ,Epigenetics ,Drug metabolism - Published
- 2021
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11. Review and Consensus on Pharmacogenomic Testing in Psychiatry
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Chad A. Bousman, Katrin Sangkuhl, Azmeraw T. Amare, Arun K. Tiwari, Zachary A. Cordner, Lynn E DeLisi, Lasse Folkersen, Bernhard T. Baune, Daniel J. Müller, Richard Musil, Franziska Degenhardt, Jeffrey R. Bishop, Li-Shiun Chen, Susanne Bengesser, Nancy L. Saccone, Jürgen Deckert, Gwyneth Zai, Andrea Gaedigk, James L. Kennedy, Boris Chaumette, Margit Burmeister, Katherine J. Aitchison, Clement C. Zai, Jian-Ping Zhang, Francis J. McMahon, Teri E. Klein, Robert Stowe, Joseph L. McClay, Ene-Choo Tan, Bahareh Behroozi Asl, and Harald N. Aschauer
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medicine.medical_specialty ,Medizin ,MEDLINE ,Pharmacogenomic Testing ,030226 pharmacology & pharmacy ,03 medical and health sciences ,0302 clinical medicine ,HLA Antigens ,Medicine ,Humans ,Pharmacology (medical) ,Psychiatry ,Oxcarbazepine ,Urea Cycle Disorders, Inborn ,Psychiatric genetics ,Dose-Response Relationship, Drug ,business.industry ,General Medicine ,Precision medicine ,medicine.disease ,Antidepressive Agents ,Cytochrome P-450 CYP2C19 ,Psychiatry and Mental health ,Mood ,Cytochrome P-450 CYP2D6 ,Pharmacogenomics ,Practice Guidelines as Topic ,Major depressive disorder ,Anticonvulsants ,business ,030217 neurology & neurosurgery ,medicine.drug ,Antipsychotic Agents - Abstract
The implementation of pharmacogenomic (PGx) testing in psychiatry remains modest, in part due to divergent perceptions of the quality and completeness of the evidence base and diverse perspectives on the clinical utility of PGx testing among psychiatrists and other healthcare providers. Recognizing the current lack of consensus within the field, the International Society of Psychiatric Genetics assembled a group of experts to conduct a narrative synthesis of the PGx literature, prescribing guidelines, and product labels related to psychotropic medications as well as the key considerations and limitations related to the use of PGx testing in psychiatry. The group concluded that to inform medication selection and dosing of several commonly-used antidepressant and antipsychotic medications, current published evidence, prescribing guidelines, and product labels support the use of PGx testing for 2 cytochrome P450 genes (CYP2D6, CYP2C19). In addition, the evidence supports testing for human leukocyte antigen genes when using the mood stabilizers carbamazepine (HLA-A and HLA-B), oxcarbazepine (HLA-B), and phenytoin (CYP2C9, HLA-B). For valproate, screening for variants in certain genes (POLG, OTC, CSP1) is recommended when a mitochondrial disorder or a urea cycle disorder is suspected. Although barriers to implementing PGx testing remain to be fully resolved, the current trajectory of discovery and innovation in the field suggests these barriers will be overcome and testing will become an important tool in psychiatry.
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- 2020
12. Histone acetylation at the sulfotransferase 1a1 gene is associated with its hepatic expression in normal aging
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Matthew S. Halquist, Fay M. Jahr, Elvin T. Price, Mohamad M. Kronfol, Patricia W. Slattum, MaryPeace McRae, Mikhail G. Dozmorov, Joseph L. McClay, and Dayanjan S. Wijesinghe
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UGT1A6 ,medicine.medical_specialty ,Biology ,SULT1A1 Gene ,Endocrinology ,Histone ,Acetylation ,Internal medicine ,DNA methylation ,medicine ,biology.protein ,Epigenetics ,Gene ,Drug metabolism - Abstract
Phase II drug metabolism is poorly studied in advanced age and older adults may exhibit significant variability in their expression of phase II enzymes. We hypothesized that age-related changes to epigenetic regulation of genes involved in phase II drug metabolism may contribute to these effects. We examined published epigenome-wide studies of human blood and identified the SULT1A1 and UGT1A6 genes as the top loci showing epigenetic changes with age. To assess possible functional alterations with age in the liver, we assayed DNA methylation (5mC) and histone acetylation changes around the mouse homologs Sult1a1 and Ugt1a6 in liver tissue from mice aged 4-32 months obtained from the National Institute on Aging rodent tissue bank. Our sample shows significant loss of 5mC at Sult1a1, mirroring the loss of 5mC with age observed in human blood DNA at the same locus. We also detected increased histone 3 lysine 9 acetylation (H3K9ac) with age at Sult1a1, but no change to histone 3 lysine 27 acetylation (H3K27ac). Sult1a1 gene expression is significantly positively associated with H3K9ac levels, accounting for 23% of the variation in expression. We did not detect any significant changes at Ugt1a6. We conclude that Sult1a1 expression is under epigenetic influence in normal aging and that this influence is more pronounced for H3K9ac than DNA methylation or H3K27ac in this study. More generally, our findings support the relevance of epigenetics in regulating key drug metabolizing pathways. In future, epigenetic biomarkers could prove useful to inform dosing in older adults.
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- 2020
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13. Molecular mechanisms for the antidepressant-like effects of a low-dose ketamine treatment in a DFP-based rat model for Gulf War Illness
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Elisa Hawkins, Mohamad M. Kronfol, Joseph L. McClay, Jackie Zhu, Ana C.R. Ribeiro, Fay M. Jahr, Laxmikant S. Deshpande, and Rabha M. Younis
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Male ,medicine.medical_specialty ,Time Factors ,medicine.drug_class ,Hippocampal formation ,Toxicology ,Receptors, N-Methyl-D-Aspartate ,Rats, Sprague-Dawley ,03 medical and health sciences ,0302 clinical medicine ,Neurotrophic factors ,Internal medicine ,medicine ,Animals ,Ketamine ,Persian Gulf Syndrome ,Calcium Signaling ,030304 developmental biology ,0303 health sciences ,Behavior, Animal ,business.industry ,Depression ,General Neuroscience ,Brain-Derived Neurotrophic Factor ,Memantine ,Brain ,Receptor antagonist ,Antidepressive Agents ,Disease Models, Animal ,Endocrinology ,Synaptic plasticity ,Antidepressant ,business ,Excitatory Amino Acid Antagonists ,030217 neurology & neurosurgery ,Locomotion ,Behavioural despair test ,medicine.drug - Abstract
Exposure to organophosphates (OP) during the First Gulf War is among one of the factors for Gulf War Illness (GWI) development in veterans and it has been challenging to treat GWI symptoms with existing therapies. Ketamine produces a rapid-onset and sustained antidepressant response, but there is no evidence whether ketamine treatment is effective for GWI depression. Repeated, low-dose exposure to diisopropyl fluorophosphate (DFP) mimic Gulf War related OP exposures and produces a chronic depressive state in rats. In this study, DFP-exposed rats treated with ketamine (10 mg/kg, i.p.) exhibited antidepressant-like effect on the Forced Swim Test at 1-h. This effect persisted at 24-h post ketamine, a time-point by which it is eliminated from the brain suggesting involvement of mechanisms that affect long-term synaptic plasticity. Western blot analysis showed significantly lower Brain-Derived Neurotrophic Factor (BDNF) levels in DFP rat brains. Ketamine produced a nonsignificant increase in BDNF expression at 1-h but produced a larger, significant (2.2-fold) increase at 24-h in DFP rats. We previously reported chronic hippocampal calcium elevations ([Ca2+]i) in DFP rats. Ketamine-treated DFP rats exhibited significantly lower [Ca2+]i at 1-h but not at 24-h. Interestingly, treatment with ANA-12, a TrkB-BDNF receptor antagonist, in DFP rats blunted ketamine’s antidepressant-like effect at 24-h but not at 1-h. These experiments suggest that in a rat model of DFP-induced depression, inhibition of the NMDAR-Ca2+ contributes to the rapid-onset antidepressant effects of ketamine while the antidepressant actions that persisted at 24-h post ketamine administration involve upregulation of BDNF signaling.
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- 2020
14. DNA methylation and histone acetylation changes to cytochrome P450 2E1 regulation in normal aging and impact on rates of drug metabolism in the liver
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Philip M. Gerk, Fay M. Jahr, Karolina A. Aberg, Mikhail G. Dozmorov, Elvin T. Price, Patricia W. Slattum, Palak S. Phansalkar, Joseph L. McClay, Mohamad M. Kronfol, Lin Y. Xie, and MaryPeace McRae
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medicine.medical_specialty ,Aging ,Epigenesis, Genetic ,Histones ,Mice ,Pharmacokinetics ,Internal medicine ,medicine ,Animals ,Epigenetics ,Gene ,biology ,Acetylation ,Cytochrome P-450 CYP2E1 ,DNA Methylation ,Histone ,Endocrinology ,Liver ,Pharmaceutical Preparations ,DNA methylation ,biology.protein ,Original Article ,Liver function ,Geriatrics and Gerontology ,Drug metabolism - Abstract
Aging is associated with reduced liver function that may increase the risk for adverse drug reactions in older adults. We hypothesized that age-related changes to epigenetic regulation of genes involved in drug metabolism may contribute to this effect. We reviewed published epigenome-wide studies of human blood and identified the cytochrome P450 2E1 (CYP2E1) gene as a top locus exhibiting epigenetic changes with age. To investigate potential functional changes with age in the liver, the primary organ of drug metabolism, we obtained liver tissue from mice aged 4–32 months from the National Institute on Aging. We assayed global DNA methylation (5-methylcytosine, 5mC), hydroxymethylation (5-hydroxymethylcytosine, 5hmC), and locus-specific 5mC and histone acetylation changes around mouse Cyp2e1. The mouse livers exhibit significant global decreases in 5mC and 5hmC with age. Furthermore, 5mC significantly increased with age at two regulatory regions of Cyp2e1 in tandem with decreases in its gene and protein expressions. H3K9ac levels also changed with age at both regulatory regions of Cyp2e1 investigated, while H3K27ac did not. To test if these epigenetic changes are associated with varying rates of drug metabolism, we assayed clearance of the CYP2E1-specific probe drug chlorzoxazone in microsome extracts from the same livers. CYP2E1 intrinsic clearance is associated with DNA methylation and H3K9ac levels at the Cyp2e1 locus but not with chronological age. This suggests that age-related epigenetic changes may influence rates of hepatic drug metabolism. In the future, epigenetic biomarkers could prove useful to guide dosing regimens in older adults. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s11357-020-00181-5) contains supplementary material, which is available to authorized users.
- Published
- 2019
15. In silico whole genome association scan for murine prepulse inhibition.
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Bradley Todd Webb, Joseph L McClay, Cristina Vargas-Irwin, Timothy P York, and Edwin J C G van den Oord
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Medicine ,Science - Abstract
BackgroundThe complex trait of prepulse inhibition (PPI) is a sensory gating measure related to schizophrenia and can be measured in mice. Large-scale public repositories of inbred mouse strain genotypes and phenotypes such as PPI can be used to detect Quantitative Trait Loci (QTLs) in silico. However, the method has been criticized for issues including insufficient number of strains, not controlling for false discoveries, the complex haplotype structure of inbred mice, and failing to account for genotypic and phenotypic subgroups.Methodology/principal findingsWe have implemented a method that addresses these issues by incorporating phylogenetic analyses, multilevel regression with mixed effects, and false discovery rate (FDR) control. A genome-wide scan for PPI was conducted using over 17,000 single nucleotide polymorphisms (SNPs) in 37 strains phenotyped. Eighty-nine SNPs were significant at a false discovery rate (FDR) of 5%. After accounting for long-range linkage disequilibrium, we found 3 independent QTLs located on murine chromosomes 1 and 13. One of the PPI positives corresponds to a region of human chromosome 6p which includes DTNBP1, a gene implicated in schizophrenia. Another region includes the gene Tsn which alters PPI when knocked out. These genes also appear to have correlated expression with PPI.Conclusions/significanceThese results support the usefulness of using an improved in silico mapping method to identify QTLs for complex traits such as PPI which can be then be used for to help identify loci influencing schizophrenia in humans.
