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Jino K, Miyamoto K, Kanbara T, Unemura C, Horiguchi N, Ago Y. Allosteric inhibition of phosphodiesterase 4D induces biphasic memory-enhancing effects associated with learning-activated signaling pathways. Psychopharmacology (Berl) 2024; 241:805-816. [PMID: 38114603 DOI: 10.1007/s00213-023-06510-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/05/2023] [Accepted: 11/20/2023] [Indexed: 12/21/2023]
Abstract
RATIONALE Phosphodiesterase 4D negative allosteric modulators (PDE4D NAMs) enhance memory and cognitive function in animal models without emetic-like side effects. However, the relationship between increased cyclic adenosine monophosphate (cAMP) signaling and the effects of PDE4D NAM remains elusive. OBJECTIVE To investigate the roles of hippocampal cAMP metabolism and synaptic activation in the effects of D159687, a PDE4D NAM, under baseline and learning-stimulated conditions. RESULTS At 3 mg/kg, D159687 enhanced memory formation and consolidation in contextual fear conditioning; however, neither lower (0.3 mg/kg) nor higher (30 mg/kg) doses induced memory-enhancing effects. A biphasic (bell-shaped) dose-response effect was also observed in a scopolamine-induced model of amnesia in the Y-maze, whereas D159687 dose-dependently caused an emetic-like effect in the xylazine/ketamine anesthesia test. At 3 mg/kg, D159687 increased cAMP levels in the hippocampal CA1 region after conditioning in the fear conditioning test, but not in the home-cage or conditioning cage (i.e., context only). By contrast, 30 mg/kg of D159687 increased hippocampal cAMP levels under all conditions. Although both 3 and 30 mg/kg of D159687 upregulated learning-induced Fos expression in the hippocampal CA1 30 min after conditioning, 3 mg/kg, but not 30 mg/kg, of D159687 induced phosphorylation of synaptic plasticity-related proteins such as cAMP-responsive element-binding protein, synaptosomal-associated protein 25 kDa, and the N-methyl-D-aspartate receptor subunit NR2A. CONCLUSIONS Our findings suggest that learning-stimulated conditions can alter the effects of a PDE4D NAM on hippocampal cAMP levels and imply that a PDE4D NAM exerts biphasic memory-enhancing effects associated with synaptic plasticity-related signaling activation.
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Affiliation(s)
- Kohei Jino
- Laboratory for Drug Discovery and Disease Research, Shionogi Pharmaceutical Research Center, Shionogi & Co., Ltd., 3-1-1 Futaba-cho, Toyonaka-shi, Osaka, 561-0825, Japan
- Department of Cellular and Molecular Pharmacology, Graduate School of Biomedical and Health Sciences, Hiroshima University, 1-2-3 Kasumi, Minami-ku, Hiroshima, Hiroshima, 734-8553, Japan
| | - Keisuke Miyamoto
- Laboratory for Drug Discovery and Disease Research, Shionogi Pharmaceutical Research Center, Shionogi & Co., Ltd., 3-1-1 Futaba-cho, Toyonaka-shi, Osaka, 561-0825, Japan
| | - Tomoe Kanbara
- Laboratory for Drug Discovery and Disease Research, Shionogi Pharmaceutical Research Center, Shionogi & Co., Ltd., 3-1-1 Futaba-cho, Toyonaka-shi, Osaka, 561-0825, Japan
| | - Chie Unemura
- Laboratory for Drug Discovery and Disease Research, Shionogi Pharmaceutical Research Center, Shionogi & Co., Ltd., 3-1-1 Futaba-cho, Toyonaka-shi, Osaka, 561-0825, Japan
| | - Naotaka Horiguchi
- Laboratory for Drug Discovery and Disease Research, Shionogi Pharmaceutical Research Center, Shionogi & Co., Ltd., 3-1-1 Futaba-cho, Toyonaka-shi, Osaka, 561-0825, Japan.
| | - Yukio Ago
- Department of Cellular and Molecular Pharmacology, Graduate School of Biomedical and Health Sciences, Hiroshima University, 1-2-3 Kasumi, Minami-ku, Hiroshima, Hiroshima, 734-8553, Japan.
