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1.
J Inherit Metab Dis ; 43(6): 1265-1278, 2020 11.
Artigo em Inglês | MEDLINE | ID: mdl-32557630

RESUMO

Sjögren-Larsson syndrome (SLS) is a rare neurometabolic syndrome caused by deficient fatty aldehyde dehydrogenase. Patients exhibit intellectual disability, spastic paraplegia, and ichthyosis. The accumulation of fatty alcohols and fatty aldehydes has been demonstrated in plasma and skin but never in brain. Brain magnetic resonance imaging and spectroscopy studies, however, have shown an abundant lipid peak in the white matter of patients with SLS, suggesting lipid accumulation in the brain as well. Using histopathology, mass spectrometry imaging, and lipidomics, we studied the morphology and the lipidome of a postmortem brain of a 65-year-old female patient with genetically confirmed SLS and compared the results with a matched control brain. Histopathological analyses revealed structural white matter abnormalities with the presence of small lipid droplets, deficient myelin, and astrogliosis. Biochemically, severely disturbed lipid profiles were found in both white and gray matter of the SLS brain, with accumulation of fatty alcohols and ether lipids. Particularly, long-chain unsaturated ether lipid species accumulated, most prominently in white matter. Also, there was a striking accumulation of odd-chain fatty alcohols and odd-chain ether(phospho)lipids. Our results suggest that the central nervous system involvement in SLS is caused by the accumulation of fatty alcohols leading to a disbalance between ether lipid and glycero(phospho)lipid metabolism resulting in a profoundly disrupted brain lipidome. Our data show that SLS is not a pure leukoencephalopathy, but also a gray matter disease. Additionally, the histopathological abnormalities suggest that astrocytes and microglia might play a pivotal role in the underlying disease mechanism, possibly contributing to the impairment of myelin maintenance.


Assuntos
Encéfalo/metabolismo , Éteres/metabolismo , Álcoois Graxos/metabolismo , Metabolismo dos Lipídeos/fisiologia , Síndrome de Sjogren-Larsson/metabolismo , Idoso , Encéfalo/patologia , Feminino , Humanos , Imageamento por Ressonância Magnética , Síndrome de Sjogren-Larsson/patologia
2.
Mol Med ; 25(1): 16, 2019 05 02.
Artigo em Inglês | MEDLINE | ID: mdl-31046673

RESUMO

INTRODUCTION: Non-alcoholic fatty liver disease (NAFLD) is becoming a major health problem worldwide. Inflammation plays an important role in disease pathogenesis and recent studies have shown a potential role for the neutrophil serine proteases (NSPs) proteinase-3 (PR3) and neutrophil elastase (NE) in NAFLD as well as an imbalance between NSPs and their natural inhibitor alpha-1 antitrypsin (AAT). The aim of this study was to investigate whether PR3 and NE plasma concentrations are associated with NAFLD and/or type 2 diabetes. METHODS: To explore this hypothesis we used several cohorts: a cohort of 271 obese individuals with liver steatosis, a cohort of 41 patients with biopsy-proven NAFLD, a cohort of 401 obese type 2 diabetes patients and a cohort of 205 lean healthy controls; and measured PR3 and NE plasma concentrations. In addition, we measured AAT plasma concentrations in order to investigate if the ratios between NSPs and their natural inhibitor were altered in NAFLD and type 2 diabetes when compared to healthy controls. RESULTS: Our data shows an increase in PR3 and NE concentrations and a decrease in AAT concentrations in obese patients when compared to controls. Moreover, PR3 plasma concentrations are increased in patients with liver steatosis. Furthermore, PR3 and NE concentrations in the liver are associated with the advanced stages of NAFLD characterized by NASH and/ or liver fibrosis. Additionally, PR3 and NE concentrations were up-regulated in patients with type 2 diabetes when compared to lean and obese controls. CONCLUSION: We conclude that circulating levels of NSPs associate with obesity-related metabolic disorders. Further research is needed to clearly establish the role of these proteases and investigate whether they could be used as non-invasive markers for NAFLD and/or type 2 diabetes.