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- 2009
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16. The role of epigenomics in personalized medicine
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Rong Huang, Joseph L. McClay, Mikhail G. Dozmorov, Mohamad M. Kronfol, and Patricia W. Slattum
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0301 basic medicine ,Pharmacology ,business.industry ,Epigenetics of schizophrenia ,Computational biology ,Biology ,Bioinformatics ,Article ,Chromatin remodeling ,Chromatin ,03 medical and health sciences ,030104 developmental biology ,0302 clinical medicine ,Drug Discovery ,DNA methylation ,Genetics ,Computational epigenetics ,Molecular Medicine ,Personalized medicine ,Epigenetics ,business ,030217 neurology & neurosurgery ,Epigenomics - Abstract
Epigenetics is the study of reversible modifications to chromatin and their extensive and profound effects on gene regulation. To date, the role of epigenetics in personalized medicine has been under-explored. Therefore, this review aims to highlight the vast potential that epigenetics holds.We first review the cell-specific nature of epigenetic states and how these can vary with developmental stage and in response to environmental factors. We then summarize epigenetic biomarkers of disease, with a focus on diagnostic tests, followed by a detailed description of current and pipeline drugs with epigenetic modes of action. Finally, we discuss epigenetic biomarkers of drug response.Epigenetic variation can yield information on cellular states and developmental histories in ways that genotype information cannot. Furthermore, in contrast to fixed genome sequence, epigenetic patterns are plastic, so correcting aberrant, disease-causing epigenetic marks holds considerable therapeutic promise. While just six epigenetic drugs are currently approved for use in the United States, a larger number is being developed. However, a drawback to current therapeutics is their non-specific effects. Development of locus-specific epigenetic modifiers, used in conjunction with epigenetic biomarkers of response, will enable truly precision interventions.
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- 2017
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17. Epigenetic biomarkers in personalized medicine
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Mohamad M. Kronfol and Joseph L. McClay
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Drug ,Epigenetic biomarkers ,business.industry ,media_common.quotation_subject ,Computational biology ,Disease ,Research findings ,Strength of evidence ,Drug response ,Medicine ,Personalized medicine ,Epigenetics ,business ,media_common - Abstract
The influence of epigenetics on drug response and therapeutic outcomes is just starting to be elucidated, but this area already shows considerable promise as another facet to personalized medicine. This chapter summarizes current “pharmacoepigenetic” research findings in the two most researched disease areas (oncology and psychiatry), plus pertinent examples from other areas. The 18 drug molecules summarized in this chapter that have been paired with epigenetic response biomarkers belong to 11 drug classes and are indicated for 19 unique diseases. The strength of evidence in each case ranges from initial, promising research findings to clinically actionable biomarkers. For each disease area, we describe the drug mechanism of action followed by the function of the pharmacoepigenetic biomarkers and significant clinical findings where appropriate. Although still an emerging area, pharmacoepigenetics promises to deliver novel biomarkers with unique properties that complement our existing repertoire in genomic personalized medicine.
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- 2019
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18. Contributors
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Osama Aazmi, Maryam Akhtari, Ramchandra V. Amnekar, Eralda Asllanaj, Jesús Beltrán-García, Sudarshan Bhattacharjee, Shilpa Bisht, Priyanka Chaurasia, Ana B. Crujeiras, Rima Dada, Jean-François Deleuze, Arul J. Duraisamy, Elham Farhadi, Oscar H. Franco, José Luis García-Giménez, Marija Glisic, Ansh Goswami, Caleb Grote, Sanjay Gupta, Andrea G. Izquierdo, Rakesh Mohan Jha, Ananthamohan Kalyani, Abhishek Kanyal, Krishanpal Karmodiya, Saima Khan, Renu A. Kowluru, Mohamad M. Kronfol, Mahdi Mahmoudi, Florence Mauger, Joseph L. McClay, Salvador Mena-Mollá, Manish Mishra, Taulant Muka, Sunil Nahata, Jana Nano, Abhiram Natu, Carolina Ochoa-Rosales, Gisselle Pérez-Machado, Carlos Romá-Mateo, Marta Seco-Cervera, Asmita Sharda, Shilpy Sharma, null Sukanya, Jinxi Wang, and Mingcai Zhang
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- 2019
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19. M75 UP-REGULATED EXPRESSION OF PUTATIVE ANTIPSYCHOTIC RESPONSE GENES FROM GENOME-WIDE ASSOCIATION STUDIES IN THE MOUSE HIPPOCAMPUS FOLLOWING LONG-TERM OLANZAPINE ADMINISTRATION
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Joseph L. McClay, Joel Castillo, Fay M. Jahr, Bashir Idris, and Rabha M. Younis
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Pharmacology ,Olanzapine ,Mouse Hippocampus ,medicine.medical_treatment ,Genome-wide association study ,Biology ,Psychiatry and Mental health ,Neurology ,Downregulation and upregulation ,medicine ,Pharmacology (medical) ,Neurology (clinical) ,Antipsychotic ,Gene ,Biological Psychiatry ,medicine.drug - Published
- 2019
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20. Neurochemical Metabolomics Reveals Disruption to Sphingolipid Metabolism Following Chronic Haloperidol Administration
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Patrick M. Beardsley, Edwin J. C. G. van den Oord, James J. Crowley, Angela M. Batman, Joseph L. McClay, Robert E. Vann, and Sarah A. Vunck
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Male ,Immunology ,Neuroscience (miscellaneous) ,Biology ,Pharmacology ,Article ,Gas Chromatography-Mass Spectrometry ,Mice ,chemistry.chemical_compound ,Metabolomics ,Neurochemical ,Basal Ganglia Diseases ,Extrapyramidal symptoms ,medicine ,Haloperidol ,Animals ,Immunology and Allergy ,Sphingolipids ,Brain ,Metabolism ,Lipid Metabolism ,Sphingolipid ,Mice, Inbred C57BL ,Adenosine diphosphate ,chemistry ,Leucine ,medicine.symptom ,Metabolic Networks and Pathways ,Antipsychotic Agents ,medicine.drug - Abstract
Haloperidol is an effective antipsychotic drug for treatment of schizophrenia, but prolonged use can lead to debilitating side effects. To better understand the effects of long-term administration, we measured global metabolic changes in mouse brain following 3 mg/kg/day haloperidol for 28 days. These conditions lead to movement-related side effects in mice akin to those observed in patients after prolonged use. Brain tissue was collected following microwave tissue fixation to arrest metabolism and extracted metabolites were assessed using both liquid and gas chromatography mass spectrometry (MS). Over 300 unique compounds were identified across MS platforms. Haloperidol was found to be present in all test samples and not in controls, indicating experimental validity. Twenty-one compounds differed significantly between test and control groups at the p < 0.05 level. Top compounds were robust to analytical method, also being identified via partial least squares discriminant analysis. Four compounds (sphinganine, N-acetylornithine, leucine and adenosine diphosphate) survived correction for multiple testing in a non-parametric analysis using false discovery rate threshold < 0.1. Pathway analysis of nominally significant compounds (p < 0.05) revealed significant findings for sphingolipid metabolism (p = 0.015) and protein biosynthesis (p = 0.024). Altered sphingolipid metabolism is suggestive of disruptions to myelin. This interpretation is supported by our observation of elevated N-acetyl-aspartyl-glutamate in the haloperidol-treated mice (p = 0.004), a marker previously associated with demyelination. This study further demonstrates the utility of murine neurochemical metabolomics as a method to advance understanding of CNS drug effects.
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- 2015
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21. Building a schizophrenia genetic network: Transcription Factor 4 regulates genes involved in neuronal development and schizophrenia risk
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Preetha Palasuberniam, Brien P. Riley, Hanzhang Xia, Mohamad M. Kronfol, Fay M. Jahr, Nak Kyeong Kim, Linying Xie, Joseph L. McClay, Douglas H. Sweet, Patrick Sullivan, MaryPeace McRae, Edwin J. C. G. van den Oord, Andrey A. Shabalin, and Julien Bryois
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0301 basic medicine ,Chromatin Immunoprecipitation ,Neurogenesis ,Locus (genetics) ,Biology ,DNA-binding protein ,03 medical and health sciences ,Transcription Factor 4 ,0302 clinical medicine ,Genetics ,Humans ,Gene Regulatory Networks ,Genetic Predisposition to Disease ,Binding site ,EP300 ,Molecular Biology ,Gene ,Transcription factor ,Genetics (clinical) ,Gene knockdown ,Binding Sites ,Genome, Human ,Pyramidal Cells ,Brain ,FOXP2 ,Somatosensory Cortex ,General Medicine ,TCF4 ,Gene Ontology ,030104 developmental biology ,Postmortem Changes ,Schizophrenia ,Original Article ,030217 neurology & neurosurgery - Abstract
The transcription factor 4 (TCF4) locus is a robust association finding with schizophrenia (SZ), but little is known about the genes regulated by the encoded transcription factor. Therefore, we conducted chromatin immunoprecipitation sequencing (ChIP-seq) of TCF4 in neural-derived (SH-SY5Y) cells to identify genome-wide TCF4 binding sites, followed by data integration with SZ association findings. We identified 11,322 TCF4 binding sites overlapping in two ChIP-seq experiments. These sites are significantly enriched for the TCF4 Ebox binding motif (>85% having ≥1 Ebox) and implicate a gene set enriched for genes down-regulated in TCF4 siRNA knockdown experiments, indicating the validity of our findings. The TCF4 gene set was also enriched among 1) Gene Ontology categories such as axon/neuronal development, 2) genes preferentially expressed in brain, in particular pyramidal neurons of the somatosensory cortex, and 3) genes down-regulated in post-mortem brain tissue from SZ patients (OR=2.8, permutation p−5). Considering genomic alignments, TCF4 binding sites significantly overlapped those for neural DNA binding proteins such as FOXP2 and the SZ-associated EP300. TCF4 binding sites were modestly enriched among SZ risk loci from the Psychiatric Genomic Consortium (OR=1.56, p=0.03). In total, 130 TCF4 binding sites occurred in 39 of the 108 regions published in 2014. Thirteen genes within the 108 loci had both a TCF4 binding site ±10kb and were differentially expressed in siRNA knockdown experiments of TCF4, suggesting direct TCF4 regulation. These findings confirm TCF4 as an important regulator of neural genes and point towards functional interactions with potential relevance for SZ.
