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1.
Nanomaterials (Basel) ; 13(15)2023 Aug 01.
Artigo em Inglês | MEDLINE | ID: mdl-37570545

RESUMO

This paper describes a novel nanoformulation for dual MRI/US in vivo monitoring of drug delivery/release. The nanosystem was made of a perfluoropentane core coated with phospholipids stabilized by glycol chitosan crosslinked with triphosphate ions, and it was co-loaded with the prodrug prednisolone phosphate (PLP) and the structurally similar MRI agent Gd-DTPAMA-CHOL. Importantly, the in vitro release of PLP and Gd-DTPAMA-CHOL from the nanocarrier showed similar profiles, validating the potential impact of the MRI agent as an imaging reporter for the drug release. On the other hand, the nanobubbles were also detectable by US imaging both in vitro and in vivo. Therefore, the temporal evolution of both MRI and US contrast after the administration of the proposed nanosystem could report on the delivery and the release kinetics of the transported drug in a given lesion.

2.
Eur J Phys Rehabil Med ; 59(4): 458-473, 2023 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-37534887

RESUMO

BACKGROUND: The Early Rehabilitation Barthel Index (ERBI) comprises seven items of the Early Rehabilitation Index and ten items of the Barthel Index. The ERBI is usually used to measure functional changes in patients with severe acquired brain injury (sABI), but its measurement properties have yet to be extensively assessed. AIM: To study the unidimensionality and internal construct validity (ICV) of the ERBI through Confirmatory Factor Analysis (CFA), Mokken Analysis (MA), and Rasch Analysis (RA). DESIGN: Multicenter prospective study. SETTING: Inpatients from five intensive rehabilitation centers. POPULATION: Two hundred and forty-seven subjects with sABI. METHODS: ERBI was administered on admission and discharge to study its unidimensionality through CFA and MA and its ICV, reliability, and targeting through RA. RESULTS: The preliminary analyses showed a lack of unidimensionality (RMSEA=0.460 >0.06; SRMR=0.176 >0.06; CFI=1.000 >0.950; TLI=1.000 >0.950). According to CFA, "Confusional state" and "Behavioral disturbance" items showed low factor loadings (<0.40), whereas these two items composed a separate scale within the MA. Furthermore, the baseline RA showed that three items misfitted ("Mechanical ventilation," "Confusional state," "Behavioral disturbances") and a lack of conformity of several ICV requirements. After deletion of three misfitting items and further non-structural modifications (i.e., testlets creation to absorb local dependence between items and item misfit), the solution obtained showed adequate ICV, adequate reliability for measurements at the individual level (PSI>0.85), although with a frank floor effect. This final solution was successfully replicated in a total sample of the subjects. After post-hoc modifications of the score structure of two out of three misfitting items, the subsequent CFA (RMSEA=0.044 <0.06; SRMR=0.056 <0.06; CFI=1.000 >0.950 TLI=1.000 >0.950) and MA showed the resolution of the unidimensional issues. CONCLUSIONS: Although the ERBI is a potentially valuable tool for measuring functioning in the coma-to-community continuum, our analyses suggested its lack of ICV, partly due to an incorrect scoring design of some items. A new perspective multicenter study is proposed to validate a modified version of the ERBI that overcomes the problems highlighted in this analysis. CLINICAL REHABILITATION IMPACT: Our results do not support the use of the original structure of the ERBI in clinical practice and research, as a lack of ICV was highlighted.