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Minter R, Gardiner KJ. Trisomy of Human Chromosome 21 Orthologs Mapping to Mouse Chromosome 10 Cause Age and Sex-Specific Learning Differences: Relevance to Down Syndrome. Genes (Basel) 2021; 12:1697. [PMID: 34828303 PMCID: PMC8618694 DOI: 10.3390/genes12111697] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2021] [Revised: 10/22/2021] [Accepted: 10/25/2021] [Indexed: 02/08/2023] Open
Abstract
Down syndrome (DS), trisomy of human chromosome 21 (Hsa21), is the most common genetic cause of intellectual disability. The Dp10(1)Yey (Dp10) is a mouse model of DS that is trisomic for orthologs of 25% of the Hsa21 protein-coding genes, the entirety of the Hsa21 syntenic region on mouse chromosome 10. Trisomic genes include several involved in brain development and function, two that modify and regulate the activities of sex hormones, and two that produce sex-specific phenotypes as null mutants. These last four are the only Hsa21 genes with known sexually dimorphic properties. Relatively little is known about the potential contributions to the DS phenotype of segmental trisomy of Mmu10 orthologs. Here, we have tested separate cohorts of female and male Dp10 mice, at 3 and 9 months of age, in an open field elevated zero maze, rotarod, and balance beam, plus the learning and memory tasks, spontaneous alternation, puzzle box, double-H maze, context fear conditioning, and acoustic startle/prepulse inhibition, that depend upon the function of the prefrontal cortex, striatum, hippocampus, and cerebellum. We show that there are age and sex-specific differences in strengths and weaknesses, suggesting that genes within the telomere proximal region of Hsa21 influence the DS phenotype.
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Affiliation(s)
- Ross Minter
- Linda Crnic Institute for Down Syndrome, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA;
| | - Katheleen J. Gardiner
- Linda Crnic Institute for Down Syndrome, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA;
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA
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Ahmed MM, Block A, Busquet N, Gardiner KJ. Context Fear Conditioning in Down Syndrome Mouse Models: Effects of Trisomic Gene Content, Age, Sex and Genetic Background. Genes (Basel) 2021; 12:genes12101528. [PMID: 34680922 PMCID: PMC8535510 DOI: 10.3390/genes12101528] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2021] [Revised: 09/26/2021] [Accepted: 09/26/2021] [Indexed: 01/20/2023] Open
Abstract
Down syndrome (DS), trisomy of the long arm of human chromosome 21 (Hsa21), is the most common genetic cause of intellectual disability (ID). Currently, there are no effective pharmacotherapies. The success of clinical trials to improve cognition depends in part on the design of preclinical evaluations in mouse models. To broaden understanding of the common limitations of experiments in learning and memory, we report performance in context fear conditioning (CFC) in three mouse models of DS, the Dp(16)1Yey, Dp(17)1Yey and Dp(10)1Yey (abbreviated Dp16, Dp17 and Dp10), separately trisomic for the human Hsa21 orthologs mapping to mouse chromosomes 16, 17 and 10, respectively. We examined female and male mice of the three lines on the standard C57BL/6J background at 3 months of age and Dp17 and Dp10 at 18 months of age. We also examined female and male mice of Dp17 and Dp10 at 3 months of age as F1 hybrids obtained from a cross with the DBA/2J background. Results indicate that genotype, sex, age and genetic background affect CFC performance. These data support the need to use both female and male mice, trisomy of sets of all Hsa21 orthologs, and additional ages and genetic backgrounds to improve the reliability of preclinical evaluations of drugs for ID in DS.
