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1.
PLoS One ; 14(12): e0225651, 2019.
Article in English | MEDLINE | ID: mdl-31790472

ABSTRACT

Systemic lupus erythematosus (SLE) is a chronic, remitting, and relapsing, inflammatory disease involving multiple organs, which exhibits abnormalities of both the innate and adaptive immune responses. A limited number of transcriptomic studies have characterized the gene pathways involved in SLE in an attempt to identify the key pathogenic drivers of the disease. In order to further advance our understanding of the pathogenesis of SLE, we used a novel Bayesian network algorithm to hybridize knowledge- and data-driven methods, and then applied the algorithm to build an SLE gene network using transcriptomic data from 1,760 SLE patients' RNA from the two tabalumab Phase III trials (ILLUMINATE-I & -II), the largest SLE RNA dataset to date. Further, based on the gene network, we carried out hub- and key driver-gene analyses for gene prioritization. Our analyses identified that the JAK-STAT pathway genes, including JAK2, STAT1, and STAT2, played essential roles in SLE pathogenesis, and reaffirmed the recent discovery of pathogenic relevance of JAK-STAT signaling in SLE. Additionally, we showed that other genes, such as IRF1, IRF7, PDIA4, FAM72C, TNFSF10, DHX58, SIGLEC1, and PML, may be also important in SLE and serve as potential therapeutic targets for SLE. In summary, using a hybridized network construction approach, we systematically investigated gene-gene interactions based on their transcriptomic profiles, prioritized genes based on their importance in the network structure, and revealed new insights into SLE activity.


Subject(s)
Gene Regulatory Networks/immunology , Lupus Erythematosus, Systemic/genetics , Models, Genetic , Signal Transduction/genetics , Algorithms , Bayes Theorem , Clinical Trials, Phase III as Topic , Computer Simulation , Data Mining , Datasets as Topic , Gene Expression Profiling , Humans , Janus Kinase 2/immunology , Janus Kinase 2/metabolism , Linear Models , Lupus Erythematosus, Systemic/drug therapy , Lupus Erythematosus, Systemic/immunology , Oligonucleotide Array Sequence Analysis , Randomized Controlled Trials as Topic , STAT1 Transcription Factor/immunology , STAT1 Transcription Factor/metabolism , STAT2 Transcription Factor/immunology , STAT2 Transcription Factor/metabolism , Signal Transduction/drug effects , Signal Transduction/immunology
2.
J Alzheimers Dis ; 71(3): 1037-1048, 2019.
Article in English | MEDLINE | ID: mdl-31476153

ABSTRACT

At autopsy, individuals with Alzheimer's disease (AD) exhibit heterogeneity in the distribution of neurofibrillary tangles in neocortical and hippocampal regions. Subtypes of AD, defined using an algorithm based on the relative number of tangle counts in these regions, have been proposed-hippocampal sparing (relative sparing of the hippocampus but high cortical load), limbic predominant (high hippocampal load but lower load in association cortices), and typical (balanced neurofibrillary tangles counts in the hippocampus and association cortices) AD-and shown to be associated with distinct antemortem clinical phenotypes. The ability to distinguish these AD subtypes from the more typical tau signature in vivo could have important implications for clinical research. Flortaucipir positron emission tomography (PET) images acquired from 45 amyloid-positive participants, defined clinically as mild cognitive impairment or AD, aged 50-92 years, 56% female, and estimated to be Braak V-VI based on their PET pattern of tau pathology, were studied. By translating the neuropathologic algorithm to flortaucipir PET scans, patterns of tau pathology consistent with autopsy findings, and with a similar prevalence, were identified in vivo. 6/45 (13%) participants were identified as hippocampal sparing and 6/45 (13%) as limbic predominant AD subtypes. Hippocampal sparing participants were significantly younger than those assigned to the other two subtypes. Worse performance on delayed recall was associated with increased hippocampal tau signal, and worse performance on the trail making test B-A was associated with lower values of the hippocampus to cortex ratio. Prospective studies can further validate the flortaucipir SUVR cut-points and the phenotype of the corresponding AD subtypes.


