RESUMO
The paper describes a platform developed for the secure management and analysis of medical data and images in a grid environment. Designed for telemedicine and built upon the EGEE gLite middleware and particularly the metadata catalogue AMGA as well as the GridSphere web portal, the platform provides to healthcare professionals the capacity to upload and query medical information stored over distributed servers. A job submission environment is also available for data analysis. Security features include authentication and authorization by grid certificates, anonymization of medical data and image encryption. The platform is currently deployed on several sites in Europe and Asia and is being customized for applications in the field of telemedicine and medical physics.
Assuntos
Segurança Computacional/instrumentação , Sistemas Computacionais , Computação em Informática Médica , Sistemas Computadorizados de Registros Médicos/organização & administração , Telemedicina/organização & administração , Acesso à Informação , Algoritmos , Bases de Dados como Assunto , França , Humanos , Método de Monte Carlo , Neurocirurgia/organização & administração , SoftwareRESUMO
OBJECTIVES: To determine the contribution of computerized tomography (CT) to the management of nontraumatic acute abdomen, to evaluate interobserver agreement and the contribution of CT to cost control, to look for the predictive factors of CT. PATIENTS: and method. Ninety prospectively included patients, admitted for nontraumatic acute abdomen and examined by a surgeon, received CT examination. Diagnosis and treatment 1) envisioned before and 2) defined after CT, and 3) finally retained were compared, and the interobserver agreement was calculated after the second reading. The predictive value of the clinical and biological criteria as well as the radiological criteria characterizing these patients was sought. RESULTS: CT was contributive in 68.9% of cases, with a reliable diagnosis and treatment strategy, defined after CT examination, for 92.2% and 90%, respectively. Interobserver agreement was 93.3%. CT contributed to reducing costs in 15.5% of patients, for an additional cost estimated at 104-139 euros. The positive predictive factors of the CT contribution were age over 70 years, localized symptoms, fever, and high CRP. CONCLUSION: In agreement with the literature, in our study CT appears to be a choice examination to guide patient care in nontraumatic acute abdomen.
Assuntos
Abdome Agudo/diagnóstico por imagem , Tomografia Computadorizada por Raios X , Abdome Agudo/cirurgia , Adolescente , Adulto , Fatores Etários , Idoso , Idoso de 80 Anos ou mais , Proteína C-Reativa/análise , Controle de Custos , Diagnóstico Diferencial , Feminino , Febre/fisiopatologia , Previsões , Humanos , Masculino , Pessoa de Meia-Idade , Variações Dependentes do Observador , Planejamento de Assistência ao Paciente , Valor Preditivo dos Testes , Estudos Prospectivos , Reprodutibilidade dos Testes , Tomografia Computadorizada por Raios X/economia , Tomografia Computadorizada por Raios X/métodos , Tomografia Computadorizada por Raios X/estatística & dados numéricos , UltrassonografiaRESUMO
OBJECTIVE: To evaluate immediate results, clinical improvement, long-term patency and predictive factors of long-term outcome after superficial femoral artery percutaneous angioplasty. PATIENTS AND METHODS: Restrospective monocentric study of 101 patients (142 lesions: 105 stenoses and 37 occlusions) technical results, long-term patency (19 months), and clinical improvement (27,5 months) were analyzed. A multifactorial analysis was performed. RESULTS: Technical success was obtained in 99%, complications and mortality rates were respectively 3% and 2%. At the end of follow-up, 55 patients were clinically improved (20 lost to follow-up), and femoral artery remained patent in 62 patients (10 to follow-up). Statistical analyses revealed 8 significant predictive factors of a good outcome (P<0.05): female gender, non-diabetic, at least one patent artery below the knee, AHA classification <2, no stent, treatment of an occlusion, number of dilatations<3, treatment by statins for hypercholesterolemia. CONCLUSION: Femoral superficial artery angioplasty is usually achieved with low complication rate. We found eight factors predictive of long-term outcome, to keep in mind when indications are discussed.