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Affiliation(s)
- Md. Mahiuddin Ahmed
- Department of Neurology, Linda Crnic Institute for Down Syndrome, University of Colorado Alzheimer’s and Cognition Center, Aurora, CO 80045, USA;
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA;
| | - Aaron Block
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA;
| | - Nicolas Busquet
- Department of Neurology, Animal Behavior and In Vivo Neurophysiology Core, NeuroTechnology Center, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA;
| | - Katheleen J. Gardiner
- Department of Pediatrics, University of Colorado Anschutz Medical Campus, Aurora, CO 80045, USA;
- Correspondence:
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Zhou X, Wang L, Xiao W, Su Z, Zheng C, Zhang Z, Wang Y, Xu B, Yang X, Hoi MPM. Memantine Improves Cognitive Function and Alters Hippocampal and Cortical Proteome in Triple Transgenic Mouse Model of Alzheimer's Disease. Exp Neurobiol 2019; 28:390-403. [PMID: 31308798 PMCID: PMC6614075 DOI: 10.5607/en.2019.28.3.390] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2019] [Revised: 05/01/2019] [Accepted: 05/06/2019] [Indexed: 12/02/2022] Open
Abstract
Memantine is a non-competitive N-methyl-D-aspartate receptor (NMDAR) antagonist clinically approved for moderate-to-severe Alzheimer's disease (AD) to improve cognitive functions. There is no report about the proteomic alterations induced by memantine in AD mouse model yet. In this study, we investigated the protein profiles in the hippocampus and the cerebral cortex of AD-related transgenic mouse model (3×Tg-AD) treated with memantine. Mice (8-month) were treated with memantine (5 mg/kg/bid) for 4 months followed by behavioral and molecular evaluation. Using step-down passive avoidance (SDA) test, novel object recognition (NOR) test and Morris water maze (MWM) test, it was observed that memantine significantly improved learning and memory retention in 3xTg-AD mice. By using quantitative proteomic analysis, 3301 and 3140 proteins in the hippocampus and the cerebral cortex respectively were identified to be associated with AD abnormalities. In the hippocampus, memantine significantly altered the expression levels of 233 proteins, among which PCNT, ATAXIN2, TNIK, and NOL3 were up-regulated, and FLNA, MARK 2 and BRAF were down-regulated. In the cerebral cortex, memantine significantly altered the expression levels of 342 proteins, among which PCNT, PMPCB, CRK, and MBP were up-regulated, and DNM2, BRAF, TAGLN 2 and FRY1 were down-regulated. Further analysis with bioinformatics showed that memantine modulated biological pathways associated with cytoskeleton and ErbB signaling in the hippocampus, and modulated biological pathways associated with axon guidance, ribosome, cytoskeleton, calcium and MAPK signaling in the cerebral cortex. Our data indicate that memantine induces higher levels of proteomic alterations in the cerebral cortex than in the hippocampus, suggesting memantine affects various brain regions in different manners. Our study provides a novel view on the complexity of protein responses induced by memantine in the brain of AD.