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- 2017
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22. Effects of HIV-1 Tat and Methamphetamine on Blood-Brain Barrier Integrity and Function
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Sulay H. Patel, Crystal R. Leibrand, MaryPeace McRae, Preetha Palasuberniam, Joseph L. McClay, Fay M. Jahr, Babette B. Weksler, Kurt F. Hauser, and Pierre-Olivier Couraud
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0301 basic medicine ,Atazanavir Sulfate ,HIV Infections ,Pharmacology ,Blood–brain barrier ,Rhodamine 123 ,Antiviral Agents ,Cell Line ,Methamphetamine ,03 medical and health sciences ,chemistry.chemical_compound ,0302 clinical medicine ,medicine ,Humans ,Pharmacology (medical) ,Cognitive Dysfunction ,ATP Binding Cassette Transporter, Subfamily B, Member 1 ,Transcellular ,Chemistry ,Rhodamines ,Transendothelial and Transepithelial Migration ,Transporter ,Biological Transport ,HIV Protease Inhibitors ,Atazanavir ,030104 developmental biology ,Infectious Diseases ,medicine.anatomical_structure ,Blood-Brain Barrier ,Paracellular transport ,HIV-1 ,Zonula Occludens-1 Protein ,tat Gene Products, Human Immunodeficiency Virus ,Multidrug Resistance-Associated Proteins ,030217 neurology & neurosurgery ,Intracellular ,medicine.drug - Abstract
Human immunodeficiency (HIV) infection results in neurocognitive deficits in about one half of infected individuals. Despite systemic effectiveness, restricted antiretroviral penetration across the blood-brain barrier (BBB) is a major limitation in fighting central nervous system (CNS)-localized infection. Drug abuse exacerbates HIV-induced cognitive and pathological CNS changes. This study's purpose was to investigate the effects of the HIV-1 protein Tat and methamphetamine on factors affecting drug penetration across an in vitro BBB model. Factors affecting paracellular and transcellular flux in the presence of Tat and methamphetamine were examined. Transendothelial electrical resistance, ZO-1 expression, and lucifer yellow (a paracellular tracer) flux were aspects of paracellular processes that were examined. Additionally, effects on P-glycoprotein (P-gp) and multidrug resistance protein 1 (MRP-1) mRNA (via quantitative PCR [qPCR]) and protein (via immunoblotting) expression were measured; Pgp and MRP-1 are drug efflux proteins. Transporter function was examined after exposure of Tat with or without methamphetamine using the P-gp substrate rhodamine 123 and also using the dual P-gp/MRP-1 substrate and protease inhibitor atazanavir. Tat and methamphetamine elicit complex changes affecting transcellular and paracellular transport processes. Neither Tat nor methamphetamine significantly altered P-gp expression. However, Tat plus methamphetamine exposure significantly increased rhodamine 123 accumulation within brain endothelial cells, suggesting that treatment inhibited or impaired P-gp function. Intracellular accumulation of atazanavir was not significantly altered after Tat or methamphetamine exposure. Atazanavir accumulation was, however, significantly increased by simultaneous inhibition of P-gp and MRP. Collectively, our investigations indicate that Tat and methamphetamine alter aspects of BBB integrity without affecting net flux of paracellular compounds. Tat and methamphetamine may also affect several aspects of transcellular transport.
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- 2017
23. Initial characterization of behavior and ketamine response in a mouse knockout of the post-synaptic effector gene Anks1b
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Pamela Weller, Joseph L. McClay, Jolene J. Windle, Patrick M. Beardsley, Daiyoon Lee, Rachel M. Enga, Chelsea P. Hall, Ann C. Rice, Mark A. Subler, and Edwin J. C. G. van den Oord
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0301 basic medicine ,Startle response ,Reflex, Startle ,Pharmacology ,Biology ,Motor Activity ,Receptors, N-Methyl-D-Aspartate ,Article ,03 medical and health sciences ,Glutamatergic ,0302 clinical medicine ,medicine ,Animals ,Prepulse inhibition ,Mice, Knockout ,medicine.diagnostic_test ,Behavior, Animal ,Effector ,Prepulse Inhibition ,General Neuroscience ,Antagonist ,Wild type ,Intracellular Signaling Peptides and Proteins ,Stereotypy (non-human) ,030104 developmental biology ,NMDA receptor ,Ketamine ,Stereotyped Behavior ,030217 neurology & neurosurgery - Abstract
The human ANKS1B gene encodes an activity-dependent effector of post-synaptic signaling. It was recently associated with neuropsychiatric phenotypes in genome-wide studies. While the biological function of ANKS1B has been partly elucidated, its role in behavior is poorly understood. Here, we breed and characterize a full knockout (KO) for murine Anks1b. We found that the homozygous KO genotype was partially lethal, showing significant deviation from expected segregation ratios at weaning. Behaviorally, KOs exhibited no difference in baseline acoustic startle response, but showed deficits in prepulse inhibition (PPI). KOs also exhibited locomotor hyperactivity and increased stereotypy at baseline. Administration of ketamine, a non-competitive NMDA-receptor antagonist, greatly exacerbated locomotor activity in the KOs at lower doses, but genotype groups were almost indistinguishable as dose increased. Stereotypy showed a complex response to ketamine in the KOs, with elevated stereotypy at lower doses and markedly less at high doses, compared to wild type. Our study is the first to probe the behavioral phenotypes associated with ablation of Anks1b. Deficits in PPI, locomotor hyperactivity, elevated stereotypy and altered response to NMDA receptor antagonism are murine behavioral outcomes with translational relevance for psychiatric disorders. These findings are also consistent with the role of Anks1b as an effector of glutamatergic signaling. As an intermediary between post-synaptic receptor stimulation and long-term changes to neuronal protein expression, further investigation of Anks1b is warranted.
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- 2016
24. Cell-type specific differences in antiretroviral penetration and the effects of HIV-1 Tat and morphine among primary human brain endothelial cells, astrocytes, pericytes, and microglia
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Kurt F. Hauser, Sulay H. Patel, William Mylott, Jason J. Paris, Moucun Yuan, Omnia A. Ismaiel, MaryPeace McRae, and Joseph L. McClay
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0301 basic medicine ,Pyridones ,Pharmacology ,Emtricitabine ,Blood–brain barrier ,Piperazines ,Article ,03 medical and health sciences ,chemistry.chemical_compound ,0302 clinical medicine ,Tandem Mass Spectrometry ,Oxazines ,Extracellular ,Humans ,Medicine ,Tenofovir ,Cells, Cultured ,Morphine ,Microglia ,business.industry ,General Neuroscience ,Brain ,Endothelial Cells ,Analgesics, Opioid ,Endothelial stem cell ,030104 developmental biology ,medicine.anatomical_structure ,Anti-Retroviral Agents ,Opioid ,chemistry ,Astrocytes ,Dolutegravir ,tat Gene Products, Human Immunodeficiency Virus ,Pericytes ,business ,Heterocyclic Compounds, 3-Ring ,030217 neurology & neurosurgery ,Intracellular ,Chromatography, Liquid ,medicine.drug - Abstract
The inability to achieve adequate intracellular antiretroviral concentrations may contribute to HIV persistence within the brain and to neurocognitive deficits in opioid abusers. To investigate, intracellular antiretroviral concentrations were measured in primary human astrocytes, microglia, pericytes, and brain microvascular endothelial cells (BMECs), and in an immortalized brain endothelial cell line (hCMEC/D3). HIV-1 Tat and morphine effects on intracellular antiretroviral concentrations also were evaluated. After pretreatment for 24 h with vehicle, HIV-1 Tat, morphine, or combined Tat and morphine, cells were incubated for 1 h with equal concentrations of a mixture of tenofovir, emtricitabine, and dolutegravir at one of two concentrations (5 μM or 10 μM). Intracellular drug accumulation was measured using LC-MS/MS. Drug penetration differed depending on the drug, the extracellular concentration used for dosing, and cell type. Significant findings included: 1) Dolutegravir (at 5 μM or 10 μM) accumulated more in HBMECs than other cell types. 2) At 5 μM, intracellular emtricitabine levels were higher in microglia than other cell types; while at 10 μM, emtricitabine accumulation was greatest in HBMECs. 3) Tenofovir (5 or 10 μM extracellular dosing) displayed greater accumulation inside HBMECs than in other cell types. 4) After Tat and/or morphine pretreatment, the relative accumulation of antiretroviral drugs was greater in morphine-exposed HBMECs compared to other treatments. The opposite effect was observed in astrocytes in which morphine exposure decreased drug accumulation. In summary, the intracellular accumulation of antiretroviral drugs differed depending on the particular drug involved, the concentration of the applied antiretroviral drug, and the cell type targeted. Moreover, morphine, and to a lesser extent Tat, exposure also had differential effects on antiretroviral accumulation. These data highlight the complexity of optimizing brain-targeted HIV therapeutics, especially in the setting of chronic opioid use or misuse.
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- 2019
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25. SEQUENCE MOTIF AND PROTEIN DOMAIN ENRICHMENT ANALYSIS OF PSYCHIATRIC GWAS FINDINGS
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Andrey A. Shabalin and Joseph L. McClay
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Pharmacology ,medicine.medical_specialty ,Protein domain ,PDZ domain ,Biology ,DNA binding site ,Psychiatry and Mental health ,Neurology ,Membrane protein ,medicine ,Pharmacology (medical) ,Neurology (clinical) ,UniProt ,Psychiatry ,Sequence motif ,Gene ,Peptide sequence ,Biological Psychiatry - Abstract
Background Genome-Wide Association Studies (GWAS) have enabled the mapping of scores of genes for psychiatric disorders. A commonly-used method to infer function for a set of associated genes is pathway analysis. Here, genes are tested for enrichment in biological pathways, with the goal to find functional links between them. However, a drawback to pathway analysis is that many genes in the human genome remain poorly characterized and they cannot be assigned to a pathway. Here, we propose a solution that organizes genes into functional categories on the basis of motifs extracted from sequence information alone. Motifs are short, recurring sequence patterns presumed to have biological functions. DNA sequence motifs can give rise to transcription factor binding sites, while amino acid sequence motifs can specify functional protein domains. For example, a transcription factor binding motif could indicate that a gene is part of a specific regulatory pathway. A domain in a protein could indicate if it is membrane bound, or part of a signaling cascade. Hence sequence motifs and domains provide elementary clues to function, even in the absence of experimental data. Methods Here we present a pilot analysis to test for enrichment of Schizophrenia (SZ) GWAS findings among sets of genes encoding specific protein domains. We selected protein domains from the SMART (Simple Modular Architecture Research Tool) database in the subcategory of signaling domains. We exported UniProt identifiers for proteins possessing each domain, matched them to gene IDs and pruned for redundancy. We dropped domain-specific gene lists with fewer than ten genes. We then took all genes implicated by the 108 loci for SZ mapped by the PGC (2014). We tested for enrichment of GWAS hits in protein domain gene lists using Fisher's exact test. If significant, we obtained an empirical p-value using permutation to account for any dependency in the findings. Results We examined ten candidate domains in this trial study. Genes encoding several signaling domain proteins were not represented among the PGC findings at all, e.g. acidPPC, PI3Kc, PTB. Genes encoding some strong candidates, such as the PDZ domain, were enriched in PGC findings but not significantly (odds ratio=1.73, Fisher p=0.26). However, genes encoding ankyrin domain proteins were significantly enriched in PGC SZ findings (odds ratio=2.38, permutation p=0.04). Discussion PDZ domains represent strong candidates because they organize proteins into complexes at the Postsynaptic Density (PSD). Exome sequencing has linked rare mutations at PSD proteins to SZ. However, we detected no significant enrichment of genes encoding PDZ domains in SZ GWAS hits that involve common variants. Ankyrin domains link membrane proteins to the underlying cytoskeleton and many ankyrin proteins are expressed in neurons, so this preliminary association is plausible. We conclude that this pilot analysis yielded promising findings, so we are automating our analysis pipeline to cover all human protein domains and DNA sequence motifs. Our goal is to systematically test these for enrichment with psychiatric GWAS findings. Motif/domain enrichment analysis could complement existing pathway analysis methods to discern function among sets of risk genes.