Assuntos
Pacientes Internados , Centros de Reabilitação , Humanos , Estudos Prospectivos , Reprodutibilidade dos Testes , Alta do Paciente , Psicometria , Inquéritos e Questionários
3.
PNAS Nexus ; 2(8): pgad250, 2023 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-37575672

RESUMO

Commercially available near-infrared (NIR) dyes, including indocyanine green (ICG), display an end-tail of the fluorescence emission spectrum detectable in the short-wave infrared (SWIR) window. Imaging methods based on the second NIR spectral region (1,000-1,700 nm) are gaining interest within the biomedical imaging community due to minimal autofluorescence and scattering, allowing higher spatial resolution and depth sensitivity. Using a SWIR fluorescence imaging device, the properties of ICG vs. heptamethine cyanine dyes with emission >800 nm were evaluated using tissue-simulating phantoms and animal experiments. In this study, we tested the hypothesis that an increased rigidity of the heptamethine chain may increase the SWIR imaging performance due to the bathochromic shift of the emission spectrum. Fluorescence SWIR imaging of capillary plastic tubes filled with dyes was followed by experiments on healthy animals in which a time series of fluorescence hindlimb images were analyzed. Our findings suggest that higher spatial resolution can be achieved even at greater depths (>5 mm) or longer wavelengths (>1,100 nm), in both tissue phantoms and animals, opening the possibility to translate the SWIR prototype toward clinical application.

4.
Brain Sci ; 13(7)2023 Jul 13.
Artigo em Inglês | MEDLINE | ID: mdl-37508999

RESUMO

BACKGROUND: Secondary hydrocephalus is a well-known complication of severe acquired brain injuries (sABIs) often diagnosed during inpatient rehabilitation. Currently, there is no gold standard for its detection. Therefore, we designed a novel clinical diagnostic protocol that integrates clinical, functional, biochemical and neuroradiological assessments to improve the accuracy of its diagnosis in patients with sABIs. METHODS: This prospective cohort study will be conducted in a tertiary referral rehabilitation center in Italy. A historical cohort of patients will be compared with a prospective cohort undergoing the new clinical diagnostic protocol. EXPECTED RESULTS: The expected results include an increase in the proportion of diagnosed cases, a reduced incidence of clinical complications, an increase in the rehabilitative outcomes at discharge, a significant reduction in the length of hospital stay, and useful information about the diagnostic and prognostic value of the neuroradiological characteristics. CONCLUSION: We expect that this clinical diagnostic protocol will result in a more appropriate assessment and timely treatment of secondary hydrocephalus in patients with sABIs, with the ultimate goal of improving their prognosis. In addition, it could be adopted by other rehabilitation centers to improve hydrocephalus diagnosis and treatment, thereby reducing the length of hospital stay and accelerating recovery with benefits for both patients and hospitals.

5.
Invest Radiol ; 58(12): 853-864, 2023 Dec 01.
Artigo em Inglês | MEDLINE | ID: mdl-37378418

RESUMO

OBJECTIVES: Artificial intelligence (AI) methods can be applied to enhance contrast in diagnostic images beyond that attainable with the standard doses of contrast agents (CAs) normally used in the clinic, thus potentially increasing diagnostic power and sensitivity. Deep learning-based AI relies on training data sets, which should be sufficiently large and diverse to effectively adjust network parameters, avoid biases, and enable generalization of the outcome. However, large sets of diagnostic images acquired at doses of CA outside the standard-of-care are not commonly available. Here, we propose a method to generate synthetic data sets to train an "AI agent" designed to amplify the effects of CAs in magnetic resonance (MR) images. The method was fine-tuned and validated in a preclinical study in a murine model of brain glioma, and extended to a large, retrospective clinical human data set. MATERIALS AND METHODS: A physical model was applied to simulate different levels of MR contrast from a gadolinium-based CA. The simulated data were used to train a neural network that predicts image contrast at higher doses. A preclinical MR study at multiple CA doses in a rat model of glioma was performed to tune model parameters and to assess fidelity of the virtual contrast images against ground-truth MR and histological data. Two different scanners (3 T and 7 T, respectively) were used to assess the effects of field strength. The approach was then applied to a retrospective clinical study comprising 1990 examinations in patients affected by a variety of brain diseases, including glioma, multiple sclerosis, and metastatic cancer. Images were evaluated in terms of contrast-to-noise ratio and lesion-to-brain ratio, and qualitative scores. RESULTS: In the preclinical study, virtual double-dose images showed high degrees of similarity to experimental double-dose images for both peak signal-to-noise ratio and structural similarity index (29.49 dB and 0.914 dB at 7 T, respectively, and 31.32 dB and 0.942 dB at 3 T) and significant improvement over standard contrast dose (ie, 0.1 mmol Gd/kg) images at both field strengths. In the clinical study, contrast-to-noise ratio and lesion-to-brain ratio increased by an average 155% and 34% in virtual contrast images compared with standard-dose images. Blind scoring of AI-enhanced images by 2 neuroradiologists showed significantly better sensitivity to small brain lesions compared with standard-dose images (4.46/5 vs 3.51/5). CONCLUSIONS: Synthetic data generated by a physical model of contrast enhancement provided effective training for a deep learning model for contrast amplification. Contrast above that attainable at standard doses of gadolinium-based CA can be generated through this approach, with significant advantages in the detection of small low-enhancing brain lesions.