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Affiliation(s)
- Xinhua Zhou
- State Key Laboratory of Quality Research in Chinese Medicine and Institute of Chinese Medical Sciences, University of Macau, Macau SAR 999078, China
| | - Liang Wang
- Institute of Biomedical and Pharmaceutical Sciences, Guangdong University of Technology, Guangzhou 510000, China
| | - Wei Xiao
- College of Letters & Science, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Zhiyang Su
- Institute of New Drug Research and Guangdong Province Key Laboratory of Pharmacodynamic Constituents of Traditional Chinese Medicine, Jinan University College of Pharmacy, Guangzhou 510000, China
| | - Chengyou Zheng
- Institute of New Drug Research and Guangdong Province Key Laboratory of Pharmacodynamic Constituents of Traditional Chinese Medicine, Jinan University College of Pharmacy, Guangzhou 510000, China
| | - Zaijun Zhang
- Institute of New Drug Research and Guangdong Province Key Laboratory of Pharmacodynamic Constituents of Traditional Chinese Medicine, Jinan University College of Pharmacy, Guangzhou 510000, China
| | - Yuqiang Wang
- Institute of New Drug Research and Guangdong Province Key Laboratory of Pharmacodynamic Constituents of Traditional Chinese Medicine, Jinan University College of Pharmacy, Guangzhou 510000, China
| | - Benhong Xu
- Key Laboratory of Modern Toxicology of Shenzhen, Shenzhen Center for Disease Control and Prevention, Shenzhen 518000, China
| | - Xifei Yang
- Key Laboratory of Modern Toxicology of Shenzhen, Shenzhen Center for Disease Control and Prevention, Shenzhen 518000, China
| | - Maggie Pui Man Hoi
- State Key Laboratory of Quality Research in Chinese Medicine and Institute of Chinese Medical Sciences, University of Macau, Macau SAR 999078, China
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Wang Y, Zhou Y, Wang X, Zhen F, Chen R, Geng D, Yao R. Osthole alleviates MPTP-induced Parkinson's disease mice by suppressing Notch signaling pathway. Int J Neurosci 2019; 129:833-841. [PMID: 30668212 DOI: 10.1080/00207454.2019.1573171] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Objectives: Parkinson's disease (PD) is an age-related neurodegenerative disease characterized by motor dysfunctions. Dopaminergic neuron loss, inflammation and oxidative stress responses play key roles in the pathogenisis of PD. Osthole (Ost), a natural coumarin derivative, isolated from various herbs such as Cnidium monnieri (L.), has anti-inflammatory, anti-apoptotic and anti-oxidative stress properties. However, whether it has effects on PD is unknown. Methods: In this study, mice were subjected to 1-methyl-4-phenyl-1,2,3,6-tetrahydropyridine (MPTP) injection to induce PD symptoms, and treated with osthole. Stepping and cylinder tests were performed to determine their motor function. Immunohistochemical and immunofluorescence staining were performed to detect tyrosine hydroxylase (TH) and ionized calcium binding adaptor molecule 1 (Iba-1). The expression levels of inflammatory cytokines and oxidative stress factors were detected by qPCR and ELISA. Notch signaling pathway was investigated by western blot. Results: We found that injection of MPTP induced motor deficits in mice, enhanced the loss dopaminergic neurons and the activation of microglia, increased inflammatory and oxidative stress responses, and inhibited Notch signaling pathway. Osthole treatment suppressed theses MPTP-induced alterations. Conclusion: In conclusion, osthole attenuates PD symptoms by suppressing Notch signaling pathway.
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Affiliation(s)
- Yu Wang
- a Department of Neurology, Xuzhou Key Laboratory of Neurobiology , Jiangsu Key Laboratory of New Drug Research and Clinical Pharmacy, Xuzhou Medical University , Xuzhou , China
| | - Yong Zhou
- b Department of Neurology , The Second People's Hospital of Huaian, The Affiliated Huai an Hospital of Xuzhou Medical University , Huaian , China
| | - Xiang Wang
- a Department of Neurology, Xuzhou Key Laboratory of Neurobiology , Jiangsu Key Laboratory of New Drug Research and Clinical Pharmacy, Xuzhou Medical University , Xuzhou , China
| | - Fei Zhen
- c Department of Anatomy , Xuzhou Key Laboratory of Neurobiology, Jiangsu Key Laboratory of New Drug Research and Clinical Pharmacy, Xuzhou Medical University , Xuzhou , China
| | - Rui Chen
- b Department of Neurology , The Second People's Hospital of Huaian, The Affiliated Huai an Hospital of Xuzhou Medical University , Huaian , China
| | - Deqin Geng
- d Department of Neurology , The Affiliated Hospital of Xuzhou Medical University , Xuzhou , China
| | - Ruiqin Yao
- e Department of Cell Biology and Neurobiology , Xuzhou Key Laboratory of Neurobiology, Jiangsu Key Laboratory of New Drug Research and Clinical Pharmacy, Xuzhou Medical University , Xuzhou , China
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Kulan H, Dag T. In silico identification of critical proteins associated with learning process and immune system for Down syndrome. PLoS One 2019; 14:e0210954. [PMID: 30689644 PMCID: PMC6349309 DOI: 10.1371/journal.pone.0210954] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2018] [Accepted: 01/06/2019] [Indexed: 11/28/2022] Open
Abstract
Understanding expression levels of proteins and their interactions is a key factor to diagnose and explain the Down syndrome which can be considered as the most prevalent reason of intellectual disability in human beings. In the previous studies, the expression levels of 77 proteins obtained from normal genotype control mice and from trisomic Ts65Dn mice have been analyzed after training in contextual fear conditioning with and without injection of the memantine drug using statistical methods and machine learning techniques. Recent studies have also pointed out that there may be a linkage between the Down syndrome and the immune system. Thus, the research presented in this paper aim at in silico identification of proteins which are significant to the learning process and the immune system and to derive the most accurate model for classification of mice. In this paper, the features are selected by implementing forward feature selection method after preprocessing step of the dataset. Later, deep neural network, gradient boosting tree, support vector machine and random forest classification methods are implemented to identify the accuracy. It is observed that the selected feature subsets not only yield higher accuracy classification results but also are composed of protein responses which are important for the learning and memory process and the immune system.