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- 2019
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26. Behavioral metabolomics analysis identifies novel neurochemical signatures in methamphetamine sensitization
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James J. Crowley, Shaunna L. Clark, Patrick F. Sullivan, Sarah A. Vunck, Robert E. Vann, Joseph L. McClay, E J C G van den Oord, Renan P. Souza, Daniel E. Adkins, Angela M. Batman, and Patrick M. Beardsley
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Addiction ,media_common.quotation_subject ,medicine.medical_treatment ,Dopaminergic ,Pharmacology ,Methamphetamine ,Stimulant ,Behavioral Neuroscience ,Neurochemical ,Metabolomics ,medicine.anatomical_structure ,Neurology ,Genetics ,Metabolome ,medicine ,Psychology ,Sensitization ,media_common ,medicine.drug - Abstract
Behavioral sensitization has been widely studied in animal models and is theorized to reflect neural modifications associated with human psychostimulant addiction. While the mesolimbic dopaminergic pathway is known to play a role, the neurochemical mechanisms underlying behavioral sensitization remain incompletely understood. In this study, we conducted the first metabolomics analysis to globally characterize neurochemical differences associated with behavioral sensitization. Methamphetamine (MA)-induced sensitization measures were generated by statistically modeling longitudinal activity data for eight inbred strains of mice. Subsequent to behavioral testing, nontargeted liquid and gas chromatography-mass spectrometry profiling was performed on 48 brain samples, yielding 301 metabolite levels per sample after quality control. Association testing between metabolite levels and three primary dimensions of behavioral sensitization (total distance, stereotypy and margin time) showed four robust, significant associations at a stringent metabolome-wide significance threshold (false discovery rate, FDR
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- 2013
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27. Deep Sequencing of 71 Candidate Genes to Characterize Variation Associated with Alcohol Dependence
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Linying Xie, William E. Copeland, Patrick F. Sullivan, Corey R. Quackenbush, Roseann E. Peterson, Gaurav Kumar, Daniel E. Adkins, Edwin J. C. G. van den Oord, Christopher E. Hilliard, Scott I. Vrieze, Elizabeth J. Costello, Matt McGue, Judy L. Silberg, Shaunna L. Clark, Srilaxmi Nerella, Karolina A. Aberg, Joseph L. McClay, Andrey A. Shabalin, Ann L. Collins, William G. Iacono, James J. Crowley, and Hermine H. Maes
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0301 basic medicine ,Adult ,Male ,Candidate gene ,Medicine (miscellaneous) ,Genome-wide association study ,Biology ,Toxicology ,DNA sequencing ,Deep sequencing ,Article ,03 medical and health sciences ,Young Adult ,0302 clinical medicine ,SNP ,Gene family ,Humans ,Gene ,Genetic Association Studies ,Genetic association ,Genetics ,Genetic Variation ,High-Throughput Nucleotide Sequencing ,Sequence Analysis, DNA ,Psychiatry and Mental health ,Alcoholism ,030104 developmental biology ,Female ,030217 neurology & neurosurgery - Abstract
Background Previous genome-wide association studies (GWASs) have identified a number of putative risk loci for alcohol dependence (AD). However, only a few loci have replicated and these replicated variants only explain a small proportion of AD risk. Using an innovative approach, the goal of this study was to generate hypotheses about potentially causal variants for AD that can be explored further through functional studies. Methods We employed targeted capture of 71 candidate loci and flanking regions followed by next-generation deep sequencing (mean coverage 78X) in 806 European Americans. Regions included in our targeted capture library were genes identified through published GWAS of alcohol, all human alcohol and aldehyde dehydrogenases, reward system genes including dopaminegic and opioid receptors, prioritized candidate genes based on previous associations, and genes involved in the absorption, distribution, metabolism and excretion of drugs. We performed single locus tests to determine if any single variant was associated with AD symptom count. Sets of variants that overlapped with biologically meaningful annotations were tested for association in aggregate. Results No single, common variant was significantly associated with AD in our study. We did, however, find evidence for association with several variant sets. Two variant sets were significant at the q-value < 0.10 level: a genic enhancer for ADHFE1(p=1.47x10-05; q=0.019), an alcohol dehydrogenase, and ADORA1(p=5.29x10-05;q=0.035), an adenosine receptor that belongs to a G-protein coupled receptor gene family. Conclusions To our knowledge, this is the first sequencing study of AD to examine variants in entire genes, including flanking and regulatory regions. We found that in addition to protein coding variant sets, regulatory variant sets may play a role in AD. From these findings, we have generated initial functional hypotheses about how these sets may influence AD. This article is protected by copyright. All rights reserved.
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- 2016
28. Institutional Profile: The Center for Biomarker Research and Personalized Medicine at Virginia Commonwealth University: advancing psychiatric drug treatment
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Joseph L. McClay
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Pharmacology ,medicine.medical_specialty ,business.industry ,Alternative medicine ,Pharmacy ,General Medicine ,medicine.disease ,Schizophrenia ,Informatics ,Molecular Medicine ,Commonwealth ,Medicine ,Biomarker (medicine) ,Personalized medicine ,business ,Psychiatry ,Depression (differential diagnoses) - Abstract
The Center for Biomarker Research and Personalized Medicine is a small, focused and technology-driven organization, sited within the School of Pharmacy on the Medical College of Virginia Campus of Virginia Commonwealth University. The Center was established in 2006, with a mission to improve understanding and treatment of psychiatric disease by employing the latest advances in molecular biology, informatics and statistics. We take the philosophy that large-scale, exploratory studies are crucial to achieve our aims because strong biological associations have been historically absent for psychiatric disorders. Our work follows two main streams: the first being disease biomarker research, such as discovering genes contributing risk for schizophrenia or depression. The second stream is the discovery of biomarkers for therapeutic drug response, where our genome-wide association studies of antipsychotic and antidepressant response have yielded multiple new leads. With the recent success of large-scale biological investigations of psychiatric disorders, we are very optimistic about the future. By engaging cutting-edge technologies such as next-generation DNA sequencing, coupled with biological data integration, we may further probe the biological underpinnings of psychiatric disorders and response to drug treatment.
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- 2012
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29. The glial cell modulators, ibudilast and its amino analog, AV1013, attenuate methamphetamine locomotor activity and its sensitization in mice
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Sarah E. Snider, Sarah A. Vunck, Edwin J. C. G. van den Oord, Daniel E. Adkins, Joseph L. McClay, and Patrick M. Beardsley
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Male ,Phosphodiesterase Inhibitors ,Pyridines ,medicine.medical_treatment ,Ibudilast ,Motor Activity ,Pharmacology ,Drug Administration Schedule ,Article ,Methamphetamine ,Mice ,chemistry.chemical_compound ,medicine ,Animals ,Cyclic adenosine monophosphate ,Sensitization ,Central Nervous System Sensitization ,Dose-Response Relationship, Drug ,Chemistry ,Phosphodiesterase ,Mice, Inbred C57BL ,Stimulant ,medicine.anatomical_structure ,Cytokine ,Central Nervous System Stimulants ,Cell activation ,medicine.drug - Abstract
Over 800,000 Americans abuse the psychomotor stimulant, methamphetamine, yet its abuse is without an approved medication. Methamphetamine induces hypermotor activity, and sensitization to this effect is suggested to represent aspects of the addiction process. Methamphetamine’s regulation of 3'-5'-cyclic adenosine monophosphate (cAMP) levels may be partially responsible for its behavioral effects, and compounds that inhibit phosphodiesterase (PDE), the enzyme that degrades cAMP, can alter methamphetamine-induced behaviors. Methamphetamine also activates glial cells and causes a subsequent increase in pro-inflammatory cytokine levels. Modulation of glial cell activation is associated with changes in behavioral responses, and substances that oppose inflammatory activity can attenuate drug-induced behaviors. Ibudilast (aka AV411; 3-isobutyryl-2-isopropylpyrazolo-[1,5-a]pyridine), inhibits both PDE and glial pro-inflammatory activity. Ibudilast’s amino analogue, AV1013, modulates similar glial targets but negligibly inhibits PDE. The present study determined whether ibudilast and AV1013 would attenuate methamphetamine-induced locomotor activity and its sensitization in C57BL/6J mice. Mice were treated b.i.d. with ibudilast (1.8-13 mg/kg), AV1013 (10-56mg/kg) or their vehicles intraperitoneally for 7 days, beginning 48 h before 5 days of daily 1-h locomotor activity tests. Each test was initiated by either a methamphetamine (3 mg/kg) or a saline injection. Ibudilast significantly (P
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- 2012
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30. Genome-wide association study of antipsychotic-induced QTc interval prolongation
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Karolina A. Aberg, E J C G van den Oord, Peilin Jia, Zhongming Zhao, Patrick F. Sullivan, Joseph L. McClay, Yunlong Liu, Daniel E. Adkins, T S Stroup, J A Lieberman, Diana O. Perkins, and József Bukszár
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Adult ,Male ,Candidate gene ,Long QT syndrome ,Genome-wide association study ,Pharmacology ,Biology ,Polymorphism, Single Nucleotide ,QT interval ,Article ,Electrocardiography ,03 medical and health sciences ,0302 clinical medicine ,CATIE ,NOS1AP ,Genetic variation ,Genetics ,medicine ,Humans ,candidate gene analysis ,030304 developmental biology ,Genetic association ,0303 health sciences ,genome-wide association study ,Middle Aged ,medicine.disease ,3. Good health ,030227 psychiatry ,schizophrenia ,Long QT Syndrome ,adverse effects ,Molecular Medicine ,Female ,Candidate Gene Analysis ,Antipsychotic Agents - Abstract
QT prolongation is associated with increased risk of cardiac arrhythmias. Identifying the genetic variants that mediate antipsychotic-induced prolongation may help to minimize this risk, which might prevent the removal of efficacious drugs from the market. We performed candidate gene analysis and five drug-specific genome-wide association studies (GWASs) with 492K single-nucleotide polymorphisms to search for genetic variation mediating antipsychotic-induced QT prolongation in 738 schizophrenia patients from the Clinical Antipsychotic Trial of Intervention Effectiveness study. Our candidate gene study suggests the involvement of NOS1AP and NUBPL (P-values=1.45 × 10(-05) and 2.66 × 10(-13), respectively). Furthermore, our top GWAS hit achieving genome-wide significance, defined as a Q-value0.10 (P-value=1.54 × 10(-7), Q-value=0.07), located in SLC22A23, mediated the effects of quetiapine on prolongation. SLC22A23 belongs to a family of organic ion transporters that shuttle a variety of compounds, including drugs, environmental toxins and endogenous metabolites, across the cell membrane. This gene is expressed in the heart and is integral in mouse heart development. The genes mediating antipsychotic-induced QT prolongation partially overlap with the genes affecting normal QT interval variation. However, some genes may also be unique for drug-induced prolongation. This study demonstrates the potential of GWAS to discover genes and pathways that mediate antipsychotic-induced QT prolongation.