Assuntos
Diabetes Mellitus Tipo 2/sangue , Diabetes Mellitus Tipo 2/enzimologia , Elastase de Leucócito/sangue , Mieloblastina/sangue , Hepatopatia Gordurosa não Alcoólica/sangue , Hepatopatia Gordurosa não Alcoólica/enzimologia , Idoso , Idoso de 80 Anos ou mais , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Obesidade/sangue , Obesidade/enzimologia , Magreza/sangue , Magreza/enzimologia
3.
Neuroimage Clin ; 18: 254-261, 2018.
Artigo em Inglês | MEDLINE | ID: mdl-29876246

RESUMO

In Alzheimer's disease (AD), defects in essential metabolic processes for energy supply and phospholipid membrane function have been implicated in the pathological process. However, post-mortem investigations are generally limited to late stage disease and prone to tissue decay artifacts. In vivo assessments of high energy phosphates, tissue pH and phospholipid metabolites are possible by phosphorus MR spectroscopy (31P-MRS), but so far only small studies, mostly focusing on single brain regions, have been performed. Therefore, we assessed phospholipid and energy metabolism in multiple brain regions of 31 early stage AD patients and 31 age- and gender-matched controls using 31P-MRS imaging. An increase of phosphocreatine (PCr) was found in AD patients compared with controls in the retrosplenial cortex, and both hippocampi, but not in the anterior cingulate cortex. While PCr/inorganic phosphate and pH were also increased in AD, no changes were found for phospholipid metabolites. This study showed that PCr levels are specifically increased in regions that show early degeneration in AD. Together with an increased pH, this indicates an altered energy metabolism in mild AD.


Assuntos
Doença de Alzheimer/metabolismo , Encéfalo/metabolismo , Metabolismo Energético/fisiologia , Fosfolipídeos/metabolismo , Idoso , Idoso de 80 Anos ou mais , Doença de Alzheimer/diagnóstico por imagem , Encéfalo/diagnóstico por imagem , Feminino , Humanos , Imageamento Tridimensional , Espectroscopia de Ressonância Magnética , Masculino
4.
PLoS One ; 8(9): e74638, 2013.
Artigo em Inglês | MEDLINE | ID: mdl-24040301

RESUMO

BACKGROUND: Postcancer fatigue is a frequently occurring problem, impairing quality of life. Until now, little is known about (neuro) physiological factors determining postcancer fatigue. For non-cancer patients with chronic fatigue syndrome, certain characteristics of brain morphology and metabolism have been identified in previous studies. We investigated whether these volumetric and metabolic traits are a reflection of fatigue in general and thus also of importance for postcancer fatigue. METHODS: Fatigued patients were randomly assigned to either the intervention condition (cognitive behavior therapy) or the waiting list condition. Twenty-five patients in the intervention condition and fourteen patients in the waiting list condition were assessed twice, at baseline and six months later. Baseline measurements of 20 fatigued patients were compared with 20 matched non-fatigued controls. All participants had completed treatment of a malignant, solid tumor minimal one year earlier. Global brain volumes, subcortical brain volumes, metabolite tissue concentrations, and metabolite ratios were primary outcome measures. RESULTS: Volumetric and metabolic parameters were not significantly different between fatigued and non-fatigued patients. Change scores of volumetric and metabolic parameters from baseline to follow-up were not significantly different between patients in the therapy and the waiting list group. Patients in the therapy group reported a significant larger decrease in fatigue scores than patients in the waiting list group. CONCLUSIONS: No relation was found between postcancer fatigue and the studied volumetric and metabolic markers. This may suggest that, although postcancer fatigue and chronic fatigue syndrome show strong resemblances as a clinical syndrome, the underlying physiology is different. TRIAL REGISTRATION: ClinicalTrials.gov NCT01096641.