Assuntos
Neoplasias Encefálicas , Aprendizado Profundo , Glioma , Humanos , Ratos , Camundongos , Animais , Meios de Contraste/química , Neoplasias Encefálicas/diagnóstico por imagem , Neoplasias Encefálicas/patologia , Inteligência Artificial , Gadolínio , Estudos Retrospectivos , Imageamento por Ressonância Magnética/métodos , Processamento de Imagem Assistida por Computador
6.
Sci Rep ; 13(1): 6295, 2023 04 18.
Artigo em Inglês | MEDLINE | ID: mdl-37072538

RESUMO

This study describes a dynamic non-linear mathematical approach for modeling the course of disease in acquired brain injury (ABI) patients. Data from a multicentric study were used to evaluate the reliability of the Michaelis-Menten (MM) model applied to well-known clinical variables that assess the outcome of ABI patients. The sample consisted of 156 ABI patients admitted to eight neurorehabilitation subacute units and evaluated at baseline (T0), 4 months after the event (T1) and at discharge (T2). The MM model was used to characterize the trend of the first Principal Component Analysis (PCA) dimension (represented by the variables: feeding modality, RLAS, ERBI-A, Tracheostomy, CRS-r and ERBI-B) in order to predict the most plausible outcome, in terms of positive or negative Glasgow outcome score (GOS) at discharge. Exploring the evolution of the PCA dimension 1 over time, after day 86 the MM model better differentiated between the time course for individuals with a positive and negative GOS (accuracy: 85%; sensitivity: 90.6%; specificity: 62.5%). The non-linear dynamic mathematical model can be used to provide more comprehensive trajectories of the clinical evolution of ABI patients during the rehabilitation period. Our model can be used to address patients for interventions designed for a specific outcome trajectory.


Assuntos
Lesões Encefálicas , Dinâmica não Linear , Humanos , Reprodutibilidade dos Testes , Hospitalização , Alta do Paciente , Lesões Encefálicas/reabilitação
7.
J Med Chem ; 64(11): 7565-7574, 2021 06 10.
Artigo em Inglês | MEDLINE | ID: mdl-33961422

RESUMO

The relevance of MRI as a diagnostic methodology has been expanding significantly with the development of molecular imaging. Partially, the credit for this advancement is due to the increasing potential and performance of targeted MRI contrast agents, which are able to specifically bind distinct receptors or biomarkers. Consequently, these allow for the identification of tissues undergoing a disease, resulting in the over- or underexpression of the particular molecular targets. Here we report a multimeric molecular probe, which combines the established targeting properties of the Arg-Gly-Asp (RGD) peptide sequence toward the integrins with three calcium-responsive, Gd-based paramagnetic moieties. The bifunctional probe showed excellent 1H MRI contrast enhancement upon Ca2+ coordination and demonstrated a longer retention time in the tissue due to the presence of the RGD moiety. The obtained results testify to the potential of combining bioresponsive contrast agents with targeting vectors to develop novel functional molecular imaging methods.