Subject(s)
Alzheimer Disease/classification , Alzheimer Disease/diagnostic imaging , Carbolines , Positron-Emission Tomography/methods , Radiopharmaceuticals , Tauopathies/classification , Tauopathies/diagnostic imaging , Aged , Aged, 80 and over , Algorithms , Alzheimer Disease/psychology , Autopsy , Cognitive Dysfunction/diagnostic imaging , Female , Hippocampus/diagnostic imaging , Humans , Limbic System/diagnostic imaging , Magnetic Resonance Imaging , Male , Middle Aged , Neuropsychological Tests , Prospective Studies , Tauopathies/psychology
3.
Mol Neurodegener ; 13(1): 65, 2018 12 17.
Article in English | MEDLINE | ID: mdl-30558641

ABSTRACT

BACKGROUND: Activation of microglia, the resident immune cells of the central nervous system, is a prominent pathological hallmark of Alzheimer's disease (AD). However, the gene expression changes underlying microglia activation in response to tau pathology remain elusive. Furthermore, it is not clear how murine gene expression changes relate to human gene expression networks. METHODS: Microglia cells were isolated from rTg4510 tau transgenic mice and gene expression was profiled using RNA sequencing. Four age groups of mice (2-, 4-, 6-, and 8-months) were analyzed to capture longitudinal gene expression changes that correspond to varying levels of pathology, from minimal tau accumulation to massive neuronal loss. Statistical and system biology approaches were used to analyze the genes and pathways that underlie microglia activation. Differentially expressed genes were compared to human brain co-expression networks. RESULTS: Statistical analysis of RNAseq data indicated that more than 4000 genes were differentially expressed in rTg4510 microglia compared to wild type microglia, with the majority of gene expression changes occurring between 2- and 4-months of age. These genes belong to four major clusters based on their temporal expression pattern. Genes involved in innate immunity were continuously up-regulated, whereas genes involved in the glutamatergic synapse were down-regulated. Up-regulated innate inflammatory pathways included NF-κB signaling, cytokine-cytokine receptor interaction, lysosome, oxidative phosphorylation, and phagosome. NF-κB and cytokine signaling were among the earliest pathways activated, likely driven by the RELA, STAT1 and STAT6 transcription factors. The expression of many AD associated genes such as APOE and TREM2 was also altered in rTg4510 microglia cells. Differentially expressed genes in rTg4510 microglia were enriched in human neurodegenerative disease associated pathways, including Alzheimer's, Parkinson's, and Huntington's diseases, and highly overlapped with the microglia and endothelial modules of human brain transcriptional co-expression networks. CONCLUSION: This study revealed temporal transcriptome alterations in microglia cells in response to pathological tau perturbation and provides insight into the molecular changes underlying microglia activation during tau mediated neurodegeneration.


Subject(s)
Alzheimer Disease/genetics , Gene Regulatory Networks/genetics , Genetic Predisposition to Disease , Microglia/metabolism , tau Proteins/genetics , Alzheimer Disease/metabolism , Animals , Brain/metabolism , Disease Models, Animal , Gene Expression/physiology , Mice, Transgenic , tau Proteins/metabolism
4.
Alzheimers Dement (N Y) ; 4: 234-242, 2018.
Article in English | MEDLINE | ID: mdl-29955666

ABSTRACT

Digital technology is transforming the development of drugs for Alzheimer's disease and was the topic of the Alzheimer's Association's Research Roundtable on its May 23-24, 2017 meeting. Research indicates that wearable devices and unobtrusive passive sensors that enable the collection of frequent or continuous, objective, and multidimensional data during daily activities may capture subtle changes in cognition and functional capacity long before the onset of dementia. The potential to exploit these technologies to improve clinical trials as both recruitment and retention tools as well as for potential end points was discussed. The implications for the collection and use of large amounts of data, lessons learned from other related disease areas, ethical concerns raised by these new technologies, and regulatory issues were also covered in the meeting. Finally, the challenges and opportunities of these new technologies for future use were discussed.

5.
Alzheimers Dement (Amst) ; 10: 221-231, 2018.
Article in English | MEDLINE | ID: mdl-29780867

ABSTRACT

INTRODUCTION: It has been proposed that the signal distribution on tau positron emission tomography (PET) images could be used to define pathologic stages similar to those seen in neuropathology. METHODS: Three topographic staging schemes for tau PET, two sampling the temporal and occipital subregions only and one sampling cortical gray matter across the major brain lobes, were evaluated on flortaucipir F 18 PET images in a test-retest scenario and from Alzheimer's Disease Neuroimaging Initiative 2. RESULTS: All three schemes estimated stages that were significantly associated with amyloid status and when dichotomized to tau positive or negative were 90% to 94% concordant in the populations identified. However, the schemes with fewer regions and simpler decision rules yielded more robust performance in terms of fewer unclassified scans and increased test-retest reproducibility of assigned stage. DISCUSSION: Tau PET staging schemes could be useful tools to concisely index the regional involvement of tau pathology in living subjects. Simpler schemes may be more robust.

6.
Lang Speech ; 59(4): 462-487, 2016 Dec.
Article in English | MEDLINE | ID: mdl-28008802

ABSTRACT

The current study determines the influence of cross-language similarity on native English speakers' perception and production of Marshallese consonant contrasts. Marshallese provides a unique opportunity to study this influence because all Marshallese consonants have a secondary articulation. Results of discrimination and production tasks indicate that learners more easily acquire sounds if they are perceptually less similar to native language phonemes. In addition, the degree of cross-language similarity seemed to affect perception and production and may also interact with the effect of orthography.