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Affiliation(s)
- Handan Kulan
- Computer Engineering Department, Kadir Has University, Istanbul, Turkey
- * E-mail:
| | - Tamer Dag
- Computer Engineering Department, Kadir Has University, Istanbul, Turkey
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Block A, Ahmed M, Rueda N, Hernandez MC, Martinez-Cué C, Gardiner K. The GABA A α5-selective Modulator, RO4938581, Rescues Protein Anomalies in the Ts65Dn Mouse Model of Down Syndrome. Neuroscience 2018; 372:192-212. [DOI: 10.1016/j.neuroscience.2017.12.038] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2017] [Revised: 12/19/2017] [Accepted: 12/21/2017] [Indexed: 12/21/2022]
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Vacano GN, Gibson DS, Turjoman AA, Gawryluk JW, Geiger JD, Duncan M, Patterson D. Proteomic analysis of six- and twelve-month hippocampus and cerebellum in a murine Down syndrome model. Neurobiol Aging 2017; 63:96-109. [PMID: 29245059 DOI: 10.1016/j.neurobiolaging.2017.11.010] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2017] [Revised: 11/09/2017] [Accepted: 11/17/2017] [Indexed: 02/07/2023]
Abstract
This study was designed to investigate the brain proteome of the Ts65Dn mouse model of Down syndrome. We profiled the cerebellum and hippocampus proteomes of 6- and 12-month-old trisomic and disomic mice by difference gel electrophoresis. We quantified levels of 2082 protein spots and identified 272 (170 unique UniProt accessions) by mass spectrometry. Four identified proteins are encoded by genes trisomic in the Ts65Dn mouse. Three of these (CRYZL11, EZR, and SOD1) were elevated with p-value <0.05, and 2 proteins encoded by disomic genes (MAPRE3 and PHB) were reduced. Intergel comparisons based on age (6 vs. 12 months) and brain region (cerebellum vs. hippocampus) revealed numerous differences. Specifically, 132 identified proteins were different between age groups, and 141 identified proteins were different between the 2 brain regions. Our results suggest that compensatory mechanisms exist, which ameliorate the effect of trisomy in the Ts65Dn mice. Differences observed during aging may play a role in the accelerated deterioration of learning and memory seen in Ts65Dn mice.
