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1.
Alzheimers Dement ; 20(3): 1725-1738, 2024 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-38087949

RESUMO

BACKGROUND: Models for forecasting individual clinical progression trajectories in early Alzheimer's disease (AD) are needed for optimizing clinical studies and patient monitoring. METHODS: Prediction models were constructed using a clinical trial training cohort (TC; n = 934) via a gradient boosting algorithm and then evaluated in two validation cohorts (VC 1, n = 235; VC 2, n = 421). Model inputs included baseline clinical features (cognitive function assessments, APOE ε4 status, and demographics) and brain magnetic resonance imaging (MRI) measures. RESULTS: The model using clinical features achieved R2 of 0.21 and 0.31 for predicting 2-year cognitive decline in VC 1 and VC 2, respectively. Adding MRI features improved the R2 to 0.29 in VC 1, which employed the same preprocessing pipeline as the TC. Utilizing these model-based predictions for clinical trial enrichment reduced the required sample size by 20% to 49%. DISCUSSION: Our validated prediction models enable baseline prediction of clinical progression trajectories in early AD, benefiting clinical trial enrichment and various applications.


Assuntos
Doença de Alzheimer , Disfunção Cognitiva , Humanos , Doença de Alzheimer/patologia , Imageamento por Ressonância Magnética/métodos , Disfunção Cognitiva/patologia , Encéfalo/patologia , Progressão da Doença
2.
Bioconjug Chem ; 24(9): 1455-67, 2013 Sep 18.
Artigo em Inglês | MEDLINE | ID: mdl-24004269

RESUMO

Solid lipid nanoparticles (SLNs) have recently emerged as nontoxic, versatile alternatives to traditional carriers (liposomes, polymeric nanoparticles) for drug delivery. Because SLNs are composed of a solid lipid core, they offer significant protection against chemical degradation of their drug cargo and offer the potential for controlled release. SLNs also hold promise for use as targeted agents and multimodal imaging agents. Here we report the synthesis and characterization of SLNs loaded with gadolinium (1,4,7,10-tetraazacyclododecane)-1,4,7,10-tetraacetate (Gd-DOTA) in order to produce a new category of stable T1-weighted (T1w) magnetic resonance imaging (MRI) contrast agents. Systematically varying components in the SLN synthesis, we demonstrated an increase in Gd-DOTA incorporation and an increase in longitudinal relaxivity (r1) through optimizing the amount of surfactant (Span 80) in the "oil" phase. These highly monodisperse SLNs confirm stable loading of Gd-DOTA and a stable size distribution (∼150 nm) over time in aqueous solution. Relaxivity measurements (1.4T, 37 °C) demonstrate that the r1 of Gd-DOTA does not strongly decrease following encapsulation in SLNs, demonstrating an advantage over liposomes. These Gd-loaded SLNs demonstrate enhanced contrast in vivo at 7T using T1w MRI and in the future can be loaded with other cargo (hydrophilic or hydrophobic) to enable functionality with other imaging modalities such as optical or positron emission tomography.


Assuntos
Meios de Contraste/administração & dosagem , Compostos Heterocíclicos/administração & dosagem , Lipídeos/química , Imageamento por Ressonância Magnética/métodos , Nanopartículas/química , Compostos Organometálicos/administração & dosagem , Animais , Linhagem Celular , Sobrevivência Celular/efeitos dos fármacos , Meios de Contraste/toxicidade , Compostos Heterocíclicos/toxicidade , Lipídeos/toxicidade , Camundongos , Nanopartículas/toxicidade , Compostos Organometálicos/toxicidade
3.
Bioconjug Chem ; 22(4): 808-18, 2011 Apr 20.
Artigo em Inglês | MEDLINE | ID: mdl-21388194

RESUMO

Solid lipid nanoparticles (SLNs) are submicrometer (1-1000 nm) colloidal carriers developed in the past decade as an alternative system to traditional carriers (emulsions, liposomes, and polymeric nanoparticles) for intravenous applications. Because of their potential as drug carriers, there is much interest in understanding the in vivo biodistribution of SLNs following intravenous (i.v.) injection. Positron emission tomography (PET) is an attractive method for investigating biodistribution but requires a radiolabeled compound. In this work, we describe a method to radiolabel SLN for in vivo PET studies. A copper specific chelator, 6-[p-(bromoacetamido)benzyl]-1,4,8,11-tetraazacyclotetradecane-N,N',N'',N'''-tetraacetic acid (BAT), conjugated with a synthetic lipid, was incorporated into the SLN. Following incubation with (64)CuCl(2) for 1 h at 25 °C in 0.1 M NH(4)OAc buffer (pH 5.5), the SLNs (∼150 nm) were successfully radiolabeled with (64)Cu (66.5% radiolabeling yield), exhibiting >95% radiolabeled particles following purification. The (64)Cu-SLNs were delivered intravenously to mice and imaged with PET at 0.5, 3, 20, and 48 h post injection. Gamma counting was utilized post imaging to confirm organ distributions. Tissue radioactivity (% injected dose/gram, %ID/g), obtained by quantitative analysis of the images, suggests that the (64)Cu-SLNs are circulating in the bloodstream after 3 h (blood half-life ∼1.4 h), but are almost entirely cleared by 48 h. PET and gamma counting demonstrate that approximately 5-7%ID/g (64)Cu-SLNs remain in the liver at 48 h post injection. Stability assays confirm that copper remains associated with the SLN over the 48 h time period and that the biodistribution patterns observed are not from free, dissociated copper. Our results indicate that SLNs can be radiolabeled with (64)Cu, and their biodistribution can be quantitatively evaluated by in vivo PET imaging and ex vivo gamma counting.