Assuntos
Encéfalo/metabolismo , Encéfalo/patologia , Fadiga/terapia , Espectroscopia de Ressonância Magnética , Neoplasias/complicações , Neoplasias/terapia , Adulto , Terapia Cognitivo-Comportamental , Feminino , Humanos , Processamento de Imagem Assistida por Computador , Imageamento Tridimensional , Masculino , Pessoa de Meia-Idade , Qualidade de Vida , Fatores de Tempo , Resultado do Tratamento , Listas de Espera
5.
J Magn Reson Imaging ; 37(4): 974-80, 2013 Apr.
Artigo em Inglês | MEDLINE | ID: mdl-23055421

RESUMO

Adenylosuccinate lyase (ADSL) deficiency is a rare inborn error of metabolism resulting in accumulation of metabolites including succinylaminoimidazole carboxamide riboside (SAICAr) and succinyladenosine (S-Ado) in the brain and other tissues. Patients with ADSL have progressive psychomotor retardation, neonatal seizures, global developmental delay, hypotonia, and autistic features, although variable clinical manifestations may make the initial diagnosis challenging. Two cases of the severe form of the disease are reported here: an 18-month-old boy with global developmental delay, intractable neonatal seizures, progressive cerebral atrophy, and marked hypomyelination, and a 3-month-old girl presenting with microcephaly, neonatal seizures, and marked psychomotor retardation. In both patients in vivo proton magnetic resonance spectroscopy (MRS) showed the presence of S-Ado signal at 8.3 ppm, consistent with a prior report. Interestingly, SAICAr signal was also detectable at 7.5 ppm in affected white matter, which has not been reported in vivo before. A novel splice-site mutation, c.IVS12 + 1/G > C, in the ADSL gene was identified in the second patient. Our findings confirm the utility of in vivo proton MRS in suggesting a specific diagnosis of ADSL deficiency, and also demonstrate an additional in vivo resonance (7.5 ppm) of SAICAr in the cases of severe disease.


Assuntos
Encéfalo/enzimologia , Deficiências do Desenvolvimento/diagnóstico , Aumento da Imagem/métodos , Interpretação de Imagem Assistida por Computador/métodos , Espectroscopia de Ressonância Magnética/métodos , Transtornos Psicomotores/diagnóstico , Erros Inatos do Metabolismo da Purina-Pirimidina/diagnóstico , Adenosina/análogos & derivados , Adenosina/análise , Adenilossuccinato Liase/deficiência , Adenilossuccinato Liase/genética , Aminoimidazol Carboxamida/análogos & derivados , Aminoimidazol Carboxamida/análise , Transtorno Autístico , Análise Mutacional de DNA , Deficiências do Desenvolvimento/enzimologia , Deficiências do Desenvolvimento/genética , Feminino , Humanos , Lactente , Masculino , Transtornos Psicomotores/enzimologia , Transtornos Psicomotores/genética , Erros Inatos do Metabolismo da Purina-Pirimidina/enzimologia , Erros Inatos do Metabolismo da Purina-Pirimidina/genética , Ribonucleosídeos/análise
6.
Clin Endocrinol (Oxf) ; 79(5): 661-6, 2013 Nov.
Artigo em Inglês | MEDLINE | ID: mdl-23167778

RESUMO

BACKGROUND: Patients with type 2 diabetes mellitus (T2DM) are typically overweight and have an increased liver fat content (LFAT). High LFAT may be explained by an increased efflux of free fatty acids from the adipose tissue, which is partly instigated by inflammatory changes. This would imply an association between inflammatory features of the adipose tissue and liver fat content. OBJECTIVE: To analyse associations between inflammatory features of the adipose tissue and liver fat content. DESIGN: A cross-sectional study. PATIENTS: Twenty-seven obese patients with insulin-treated T2DM were studied. MEASUREMENTS: LFAT content was measured by proton magnetic resonance spectroscopy. A subcutaneous (sc) fat biopsy was obtained to determine morphology and protein levels within adipose tissue. In addition to fat cell size, the percentage of macrophages and the presence of crown-like structures (CLSs) within sc fat were assessed by CD68-immunohistochemical staining. RESULTS: Mean LFAT percentage was 11·1 ± 1·7% (range: 0·75-32·9%); 63% of the patients were diagnosed with an elevated LFAT (upper range of normal ≤5·5%). Whereas adipocyte size did not correlate with LFAT, 3 of 4 subjects with CLSs in sc fat had elevated LFAT and the percentage of macrophages present in sc adipose tissue was positively associated with LFAT. Protein concentrations of adiponectin within adipose tissue negatively correlated with LFAT. Adipose tissue protein levels of the key inflammatory adipokine plasminogen activator inhibitor-1 (PAI-1) were positively associated with LFAT. CONCLUSIONS: Several pro-inflammatory changes in sc adipose tissue associate with increased LFAT content in obese insulin-treated patients with T2DM. These findings suggest that inflammatory changes at the level of the adipose tissue may drive liver fat accumulation.