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Affiliation(s)
- Guido N Vacano
- Knoebel Institute for Healthy Aging, Eleanor Roosevelt Institute, and Department of Biological Sciences, University of Denver, Denver, CO, USA
| | - David S Gibson
- Division of Endocrinology, Metabolism and Diabetes, University of Colorado Denver School of Medicine, Anschutz Medical Campus, Aurora, CO, USA
| | - Abdullah Arif Turjoman
- Division of Endocrinology, Metabolism and Diabetes, University of Colorado Denver School of Medicine, Anschutz Medical Campus, Aurora, CO, USA
| | - Jeremy W Gawryluk
- Department of Biomedical Sciences, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, USA
| | - Jonathan D Geiger
- Department of Biomedical Sciences, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND, USA
| | - Mark Duncan
- Division of Endocrinology, Metabolism and Diabetes, University of Colorado Denver School of Medicine, Anschutz Medical Campus, Aurora, CO, USA
| | - David Patterson
- Knoebel Institute for Healthy Aging, Eleanor Roosevelt Institute, and Department of Biological Sciences, University of Denver, Denver, CO, USA.
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Bhakta A, Gavini K, Yang E, Lyman-Henley L, Parameshwaran K. Chronic traumatic stress impairs memory in mice: Potential roles of acetylcholine, neuroinflammation and corticotropin releasing factor expression in the hippocampus. Behav Brain Res 2017; 335:32-40. [DOI: 10.1016/j.bbr.2017.08.013] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2017] [Revised: 07/24/2017] [Accepted: 08/05/2017] [Indexed: 12/15/2022]
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Ahmed MM, Block A, Tong S, Davisson MT, Gardiner KJ. Age exacerbates abnormal protein expression in a mouse model of Down syndrome. Neurobiol Aging 2017. [PMID: 28641136 DOI: 10.1016/j.neurobiolaging.2017.05.002] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
The Ts65Dn is a popular mouse model of Down syndrome (DS). It displays DS-relevant features of learning/memory deficits and age-related loss of functional markers in basal forebrain cholinergic neurons. Here we describe protein expression abnormalities in brain regions of 12-month-old male Ts65Dn mice. We show that the magnitudes of abnormalities of human chromosome 21 and non-human chromosome 21 orthologous proteins are greater at 12 months than at ∼6 months. Age-related exacerbations involve the number of components affected in the mechanistic target of rapamycin pathway, the levels of components of the mitogen-activated protein kinase pathway, and proteins associated with Alzheimer's disease. Among brain regions, the number of abnormalities in cerebellum decreased while the number in cortex greatly increased with age. The Ts65Dn is being used in preclinical evaluations of drugs for cognition in DS. Most commonly, drug evaluations are tested in ∼4- to 6-month-old mice. Data on age-related changes in magnitude and specificity of protein perturbations can be used to understand the molecular basis of changes in cognitive ability and to predict potential age-related specificities in drug efficacies.
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Affiliation(s)
| | - Aaron Block
- Linda Crnic Institute for Down Syndrome, Aurora, CO, USA
| | - Suhong Tong
- School of Public Health, University of Colorado Denver School of Medicine, Aurora, CO, USA
| | | | - Katheleen J Gardiner
- Linda Crnic Institute for Down Syndrome, Aurora, CO, USA; Department of Pediatrics, University of Colorado Denver School of Medicine, Aurora, CO, USA; Human Medical Genetics and Genomics, and Neuroscience Programs, University of Colorado Denver School of Medicine, Aurora, CO, USA.
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Higuera C, Gardiner KJ, Cios KJ. Self-Organizing Feature Maps Identify Proteins Critical to Learning in a Mouse Model of Down Syndrome. PLoS One 2015; 10:e0129126. [PMID: 26111164 PMCID: PMC4482027 DOI: 10.1371/journal.pone.0129126] [Citation(s) in RCA: 64] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2014] [Accepted: 05/05/2015] [Indexed: 12/22/2022] Open
Abstract
Down syndrome (DS) is a chromosomal abnormality (trisomy of human chromosome 21) associated with intellectual disability and affecting approximately one in 1000 live births worldwide. The overexpression of genes encoded by the extra copy of a normal chromosome in DS is believed to be sufficient to perturb normal pathways and normal responses to stimulation, causing learning and memory deficits. In this work, we have designed a strategy based on the unsupervised clustering method, Self Organizing Maps (SOM), to identify biologically important differences in protein levels in mice exposed to context fear conditioning (CFC). We analyzed expression levels of 77 proteins obtained from normal genotype control mice and from their trisomic littermates (Ts65Dn) both with and without treatment with the drug memantine. Control mice learn successfully while the trisomic mice fail, unless they are first treated with the drug, which rescues their learning ability. The SOM approach identified reduced subsets of proteins predicted to make the most critical contributions to normal learning, to failed learning and rescued learning, and provides a visual representation of the data that allows the user to extract patterns that may underlie novel biological responses to the different kinds of learning and the response to memantine. Results suggest that the application of SOM to new experimental data sets of complex protein profiles can be used to identify common critical protein responses, which in turn may aid in identifying potentially more effective drug targets.
