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1.
Ann Neurol ; 90(4): 612-626, 2021 10.
Artigo em Inglês | MEDLINE | ID: mdl-34390015

RESUMO

OBJECTIVE: To noninvasively assess myelin status in chronic white matter lesions of multiple sclerosis (MS), we developed and evaluated a simple classification scheme based on T1 relaxation time maps derived from 7-tesla postmortem and in vivo MRI. METHODS: Using the MP2RAGE MRI sequence, we classified 36 lesions from 4 postmortem MS brains as "long-T1," "short-T1," and "mixed-T1" by visual comparison to neocortex. Within these groups, we compared T1 times to histologically derived measures of myelin and axons. We performed similar analysis of 235 chronic lesions with known date of onset in 25 MS cases in vivo and in a validation cohort of 222 lesions from 66 MS cases, investigating associations with clinical and radiological outcomes. RESULTS: Postmortem, lesions classified qualitatively as long-T1, short-T1, and mixed-T1 corresponded to fully demyelinated, fully remyelinated, and mixed demyelinated/remyelinated lesions, respectively (p ≤ 0.001). Demyelination (rather than axon loss) dominantly contributed to initial T1 prolongation. We observed lesions with similar characteristics in vivo, allowing manual classification with substantial interrater and excellent intrarater reliability. Short-T1 lesions were most common in the deep white matter, whereas long-T1 and mixed-T1 lesions were prevalent in the juxtacortical and periventricular white matter (p = 0.02) and were much more likely to have paramagnetic rims suggesting chronic inflammation (p < 0.001). Older age at the time of lesion formation portended less remyelination (p = 0.007). INTERPRETATION: 7-tesla T1 mapping with MP2RAGE, a clinically available MRI method, allows qualitative and quantitative classification of chronic MS lesions according to myelin content, rendering straightforward the tracking of lesional myelination changes over time. ANN NEUROL 2021;90:612-626.


Assuntos
Imageamento por Ressonância Magnética , Esclerose Múltipla/patologia , Bainha de Mielina/patologia , Remielinização/fisiologia , Idoso , Axônios/patologia , Estudos de Coortes , Feminino , Humanos , Imageamento por Ressonância Magnética/métodos , Masculino , Pessoa de Meia-Idade , Esclerose Múltipla/terapia , Radiografia/métodos , Substância Branca/patologia
2.
Cereb Cortex ; 31(1): 439-447, 2021 01 01.
Artigo em Inglês | MEDLINE | ID: mdl-32901254

RESUMO

Cortical lesions are a primary driver of disability in multiple sclerosis (MS). However, noninvasive detection of cortical lesions with in vivo magnetic resonance imaging (MRI) remains challenging. Experimental autoimmune encephalomyelitis (EAE) in the common marmoset is a relevant animal model of MS for investigating the pathophysiological mechanisms leading to brain damage. This study aimed to characterize cortical lesions in marmosets with EAE using ultrahigh-field (7 T) MRI and histological analysis. Tissue preparation was optimized to enable the acquisition of high-spatial resolution (50-µm isotropic) T2*-weighted images. A total of 14 animals were scanned in this study, and 70% of the diseased animals presented at least one cortical lesion on postmortem imaging. Cortical lesions identified on MRI were verified with myelin proteolipid protein immunostaining. An optimized T2*-weighted sequence was developed for in vivo imaging and shown to capture 65% of cortical lesions detected postmortem. Immunostaining confirmed extensive demyelination with preserved neuronal somata in several cortical areas of EAE animals. Overall, this study demonstrates the relevance and feasibility of the marmoset EAE model to study cortical lesions, among the most important yet least understood features of MS.


Assuntos
Lesões Encefálicas/patologia , Encéfalo/patologia , Doenças Desmielinizantes/patologia , Encefalomielite Autoimune Experimental/patologia , Esclerose Múltipla/patologia , Animais , Criança , Pré-Escolar , Modelos Animais de Doenças , Encefalomielite Autoimune Experimental/imunologia , Técnicas Histológicas/métodos , Humanos , Lactente , Imageamento por Ressonância Magnética/métodos
3.
Mov Disord ; 36(8): 1795-1804, 2021 08.
Artigo em Inglês | MEDLINE | ID: mdl-33960523