Assuntos
Meios de Contraste/química , Integrinas/metabolismo , Oligopeptídeos/química , Animais , Cálcio/metabolismo , Quelantes de Cálcio/química , Gadolínio/química , Integrinas/química , Imageamento por Ressonância Magnética , Magnetismo , Masculino , Microscopia de Fluorescência , Oligopeptídeos/síntese química , Oligopeptídeos/metabolismo , Ratos , Ratos Sprague-Dawley , Córtex Somatossensorial/diagnóstico por imagem
8.
Lab Anim ; 55(5): 472-477, 2021 Oct.
Artigo em Inglês | MEDLINE | ID: mdl-33884898

RESUMO

Breast cancer is the most common cancer among women worldwide. For high-risk women, contrast enhanced (CE)-magnetic resonance imaging (MRI) is recommended as supplemental screening together with mammography. The development of new MRI contrast agents is an active field of research, which requires efficacy tests on appropriate preclinical pathological models. In this work, a refined method to orthotopically induce breast cancer in BALB/c mice was developed using ultrasound (US) as a guide for the precise localisation of the tumour induction site and to improve animal welfare. The method was coupled with CE-MRI to characterise the evolution of the tumoural lesion.


Assuntos
Mamografia , Neoplasias , Animais , Meios de Contraste , Modelos Animais de Doenças , Camundongos , Camundongos Endogâmicos BALB C , Ultrassonografia de Intervenção
9.
J Neurotrauma ; 38(14): 1988-1994, 2021 07 15.
Artigo em Inglês | MEDLINE | ID: mdl-33371784

RESUMO

In this multi-center study, we provide a systematic evaluation of the clinical variability associated with paroxysmal sympathetic hyperactivity (PSH) in patients with acquired brain injury (ABI) to determine how these signs can impact outcomes. A total of 156 ABI patients with a disorder of consciousness (DoC) were admitted to neurorehabilitation subacute units (intensive rehabilitation unit; IRU) and evaluated at baseline (T0), after 4 months from event (T1), and at discharge (T2). The outcome measure was the Glasgow Outcome Scale-Extended, whereas age, sex, etiology, Coma Recovery Scale-Revised (CRS-r), Rancho Los Amigos Scale (RLAS), Early Rehabilitation Barthel Index (ERBI), PSH-Assessment Measure (PSH-AM) scores and other clinical features were considered as predictive factors. A machine learning (ML) approach was used to identify the best predictive model of clinical outcomes. The etiology was predominantly vascular (50.8%), followed by traumatic (36.2%). At admission, prevalence of PSH was 31.3%, which decreased to 16.6% and 4.4% at T1 and T2, respectively. At T2, 2.8% were dead and 61.1% had a full recovery of consciousness, whereas 36.1% remained in VS or MCS. A support vector machine (SVM)-based ML approach provides the best model with 82% accuracy in predicting outcomes. Analysis of variable importance shows that the most important clinical factors influencing the outcome are the PSH-AM scores measured at T0 and T1, together with neurological diagnosis, CRS-r, and RLAS scores measured at T0. This joint multi-center effort provides a comprehensive picture of the clinical impact of PSH signs in ABI patients, demonstrating its predictive value in comparison with other well-known clinical measurements.


Assuntos
Doenças do Sistema Nervoso Autônomo/diagnóstico , Doenças do Sistema Nervoso Autônomo/etiologia , Lesões Encefálicas/complicações , Lesões Encefálicas/reabilitação , Transtornos da Consciência/diagnóstico , Transtornos da Consciência/etiologia , Adulto , Idoso , Doenças do Sistema Nervoso Autônomo/fisiopatologia , Lesões Encefálicas/fisiopatologia , Estudos de Coortes , Transtornos da Consciência/fisiopatologia , Feminino , Escala de Resultado de Glasgow , Hospitalização , Humanos , Aprendizado de Máquina , Masculino , Pessoa de Meia-Idade , Reabilitação Neurológica , Avaliação de Resultados em Cuidados de Saúde , Valor Preditivo dos Testes , Prognóstico , Recuperação de Função Fisiológica
10.
Brain Sci ; 12(1)2021 Dec 21.
Artigo em Inglês | MEDLINE | ID: mdl-35053746