Assuntos
Quelantes , Radioisótopos de Cobre , Lipídeos/química , Nanopartículas/química , Tomografia por Emissão de Pósitrons/métodos , Compostos Radiofarmacêuticos , Animais , Bovinos , Linhagem Celular Tumoral , Quelantes/química , Quelantes/farmacocinética , Radioisótopos de Cobre/química , Radioisótopos de Cobre/farmacocinética , Cães , Humanos , Lipídeos/farmacocinética , Modelos Moleculares , Estrutura Molecular , Compostos Organometálicos/química , Compostos Organometálicos/farmacocinética , Tamanho da Partícula , Compostos Radiofarmacêuticos/química , Compostos Radiofarmacêuticos/farmacocinética , Soroalbumina Bovina/química , Coloração e Rotulagem , Propriedades de Superfície , Distribuição Tecidual
4.
Metallomics ; 9(11): 1622-1633, 2017 11 15.
Artigo em Inglês | MEDLINE | ID: mdl-29063080

RESUMO

Alzheimer's disease can involve brain copper dyshomeostasis. We aimed to determine the effect of AD-like pathology on 64Cu trafficking in mice, using positron emission tomography (PET imaging), during 24 hours after intravenous administration of ionic 64Cu (Cu(ii) acetate) and 64Cu-GTSM (GTSMH2 = glyoxalbis(thiosemicarbazone)). Copper trafficking was evaluated in 6-8-month-old and 13-15 month-old TASTPM transgenic and wild-type mice, by imaging 0-30 min and 24-25 h after intravenous administration of 64Cu tracer. Regional 64Cu distribution in brains was compared by ex vivo autoradiography to that of amyloid-ß plaque. 64Cu-acetate showed uptake in, and excretion through, liver and kidneys. There was minimal uptake in other tissues by 30 minutes, and little further change after 24 h. Radioactivity within brain was focussed in and around the ventricles and was significantly greater in younger mice. 64CuGTSM was taken up in all tissues by 30 min, remaining high in brain but clearing substantially from other tissues by 24 h. Distribution in brain was not localised to specific regions. TASTPM mice showed no major changes in global or regional 64Cu brain uptake compared to wildtype after administration of 64Cu acetate (unlike 64Cu-GTSM) but efflux of 64Cu from brain by 24 h was slightly greater in 6-8 month-old TASTPM mice than in wildtype controls. Changes in copper trafficking associated with Alzheimer's-like pathology after administration of ionic 64Cu are minor compared to those observed after administration of 64Cu-GTSM. PET imaging with 64Cu could help understand changes in brain copper dynamics in AD and underpin new clinical diagnostic imaging methods.


Assuntos
Doença de Alzheimer/metabolismo , Radioisótopos de Cobre/farmacocinética , Modelos Animais de Doenças , Tomografia por Emissão de Pósitrons/métodos , Acetatos/administração & dosagem , Acetatos/farmacocinética , Administração Intravenosa , Doença de Alzheimer/diagnóstico por imagem , Animais , Transporte Biológico , Encéfalo/metabolismo , Complexos de Coordenação , Radioisótopos de Cobre/administração & dosagem , Humanos , Taxa de Depuração Metabólica , Camundongos Transgênicos , Compostos Organometálicos/administração & dosagem , Compostos Organometálicos/farmacocinética , Tiossemicarbazonas/administração & dosagem , Tiossemicarbazonas/farmacocinética , Distribuição Tecidual
5.
J Nucl Med ; 57(1): 109-14, 2016 Jan.
Artigo em Inglês | MEDLINE | ID: mdl-26449834