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- 2010
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31. Genomewide Association Study of Movement-Related Adverse Antipsychotic Effects
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Karolina A. Aberg, Ayman H. Fanous, Jonathan Sebat, Jeffrey A. Lieberman, Del D. Miller, Vladimir I. Vladimirov, Patrick F. Sullivan, Bradley T. Webb, Daniel E. Adkins, Stanley N. Caroff, Edwin J. C. G. van den Oord, Joseph L. McClay, József Bukszár, and Scott Stroup
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Adult ,Male ,Psychosis ,medicine.medical_treatment ,Genome-wide association study ,Bioinformatics ,Akathisia ,Tardive dyskinesia ,Polymorphism, Single Nucleotide ,Article ,medicine ,Humans ,RNA, Messenger ,Myelin Proteolipid Protein ,Antipsychotic ,Biological Psychiatry ,Psychiatric Status Rating Scales ,Genetics ,Movement Disorders ,business.industry ,Parkinsonism ,Middle Aged ,medicine.disease ,Repressor Proteins ,Schizophrenia ,Female ,medicine.symptom ,business ,Pharmacogenetics ,Antipsychotic Agents ,Genome-Wide Association Study - Abstract
Understanding individual differences in the development of extrapyramidal side effects (EPS) as a response to antipsychotic therapy is essential to individualize treatment.We performed genomewide association studies to search for genetic susceptibility to EPS. Our sample consisted of 738 schizophrenia patients, genotyped for 492K single nucleotide polymorphisms (SNPs). We studied three quantitative measures of antipsychotic adverse drug reactions-the Simpson-Angus Scale (SAS) for Parkinsonism, the Barnes Akathisia Rating Scale, and the Abnormal Involuntary Movement Scale (AIMS)-as well as a clinical diagnosis of probable tardive dyskinesia.Two SNPs for SAS, rs17022444 and rs2126709 with p = 1.2 x 10(-10) and p = 3.8 x 10(-7), respectively, and one for AIMS, rs7669317 with p = 7.7 x 10(-8), reached genomewide significance (Q value.1). rs17022444 and rs7669317 were located in intergenic regions and rs2126709 was located in ZNF202 on 11q24. Fourteen additional signals were potentially interesting (Q value.5). The ZNF202 is a transcriptional repressor controlling, among other genes, PLP1, which is the major protein in myelin. Mutations in PLP1 cause Pelizaeus-Merzbacher disease, which has Parkinsonism as an occurring symptom. Altered mRNA expression of PLP1 is associated with schizophrenia.Although our findings require replication and validation, this study demonstrates the potential of genomewide association studies to discover genes and pathways that mediate adverse effects of antipsychotics.
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- 2010
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32. AKT1 Is Associated with Schizophrenia Across Multiple Symptom Dimensions in the Irish Study of High Density Schizophrenia Families
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Kenneth S. Kendler, Ayman H. Fanous, Brandon Wormley, Vladimir I. Vladimirov, Po-Hsiu Kuo, Joseph L. McClay, Francis A. O'Neill, Dawn L. Thiselton, Brien P. Riley, Edwin J. C. G. van den Oord, and Dermot Walsh
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Genetic Markers ,Male ,Oncology ,medicine.medical_specialty ,Psychosis ,Bipolar Disorder ,Genotype ,5' Flanking Region ,Population ,AKT1 ,Single-nucleotide polymorphism ,Northern Ireland ,Biology ,Polymorphism, Single Nucleotide ,Article ,Linkage Disequilibrium ,Gene Frequency ,Internal medicine ,medicine ,Humans ,Genetic Predisposition to Disease ,Genetic Testing ,RNA, Messenger ,Bipolar disorder ,education ,Alleles ,Biological Psychiatry ,PI3K/AKT/mTOR pathway ,Genetic association ,Genetics ,education.field_of_study ,Dysbindin ,Brain ,medicine.disease ,Affect ,Genetics, Population ,Phenotype ,Haplotypes ,Case-Control Studies ,Dystrophin-Associated Proteins ,embryonic structures ,Schizophrenia ,Female ,Carrier Proteins ,Ireland ,Proto-Oncogene Proteins c-akt ,Signal Transduction - Abstract
The phosphatidylinositol 3-kinase (PI3K)-AKT signal transduction pathway is critical to cell growth and survival. In vitro functional studies indicate that the candidate schizophrenia susceptibility gene DTNBP1 influences AKT signaling to promote neuronal viability. The AKT1 gene has also been implicated in schizophrenia by association studies and decreased protein expression in the brains of schizophrenic patients.The association of DTNBP1 in the Irish Study of High Density Schizophrenia Families (ISHDSF) prompted our investigation of AKT1 for association with disease in this sample. Eight single nucleotide polymorphisms spanning AKT1 were analyzed for association with schizophrenia across four definitions of affection and according to Operational Criteria Checklist of Psychotic Illness (OPCRIT) symptom scales. We examined expression of AKT1 messenger RNA from postmortem brain tissue of schizophrenic, bipolar, and control individuals.No single marker showed significant association, but the risk haplotype previously found over-transmitted to Caucasian schizophrenic patients was significantly under-transmitted in the ISHDSF (.01p.05), across all OPCRIT symptom dimensions. Exploratory haplotype analysis confirmed association with schizophrenia toward the 5' end of AKT1 (.008p.049, uncorrected). We found significantly decreased RNA levels in prefrontal cortex of schizophrenic individuals, consistent with reduced AKT1 protein levels reported in schizophrenic brain.The replication of association of AKT1 gene variants in a further Caucasian family sample adds support for involvement of AKT signaling in schizophrenia, perhaps encompassing a broader clinical phenotype that includes mood dysregulation. We show that AKT signaling might be compromised in schizophrenic and bipolar patients via reduced RNA expression of specific AKT isoforms.
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- 2008
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33. A region of 35 kb containing the trace amine associate receptor 6 (TAAR6) gene is associated with schizophrenia in the Irish study of high-density schizophrenia families
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Po-Hsiu Kuo, Joseph L. McClay, Kenneth S. Kendler, Declan Walsh, B. Moher, Francis A. O'Neill, Ayman H. Fanous, Brien P. Riley, J. Vittum, Brandon Wormley, Vladimir I. Vladimirov, E J C G van den Oord, R. Ribble, and Dawn L. Thiselton
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Male ,Models, Molecular ,Psychosis ,Genetic Linkage ,Cell Cycle Proteins ,Pedigree chart ,Biology ,Polymorphism, Single Nucleotide ,Genetic determinism ,Receptors, G-Protein-Coupled ,TAAR6 ,Cellular and Molecular Neuroscience ,Gene Frequency ,medicine ,Humans ,Genetic Predisposition to Disease ,Allele ,Molecular Biology ,Trace amine ,Family Health ,Genetics ,Haplotype ,Computational Biology ,Nuclear Proteins ,medicine.disease ,Molecular Weight ,Psychiatry and Mental health ,Schizophrenia ,Female ,Ireland - Abstract
The TAAR6 gene has been previously associated with schizophrenia in 192 pedigrees of European and African ancestry. To replicate these findings we performed an association study of TAAR6 in 265 pedigrees of the Irish Study of High-Density Schizophrenia Families (ISHDSF). Of the 24 genotyped single-nucleotide polymorphisms only rs12189813 and rs9389011 provided single-marker evidence for association (0.0094or=Por=0.03). Two-marker haplotypes (rs7772821 and rs12189813; 0.0071or=Por=0.0023) and four-marker haplotypes (rs8192622, rs7772821, rs12189813 and rs9389011; 0.0047or=Por=0.018) gave strongest evidence for association. The associated high-risk (HR) haplotype in the ISHDSF is defined by the major alleles at rs7772821 and rs12189813 (0.00097or=Por=0.023). The associated HR remains positive in a case only test of association by Operational Criteria score analysis in which significant association was observed only with the highest threshold for delusions (P0.009). When analysis was restricted to affected individuals under the core schizophrenia (D2) diagnosis, the observed associations for HR were most significant in the highest threshold for delusions (P0.004) and hallucinations (P0.0004), supporting the family-based association with schizophrenia.
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- 2007
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34. Deep Sequencing of Three Loci Implicated in Large-Scale Genome-Wide Association Study Smoking Meta-Analyses
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Daniel E. Adkins, William E. Copeland, Linying Xie, Edwin J. C. G. van den Oord, Hermine H. Maes, Elizabeth J. Costello, James J. Crowley, Andrey A. Shabalin, Corey R. Quakenbush, Sri Nerella, Guimin Gao, Roseann E. Peterson, Ann L. Collins, Christopher E. Hillard, Patrick F. Sullivan, Joseph L. McClay, Shaunna L. Clark, Gaurav Kumar, Karolina A. Aberg, and Judy L. Silberg
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0301 basic medicine ,Adult ,Male ,Genome-wide association study ,Locus (genetics) ,Biology ,Genome ,Deep sequencing ,03 medical and health sciences ,Gene Frequency ,Humans ,Genetic Predisposition to Disease ,Allele frequency ,Genetics ,CHRNA6 ,Brief Report ,Smoking ,Public Health, Environmental and Occupational Health ,Genetic Variation ,High-Throughput Nucleotide Sequencing ,Tobacco Use Disorder ,Minor allele frequency ,030104 developmental biology ,biology.protein ,Female ,Common disease-common variant ,Genome-Wide Association Study - Abstract
Genome-wide association study meta-analyses have robustly implicated three loci that affect susceptibility for smoking: CHRNA5\CHRNA3\CHRNB4, CHRNB3\CHRNA6 and EGLN2\CYP2A6. Functional follow-up studies of these loci are needed to provide insight into biological mechanisms. However, these efforts have been hampered by a lack of knowledge about the specific causal variant(s) involved. In this study, we prioritized variants in terms of the likelihood they account for the reported associations. We employed targeted capture of the CHRNA5\CHRNA3\CHRNB4, CHRNB3\CHRNA6, and EGLN2\CYP2A6 loci and flanking regions followed by next-generation deep sequencing (mean coverage 78×) to capture genomic variation in 363 individuals. We performed single locus tests to determine if any single variant accounts for the association, and examined if sets of (rare) variants that overlapped with biologically meaningful annotations account for the associations. In total, we investigated 963 variants, of which 71.1% were rare (minor allele frequency < 0.01), 6.02% were insertion/deletions, and 51.7% were catalogued in dbSNP141. The single variant results showed that no variant fully accounts for the association in any region. In the variant set results, CHRNB4 accounts for most of the signal with significant sets consisting of directly damaging variants. CHRNA6 explains most of the signal in the CHRNB3\CHRNA6 locus with significant sets indicating a regulatory role for CHRNA6. Significant sets in CYP2A6 involved directly damaging variants while the significant variant sets suggested a regulatory role for EGLN2. We found that multiple variants implicating multiple processes explain the signal. Some variants can be prioritized for functional follow-up. © The Author 2015. Published by Oxford University Press on behalf of the Society for Research on Nicotine and Tobacco. All rights reserved. For permissions, please e-mail: journals.permissions@oup.com.
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- 2015
35. Combined whole methylome and genome-wide association study implicates CNTN4 in alcohol use
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Gaurav Kumar, Patrick F. Sullivan, Andrey A. Shabalin, Karolina A. Aberg, Sarah E. Bergen, Aki Harada, Shaunna L. Clark, Joseph L. McClay, Christina M. Hultman, Patrik K. E. Magnusson, Linying Y. Xie, Guimin Gao, Srilaxmi Nerella, Edwin J. C. G. van den Oord, and Wenan Chen
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Adult ,Male ,Alcohol Drinking ,Medicine (miscellaneous) ,Single-nucleotide polymorphism ,Genome-wide association study ,Biology ,Toxicology ,Polymorphism, Single Nucleotide ,DNA sequencing ,Article ,Contactins ,Humans ,1000 Genomes Project ,Aged ,Genetics ,High-Throughput Nucleotide Sequencing ,Methylation ,DNA Methylation ,Middle Aged ,Psychiatry and Mental health ,CpG site ,DNA methylation ,Human genome ,Female ,Genome-Wide Association Study - Abstract
Background Methylome-wide association (MWAS) studies present a new way to advance the search for biological correlates for alcohol use. A challenge with methylation studies of alcohol involves the causal direction of significant methylation–alcohol associations. One way to address this issue is to combine MWAS data with genomewide association study (GWAS) data. Methods Here, we combined MWAS and GWAS results for alcohol use from 619 individuals. Our MWAS data were generated by next-generation sequencing of the methylated genomic DNA fraction, producing over 60 million reads per subject to interrogate methylation levels at ~27 million autosomal CpG sites in the human genome. Our GWAS included 5,571,786 single nucleotide polymorphisms (SNPs) imputed with 1000 Genomes. Results When combining the MWAS and GWAS data, our top finding was a region in an intron of CNTN4 (p = 2.55 × 10−8), located between chr3: 2,555,403 and 2,555,524, encompassing SNPs rs1382874 and rs1382875. This finding was then replicated in an independent sample of 730 individuals. We used bisulfite pyrosequencing to measure methylation and found significant association with regular alcohol use in the same direction as the MWAS (p = 0.021). Rs1382874 and rs1382875 were genotyped and found to be associated in the same direction as the GWAS (p = 0.008 and p = 0.009). After integrating the MWAS and GWAS findings from the replication sample, we replicated our combined analysis finding (p = 0.0017) in CNTN4. Conclusions Through combining methylation and SNP data, we have identified CNTN4 as a risk factor for regular alcohol use.