RESUMO

BACKGROUND: Hydrocephalus among Severe Acquired Brain Injury (SABI) patients remains overlooked during rehabilitation. METHODS: A retrospective cohort study was carried out of traumatic and non-traumatic SABI patients with hydrocephalus, consecutively admitted over 9 years in a tertiary referral specialized rehabilitation hospital. Patients were treated with ventriculoperitoneal shunt before or during inpatient rehabilitation and assessed using the Level of Cognitive Functioning Scale and Disability Rating Scale. Logistic regression models were used to identify predictors of post-surgical complications. Linear regression models were used to investigate predictors of hospital length of stay (LOS), disability, and cognitive function. RESULTS: Of the 82 patients, 15 had post-surgical complications and 16 underwent cranioplasty. Shunt placement complication risk was higher when fixed vs. when programmable pressure valves were used. A total of 56.3% achieved functional improvement at discharge and 88.7% improved in cognitive function; of the 82 patients, 56% were discharged home. In multiple regression analyses, higher disability at discharge was related to cranioplasty and longer LOS, while poorer cognitive function was associated with cranioplasty. Increase in LOS was associated with increasing time to shunt and decreasing age. CONCLUSIONS: A significant improvement in cognitive and functional outcomes can be achieved. Cranioplasty increased LOS, and fixed pressure valves were related to poorer outcomes.

11.
Animal Model Exp Med ; 2(1): 58-63, 2019 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-31016288

RESUMO

Meningioma in vivo research is hampered by the difficulty of establishing an easy and reproducible orthotopic model able to mimic the characteristics of a human meningioma. Moreover, leptomeningeal dissemination and high mortality are often associated with such orthotopical models, making them useless for clinical translation studies. An optimized method for inducing meningiomas in nude mice at two different sites is described in this paper and the high reproducibility and low mortality of the models are demonstrated. Skull base meningiomas were induced in the auditory meatus and convexity meningiomas were induced on the brain surface of 23 and 24 nude mice, respectively. Both models led to the development of a mass easily observable by imaging methods. Dynamic contrast enhanced MRI was used as a tool to monitor and characterize the pathology onset and progression. At the end of the study, histology was performed to confirm the neoplastic origin of the diseased mass.

12.
Neuroradiology ; 61(2): 163-173, 2019 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-30377745

RESUMO

PURPOSE: The discussed topic about gadolinium-based contrast agents (GBCA) safety has recently been revived due to the evidence of hyperintensities observed in the dentate nucleus (DN) and globus pallidus (GP) in the brain of patients with normal kidney function. Several preclinical studies have been conducted to understanding how the use of GBCAs can promote the gadolinium deposition in the brain. Here, we evaluate the impact of chronic cerebral hypoperfusion on gadolinium presence. METHODS: T1 hyperintensities and BBB integrity were evaluated by MRI in chronically hypoperfused and healthy rats injected with either gadodiamide or hypertonic saline. Additionally, the assessment of glucose metabolism by PET imaging and the gadolinium content by ICP-MS was performed after the last MR scan. RESULTS: Chronically hypoperfused rats displayed a greater MRI T1w signal in the DCN and hippocampus compared to Sham-operated animals, suggesting gadolinium accumulation. Dynamic contrast-enhanced (DCE) MRI assessment of BBB permeability revealed loss of integrity (high Ktrans) after rat injury in the dentate nuclei and hippocampus. Ex vivo tissue analysis showed greater gadolinium retention in the cerebellum and subcortical regions, supporting the imaging finding. FDG-PET imaging of the cerebellum did not reveal abnormal uptake in the DCN after chronic cerebral hypoperfusion. CONCLUSION: Higher signal intensity followed by higher Gd concentration observed in DCN and hippocampus of animals subjected to cerebral injury can be associated with an increase in BBB permeability due to the applied vascular dementia animal model. Nonetheless, no glucose metabolism abnormalities were detected in chronically hypoperfused cerebellum.