Assuntos
Diabetes Mellitus Tipo 2/imunologia , Diabetes Mellitus Tipo 2/metabolismo , Gorduras/metabolismo , Inflamação/metabolismo , Fígado/metabolismo , Gordura Subcutânea/imunologia , Gordura Subcutânea/metabolismo , Tecido Adiposo/metabolismo , Estudos Transversais , Diabetes Mellitus Tipo 2/tratamento farmacológico , Feminino , Humanos , Insulina/uso terapêutico , Masculino , Pessoa de Meia-Idade , Obesidade/metabolismo
7.
Magn Reson Imaging ; 28(5): 690-7, 2010 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-20399584

RESUMO

OBJECTIVES: As a unique tool to assess metabolic fluxes noninvasively, (13)C magnetic resonance spectroscopy (MRS) could help to characterize and understand malignancy in human tumors. However, its low sensitivity has hampered applications in patients. The aim of this study was to demonstrate that with sensitivity-optimized localized (13)C MRS and intravenous infusion of [1-(13)C]glucose under euglycemia, it is possible to assess the dynamic conversion of glucose into its metabolic products in vivo in human glioma tissue. MATERIALS AND METHODS: Measurements were done at 3 T with a broadband single RF channel and a quadrature (13)C surface coil inserted in a (1)H volume coil. A (1)H/(13)C polarization transfer sequence was applied, modified for localized acquisition, alternatively in two (50 ml) voxels, one encompassing the tumor and the other normal brain tissue. RESULTS: After about 20 min of [1-(13)C]glucose infusion, a [3-(13)C]lactate signal appeared among several resonances of metabolic products of glucose in MR spectra of the tumor voxel. The resonance of [3-(13)C]lactate was absent in MR spectra from contralateral tissue. In addition, the intensity of [1-(13)C]glucose signals in the tumor area was about 50% higher than that in normal tissue, likely reflecting more glucose in extracellular space due to a defective blood-brain barrier. The signal intensity for metabolites produced in or via the tricarboxylic acid (TCA) cycle was lower in the tumor than in the contralateral area, albeit that the ratios of isotopomer signals were comparable. CONCLUSION: With an improved (13)C MRS approach, the uptake of glucose and its conversion into metabolites such as lactate can be monitored noninvasively in vivo in human brain tumors. This opens the way to assessing metabolic activity in human tumor tissue.


Assuntos
Neoplasias Encefálicas/metabolismo , Glioma/metabolismo , Glucose/farmacocinética , Espectroscopia de Ressonância Magnética/métodos , Adulto , Isótopos de Carbono/administração & dosagem , Isótopos de Carbono/farmacocinética , Glucose/administração & dosagem , Humanos , Infusões Intra-Arteriais , Marcação por Isótopo , Masculino , Pessoa de Meia-Idade
8.
Eur Biophys J ; 39(4): 527-40, 2010 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-19680645

RESUMO

The clinical use of in vivo magnetic resonance spectroscopy (MRS) has been limited for a long time, mainly due to its low sensitivity. However, with the advent of clinical MR systems with higher magnetic field strengths such as 3 Tesla, the development of better coils, and the design of optimized radio-frequency pulses, sensitivity has been considerably improved. Therefore, in vivo MRS has become a technique that is routinely used more and more in the clinic. In this review, the basic methodology of in vivo MRS is described-mainly focused on (1)H MRS of the brain-with attention to hardware requirements, patient safety, acquisition methods, data post-processing, and quantification. Furthermore, examples of clinical applications of in vivo brain MRS in two interesting fields are described. First, together with a description of the major resonances present in brain MR spectra, several examples are presented of deviations from the normal spectral pattern associated with inborn errors of metabolism. Second, through examples of MR spectra of brain tumors, it is shown that MRS can play an important role in oncology.