RESUMO

BACKGROUND: Whole-genome sequencing data are available from several large studies across a variety of diseases and traits. However, massive storage and computation resources are required to use these data, and to achieve sufficient power for discoveries, harmonization of multiple cohorts is critical. OBJECTIVES: The Accelerating Medicines Partnership Parkinson's Disease program has developed a research platform for Parkinson's disease (PD) that integrates the storage and analysis of whole-genome sequencing data, RNA expression data, and clinical data, harmonized across multiple cohort studies. METHODS: The version 1 release contains whole-genome sequencing data derived from 3941 participants from 4 cohorts. Samples underwent joint genotyping by the TOPMed Freeze 9 Variant Calling Pipeline. We performed descriptive analyses of these whole-genome sequencing data using the Accelerating Medicines Partnership Parkinson's Disease platform. RESULTS: The clinical diagnosis of participants in version 1 release includes 2005 idiopathic PD patients, 963 healthy controls, 64 prodromal subjects, 62 clinically diagnosed PD subjects without evidence of dopamine deficit, and 705 participants of genetically enriched cohorts carrying PD risk-associated GBA variants or LRRK2 variants, of whom 304 were affected. We did not observe significant enrichment of pathogenic variants in the idiopathic PD group, but the polygenic risk score was higher in PD both in nongenetically enriched cohorts and genetically enriched cohorts. The population analysis showed a correlation between genetically enriched cohorts and Ashkenazi Jewish ancestry. CONCLUSIONS: We describe the genetic component of the Accelerating Medicines Partnership Parkinson's Disease platform, a solution to democratize data access and analysis for the PD research community. © 2021 The Authors. Movement Disorders published by Wiley Periodicals LLC on behalf of International Parkinson and Movement Disorder Society. This article is a U.S. Government work and is in the public domain in the USA.


Assuntos
Doença de Parkinson , Estudos de Coortes , Humanos , Mutação , Doença de Parkinson/tratamento farmacológico , Doença de Parkinson/genética
4.
bioRxiv ; 2024 Mar 29.
Artigo em Inglês | MEDLINE | ID: mdl-38585876

RESUMO

GenoTools, a Python package, streamlines population genetics research by integrating ancestry estimation, quality control (QC), and genome-wide association studies (GWAS) capabilities into efficient pipelines. By tracking samples, variants, and quality-specific measures throughout fully customizable pipelines, users can easily manage genetics data for large and small studies. GenoTools' "Ancestry" module renders highly accurate predictions, allowing for high-quality ancestry-specific studies, and enables custom ancestry model training and serialization, specified to the user's genotyping or sequencing platform. As the genotype processing engine that powers several large initiatives including the NIH's Center for Alzheimer's and Related Dementias (CARD) and the Global Parkinson's Genetics Program (GP2). GenoTools was used to process and analyze the UK Biobank and major Alzheimer's Disease (AD) and Parkinson's Disease (PD) datasets with over 400,000 genotypes from arrays and 5000 sequences and has led to novel discoveries in diverse populations. It has provided replicable ancestry predictions, implemented rigorous QC, and conducted genetic ancestry-specific GWAS to identify systematic errors or biases through a single command. GenoTools is a customizable tool that enables users to efficiently analyze and scale genotype data with reproducible and scalable ancestry, QC, and GWAS pipelines.

5.
NPJ Parkinsons Dis ; 9(1): 33, 2023 Mar 04.
Artigo em Inglês | MEDLINE | ID: mdl-36871034

RESUMO

Open science and collaboration are necessary to facilitate the advancement of Parkinson's disease (PD) research. Hackathons are collaborative events that bring together people with different skill sets and backgrounds to generate resources and creative solutions to problems. These events can be used as training and networking opportunities, thus we coordinated a virtual 3-day hackathon event, during which 49 early-career scientists from 12 countries built tools and pipelines with a focus on PD. Resources were created with the goal of helping scientists accelerate their own research by having access to the necessary code and tools. Each team was allocated one of nine different projects, each with a different goal. These included developing post-genome-wide association studies (GWAS) analysis pipelines, downstream analysis of genetic variation pipelines, and various visualization tools. Hackathons are a valuable approach to inspire creative thinking, supplement training in data science, and foster collaborative scientific relationships, which are foundational practices for early-career researchers. The resources generated can be used to accelerate research on the genetics of PD.

6.
Nat Commun ; 13(1): 5531, 2022 09 21.
Artigo em Inglês | MEDLINE | ID: mdl-36130924

RESUMO

To understand the cellular composition and region-specific specialization of white matter - a disease-relevant, glia-rich tissue highly expanded in primates relative to rodents - we profiled transcriptomes of ~500,000 nuclei from 19 tissue types of the central nervous system of healthy common marmoset and mapped 87 subclusters spatially onto a 3D MRI atlas. We performed cross-species comparison, explored regulatory pathways, modeled regional intercellular communication, and surveyed cellular determinants of neurological disorders. Here, we analyze this resource and find strong spatial segregation of microglia, oligodendrocyte progenitor cells, and astrocytes. White matter glia are diverse, enriched with genes involved in stimulus-response and biomolecule modification, and predicted to interact with other resident cells more extensively than their gray matter counterparts. Conversely, gray matter glia preserve the expression of neural tube patterning genes into adulthood and share six transcription factors that restrict transcriptome complexity. A companion Callithrix jacchus Primate Cell Atlas (CjPCA) is available through https://cjpca.ninds.nih.gov .