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Affiliation(s)
- Clara Higuera
- Departamento de Bioquímica y Biología Molecular I, Facultad de Ciencias Químicas, Universidad Complutense, Madrid, Spain; Departamento de Inteligencia Artificial e Ingeniería del Software, Facultad de Informática, Universidad Complutense, Madrid, Spain
| | - Katheleen J Gardiner
- Linda Crnic Institute for Down Syndrome, Department of Pediatrics, Department of Biochemistry and Molecular Genetics, Human Medical Genetics and Genomics, and Neuroscience Programs, University of Colorado, School of Medicine, Aurora, Colorado, United States of America
| | - Krzysztof J Cios
- Department of Computer Science, Virginia Commonwealth University, Richmond, Virginia, United States of America; IITiS, Polish Academy of Sciences, Gliwice, Poland
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Ahmed MM, Dhanasekaran AR, Block A, Tong S, Costa ACS, Stasko M, Gardiner KJ. Protein dynamics associated with failed and rescued learning in the Ts65Dn mouse model of Down syndrome. PLoS One 2015; 10:e0119491. [PMID: 25793384 PMCID: PMC4368539 DOI: 10.1371/journal.pone.0119491] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2014] [Accepted: 01/14/2015] [Indexed: 02/08/2023] Open
Abstract
Down syndrome (DS) is caused by an extra copy of human chromosome 21 (Hsa21). Although it is the most common genetic cause of intellectual disability (ID), there are, as yet, no effective pharmacotherapies. The Ts65Dn mouse model of DS is trisomic for orthologs of ∼55% of Hsa21 classical protein coding genes. These mice display many features relevant to those seen in DS, including deficits in learning and memory (L/M) tasks requiring a functional hippocampus. Recently, the N-methyl-D-aspartate (NMDA) receptor antagonist, memantine, was shown to rescue performance of the Ts65Dn in several L/M tasks. These studies, however, have not been accompanied by molecular analyses. In previous work, we described changes in protein expression induced in hippocampus and cortex in control mice after exposure to context fear conditioning (CFC), with and without memantine treatment. Here, we extend this analysis to Ts65Dn mice, measuring levels of 85 proteins/protein modifications, including components of MAP kinase and MTOR pathways, and subunits of NMDA receptors, in cortex and hippocampus of Ts65Dn mice after failed learning in CFC and after learning was rescued by memantine. We show that, compared with wild type littermate controls, (i) of the dynamic responses seen in control mice in normal learning, >40% also occur in Ts65Dn in failed learning or are compensated by baseline abnormalities, and thus are considered necessary but not sufficient for successful learning, and (ii) treatment with memantine does not in general normalize the initial protein levels but instead induces direct and indirect responses in approximately half the proteins measured and results in normalization of the endpoint protein levels. Together, these datasets provide a first view of the complexities associated with pharmacological rescue of learning in the Ts65Dn. Extending such studies to additional drugs and mouse models of DS will aid in identifying pharmacotherapies for effective clinical trials.