Assuntos
Imageamento por Ressonância Magnética/métodos , Animais , Neoplasias Encefálicas/diagnóstico , Humanos , Interpretação de Imagem Assistida por Computador , Doenças Metabólicas/diagnóstico
9.
NMR Biomed ; 22(10): 1093-9, 2009 Dec.
Artigo em Inglês | MEDLINE | ID: mdl-19593761

RESUMO

An unassigned and prominent resonance in the region from delta 2.0-2.1 ppm has frequently been found in the in vivo MR spectra of cancer patients. We demonstrated the presence of this resonance with in vivo MRS in the cyst fluid of a patient with an ovarian tumor. (1)H-NMRS on the aspirated cyst fluid of this patient confirmed the observation. A complex of resonances was observed between 2.0 and 2.1 ppm. It was also present in 11 additional ovarian cyst fluid samples randomly chosen from our biobank. The resonance complex was significantly more prominent in samples from mucinous tumors than in samples from other histological subtypes. A macromolecule (>10 kDa) was found responsible for this complex of resonances. A correlation spectroscopy (COSY) experiment revealed cross peaks of two different types of bound sialic acid suggesting that N-glycans from glycoproteins and/or glycolipids cause this resonance complex. In the literature, plasma alpha-1 acid glycoprotein (AGP), known for its high content of N-linked glycans, has been suggested to contribute to the delta 2.0-2.1 spectral region. The AGP cyst fluid concentration did not correlate significantly with the peak height of the delta 2.0-2.1 resonance complex in our study. AGP may be partly responsible for the resonance complex but other N-acetylated glycoproteins and/or glycolipids also contribute. After deproteinization of the cyst fluid, N-acetyl-L-aspartic acid (NAA) was found to contribute significantly to the signal in this spectral region in three of the 12 samples. GC-MS independently confirmed the presence of NAA in high concentration in the three samples, which all derived from benign serous tumors. We conclude that both NAA and N-acetyl groups from glycoproteins and/or glycolipids may contribute to the delta 2.0-2.1 ppm resonance complex in ovarian cyst fluid. This spectral region seems to contain resonances from biomarkers that provide relevant clinical information on the type of ovarian tumor.


Assuntos
Ácido Aspártico/análogos & derivados , Líquido Cístico/química , Cistos Ovarianos , Neoplasias Ovarianas , Adulto , Idoso , Ácido Aspártico/química , Feminino , Humanos , Espectroscopia de Ressonância Magnética/métodos , Pessoa de Meia-Idade , Ressonância Magnética Nuclear Biomolecular/métodos , Cistos Ovarianos/química , Cistos Ovarianos/patologia , Neoplasias Ovarianas/química , Neoplasias Ovarianas/patologia , Adulto Jovem
10.
NMR Biomed ; 21(2): 148-58, 2008 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-17458918

RESUMO

This paper reports on quality assessment of MRS in the European Union-funded multicentre project INTERPRET (International Network for Pattern Recognition of Tumours Using Magnetic Resonance; http://azizu.uab.es/INTERPRET), which has developed brain tumour classification software using in vivo proton MR spectra. The quality assessment consisted of both MR system quality assurance (SQA) and quality control (QC) of spectral data acquired from patients and healthy volunteers. The system performance of the MR spectrometers at all participating centres was checked bimonthly by a short measurement protocol using a specially designed INTERPRET phantom. In addition, a more extended SQA protocol was performed yearly and after each hardware or software upgrade. To compare the system performance for in vivo measurements, each centre acquired MR spectra from the brain of five healthy volunteers. All MR systems fulfilled generally accepted minimal system performance for brain MRS during the entire data acquisition period. The QC procedure of the MR spectra in the database comprised automatic determination of the signal-to-noise ratio (SNR) in a water-suppressed spectrum and of the line width of the water resonance (water band width, WBW) in the corresponding non-suppressed spectrum. Values of SNR > 10 and WBW < 8 Hz at 1.5 T were determined empirically as conservative threshold levels required for spectra to be of acceptable quality. These thresholds only hold for SNR and WBW values using the definitions and data processing described in this article. A final QC check consisted of visual inspection of each clinically validated water-suppressed metabolite spectrum by two, or, in the case of disagreement, three, experienced MR spectroscopists, to detect artefacts such as large baseline distortions, exceptionally broadened metabolite peaks, insufficient removal of the water line, large phase errors, and signals originating from outside the voxel. In the end, 10% of 889 spectra with completed spectroscopic judgement were discarded.