7.
Brain ; 139(Pt 5): 1539-50, 2016 05.
Article in English | MEDLINE | ID: mdl-26936940

ABSTRACT

SEE THAL AND VANDENBERGHE DOI101093/BRAIN/AWW057 FOR A SCIENTIFIC COMMENTARY ON THIS ARTICLE: Post-mortem Braak staging of neurofibrillary tau tangle topographical distribution is one of the core neuropathological criteria for the diagnosis of Alzheimer's disease. The recent development of positron emission tomography tracers targeting neurofibrillary tangles has enabled the distribution of tau pathology to be imaged in living subjects. Methods for extraction of classic Braak staging from in vivo imaging of neurofibrillary tau tangles have not yet been explored. Standardized uptake value ratio images were calculated from 80-100 minute (18)F-AV-1451 (also known as T807) positron emission tomography scans obtained from n = 14 young reference subjects (age 21-39 years, Mini-Mental State Examination 29-30) and n = 173 older test subjects (age 50-95 years) comprising amyloid negative cognitively normal (n = 42), clinically-diagnosed mild cognitive impairment (amyloid positive, n = 47, and amyloid negative, n = 40) and Alzheimer's disease (amyloid positive, n = 28, and amyloid negative, n = 16). We defined seven regions of interest in anterior temporal lobe and occipital lobe sections corresponding closely to those used as decision points in Braak staging. An algorithm based on the Braak histological staging procedure was applied to estimate Braak stages directly from the region of interest profiles in each subject. Quantitative region-based analysis of (18)F-AV-1451 images yielded region of interest and voxel level profiles that mirrored key features of neuropathological tau progression including profiles consistent with Braak stages 0 through VI. A simple set of decision rules enabled plausible Braak stages corresponding to stereotypical progression patterns to be objectively estimated in 149 (86%) of test subjects. An additional 12 (7%) subjects presented with predefined variant profiles (relative sparing of the hippocampus and/or occipital lobe). The estimated Braak stage was significantly associated with amyloid status, diagnostic category and measures of global cognition. In vivo (18)F-AV-1451 positron emission tomography images across the Alzheimer's disease spectrum could be classified into patterns similar to those prescribed by Braak neuropathological staging of tau pathology.


Subject(s)
Alzheimer Disease/metabolism , Carbolines/metabolism , Cognitive Dysfunction/metabolism , Neurofibrillary Tangles/metabolism , Occipital Lobe/metabolism , Temporal Lobe/metabolism , tau Proteins/metabolism , Adult , Aged , Aged, 80 and over , Algorithms , Alzheimer Disease/diagnostic imaging , Cognitive Dysfunction/diagnostic imaging , Female , Humans , Male , Middle Aged , Neuroimaging , Positron-Emission Tomography , Severity of Illness Index , Young Adult
8.
Parkinsonism Relat Disord ; 19(10): 869-77, 2013 Oct.
Article in English | MEDLINE | ID: mdl-23787135

ABSTRACT

Atypical Parkinsonism associated with white matter pathology has been described in cerebrovascular diseases, mitochondrial cytopathies, osmotic demyelinating disorders, leukoencephalopathies leukodystrophies, and others. Hereditary diffuse leukoencephalopathy with spheroids (HDLS) is an autosomal dominant disorder with symptomatic onset in midlife and death within a few years after symptom onset. Neuroimaging reveals cerebral white matter lesions that are pathologically characterized by non-inflammatory myelin loss, reactive astrocytosis, and axonal spheroids. Most cases are caused by mutations in the colony-stimulating factor 1 receptor (CSF1R) gene. We studied neuropathologically verified HDLS patients with CSF1R mutations to assess parkinsonian features. Ten families were evaluated with 16 affected individuals. During the course of the illness, all patients had at least some degree of bradykinesia. Fifteen patients had postural instability, and seven had rigidity. Two patients initially presented with parkinsonian gait and asymmetrical bradykinesia. These two patients and two others exhibited bradykinesia, rigidity, postural instability, and tremor (two with resting) early in the course of the illness. Levodopa/carbidopa therapy in these four patients provided no benefit, and the remaining 12 patients were not treated. The mean age of onset for all patients was about 45 years (range, 18-71) and the mean disease duration was approximately six years (range, 3-11). We also reviewed HDLS patients published prior to the CSF1R discovery for the presence of parkinsonian features. Out of 50 patients, 37 had gait impairments, 8 rigidity, 7 bradykinesia, and 5 resting tremor. Our report emphasizes the presence of atypical Parkinsonism in HDLS due to CSF1R mutations.