Assuntos
Núcleos Cerebelares/diagnóstico por imagem , Cerebelo/diagnóstico por imagem , Meios de Contraste/administração & dosagem , Gadolínio DTPA/administração & dosagem , Glucose/metabolismo , Hipocampo/diagnóstico por imagem , Imageamento por Ressonância Magnética/métodos , Animais , Barreira Hematoencefálica/lesões , Núcleos Cerebelares/metabolismo , Cerebelo/metabolismo , Modelos Animais de Doenças , Hipocampo/metabolismo , Masculino , Tomografia por Emissão de Pósitrons , Ratos , Ratos Wistar
13.
ChemMedChem ; 13(8): 824-834, 2018 04 23.
Artigo em Inglês | MEDLINE | ID: mdl-29442438

RESUMO

A dinuclear gadolinium(III) chelate containing two moieties of diethylenetriaminepentaacetic acid (DTPA), covalently conjugated to an analogue of deoxycholic acid, was synthesized and thoroughly characterized. A full relaxometric analysis was carried out, consisting of 1) the acquisition of nuclear magnetic resonance dispersion (NMRD) profiles in various media; 2) the study of binding affinity to serum albumin; 3) the measurement of 17 O transverse relaxation rate versus temperature, and 4) a transmetallation assay. In vivo biodistribution MRI studies at 1 T and blood pharmacokinetics assays were carried out in comparison with Gd-DTPA (Magnevist) and gadocoletic acid trisodium salt (B22956/1), two well-known Gd complexes that share the same chelating cage and the same deoxycholic acid residue of the Gd complex investigated herein ((GdDTPA)2 -Chol). High affinity for plasma protein and, in particular, the availability of more than one binding site, allows the complex to reach a fairly high relaxivity value in plasma (∼20 mm-1 s-1 , 20 MHz, 310 K) as well as to show unexpectedly enhanced properties of blood pooling, with an elimination half-life in rats approximately seven times longer than that of B22956/1.


Assuntos
Meios de Contraste/química , Meios de Contraste/farmacocinética , Ácido Desoxicólico/análogos & derivados , Ácido Desoxicólico/farmacocinética , Gadolínio DTPA/análogos & derivados , Gadolínio DTPA/farmacocinética , Animais , Meios de Contraste/síntese química , Meios de Contraste/metabolismo , Ácido Desoxicólico/síntese química , Ácido Desoxicólico/metabolismo , Feminino , Gadolínio DTPA/síntese química , Gadolínio DTPA/metabolismo , Imageamento por Ressonância Magnética , Masculino , Ratos , Ratos Wistar , Albumina Sérica/metabolismo , Distribuição Tecidual
14.
Bioconjug Chem ; 28(5): 1382-1390, 2017 05 17.
Artigo em Inglês | MEDLINE | ID: mdl-28453929

RESUMO

In this work, iron/silica/gold core-shell nanoparticles (Fe3O4@SiO2@Au NPs) characterized by magnetic and optical properties have been synthesized to obtain a promising theranostic platform. To improve their biocompatibility, the obtained multilayer nanoparticles have been entrapped in polymeric micelles, decorated with folic acid moieties, and tested in vivo for photoacoustic and magnetic resonance imaging detection of ovarian cancer.


Assuntos
Compostos Férricos/química , Ouro/química , Imageamento por Ressonância Magnética/métodos , Nanopartículas de Magnetita/administração & dosagem , Neoplasias Ovarianas/patologia , Técnicas Fotoacústicas/métodos , Polímeros/química , Dióxido de Silício/química , Animais , Proliferação de Células/efeitos dos fármacos , Feminino , Ácido Fólico/química , Humanos , Processamento de Imagem Assistida por Computador/métodos , Nanopartículas de Magnetita/química , Camundongos , Camundongos Endogâmicos BALB C , Camundongos Nus , Micelas , Imagem Multimodal/métodos , Neoplasias Ovarianas/metabolismo , Células Tumorais Cultivadas , Ensaios Antitumorais Modelo de Xenoenxerto
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