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- 2015
36. High density methylation QTL analysis in human blood via next-generation sequencing of the methylated genomic DNA fraction
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Joseph L. McClay, Shaunna L. Clark, Gaurav Kumar, Mikhail G. Dozmorov, Sarah E. Bergen, Andrey A. Shabalin, Edwin J. C. G. van den Oord, Karolina A. Aberg, Srilaxmi Nerella, Patrik K. E. Magnusson, Patrick F. Sullivan, Daniel E. Adkins, and Christina M. Hultman
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Male ,Quantitative Trait Loci ,Biology ,Methylation Site ,Polymorphism, Single Nucleotide ,03 medical and health sciences ,0302 clinical medicine ,single nucleotide polymorphism ,Humans ,GWAS ,chromatin states ,030304 developmental biology ,Epigenomics ,Genetics ,0303 health sciences ,DNA methylation ,Genome, Human ,Chromatin binding ,Research ,High-Throughput Nucleotide Sequencing ,Sequence Analysis, DNA ,Chromatin ,DNA binding site ,Blood ,Illumina Methylation Assay ,Human genome ,CpG Islands ,Female ,next-generation sequencing ,030217 neurology & neurosurgery - Abstract
Background Genetic influence on DNA methylation is potentially an important mechanism affecting individual differences in humans. We use next-generation sequencing to assay blood DNA methylation at approximately 4.5 million loci, each comprising 2.9 CpGs on average, in 697 normal subjects. Methylation measures at each locus are tested for association with approximately 4.5 million single nucleotide polymorphisms (SNPs) to exhaustively screen for methylation quantitative trait loci (meQTLs). Results Using stringent false discovery rate control, 15 % of methylation sites show genetic influence. Most meQTLs are local, where the associated SNP and methylation site are in close genomic proximity. Distant meQTLs and those spanning different chromosomes are less common. Most local meQTLs encompass common SNPs that alter CpG sites (CpG-SNPs). Local meQTLs encompassing CpG-SNPs are enriched in regions of inactive chromatin in blood cells. In contrast, local meQTLs lacking CpG-SNPs are enriched in regions of active chromatin and transcription factor binding sites. Of 393 local meQTLs that overlap disease-associated regions from genome-wide studies, a high percentage encompass common CpG-SNPs. These meQTLs overlap active enhancers, differentiating them from CpG-SNP meQTLs in inactive chromatin. Conclusions Genetic influence on the human blood methylome is common, involves several heterogeneous processes and is predominantly dependent on local sequence context at the meQTL site. Most meQTLs involve CpG-SNPs, while sequence-dependent effects on chromatin binding are also important in regions of active chromatin. An abundance of local meQTLs resulting from methylation of CpG-SNPs in inactive chromatin suggests that many meQTLs lack functional consequence. Integrating meQTL and Roadmap Epigenomics data could assist fine-mapping efforts. Electronic supplementary material The online version of this article (doi:10.1186/s13059-015-0842-7) contains supplementary material, which is available to authorized users.
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- 2015
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37. Refinement of schizophrenia GWAS loci using methylome-wide association data
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Karolina A. Aberg, Robin F. Chan, Shaunna L. Clark, Andrey A. Shabalin, Daniel E. Adkins, Edwin J. C. G. van den Oord, Patrick F. Sullivan, Linying Xie, Joseph L. McClay, Patrik K. E. Magnusson, Yunjung Kim, Srilaxmi Nerella, Christina M. Hultman, and Gaurav Kumar
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Epigenomics ,Linkage disequilibrium ,Concordance ,Genome-wide association study ,Single-nucleotide polymorphism ,Computational biology ,Biology ,Polymorphism, Single Nucleotide ,Article ,Linkage Disequilibrium ,Meta-Analysis as Topic ,Databases, Genetic ,Genetics ,Humans ,Genetics (clinical) ,Genetic association ,Computational Biology ,DNA Methylation ,Human genetics ,Case-Control Studies ,DNA methylation ,Schizophrenia ,Biomarkers ,Follow-Up Studies ,Genome-Wide Association Study - Abstract
Recent genome-wide association studies (GWAS) have made substantial progress in identifying disease loci. The next logical step is to design functional experiments to identify disease mechanisms. This step, however, is often hampered by the large size of loci identified in GWAS that is caused by linkage disequilibrium (LD) between SNPs. In this study, we demonstrate how integrating methylome-wide association study (MWAS) results with GWAS findings can narrow down the location for a subset of the putative casual sites. We use the disease schizophrenia as an example. To handle “data analytic” variation we first combined our MWAS results with two GWAS meta-analyses (N=32,143 and 21,953), that had largely overlapping samples but different data analysis pipelines, separately. Permutation tests showed significant overlapping association signals between GWAS and MWAS findings. This significant overlap justified prioritizing loci based on the concordance principle. To further ensure that the methylation signal was not driven by chance, we successfully replicated the top three methylation findings near genes SDCCAG8, CREB1 and ATXN7 in an independent sample using targeted pyrosequencing. In contrast to the SNPs in the selected region, the methylation sites were largely uncorrelated explaining why the methylation signals implicated much smaller regions (median size 78bp). The refined loci showed considerable enrichment of genomic elements of possible functional importance and suggested specific hypotheses about schizophrenia etiology. Several hypotheses involved possible variation in transcription factor binding efficiencies.
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- 2015
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38. Variance component analysis of polymorphic metabolic systems
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Edwin J. C. G. van den Oord and Joseph L. McClay
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Statistics and Probability ,Population ,Biology ,Gene Expression Regulation, Enzymologic ,General Biochemistry, Genetics and Molecular Biology ,Negative feedback ,Genetic variation ,Animals ,Allele ,education ,Gene ,Alleles ,Dominance (genetics) ,Feedback, Physiological ,Genetics ,education.field_of_study ,Polymorphism, Genetic ,Models, Genetic ,General Immunology and Microbiology ,Applied Mathematics ,Genetic Variation ,Epistasis, Genetic ,General Medicine ,Enzymes ,Modeling and Simulation ,Epistasis ,General Agricultural and Biological Sciences ,Population variance - Abstract
The relationship between mechanistic allelic interaction in multi-gene systems and genetic contribution to population variance remains poorly understood. In order to address this problem, dynamic cellular processes must be reconciled with individual differences in a population. We suggest an approach to enable this for metabolic systems, whereby steady-state biomarker concentrations are calculated for individual systems carrying different alleles. As proof of principle, we simulated two versions of a three enzyme linear synthesis pathway, in a multi-level framework from transcription to enzyme action. The first (Standard) model incorporated conventional kinetics, whilst an analogous model included negative feedback in the form of competitive inhibition (CI). Alleles were allowed to confer different transcription rates, and genetic components of variance in biomarker concentration calculated for populations of each system type. Initial simulations of high and low expression alleles revealed substantial genetic additivity and some dominance for both system architectures. For the Standard model population, each of the three genes contributed equally, whereas CI substantially altered the relative importance of individual genes. Epistasis was limited for both model populations, never rising above 5% in extensive parameter explorations. Subsequent simulations examined a wide range of allelic transcription rates, from almost null to three orders of magnitude above baseline. Again, for both model architectures, additive and dominance effects were most prevalent, but epistasis increased substantially as allelic effects approached null. We conclude that the nature of allelic contribution to variance is dependent upon both the magnitude of conferred effect and the structure of the system in which it is embedded, and relatively little on other system parameters. We believe that implementation of this approach holds promise of a better understanding of the genotype to phenotype transition, particularly in integrating small allelic effects into larger frameworks.
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- 2006
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39. Influence of Life Stress on Depression: Moderation by a Polymorphism in the 5-HTT Gene
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Karen Sugden, Antony W. Braithwaite, Judy Martin, Jonathan Mill, Richie Poulton, Avshalom Caspi, Hona Lee Harrington, Alan Taylor, Ian W. Craig, Terrie E. Moffitt, and Joseph L. McClay
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Adult ,Male ,Child abuse ,Heterozygote ,medicine.medical_specialty ,Poison control ,Nerve Tissue Proteins ,Suicide, Attempted ,Polymorphism (computer science) ,Epidemiology ,Humans ,Medicine ,Genetic Predisposition to Disease ,Child Abuse ,Longitudinal Studies ,Allele ,Child ,Promoter Regions, Genetic ,Monoamine Oxidase ,Gene ,Alleles ,rs6295 ,Serotonin transporter ,Depression (differential diagnoses) ,Probability ,Serotonin Plasma Membrane Transport Proteins ,Genetics ,Depressive Disorder ,Membrane Glycoproteins ,Polymorphism, Genetic ,Multidisciplinary ,biology ,Depression ,business.industry ,Homozygote ,Membrane Transport Proteins ,Promoter ,Moderation ,5-HTTLPR ,biology.protein ,Female ,Disease Susceptibility ,Carrier Proteins ,Psychology ,business ,Stress, Psychological - Abstract
In a prospective-longitudinal study of a representative birth cohort, we tested why stressful experiences lead to depression in some people but not in others. A functional polymorphism in the promoter region of the serotonin transporter (5-HT T) gene was found to moderate the influence of stressful life events on depression. Individuals with one or two copies of the short allele of the 5-HT T promoter polymorphism exhibited more depressive symptoms, diagnosable depression, and suicidality in relation to stressful life events than individuals homozygous for the long allele. This epidemiological study thus provides evidence of a gene-by-environment interaction, in which an individual's response to environmental insults is moderated by his or her genetic makeup.
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- 2003
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40. The dopamine D4 receptor and the hyperactivity phenotype: a developmental-epidemiological study
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Jonathan Mill, Richie Poulton, Antony W. Braithwaite, Shaun Purcell, Karen Sugden, Peter McGuffin, Avshalom Caspi, Joseph L. McClay, Ian W. Craig, Terrie E. Moffitt, and Philip Asherson
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Adult ,Male ,medicine.medical_specialty ,Adolescent ,Population ,Quantitative trait locus ,Impulsivity ,Cohort Studies ,Cellular and Molecular Neuroscience ,Dopamine ,mental disorders ,Epidemiology ,medicine ,Humans ,Longitudinal Studies ,Allele ,Child ,education ,Psychiatry ,Molecular Biology ,education.field_of_study ,Polymorphism, Genetic ,Receptors, Dopamine D2 ,Receptors, Dopamine D4 ,Phenotype ,Psychiatry and Mental health ,Attention Deficit Disorder with Hyperactivity ,Dopamine receptor ,Impulsive Behavior ,Female ,medicine.symptom ,Psychology ,medicine.drug ,Clinical psychology - Abstract
Attention-deficit hyperactivity disorder (ADHD) affects 2-6% of school-age children and is a precursor of behavioural problems in adolescence and adulthood. Underlying the categorical definition of ADHD are the quantitative traits of activity, impulsivity, and inattention which vary continuously in the population. Both ADHD and quantitative measures of hyperactivity are heritable, and influenced by multiple genes of small effect. Several studies have reported an association between clinically defined ADHD and the seven-repeat allele of a 48-bp tandem repeat polymorphism in the third exon of the dopamine D4 receptor gene (DRD4). We tested this association in a large, unselected birth cohort (n = 1037) using multiple measures of the hyperactivity phenotype taken at multiple assessment ages across 20 years. This longitudinal approach allowed us to ascertain whether or not DRD4 has a general effect on the diagnosed (n = 49) or continuously distributed hyperactivity phenotype, and related personality traits. We found no evidence to support this association.