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Affiliation(s)
- Md. Mahiuddin Ahmed
- Linda Crnic Institute for Down Syndrome, Department of Pediatrics, University of Colorado Denver, Mail Stop 8608, 12700 E 19th Avenue, Aurora, Colorado 80045, United States of America
| | - A. Ranjitha Dhanasekaran
- Linda Crnic Institute for Down Syndrome, Department of Pediatrics, University of Colorado Denver, Mail Stop 8608, 12700 E 19th Avenue, Aurora, Colorado 80045, United States of America
| | - Aaron Block
- Linda Crnic Institute for Down Syndrome, Department of Pediatrics, University of Colorado Denver, Mail Stop 8608, 12700 E 19th Avenue, Aurora, Colorado 80045, United States of America
| | - Suhong Tong
- Colorado School of Public Health, University of Colorado Denver, Mail Stop A036-B065 TCH, 12700 E 19th Avenue, Aurora, Colorado 80045, United States of America
| | - Alberto C. S. Costa
- Division of Pediatric Neurology, Mail Stop RBC 6090, Department of Pediatrics, Case Western Reserve School of Medicine, Rainbow Babies & Children's Hospital, 11100 Euclid Avenue, Cleveland, OH 44106–6090, United States of America
| | - Melissa Stasko
- Division of Pediatric Neurology, Mail Stop RBC 6090, Department of Pediatrics, Case Western Reserve School of Medicine, Rainbow Babies & Children's Hospital, 11100 Euclid Avenue, Cleveland, OH 44106–6090, United States of America
| | - Katheleen J. Gardiner
- Linda Crnic Institute for Down Syndrome, Department of Pediatrics, University of Colorado Denver, Mail Stop 8608, 12700 E 19th Avenue, Aurora, Colorado 80045, United States of America
- Department of Biochemistry and Molecular Genetics, University of Colorado Denver, Mail Stop 8608, 12700 E 19th Avenue, Aurora, Colorado 80045, United States of America
- Human Medical Genetics and Genomics, and Neuroscience Programs, University of Colorado Denver, Mail Stop 8608, 12700 E 19th Avenue, Aurora, Colorado 80045, United States of America
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Liang H, Zhang Y, Shi X, Wei T, Lou J. Role of Notch-1 signaling pathway in PC12 cell apoptosis induced by amyloid beta-peptide (25-35). Neural Regen Res 2014; 9:1297-302. [PMID: 25221582 PMCID: PMC4160856 DOI: 10.4103/1673-5374.137577] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/19/2014] [Indexed: 11/12/2022] Open
Abstract
Recent studies have demonstrated that Notch-1 expression is increased in the hippocampus of Alzheimer's disease patients. We speculate that Notch-1 signaling may be involved in PC12 cell apoptosis induced by amyloid beta-peptide (25–35) (Aβ25–35). In the present study, PC12 cells were cultured with different doses (0, 0.1, 1.0, 10 and 100 nmol/L) of N-[N-(3,5-Difluorophenacetyl)-L-alanyl]-S-phenylglycine t-butyl ester, a Notch-1 signaling pathway inhibitor, for 30 minutes. Then cultured cells were induced with Aβ25–35 for 48 hours. Pretreatment of PC12 cells with high doses of N-[N-(3,5-Difluorophenacetyl)-L-alanyl]-S-phenylglycine t-butyl ester (> 10 nmol/L) prolonged the survival of PC12 cells after Aβ25–35 induction, decreased the expression of apoptosis-related proteins caspase-3, -8, -9, increased the activity of oxidative stress-related superoxide dismutase and catalase, inhibited the production of active oxygen, and reduced nuclear factor kappa B expression. This study indicates that the Notch-1 signaling pathway plays a pivotal role in Aβ25–35-induced PC12 apoptosis.
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Affiliation(s)
- Huimin Liang
- Second Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan Province, China ; Huaihe Hospital of Henan University, Kaifeng, Henan Province, China
| | - Yaozhou Zhang
- Department of Biotechnology, Xinyang Agricultural College, Xinyang, Henan Province, China
| | - Xiaoyan Shi
- Pharmaceutical College of Henan University, Zhengzhou, Henan Province, China
| | - Tianxiang Wei
- Second Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan Province, China
| | - Jiyu Lou
- Second Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan Province, China
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