Assuntos
Callithrix , Substância Branca , Animais , Microglia/metabolismo , Fatores de Transcrição/metabolismo , Transcriptoma/genética , Substância Branca/metabolismo
7.
NPJ Parkinsons Dis ; 8(1): 35, 2022 Apr 01.
Artigo em Inglês | MEDLINE | ID: mdl-35365675

RESUMO

Personalized medicine promises individualized disease prediction and treatment. The convergence of machine learning (ML) and available multimodal data is key moving forward. We build upon previous work to deliver multimodal predictions of Parkinson's disease (PD) risk and systematically develop a model using GenoML, an automated ML package, to make improved multi-omic predictions of PD, validated in an external cohort. We investigated top features, constructed hypothesis-free disease-relevant networks, and investigated drug-gene interactions. We performed automated ML on multimodal data from the Parkinson's progression marker initiative (PPMI). After selecting the best performing algorithm, all PPMI data was used to tune the selected model. The model was validated in the Parkinson's Disease Biomarker Program (PDBP) dataset. Our initial model showed an area under the curve (AUC) of 89.72% for the diagnosis of PD. The tuned model was then tested for validation on external data (PDBP, AUC 85.03%). Optimizing thresholds for classification increased the diagnosis prediction accuracy and other metrics. Finally, networks were built to identify gene communities specific to PD. Combining data modalities outperforms the single biomarker paradigm. UPSIT and PRS contributed most to the predictive power of the model, but the accuracy of these are supplemented by many smaller effect transcripts and risk SNPs. Our model is best suited to identifying large groups of individuals to monitor within a health registry or biobank to prioritize for further testing. This approach allows complex predictive models to be reproducible and accessible to the community, with the package, code, and results publicly available.

8.
Brain Commun ; 3(2): fcab095, 2021.
Artigo em Inglês | MEDLINE | ID: mdl-34693284

RESUMO

Previous research using genome-wide association studies has identified variants that may contribute to lifetime risk of multiple neurodegenerative diseases. However, whether there are common mechanisms that link neurodegenerative diseases is uncertain. Here, we focus on one gene, GRN, encoding progranulin, and the potential mechanistic interplay between genetic risk, gene expression in the brain and inflammation across multiple common neurodegenerative diseases. We utilized genome-wide association studies, expression quantitative trait locus mapping and Bayesian colocalization analyses to evaluate potential causal and mechanistic inferences. We integrate various molecular data types from public resources to infer disease connectivity and shared mechanisms using a data-driven process. Expression quantitative trait locus analyses combined with genome-wide association studies identified significant functional associations between increasing genetic risk in the GRN region and decreased expression of the gene in Parkinson's, Alzheimer's and amyotrophic lateral sclerosis. Additionally, colocalization analyses show a connection between blood-based inflammatory biomarkers relating to platelets and GRN expression in the frontal cortex. GRN expression mediates neuroinflammation function related to multiple neurodegenerative diseases. This analysis suggests shared mechanisms for Parkinson's, Alzheimer's and amyotrophic lateral sclerosis.

10.
Ann Clin Lab Sci ; 44(3): 254-61, 2014.
Artigo em Inglês | MEDLINE | ID: mdl-25117092

RESUMO

LABGEO(IB) D-dimer Test is a newly developed POC D-dimer assay and the first commercially available POC immunoassay instrument that exploits the disk rotation method for extraction of plasma. Citrate plasma was obtained from 201 apparently healthy subjects and 91 patients suspected for VTE, and their D-dimer level was measured by the LABGEO(IB) D-Dimer Test (LABGEO D-dimer) and HemosIL D-dimer test as a comparative method. To examine the effect of blood cells and anticoagulant, paired blood samples anticoagulated by heparin and citrate were obtained from various postoperative patients. The overall diagnostic performance of LABGEO(IB) D-dimer and HemosIL was comparable with similar area under ROC curve (p=0.79). The cut-off levels recommended by manufacturers (LABGEO D-dimer: 0.45 µg/ml fibrinogen equivalent unit (FEU), HemosIL: 0.23 µg/ml D-dimer unit (DDU)) and those yielding highest diagnostic efficiency (LABGEO D-dimer: 1.41 µg/ml FEU; HemosIL: 0.85 µg/ml DDU), were chosen for the evaluation. For LABGEO D-dimer negative predictive value (NPV), positive predictive value (PPV), sensitivity, specificity, and negative likelihood ratio (LR-neg) were 93-100%, 67-89%, 93-100%, 53-89% and 0.00-0.08. For HemosIL D-dimer, NPV, PPV, sensitivity, specificity and LR-neg were 90 - 100%, 76-95%, 89-100%, 70-96% and 0.00-0.12, all comparable to results for LABGEO D-dimer. LABGEO D-dimer test demonstrated acceptable performance when used for the VTE diagnostic work-up.