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- 2002
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41. High-Throughput Single-Nucleotide Polymorphism Genotyping by Fluorescent Competitive Allele-Specific Polymerase Chain Reaction (SNiPTag)
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Karen Sugden, Helga Koch, Ian W. Craig, Susumi Higuchi, and Joseph L. McClay
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Candidate gene ,Genotype ,Biophysics ,Single-nucleotide polymorphism ,Biology ,Polymerase Chain Reaction ,Polymorphism, Single Nucleotide ,Biochemistry ,law.invention ,Exon ,Gene Frequency ,Gene mapping ,law ,Humans ,Nucleotide ,Molecular Biology ,Throughput (business) ,Genotyping ,Alleles ,Polymerase chain reaction ,DNA Primers ,Fluorescent Dyes ,Genetics ,chemistry.chemical_classification ,Staining and Labeling ,Aldehyde Dehydrogenase, Mitochondrial ,Cell Biology ,Aldehyde Dehydrogenase ,chemistry - Abstract
Single nucleotide polymorphisms (SNPs) are becoming widely recognized as the new currency for gene mapping as increasing numbers are discovered. Here we outline a method for their rapid analysis based on an allele-specific polymerase chain reaction (PCR) which employs a competitive approach, whereby both allele-specific primers are present in the same reaction and carry different fluorescent labels. This procedure is simple and amenable to high-throughput genotyping using conventional automated sequencing equipment, and no post-PCR modifications are required. Verification of the procedure was carried out by comparison of results derived by this method with those from restriction enzyme digestion of the ALDH2 exon 12 functional polymorphism (Glu-487-Lys) in 109 individuals. Additionally, we have examined all combinations of nucleotide substitutions and shown them to be differentiated by this method. As proof of concept, several assays were combined and loaded on a single gel lane/capillary to substantially improve throughput. This was made possible by designing the PCR products to be of different lengths and no interference was observed between products differing in size by only six nucleotides. We outline a number of test assays for well-characterized SNPs in human candidate genes for behavioral disorders.
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- 2002
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42. Genome-wide and gene-based association studies of anxiety disorders in European and African American samples
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Brion S. Maher, Edwin J. C. G. van den Oord, Steven H. Aggen, John M. Hettema, Takeshi Otowa, and Joseph L. McClay
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False discovery rate ,medicine.medical_specialty ,Genotype ,Epidemiology ,lcsh:Medicine ,Genome-wide association study ,Neuropsychiatric Disorders ,Health Informatics ,Quantitative trait locus ,Research and Analysis Methods ,Polymorphism, Single Nucleotide ,White People ,Database and Informatics Methods ,Mathematical and Statistical Techniques ,Molecular genetics ,Mental Health and Psychiatry ,Medicine and Health Sciences ,Medicine ,Humans ,Genetic Predisposition to Disease ,Cytokine binding ,Statistical Methods ,lcsh:Science ,Gene ,Genetic association ,Genetics ,Clinical Genetics ,Multidisciplinary ,business.industry ,lcsh:R ,Anxiety Disorders ,3. Good health ,Black or African American ,Biomarker Epidemiology ,Meta-analysis ,Case-Control Studies ,Genetic Epidemiology ,Physical Sciences ,Multivariate Analysis ,lcsh:Q ,business ,Factor Analysis ,Mathematics ,Statistics (Mathematics) ,Genome-Wide Association Study ,Research Article - Abstract
Anxiety disorders (ADs) are common mental disorders caused by a combination of genetic and environmental factors. Since ADs are highly comorbid with each other, partially due to shared genetic basis, studying AD phenotypes in a coordinated manner may be a powerful strategy for identifying potential genetic loci for ADs. To detect these loci, we performed genome-wide association studies (GWAS) of ADs. In addition, as a complementary approach to single-locus analysis, we also conducted gene- and pathway-based analyses. GWAS data were derived from the control sample of the Molecular Genetics of Schizophrenia (MGS) project (2,540 European American and 849 African American subjects) genotyped on the Affymetrix GeneChip 6.0 array. We applied two phenotypic approaches: (1) categorical case-control comparisons (CC) based upon psychiatric diagnoses, and (2) quantitative phenotypic factor scores (FS) derived from a multivariate analysis combining information across the clinical phenotypes. Linear and logistic models were used to analyse the association with ADs using FS and CC traits, respectively. At the single locus level, no genome-wide significant association was found. A trans-population gene-based meta-analysis across both ethnic subsamples using FS identified three genes (MFAP3L on 4q32.3, NDUFAB1 and PALB2 on 16p12) with genome-wide significance (false discovery rate (FDR]
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- 2014
43. Methylome-Wide Association Study of Schizophrenia: Identifying Blood Biomarker Signatures of Environmental Insults
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Edwin J. C. G. van den Oord, Joseph L. McClay, Gaurav Kumar, Patrick F. Sullivan, Alexandra D. Hudson, Srilaxmi Nerella, Christina M. Hultman, Wenan Chen, Karolina A. Aberg, Patrik K. E. Magnusson, Amit N. Khachane, Guimin Gao, Aki Harada, Shaunna L. Clark, and Linying Xie
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Epigenomics ,Sweden ,Genetics ,food and beverages ,Genome-wide association study ,Sequence Analysis, DNA ,Disease ,Epigenome ,DNA Methylation ,Biology ,Article ,DNA sequencing ,Reelin Protein ,Psychiatry and Mental health ,DNA methylation ,Schizophrenia ,Humans ,Biomarker (medicine) ,Registries ,Epigenetics ,Biomarkers ,Genome-Wide Association Study - Abstract
Importance Epigenetic studies present unique opportunities to advance schizophrenia research because they can potentially account for many of its clinical features and suggest novel strategies to improve disease management. Objective To identify schizophrenia DNA methylation biomarkers in blood. Design, Setting, and Participants The sample consisted of 759 schizophrenia cases and 738 controls (N = 1497) collected in Sweden. We used methyl-CpG–binding domain protein-enriched genome sequencing of the methylated genomic fraction, followed by next-generation DNA sequencing. We obtained a mean (SD) number of 68 (26.8) million reads per sample. This massive data set was processed using a specifically designed data analysis pipeline. Critical top findings from our methylome-wide association study (MWAS) were replicated in independent case-control participants using targeted pyrosequencing of bisulfite-converted DNA. Main Outcomes and Measures Status of schizophrenia cases and controls. Results Our MWAS suggested a considerable number of effects, with 25 sites passing the highly conservative Bonferroni correction and 139 sites significant at a false discovery rate of 0.01. Our top MWAS finding, which was located in FAM63B , replicated with P = 2.3 × 10 −10 . It was part of the networks regulated by microRNA that can be linked to neuronal differentiation and dopaminergic gene expression. Many other top MWAS results could be linked to hypoxia and, to a lesser extent, infection, suggesting that a record of pathogenic events may be preserved in the methylome. Our findings also implicated a site in RELN , one of the most frequently studied candidates in methylation studies of schizophrenia. Conclusions and Relevance To our knowledge, the present study is one of the first MWASs of disease with a large sample size using a technology that provides good coverage of methylation sites across the genome. Our results demonstrated one of the unique features of methylation studies that can capture signatures of environmental insults in peripheral tissues. Our MWAS suggested testable hypotheses about disease mechanisms and yielded biomarkers that can potentially be used to improve disease management.
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- 2014
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44. A Genomewide Association Study of Citalopram Response in Major Depressive Disorder—A Psychometric Approach
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John M. Hettema, Daniel E. Adkins, József Bukszár, Joseph L. McClay, Edwin J. C. G. van den Oord, Karolina A. Aberg, and Susan G. Kornstein
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Male ,medicine.medical_specialty ,Genotype ,Psychometrics ,Bone Morphogenetic Protein 7 ,Statistics as Topic ,Genome-wide association study ,Citalopram ,Significant snps ,Polymorphism, Single Nucleotide ,Article ,Sex Factors ,Gene Frequency ,Odds Ratio ,medicine ,Cluster Analysis ,Humans ,Genetic Predisposition to Disease ,Psychiatry ,Biological Psychiatry ,Depressive symptoms ,Psychiatric Status Rating Scales ,Depressive Disorder, Major ,Snp data ,Nuclear Receptor Subfamily 1, Group F, Member 1 ,medicine.disease ,Treatment Outcome ,Pharmacogenetics ,Ubiquitin-Conjugating Enzymes ,Genomewide association ,Antidepressive Agents, Second-Generation ,Major depressive disorder ,Female ,Psychology ,Genome-Wide Association Study ,Clinical psychology ,medicine.drug - Abstract
Antidepressant response is likely influenced by genetic constitution, but the actual genes involved have yet to be determined. We have carried out a genomewide association study to determine whether common DNA variation influences antidepressant response.Our sample is derived from Level 1 participants in the Sequenced Treatment Alternatives to Relieve Depression (STAR*D) study, all treated with citalopram. Association for the response phenotype included 883 responders and 608 nonresponders. For the remission phenotype, 743 subjects that achieved remission were compared with 608 nonresponders. We used a subset of single nucleotide polymorphisms (SNPs; n = 430,198) from the Affymetrix 500K and 5.0 Human SNP Arrays, and association analysis was carried out after correcting for population stratification.We identified three SNPs associated with response with p values less than 1 x 10(-5) near the UBE3C gene (rs6966038, p = 4.65 x 10(-7)), another 100 kb away from BMP7 (rs6127921, p = 3.45 x 10(-6)), and a third that is intronic in the RORA gene (rs809736, p = 8.19 x 10(-6)). These same SNPs were also associated with remission. Thirty-nine additional SNPs are of interest with p valuesor = .0001 for the response and remission phenotypes.Although the findings reported here do not meet a genomewide threshold for significance, the regions identified from this study provide targets for independent replication and novel pathways to investigate mechanisms of antidepressant response. This study was not placebo controlled, making it possible that we are also observing associations to nonspecific aspects of drug treatment of depression.
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- 2010
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45. Allele association studies with SSR and SNP markers at known physical distances within a 1 Mb region embracing the ALDH2 locus in the Japanese, demonstrates linkage disequilibrium extending up to 400 kb
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Helga Koch, Ian W. Craig, Pak C. Sham, S Higuchi, E W Loh, David Ball, Joseph L. McClay, and Jing Hua Zhao
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Genetics ,Linkage disequilibrium ,Genotype ,Alcohol Dehydrogenase ,food and beverages ,Locus (genetics) ,Single-nucleotide polymorphism ,Minisatellite Repeats ,General Medicine ,Quantitative trait locus ,Biology ,Polymorphism, Single Nucleotide ,Linkage Disequilibrium ,Gene Frequency ,Japan ,Genetic marker ,Humans ,Allele ,Molecular Biology ,Allele frequency ,Alleles ,Genetics (clinical) ,Genetic association - Abstract
There has been considerable recent debate concerning the distances over which levels of allelic association useful for genomic quantitative trait locus (QTL) scans can be detected. We have examined simple sequence repeat (SSR) polymorphisms and two single nucleotide polymorphisms (SNPs) in the region flanking the aldehyde dehydrogenase 2 locus, ALDH2, in populations of Japanese alcoholics and controls. These groups differ significantly in the allele frequencies for the functional SNP in exon XII of this gene located on chromosome 12. The results obtained with SSR markers complement recent investigations with SNPs over similar distances at the TCR alpha/delta locus. Significant allelic association with this marker could be detected for SSRs over distances up to 400 kb and over 37 kb for the SNP thereby extending the distance over which LD at this locus could be detected by an order of magnitude. Furthermore, as a proof of principle, we show that comparisons of allele frequency differences for the SSR markers in the case (alcoholics) and control populations would have detected the ALDH2 marker as a putative QTL. Extending the tests to include alleles at two or three flanking loci suggests that the power to detect QTLs through association can be enhanced significantly.