Assuntos
Neoplasias Encefálicas/classificação , Sistemas Inteligentes , Espectroscopia de Ressonância Magnética/normas , Estudos Multicêntricos como Assunto/normas , Neoplasias Encefálicas/diagnóstico , Protocolos Clínicos/normas , Bases de Dados Factuais/normas , Análise de Falha de Equipamento , União Europeia , Humanos , Espectroscopia de Ressonância Magnética/instrumentação , Reconhecimento Automatizado de Padrão/normas , Imagens de Fantasmas , Avaliação de Programas e Projetos de Saúde , Prótons , Controle de Qualidade , Padrões de Referência , Reprodutibilidade dos Testes , Software , Água/análise
11.
NMR Biomed ; 19(4): 411-34, 2006 Jun.
Artigo em Inglês | MEDLINE | ID: mdl-16763971

RESUMO

A computer-based decision support system to assist radiologists in diagnosing and grading brain tumours has been developed by the multi-centre INTERPRET project. Spectra from a database of 1H single-voxel spectra of different types of brain tumours, acquired in vivo from 334 patients at four different centres, are clustered according to their pathology, using automated pattern recognition techniques and the results are presented as a two-dimensional scatterplot using an intuitive graphical user interface (GUI). Formal quality control procedures were performed to standardize the performance of the instruments and check each spectrum, and teams of expert neuroradiologists, neurosurgeons, neurologists and neuropathologists clinically validated each case. The prototype decision support system (DSS) successfully classified 89% of the cases in an independent test set of 91 cases of the most frequent tumour types (meningiomas, low-grade gliomas and high-grade malignant tumours--glioblastomas and metastases). It also helps to resolve diagnostic difficulty in borderline cases. When the prototype was tested by radiologists and other clinicians it was favourably received. Results of the preliminary clinical analysis of the added value of using the DSS for brain tumour diagnosis with MRS showed a small but significant improvement over MRI used alone. In the comparison of individual pathologies, PNETs were significantly better diagnosed with the DSS than with MRI alone.


Assuntos
Neoplasias Encefálicas/diagnóstico , Bases de Dados Factuais , Sistemas de Apoio a Decisões Clínicas/organização & administração , Diagnóstico por Computador/métodos , Sistemas Inteligentes , Imageamento por Ressonância Magnética/métodos , Espectroscopia de Ressonância Magnética/métodos , Algoritmos , Humanos , Reconhecimento Automatizado de Padrão/métodos , Reprodutibilidade dos Testes , Sensibilidade e Especificidade
12.
J Magn Reson Imaging ; 20(2): 279-87, 2004 Aug.
Artigo em Inglês | MEDLINE | ID: mdl-15269954

RESUMO

PURPOSE: To differentiate prostate carcinoma from healthy peripheral zone and central gland using quantitative dynamic contrast-enhanced (DCE) magnetic resonance (MR) imaging and two-dimensional (1)H MR spectroscopic imaging (MRSI) combined into one clinical protocol. MATERIALS AND METHODS: Twenty-three prostate cancer patients were studied with a combined DCE-MRI and MRSI protocol. Cancer regions were localized by histopathology of whole mount sections after radical prostatectomy. Pharmacokinetic modeling parameters, K(trans) and k(ep), as well as the relative levels of the prostate metabolites citrate, choline, and creatine, were determined in cancer, healthy peripheral zone (PZ), and in central gland (CG). RESULTS: K(trans) and k(ep) were higher (P < 0.05) in cancer and in CG than in normal PZ. The (choline + creatine)/citrate ratio was elevated in cancer compared to the PZ and CG (P < 0.05). While a (choline + creatine)/citrate ratio above 0.68 was found to be a reliable indicator of cancer, elevated K(trans) was only a reliable cancer indicator in the diagnosis of individual patients. K(trans) and (choline + creatine)/citrate ratios in cancer were poorly correlated (Pearson r(2) = 0.07), and thus microvascular and metabolic abnormalities may have complementary value in cancer diagnosis. CONCLUSION: The combination of high-resolution spatio-vascular information from dynamic MRI and metabolic information from MRSI has excellent potential for improved localization and characterization of prostate cancer in a clinical setting. J. Magn. Reson. Imaging 2004;20:279-287.