Assuntos
Angioplastia , Arteriopatias Oclusivas/cirurgia , Artéria Femoral , Idoso , Idoso de 80 Anos ou mais , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Prognóstico , Estudos Retrospectivos , Fatores de TempoRESUMO
The synthesis, labeling, and biodistribution of four 125I radiopharmaceuticals designed to localize in melanoma were tested. Uptake in tumors was demonstrated by autoradiography of whole-body sections and quantitated by measurement of radioactivity of selected tissues and tumors using melanoma-bearing mice. N-(2-diethylaminoethyl)-4-iodobenzamide was selected for its highest melanoma uptake: 60 min after IV injection of 6.5% and 4% ID/g, respectively for murine B16 and human melanotic melanoma. Tumor uptake showed the highest values of all analyzed tissues from 6 to 24 hr after injection. High uptake in melanotic tumor tissue with relatively low uptake in blood, muscle, brain, lung, and liver tissue resulted in high tumor/nontumor ratios (at 24 hr for B16, tumor/blood = 37, tumor/brain = 147, tumor/muscle = 95). This agent was compared with iodoamphetamine. Scintigraphic images of the tumor confirmed that external detection of melanoma is possible with this new radiopharmaceutical.
Assuntos
Benzamidas , Radioisótopos do Iodo , Melanoma Experimental/diagnóstico por imagem , Anfetaminas , Animais , Benzamidas/síntese química , Iofetamina , Masculino , Camundongos , Camundongos Endogâmicos , Cintilografia , Distribuição TecidualRESUMO
Defect size on myocardial tomograms was measured in 30 patients who underwent 2 separate studies, 1 with thallium-201 (TI-201), the other with technetium-99m-methoxyisobutyl isonitrile (MIBI). A group of 15 patients with myocardial infarction was studied at rest and received both tracers on the same day. The other 15 patients had documented coronary artery disease. They were were given injections of TI-201 at peak exercise and underwent imaging immediately after exercise and again 4 hours later. They then received a dose of MIBI for imaging at rest. A week later they underwent a second exercise test with the same work load and received a second dose of MIBI. Defect size on single-photon emission computed tomographic images was measured and repeated twice. Results were expressed in percentage of the volume of the whole myocardium. Reproducibility of the defect size measurement was high for TI-201 (r = 0.978; SEE = 1.59) as well as for MIBI (r = 0.981; SEE = 0.80). In patients with coronary artery disease the mean size of the defects was significantly larger with TI-201 than with MIBI at exercise (6.7 +/- 5.2 vs 4.6 +/- 5.2%, respectively, p less than 0.05) and at redistribution (5.1 +/- 4.4 vs 2.8 +/- 3.2%, respectively, p less than 0.05), where no difference was seen in patients with myocardial infarction studied only at rest (11.2 +/- 10.4 vs 12.0 +/- 11.5%, respectively, p = not significant). Smaller MIBI defect sizes, when compared with TI-201, in the exercise and redistribution studies were not due to technical artefacts since there was no difference when they were compared at rest.
Assuntos
Meios de Contraste , Doença das Coronárias/diagnóstico por imagem , Nitrilas , Compostos de Organotecnécio , Radioisótopos de Tálio , Tomografia Computadorizada de Emissão de Fóton Único , Adulto , Idoso , Idoso de 80 Anos ou mais , Exercício Físico , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Análise de Regressão , Reprodutibilidade dos Testes , Descanso , Tecnécio Tc 99m SestamibiRESUMO
N-(2-Diethylaminoethyl)-4-iodobenzamide (BZA) is a radiopharmaceutical recently developed in our laboratory for the scintigraphic detection of melanoma and metastases. Optimal time for imaging was between 18-24 h p.i. of [123I] BZA. With a view to selecting compounds able to provide quality images shortly after the injection, synthesis of an initial series of BZA derivatives and their evaluation in B16 melanoma bearing mice have been carried out. The [125I] radiolabeled products were obtained by a simple isotopic exchange procedure with high radiochemical yields (85-95%). After i.v. administration of the compounds we observed a good tumoral targeting ability. Tumoral activity peaked at 2.6 to 7.70% injected dose per g within 1 h post-injection. One of the benzamides with a blood clearance faster than that of BZA--0.06 vs. 0.2% I D/g--6 h p.i. gave the same tumor to blood and to organ ratios as BZA at 12-18 h p.i. Based on these preclinical data we hope to obtain good tumoral images 6 h p.i. in scintigraphic studies in man.