RESUMO

UNLABELLED: Alzheimer disease (AD) is a fatal neurodegenerative disorder characterized by progressive neuronal loss and cognitive decline. The lack of reliable and objective diagnostic markers for AD hampers early disease detection and treatment. Growing evidence supports the existence of a dysregulation in brain copper trafficking in AD. The aim of this study was to investigate brain copper trafficking in a transgenic mouse model of AD by PET imaging with (64)Cu, to determine its potential as a diagnostic biomarker of the disorder. METHODS: Brain copper trafficking was evaluated in 6- to 8-mo-old TASTPM transgenic mice and age-matched wild-type controls using the (64)Cu bis(thiosemicarbazone) complex (64)Cu-GTSM (glyoxalbis(N(4)-methyl-3-thiosemicarbazonato) copper(II)), which crosses the blood-brain barrier and releases (64)Cu bioreductively into cells. Animals were intravenously injected with (64)Cu-GTSM and imaged at 0-30 min and 24-25 h after injection. The images were analyzed by atlas-based quantification and texture analysis. Regional distribution of (64)Cu in the brain 24 h after injection was also evaluated via ex vivo autoradiography and compared with amyloid-ß plaque deposition in TASTPM mice. RESULTS: Compared with controls, in TASTPM mice PET image analysis demonstrated significantly increased (by a factor of ~1.3) brain concentration of (64)Cu at 30 min (P < 0.01) and 24 h (P < 0.05) after injection of the tracer and faster (by a factor of ~5) (64)Cu clearance from the brain (P < 0.01). Atlas-based quantification and texture analysis revealed significant differences in regional brain uptake of (64)Cu and PET image heterogeneity between the 2 groups of mice. Ex vivo autoradiography showed that regional brain distribution of (64)Cu at 24 h after injection did not correlate with amyloid-ß plaque distribution in TASTPM mice. CONCLUSION: The trafficking of (64)Cu in the brain after administration of (64)Cu-GTSM is significantly altered by AD-like pathology in the TASTPM mouse model, suggesting that (64)Cu-GTSM PET imaging warrants clinical evaluation as a diagnostic tool for AD and possibly other neurodegenerative disorders.


Assuntos
Doença de Alzheimer/diagnóstico por imagem , Doença de Alzheimer/metabolismo , Cobre/metabolismo , Tomografia por Emissão de Pósitrons , Animais , Autorradiografia , Transporte Biológico , Encéfalo/diagnóstico por imagem , Encéfalo/metabolismo , Radioisótopos de Cobre/química , Radioisótopos de Cobre/farmacocinética , Modelos Animais de Doenças , Camundongos , Solventes/química , Distribuição Tecidual
6.
Adv Inorg Chem ; 68: 1-41, 2016.
Artigo em Inglês | MEDLINE | ID: mdl-30381783

RESUMO

The development of medical imaging is a highly multidisciplinary endeavor requiring the close cooperation of clinicians, physicists, engineers, biologists and chemists to identify capabilities, conceive challenges and solutions and apply them in the clinic. The chemistry described in this article illustrates how synergistic advances in these areas drive the technology and its applications forward, with each discipline producing innovations that in turn drive innovations in the others. The main thread running through the article is the shift from single photon radionuclide imaging towards PET, and in turn the emerging shift from PET/CT towards PET/MRI and further, combination of these with optical imaging. Chemistry to support these transitions is exemplified by building on a summary of the status quo, and recent developments, in technetium-99m chemistry for SPECT imaging, followed by a report of recent developments to support clinical application of short lived (Ga-68) and long-lived (Zr-89) positron emitting isotopes, copper isotopes for PET imaging, and combined modality imaging agents based on radiolabelled iron oxide based nanoparticles.

8.
Chem Sci ; 6(10): 5383-5393, 2015 Oct 01.
Artigo em Inglês | MEDLINE | ID: mdl-29449912

RESUMO

Metals have a number of important roles within the brain. We used laser ablation-inductively coupled plasma-mass spectrometry (LA-ICP-MS) to map the three-dimensional concentrations and distributions of transition metals, in particular iron (Fe), copper (Cu) and zinc (Zn) within the murine brain. LA-ICP-MS is one of the leading analytical tools for measuring metals in tissue samples. Here, we present a complete data reduction protocol for measuring metals in biological samples, including the application of a pyramidal voxel registration technique to reproducibly align tissue sections. We used gold (Au) nanoparticle and ytterbium (Yb)-tagged tyrosine hydroxylase antibodies to assess the co-localisation of Fe and dopamine throughout the entire mouse brain. We also examined the natural clustering of metal concentrations within the murine brain to elucidate areas of similar composition. This clustering technique uses a mathematical approach to identify multiple 'elemental clusters', avoiding user bias and showing that metal composition follows a hierarchical organisation of neuroanatomical structures. This work provides new insight into the distinct compartmentalisation of metals in the brain, and presents new avenues of exploration with regard to region-specific, metal-associated neurodegeneration observed in several chronic neurodegenerative diseases.

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