Assuntos
Imageamento por Ressonância Magnética/métodos , Espectroscopia de Ressonância Magnética , Neoplasias da Próstata/diagnóstico , Idoso , Ácido Cítrico/metabolismo , Protocolos Clínicos , Humanos , Processamento de Imagem Assistida por Computador , Masculino , Pessoa de Meia-Idade , Próstata/anatomia & histologia , Próstata/patologia , Neoplasias da Próstata/metabolismo , Neoplasias da Próstata/cirurgia
13.
J Magn Reson Imaging ; 17(2): 261-9, 2003 Feb.
Artigo em Inglês | MEDLINE | ID: mdl-12541234

RESUMO

PURPOSE: To explore the possibilities of combining multispectral magnetic resonance (MR) images of different patients within one data matrix. MATERIALS AND METHODS: Principal component and linear discriminant analysis was applied to multispectral MR images of 12 patients with different brain tumors. Each multispectral image consisted of T1-weighted, T2-weighted, proton-density-weighted, and gadolinium-enhanced T1-weighted MR images, and a calculated relative regional cerebral blood volume map. RESULTS: Similar multispectral image regions were clustered, while dissimilar multispectral image regions were scattered in a single plot. Both principal component and linear discriminant analysis allowed discrimination between healthy and tumor regions on the image. In addition, linear discriminant analysis allowed discrimination between oligodendrogliomas and astrocytomas. However, the discriminant analysis method was partially capable of recognizing the tumor identity in unknown multispectral images. CONCLUSION: The proposed method may help the radiologist in comparing multispectral MR images of different patients in a more easy and objective way.


Assuntos
Neoplasias Encefálicas/patologia , Imageamento por Ressonância Magnética/métodos , Encéfalo/patologia , Meios de Contraste , Análise Discriminante , Gadolínio , Humanos , Processamento de Imagem Assistida por Computador
14.
Anal Chem ; 75(20): 5352-61, 2003 Oct 15.
Artigo em Inglês | MEDLINE | ID: mdl-14710812

RESUMO

A new classification approach was developed to improve the noninvasive diagnosis of brain tumors. Within this approach, information is extracted from magnetic resonance imaging and spectroscopy data, from which the relative location and distribution of selected tumor classes in feature space can be calculated. This relative location and distribution is used to select the best information extraction procedure, to identify overlapping tumor classes, and to calculate probabilities of class membership. These probabilities are very important, since they provide information about the reliability of classification and might provide information about the heterogeneity of the tissue. Classification boundaries were calculated by setting thresholds for each investigated tumor class, which enabled the classification of new objects. Results on histopathologically determined tumors are excellent, demonstrated by spatial maps showing a high probability for the correctly identified tumor class and, moreover, low probabilities for other tumor classes.


Assuntos
Ácido Aspártico/análogos & derivados , Neoplasias Encefálicas/classificação , Processamento de Imagem Assistida por Computador/métodos , Imageamento por Ressonância Magnética/métodos , Ácido Aspártico/análise , Encéfalo/patologia , Química Encefálica , Neoplasias Encefálicas/diagnóstico , Líquido Cefalorraquidiano/química , Colina/análise , Creatina/análise , Análise Discriminante , Ácidos Graxos/análise , Glioma/classificação , Glioma/diagnóstico , Ácido Glutâmico/análise , Humanos , Inositol/análise , Ácido Láctico/análise , Espectroscopia de Ressonância Magnética , Seleção de Pacientes , Análise de Componente Principal , Probabilidade , Sensibilidade e Especificidade , Distribuições Estatísticas
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