Assuntos
Benzamidas , Radioisótopos do Iodo , Melanoma Experimental/diagnóstico por imagem , Melanoma/diagnóstico por imagem , Animais , Benzamidas/síntese química , Benzamidas/farmacocinética , Humanos , Indicadores e Reagentes , Radioisótopos do Iodo/farmacocinética , Marcação por Isótopo/métodos , Espectroscopia de Ressonância Magnética , Masculino , Camundongos , Camundongos Endogâmicos C57BL , Cintilografia , Distribuição TecidualRESUMO
We measured the modulation depth of an interference pattern after double passage through the eye with different entry positions of the linearly polarized incident beam in the pupil plane. This shifting of the incident beam greatly modifies the mean irradiance and the modulation depth of the aerial image, whatever the direction of the polarizer. These measurements give a better understanding of the respective contributions of the retinal layers to the formation of the aerial image. Consequently, the modulation transfer function of the optics of the eye deduced from measurements with the aerial image must be considered cautiously.
Assuntos
Retina/fisiologia , Adulto , Birrefringência , Córnea/fisiologia , Feminino , Humanos , Luz , Óptica e Fotônica , Reconhecimento Visual de Modelos/fisiologia , FotometriaRESUMO
This paper reports a new automated method for the segmentation of internal cerebral structures using an information fusion technique. The information is provided both by images and expert knowledge, and consists in morphological, topological, and tissue constitution data. All this ambiguous, complementary and redundant information is managed using a three-step fusion scheme based on fuzzy logic. The information is first modeled into a common theoretical frame managing its imprecision and incertitude. The models are then fused and a decision is taken in order to reduce the imprecision and to increase the certainty in the location of the structures. The whole process is illustrated on the segmentation of thalamus, putamen, and head of the caudate nucleus from expert knowledge and magnetic resonance images, in a protocol involving 14 healthy volunteers. The quantitative validation is achieved by comparing computed, manually segmented structures and published data by means of indexes assessing the accuracy of volume estimation and spatial location. Results suggest a consistent volume estimation with respect to the expert quantification and published data, and a high spatial similarity of the segmented and computed structures. This method is generic and applicable to any structure that can be defined by expert knowledge and morphological images.
Assuntos
Mapeamento Encefálico/métodos , Núcleo Caudado/anatomia & histologia , Processamento de Imagem Assistida por Computador/métodos , Imageamento por Ressonância Magnética/métodos , Putamen/anatomia & histologia , Tálamo/anatomia & histologia , Algoritmos , Núcleo Caudado/fisiologia , Lógica Fuzzy , Humanos , Putamen/fisiologia , Integração de Sistemas , Tálamo/fisiologiaRESUMO
A new method for coronary artery tracking in biplane digital subtraction is presented. The dynamic tracking of nonrigid objects from two views is achieved using a generalization of parametrically deformable models. Three-dimensional (3-D) Fourier descriptors used for shape representation are obtained from the two-dimensional (2-D) descriptors of the projections. A new constraint inferred from epipolar geometry is applied to the contour model. Direct 3-D tracking is compared with the classical approach in two steps: independent 2-D tracking in each of the two projection planes; 3-D reconstruction using the epipolar constraint. Convergence quality and accuracy of the 3-D reconstruction are analyzed for several sequences showing different displacement amplitudes, deformation rates and image contrasts.
Assuntos
Angiografia Coronária/métodos , Imageamento Tridimensional/métodos , Modelos Cardiovasculares , Doença das Coronárias/diagnóstico por imagem , Vasos Coronários/anatomia & histologia , Elasticidade , Análise de Fourier , Humanos , Processamento de Imagem Assistida por Computador/métodos , Processamento de Imagem Assistida por Computador/estatística & dados numéricos , Imageamento Tridimensional/classificação , Reprodutibilidade dos Testes , Sensibilidade e EspecificidadeRESUMO
The aim of this study was to assess polyethylene wear in a total hip prosthesis by digitized radiography of the whole pelvis in the anteroposterior (AP) plane. The three-dimensional (3-D) pose of the nonmetal-backed acetubular cup, materialized by its metal ring and the femoral head made of metal or ceramic, was estimated using iterative algebraic algorithms with inner bias correction and bootstrapping for variance reduction. Points of interest were obtained by maximizing the correlation between sampled density profiles and 3-D geometric models degraded by the modulation transfer function (MTF) of the radiographic system and the film scanner. The error in the maximal correlation estimate were inferred from noise power spectra (NPS) and allowed the calculation of the point covariance matrix. Both NPS and MTF were modeled for each stage and estimated using least-square fitting of the overall NPS model to the autospectral density function calculated in stationary regions. Comparison of the radiographic time series was made possible by the high accuracy level and 3-D matching from the cup orientation. The feasibility of the full 3-D measurement, the assumption of negligible lateral wear and its influence on AP wear are discussed on simulated and real radiographic data.