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- 2000
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46. A 12-cistron Escherichia coli operon (hyf) encoding a putative proton-translocating formate hydrogenlyase system
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Andrew Ambler, Simon C. Andrews, Michael A. Quail, John R. Guest, Paul Golby, Ben C. Berks, and Joseph L. McClay
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Hydrogenase ,Operon ,Protein subunit ,Molecular Sequence Data ,Restriction Mapping ,Biology ,medicine.disease_cause ,Quinone oxidoreductase ,Microbiology ,Protein Structure, Secondary ,Open Reading Frames ,chemistry.chemical_compound ,Bacterial Proteins ,Cistron ,Multienzyme Complexes ,Escherichia coli ,medicine ,Formate ,Amino Acid Sequence ,Peptide sequence ,Sequence Homology, Amino Acid ,Membrane Proteins ,Sequence Analysis, DNA ,Formate Dehydrogenases ,Models, Chemical ,chemistry ,Biochemistry ,Genes, Bacterial ,Protons ,Sequence Alignment - Abstract
The nucleotide sequence has been determined for a twelve-gene operon of Escherichia coli designated the hyf operon (hyfABCDEFGHIR-focB). The hyf operon is located at 55.8-56.0 min and encodes a putative nine-subunit hydrogenase complex (hydrogenase four or Hyf), a potential formate- and σ54dependent transcriptional activator, HyfR (related to FhlA), and a possible formate transporter, FocB (related to FocA). Five of the nine Hyf-complex subunits are related to subunits of both the E. coli hydrogenase-3 complex (Hyc) and the proton-translocating NADH:quinone oxidoreductases (complex I and Nuo), whereas two Hyf subunits are related solely to NADH:quinone oxidoreductase subunits. The Hyf components include a predicted 523 residue [Ni-Fe] hydrogenase (large subunit) with an N-terminus (residues 1-170) homologous to the 30 kDa or NuoC subunit of complex I. It is proposed that Hyf, in conjunction with formate dehydrogenase H (Fdh-H), forms a hitherto unrecognized respiration-linked proton-translocating formate hydrogenlyase (FHL-2). It is likely that HyfR acts as a formate-dependent regulator of the hyf operon and that FocB provides the Hyf complex with external formate as substrate.
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- 1997
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47. A methylome-wide study of aging using massively parallel sequencing of the methyl-CpG-enriched genomic fraction from blood in over 700 subjects
- Author
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Karolina A. Aberg, Shaunna L. Clark, Alexandra D. Hudson, Srilaxmi Nerella, Edwin J. C. G. van den Oord, Aki Harada, Christina M. Hultman, Joseph L. McClay, Gaurav Kumar, Lin Y. Xie, Patrik K. E. Magnusson, and Patrick F. Sullivan
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Adult ,Epigenomics ,Male ,Aging ,Biology ,Epigenesis, Genetic ,Sex Factors ,Genetics ,Humans ,Gene Regulatory Networks ,Epigenetics ,Protein Interaction Maps ,Molecular Biology ,Genetics (clinical) ,Aged ,Aged, 80 and over ,Massive parallel sequencing ,Computational Biology ,High-Throughput Nucleotide Sequencing ,General Medicine ,Methylation ,DNA ,Articles ,DNA Methylation ,Middle Aged ,DNA-Binding Proteins ,Differentially methylated regions ,CpG site ,DNA methylation ,Human genome ,CpG Islands ,Female ,Genome-Wide Association Study ,Protein Binding ,Signal Transduction ,Transcription Factors - Abstract
The central importance of epigenetics to the aging process is increasingly being recognized. Here we perform a methylome-wide association study (MWAS) of aging in whole blood DNA from 718 individuals, aged 25-92 years (mean = 55). We sequenced the methyl-CpG-enriched genomic DNA fraction, averaging 67.3 million reads per subject, to obtain methylation measurements for the ∼27 million autosomal CpGs in the human genome. Following extensive quality control, we adaptively combined methylation measures for neighboring, highly-correlated CpGs into 4 344 016 CpG blocks with which we performed association testing. Eleven age-associated differentially methylated regions (DMRs) passed Bonferroni correction (P-value < 1.15 × 10(-8)). Top findings replicated in an independent sample set of 558 subjects using pyrosequencing of bisulfite-converted DNA (min P-value < 10(-30)). To examine biological themes, we selected 70 DMRs with false discovery rate of
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- 2013
48. Testing two models describing how methylome-wide studies in blood are informative for psychiatric conditions
- Author
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Lin Y. Xie, Patrick M. Beardsley, Sarah A. Vunck, Karolina A. Aberg, Edwin J. C. G. van den Oord, Joseph L. McClay, Sarah E. Snider, and Srilaxmi Nerella
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Male ,Cancer Research ,medicine.medical_specialty ,medicine.medical_treatment ,Biology ,Bioinformatics ,Models, Biological ,DNA sequencing ,Article ,Epigenesis, Genetic ,Correlation ,Mice ,Genetics ,Haloperidol ,medicine ,Animals ,Antipsychotic ,Psychiatry ,Mental Disorders ,Brain ,Computational Biology ,Methylation ,DNA Methylation ,Methyl-CpG-binding domain ,DNA-Binding Proteins ,Mice, Inbred C57BL ,CpG site ,DNA methylation ,CpG Islands ,Biomarkers ,medicine.drug ,Antipsychotic Agents - Abstract
Aim: As the primary relevant tissue (brain) for psychiatric disorders is commonly not available, we aimed to investigate whether blood can be used as a proxy in methylation studies on the basis of two models. In the ‘signature’ model methylation–disease associations occur because a disease-causing factor affected methylation in the blood. In the ‘mirror-site’ model the methylation status in the blood is correlated with the corresponding disease-causing site in the brain. Materials, methods & results: Methyl-binding domain enrichment and next-generation sequencing of the blood, cortex and hippocampus from four haloperidol-treated and ten untreated C57BL/6 mice revealed high levels of correlation in methylation across tissues. Despite the treatment inducing a large number of methylation changes, this correlation remains high. Conclusion: Our results show that, consistent with the signature model, factors that affect brain processes (i.e., haloperidol) leave biomarker signatures in the blood and, consistent with the mirror-site model, the methylation status of many sites in the blood mirror those in the brain.
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- 2013
49. Large-scale neurochemical metabolomics analysis identifies multiple compounds associated with methamphetamine exposure
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Sarah A. Vunck, Angela M. Batman, Edwin J. C. G. van den Oord, Joseph L. McClay, Daniel E. Adkins, Robert E. Vann, Shaunna L. Clark, and Patrick M. Beardsley
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business.industry ,Endocrinology, Diabetes and Metabolism ,Clinical Biochemistry ,Neurotoxicity ,Endogeny ,Pharmacology ,Methamphetamine ,medicine.disease ,Biochemistry ,Article ,chemistry.chemical_compound ,Neurochemical ,Metabolomics ,chemistry ,Ergothioneine ,Toxicity ,medicine ,business ,Phosphocholine ,medicine.drug - Abstract
Methamphetamine (MA) is an illegal stimulant drug of abuse with serious negative health consequences. The neurochemical effects of MA have been partially characterized, with a traditional focus on classical neurotransmitter systems. However, these directions have not yet led to novel drug treatments for MA abuse or toxicity. As an alternative approach, we describe here the first application of metabolomics to investigate the neurochemical consequences of MA exposure in the rodent brain. We examined single exposures at 3 mg/kg and repeated exposures at 3 mg/kg over 5 days in eight common inbred mouse strains. Brain tissue samples were assayed using high-throughput gas and liquid chromatography mass spectrometry, yielding quantitative data on >300 unique metabolites. Association testing and false discovery rate control yielded several metabolome-wide significant associations with acute MA exposure, including compounds such as lactate (p = 4.4 × 10−5, q = 0.013), tryptophan (p = 7.0 × 10−4, q = 0.035) and 2-hydroxyglutarate (p = 1.1 × 10−4, q = 0.022). Secondary analyses of MA-induced increase in locomotor activity showed associations with energy metabolites such as succinate (p = 3.8 × 10−7). Associations specific to repeated (5 day) MA exposure included phosphocholine (p = 4.0 × 10−4, q = 0.087) and ergothioneine (p = 3.0 × 10−4, q = 0.087). Our data appear to confirm and extend existing models of MA action in the brain, whereby an initial increase in energy metabolism, coupled with an increase in behavioral locomotion, gives way to disruption of mitochondria and phospholipid pathways and increased endogenous antioxidant response. Our study demonstrates the power of comprehensive MS-based metabolomics to identify drug-induced changes to brain metabolism and to develop neurochemical models of drug effects.
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- 2013
50. Genes, environments, and developmental GEWIS: Methods for a multi-site study of early substance abuse
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William E. Copeland, Adrian Angold, Youfang Liu, Hermine H. Maes, Alaattin Erkanli, Martin A. Kennedy, Patrick F. Sullivan, Kevin P. Conway, Joseph L. McClay, Ashwin A. Patkar, Daniel E. Adkins, Edwin J. C. G. van den Oord, Judy L. Silberg, Shaunna L. Clark, Lindon J. Eaves, and E. Jane Costello
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Adult ,Male ,Adolescent ,Genotype ,Substance-Related Disorders ,media_common.quotation_subject ,Developmental Disabilities ,Population ,Environment ,Social Environment ,Article ,Developmental psychology ,Life Change Events ,Young Adult ,Empirical research ,Risk Factors ,medicine ,Diseases in Twins ,Twins, Dizygotic ,Humans ,Longitudinal Studies ,Young adult ,Gene–environment interaction ,education ,Child ,Genetics (clinical) ,media_common ,education.field_of_study ,Addiction ,Obstetrics and Gynecology ,Repeated measures design ,Social environment ,Twins, Monozygotic ,medicine.disease ,United States ,Substance abuse ,Child, Preschool ,Pediatrics, Perinatology and Child Health ,Female ,Gene-Environment Interaction ,Psychology - Abstract
The importance of including developmental and environmental measures in genetic studies of human pathology is widely acknowledged, but few empirical studies have been published. Barriers include the need for longitudinal studies that cover relevant developmental stages and for samples large enough to deal with the challenge of testing gene–environment–development interaction. A solution to some of these problems is to bring together existing data sets that have the necessary characteristics. As part of the National Institute on Drug Abuse-funded Gene-Environment-Development Initiative, our goal is to identify exactly which genes, which environments, and which developmental transitions together predict the development of drug use and misuse. Four data sets were used of which common characteristics include (1) general population samples, including males and females; (2) repeated measures across adolescence and young adulthood; (3) assessment of nicotine, alcohol, and cannabis use and addiction; (4) measures of family and environmental risk; and (5) consent for genotyping DNA from blood or saliva. After quality controls, 2,962 individuals provided over 15,000 total observations. In the first gene–environment analyses, of alcohol misuse and stressful life events, some significant gene–environment and gene–development effects were identified. We conclude that in some circumstances, already collected data sets can be combined for gene–environment and gene–development analyses. This greatly reduces the cost and time needed for this type of research. However, care must be taken to ensure careful matching across studies and variables.
- Published
- 2013
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