Subject(s)
Gliosis/congenital , Leukoencephalopathies/genetics , Leukoencephalopathies/pathology , Mutation/genetics , Mutation/physiology , Parkinson Disease/genetics , Parkinson Disease/pathology , Receptor, Macrophage Colony-Stimulating Factor/genetics , Adolescent , Adult , Age of Onset , Aged , Antiparkinson Agents/therapeutic use , Biological Specimen Banks , Brain/pathology , Family , Female , Gait Disorders, Neurologic/etiology , Gliosis/complications , Gliosis/genetics , Gliosis/pathology , Humans , Hypokinesia/etiology , Image Processing, Computer-Assisted , Leukoencephalopathies/complications , Magnetic Resonance Imaging , Male , Middle Aged , Muscle Rigidity/etiology , Muscle Rigidity/physiopathology , Neuroimaging , Parkinson Disease/etiology , Receptor, Macrophage Colony-Stimulating Factor/physiology , Tremor/etiology , United Kingdom , Young Adult
9.
Neurology ; 79(6): 566-74, 2012 Aug 07.
Article in English | MEDLINE | ID: mdl-22843259

ABSTRACT

OBJECTIVE: To describe the brain MRI characteristics of hereditary diffuse leukoencephalopathy with spheroids (HDLS) with known mutations in the colony-stimulating factor 1 receptor gene (CSF1R) on chromosome 5. METHODS: We reviewed 20 brain MRI scans of 15 patients with autopsy- or biopsy-verified HDLS and CSF1R mutations. We assessed sagittal T1-, axial T1-, T2-, proton density-weighted and axial fluid-attenuated inversion recovery images for distribution of white matter lesions (WMLs), gray matter involvement, and atrophy. We calculated a severity score based on a point system (0-57) for each MRI scan. RESULTS: Of the patients, 93% (14 of 15) demonstrated localized WMLs with deep and subcortical involvement, whereas one patient revealed generalized WMLs. All WMLs were bilateral but asymmetric and predominantly frontal. Fourteen patients had a rapidly progressive clinical course with an initial MRI mean total severity score of 16.7 points (range 10-33.5). Gray matter pathology and brainstem atrophy were absent, and the corticospinal tracts were involved late in the disease course. There was no enhancement, and there was minimal cerebellar pathology. CONCLUSION: Recognition of the typical MRI patterns of HDLS and the use of an MRI severity score might help during the diagnostic evaluation to characterize the natural history and to monitor potential future treatments. Indicators of rapid disease progression were symptomatic disease onset before 45 years, female sex, WMLs extending beyond the frontal regions, a MRI severity score greater than 15 points, and mutation type of deletion.


Subject(s)
Brain/pathology , Leukoencephalopathies/classification , Leukoencephalopathies/genetics , Leukoencephalopathies/pathology , Mutation , Receptor, Macrophage Colony-Stimulating Factor/genetics , Atrophy/etiology , Atrophy/pathology , Female , Humans , Magnetic Resonance Imaging , Male , Middle Aged
10.
Nat Genet ; 44(2): 200-5, 2011 Dec 25.
Article in English | MEDLINE | ID: mdl-22197934

ABSTRACT

Hereditary diffuse leukoencephalopathy with spheroids (HDLS) is an autosomal-dominant central nervous system white-matter disease with variable clinical presentations, including personality and behavioral changes, dementia, depression, parkinsonism, seizures and other phenotypes. We combined genome-wide linkage analysis with exome sequencing and identified 14 different mutations affecting the tyrosine kinase domain of the colony stimulating factor 1 receptor (encoded by CSF1R) in 14 families with HDLS. In one kindred, we confirmed the de novo occurrence of the mutation. Follow-up sequencing identified an additional CSF1R mutation in an individual diagnosed with corticobasal syndrome. In vitro, CSF-1 stimulation resulted in rapid autophosphorylation of selected tyrosine residues in the kinase domain of wild-type but not mutant CSF1R, suggesting that HDLS may result from partial loss of CSF1R function. As CSF1R is a crucial mediator of microglial proliferation and differentiation in the brain, our findings suggest an important role for microglial dysfunction in HDLS pathogenesis.


Subject(s)
Leukodystrophy, Globoid Cell/genetics , Mutation , Receptor, Macrophage Colony-Stimulating Factor/genetics , Adolescent , Adult , Aged , Aged, 80 and over , Base Sequence , Exome , Female , Genetic Linkage , Humans , Male , Middle Aged , Molecular Sequence Data , Phosphorylation , Protein-Tyrosine Kinases/genetics , Sequence Analysis, DNA , Young Adult
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