Assuntos
Análise de Falha de Equipamento/métodos , Prótese de Quadril/efeitos adversos , Imageamento Tridimensional/métodos , Instabilidade Articular/diagnóstico por imagem , Instabilidade Articular/etiologia , Pelve/diagnóstico por imagem , Polietileno , Interpretação de Imagem Radiográfica Assistida por Computador/métodos , Acetábulo/diagnóstico por imagem , Algoritmos , Simulação por Computador , Estudos de Viabilidade , Articulação do Quadril/diagnóstico por imagem , Humanos , Metais , Imagens de Fantasmas , Falha de Prótese , Reprodutibilidade dos Testes , Sensibilidade e EspecificidadeRESUMO
In previously published studies, blood flow velocity from x-ray biplane angiography was measured by solving an inverse advection problem, relating velocity to bolus densities summed across sections. Both spatial and temporal velocity variations were recovered through a computationally expensive parameter estimation algorithm. Here we prove the existence and uniqueness of the solution on three sub-domains of the plane defined by the axial position along the vessel and the time of the angiographic sequence. A fast direct scheme was designed in conjunction with a regularization step stemming from the volume flow conservation law applied on consecutive segments. Its accuracy and immunity towards noise were tested on both simulated and real densitometric data. The relative error between the estimated and expected velocities was less than 5% for more than 90% of the points of the spatiotemporal plane with simulated densities normalized to 1.0 and a Gaussian additive noise of standard deviation 0.01. For densities reconstructed from a biplane angiographic sequence, increase in velocity is used as a functional index for the stenosis ratio and to characterize the sharing of flow at bifurcation.
Assuntos
Velocidade do Fluxo Sanguíneo , Densitometria/métodos , Raios X , Algoritmos , Angiografia/métodos , Humanos , Modelos Teóricos , Distribuição Normal , Fatores de TempoRESUMO
The authors present a novel method to estimate absolute blood flow velocity in coronary arteries from biplane angiograms. Spatial and temporal velocity variations are derived giving simultaneously a direct geometric and an indirect functional index of stenosis severity, stenosis ratio and coronary flow reserve. No prior assumption concerning stenosis geometry is made. Deformable models are used to track a coronary artery segment dynamically in three dimensions. A densitometric map is obtained by summing densities across sections at every position along the previously calculated path and at every time of the cardiac cycle. An advection relationship between density and velocity is observed. The spatiotemporal velocity map is a solution of a nonlinear least-squares scheme. A simulation protocol based on simple geometric conformations and blood flow properties is used to assess numerical stability and immunity towards noise. Predicted results for temporal velocity variations are compared with the intracoronary Doppler recordings to test the model assumptions for basal state and hyperaemia examinations of the same patient. The stenosis ratio was accurate to within 3% for a simulated additive Gaussian noise with a standard deviation of 0.14. The limits of agreement between angiographic and Doppler velocities were -11.4 and 11.8 cm s-1 for a peak value of 23 cm s-1 (basal state) and -16.8 and 13.5 cm s-1 for a peak value of 52 cm s-1 (hyperaemia), corresponding to 18 and 3.5% errors on the average peak values and a 16% error on the coronary flow reserve. To summarize, the advection model derivation and its solution are presented. Simulated and experimental results corroborate the validity of the numerical schemes and support clinical applicability.
Assuntos
Velocidade do Fluxo Sanguíneo , Angiografia Coronária/métodos , Doença das Coronárias/diagnóstico por imagem , Doença das Coronárias/fisiopatologia , Vasos Coronários/fisiologia , Imagens de Fantasmas , Vasos Coronários/diagnóstico por imagem , Coração/fisiopatologia , Humanos , Análise dos Mínimos Quadrados , Modelos Cardiovasculares , Distribuição Normal , Valor Preditivo dos Testes , Interpretação de Imagem Radiográfica Assistida por Computador/métodos , Reprodutibilidade dos Testes , UltrassonografiaRESUMO
A method to model the left ventricular myocardium in thallium-201 Single Photon Emission Computed Tomography (SPECT) is presented. This method is based on the fitting of the morphological skeleton of the left ventricle to a truncated bullet. This automatic approach would provide a more reproducible visualization of the organ for clinical applications.