Assuntos
Análise Química do Sangue/métodos , Tromboembolia Venosa/diagnóstico , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Criança , Pré-Escolar , Dimerização , Feminino , Humanos , Imunoensaio , Lactente , Masculino , Pessoa de Meia-Idade , Sistemas Automatizados de Assistência Junto ao Leito , Padrões de Referência , Sensibilidade e Especificidade , Tromboembolia Venosa/sangue
11.
Neuroreport ; 25(13): 1006-12, 2014 Sep 10.
Artigo em Inglês | MEDLINE | ID: mdl-25026533

RESUMO

Denervation of the piriform cortex by bulbotomy causes a series of important cellular changes in the inhibitory interneurons of layer I and transsynaptic apoptosis of a large number of pyramidal neurons in outer layer II within 24 h. In this study, we report that following the marked loss of neurons in outer layer II, the piriform cortex is reconstituted by the addition of newly formed neurons that restore the number to a preinjury level within 30 days. We provide evidence that the number of newly divided neuronal progenitors increases after injury and further show that a population of doublecortin-positive cells that resides in the piriform cortex decreases after injury. Taken together, these findings suggest that the piriform cortex has significant neurogenic potential that is activated following sensory denervation and may contribute toward the replacement of neurons in outer layer II.


Assuntos
Plasticidade Neuronal/fisiologia , Neurônios/patologia , Neurônios/fisiologia , Córtex Piriforme/patologia , Córtex Piriforme/fisiopatologia , Animais , Apoptose/fisiologia , Bromodesoxiuridina , Denervação , Proteínas do Domínio Duplacortina , Proteína Duplacortina , Imuno-Histoquímica , Masculino , Camundongos Transgênicos , Proteínas Associadas aos Microtúbulos/genética , Proteínas Associadas aos Microtúbulos/metabolismo , Células-Tronco Neurais/patologia , Células-Tronco Neurais/fisiologia , Neurogênese/fisiologia , Neuropeptídeos/genética , Neuropeptídeos/metabolismo , Ratos Sprague-Dawley , Fatores de Tempo
12.
J Neuropathol Exp Neurol ; 70(5): 399-416, 2011 May.
Artigo em Inglês | MEDLINE | ID: mdl-21487304

RESUMO

The increased use of explosives in recent wars has increased the number of veterans with blast injuries. Of particular interest is blast injury to the brain, and a key question is whether the primary overpressure wave of the blast is injurious or whether brain injury from blast is mostly due to secondary and tertiary effects. Using a shock tube generating shock waves comparable to open-field blast waves, we explored the effects of blast on parenchymatous organs of mice with emphasis on the brain. The main injuries in nonbrain organs were hemorrhages in the lung interstitium and alveolar spaces and hemorrhagic infarcts in liver, spleen, and kidney. Neuropathological and behavioral outcomes of blast were studied at mild blast intensity, that is, 68 ± 8 kPag (9.9 ± 1.2 psig) static pressure, 103 kPag (14.9 psig) total pressure and 183 ± 14 kPag (26.5 ± 2.1 psig) membrane rupture pressure. Under these conditions, we observed multifocal axonal injury, primarily in the cerebellum/brainstem, the corticospinal system, and the optic tract. We also found prolonged behavioral and motor abnormalities, including deficits in social recognition and spatial memory and in motor coordination. Shielding of the torso ameliorated axonal injury and behavioral deficits. These findings indicate that long CNS axon tracts are particularly vulnerable to the effects of blast, even at mild intensities that match the exposure of most veterans in recent wars. Prevention of some of these neurological effects by torso shielding may generate new ideas as to how to protect military and civilian populations in blast scenarios.


Assuntos
Traumatismos por Explosões/patologia , Lesões Encefálicas/patologia , Encéfalo/patologia , Degeneração Neural/patologia , Neurônios/patologia , Animais , Axônios/patologia , Traumatismos por Explosões/fisiopatologia , Encéfalo/fisiopatologia , Lesões Encefálicas/fisiopatologia , Modelos Animais de Doenças , Imuno-Histoquímica , Masculino , Memória/fisiologia , Camundongos , Atividade Motora/fisiologia , Degeneração Neural/fisiopatologia , Coloração pela Prata
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