Assuntos
Coração/diagnóstico por imagem , Processamento de Imagem Assistida por Computador/métodos , Radioisótopos de Tálio , Tomografia Computadorizada de Emissão de Fóton Único/métodos , Gráficos por Computador , Simulação por Computador , Feminino , Coração/anatomia & histologia , Ventrículos do Coração/anatomia & histologia , Humanos , Masculino , Modelos AnatômicosRESUMO
A 32-bit PC-based 3D medical image processing software package is presented. Its basic functions are the display and manipulation of medical images and the inclusion of user-written processing routines in C language. This software runs on inexpensive hardware and is easy to learn. It means the current needs of many research teams working in medical image processing.
Assuntos
Diagnóstico por Imagem/métodos , Processamento de Imagem Assistida por Computador , Microcomputadores , Software , HumanosRESUMO
Medical imaging being a fast-expanding field, multimodal data fusion appears more and more as a key element for the optimal use of images. By fusion, we mean the combination of several information sources (in particular images), with the aim of providing either more condensed or more pertinent information. The long term scope of this work would be to improve the interpretation of 3D brain images, providing extra elements for the diagnosis and patient follow up. This preliminary study is part of a wider context: the medical follow up of patients suffering from probable Alzheimer disease observed in single photon emission tomography by fusion after registration with magnetic resonance images. Several information combination techniques based on the possibility theory are presented. A new operator, more specifically adapted to the fusion of anatomical and functional images, as well as a high resolution functional image synthesis technique are proposed. A first comparative study of fusion techniques is then proposed. Although no thorough test protocol has been defined, these preliminary results are encouraging, giving access to a wide field of potential clinical applications.
Assuntos
Doença de Alzheimer/patologia , Encéfalo/patologia , Imageamento por Ressonância Magnética , Tomografia Computadorizada de Emissão de Fóton Único , Idoso , Idoso de 80 Anos ou mais , Feminino , Seguimentos , Humanos , Processamento de Imagem Assistida por Computador/métodos , Imageamento por Ressonância Magnética/métodos , Masculino , Tomografia Computadorizada de Emissão de Fóton Único/métodosRESUMO
The subject under study is a digital filtering method which combines the advantages of both theoretical precision and great flexibility of use. This method has enabled us to develop transverse filters which respect the principle of causality and offer a fast and simple solution in the filtering of electrophysiological potentials. Here we present both the design of transverse filters and their application to visual electrophysiological signals.
Assuntos
Eletrorretinografia , Potenciais Evocados Visuais , Processamento de Sinais Assistido por Computador , HumanosRESUMO
A microcomputer program to analyse ICP signal in the frequential domain is described. It allows the detection and quantification of especially slow pressure waves (A, B, and C). 212 ICP data recordings were analysed with our software, and gave pertinent frequential informations. The status report and lessons learned are discussed.
Assuntos
Pressão Intracraniana/fisiologia , Processamento de Sinais Assistido por Computador , Software , Adolescente , Adulto , Idoso , Idoso de 80 Anos ou mais , Criança , Feminino , Humanos , Masculino , Microcomputadores , Pessoa de Meia-Idade , Monitorização Fisiológica , Design de Software , TransdutoresRESUMO
Although coronary stenting reduces the incidence of post-angioplasty restenosis, it remains a problem. The influence of lipoproteins on the development of atherosclerosis has been demonstrated but their role in restenosis is controversial. Contradictory results have been published on the subject of the influence of the APO E genotype. In an initial study, the authors showed a closer correlation between Lp (a) and coronary artery disease in women than in men. A sub-group of women who underwent angioplasty and whose lipid profile had been well established, was analysed with respect to APO E alleles. The 59 patients who underwent angioplasty included 35 single, 20 twin and 4 triple vessel diseases. Control coronary angiography was performed in 40 of these women. A telephonic interview was carried out between 12 and 22 months after dilatation on the whole population. The apolipoproteins A1, B, Lp (a) and Lp A1 were measured by immunological, turbidimetric or electroimmunological techniques. The APO E genotyping was performed with the Inno-Lipa kit. The results showed 18 angiographic restenoses (Group A), 20 coronary artery disease without restenosis (Group B), 41 without angiographic (20) or clinical (21) restenosis (Group C). In Group A, the Lp (a) was well above the threshold value of 0.30 g/l. The e4 allele was associated with the highest values of total and LDL cholesterol fractions. There was no significant difference between the APO E genotype of the different groups or with respect to the severity of lesions. The authors conclude that if the e4 is more commonly associated with high LDL-cholesterol and Lp (a), its role in the process of restenosis remains unproven. A greater number of patients is required and further studies are desirable to determine the inflammatory and/or immunological mechanisms through which APO E could influence restenosis.
Assuntos
Angioplastia Coronária com Balão , Apolipoproteínas E/genética , Oclusão de Enxerto Vascular , Alelos , Feminino , Frequência do Gene , Humanos , Pessoa de Meia-IdadeRESUMO
OBJECTIVES: a) Describe hepatocellular semiology in magnetic resonance imaging and lipiodol computerized tomography in patients with cirrhosis, who are candidates for surgery; b) Clarify the respective roles of magnetic resonance imaging and lipiodol computerized tomography in hepatocellular detection. METHODS: Twenty four patients with suspected hepatocellular carcinoma underwent successive magnetic resonance imaging and lipiodol computerized tomography. Thirty-four of the 67 lesions seen by lipiodol computerized tomography and 28 of 52 lesions seen by magnetic resonance imaging were confirmed histologically. RESULTS: In lipiodol computerized tomography, 44% of hepatocellular carcinomas had a dense and homogeneous pattern; 24% had a homogeneous but slightly dense pattern. Sixteen distinct deposits were described: 4 were confirmed as hepatocellular carcinoma and 12 were not controlled histologically. In magnetic resonance imaging 57% of hepatocellular carcinomas have a high intensity on T1 and T2 weighted spin echo images, 38% were hyperintense on T2 and hypo or isointense on T1 weighted images. Eighty-six percent of hyperintense T1 and T2 weighted images were hepatocellular carcinoma. When the gold standard was histology, lipiodol computerized tomography sensitivity (81%) was higher than magnetic resonance imaging (68%). When the gold standard was lipiodol computerized tomography, the sensitivity of magnetic resonance imaging was 47 +/- 12%. CONCLUSIONS: a) The sensitivity of lipiodol computerized tomography was better than resonance magnetic imaging; b) the homogeneous and slightly dense pattern corresponded to a hepatocellular carcinoma in 50% of cases; c) on magnetic resonance imaging any lesions with high intensity on T1 and T2 spin echo images strongly suggests hepatocellular carcinoma; d) if surgical resection after ultrasonography is being considered, the second step should be an magnetic resonance imaging.
Assuntos
Carcinoma Hepatocelular/diagnóstico , Meios de Contraste , Óleo Iodado , Cirrose Hepática/complicações , Neoplasias Hepáticas/diagnóstico , Imageamento por Ressonância Magnética , Tomografia Computadorizada por Raios X , Idoso , Biópsia , Carcinoma Hepatocelular/diagnóstico por imagem , Carcinoma Hepatocelular/patologia , Estudos de Avaliação como Assunto , Feminino , Humanos , Neoplasias Hepáticas/diagnóstico por imagem , Neoplasias Hepáticas/patologia , Masculino , Pessoa de Meia-Idade , Sensibilidade e Especificidade , Fatores de TempoRESUMO
The accumulation of several data coming from medical images and signals, expert knowledge and databases is becoming very common for the study of a given pathology. The aggregation of all this information is mentally performed by a clinician, and generally allows for a better medical decision in clinical studies. We propose in this article a fusion method that models this aggregation process. This method is a three step scheme, that first transforms all the available information in a common theoretical frame, then aggregates these data using their redundancy and their conflicts, and finally computes a new information synthesizing all the initial knowledge. We first introduce in this article the fusion scheme and its theoretical aspects, and we particularly focus on the three steps of the process. We then detail the software implementation of this concept, achieved in collaboration with SEGAMI Corporation Inc. We finally apply this concept to a real clinical problem, the study of Alzheimer's disease using MR and SPECT images, and we show very encouraging preliminary results.