894 resultados para Tissue Adhesions


Relevância:

20.00% 20.00%

Publicador:

Resumo:

Background and aim: Bariatric surgery leads to sustain weight loss, improve metabolic and lipids profiles and ultimately leads to remission of type 2 diabetes (T2DM) in some obese individuals. The aim of the project is to evaluate the effect of bariatric on abdominal fat distribution in severely obese T2DM and non-T2DM obese patients. Study design and methods: A total of 23 morbidly obese subjects (mean ± SD body mass index 43.0 ± 3.6 kg/m2, age 46.5 ± 9.0 years) were recruited from the lager multicenter SLEEVEPASS studies (ClinicalTrials.gov/NCT00793143). 10 healthy age-matched non-obese individuals served as controls. The obese patients were studied before and 6 months after surgery. At baseline, there were 9 T2DMs and 14 non-diabetics. After surgery, there were 5 remitters and 4 nonremitters. Whole body magnetic resonance imaging including the abdominal regions was performed for the obese subjects before and 6 months after surgery and for the controls once. Abdominal fat were compartmentalized and analyzed. Results: At 6 months of follow-up, BMI in the obese decreased significantly (from 43 ± 4 to 33 ± 2 kg/m2, p < 0.001) with substantial improvement in whole body insulin sensitivity (from 12.2 ± 5.7 to 23.3 ± 8.1 µmol/kg/min, p < 0.001). Intraperitoneal fat mass decreased by 46% (from 3.4 ± 1.1 to 1.9± 1.0 kg, p < 0.001) more than the rest of the compartments. Abdominal visceral compartments in obese correlated with glycemic status independent of surgery. Pre-surgery posterior deep and intraperitoneal fat mass were better predictors of post-surgery glycemic status in obese. Remitters showed significant improvement in whole body insulin sensitivity (from 9.1 ± 2.1 to 20.9 ± 8.4 µmol/kg/min, p = 0.02), fasting glucose decreased significant only in nonremitters (from 7.1 ± 1.1 to 6.0 ± 0.8 mmol/l, p = 0.05) after surgery. There were no differences in extraperitoneal fat mass in remitters and superficial subcutaneous fat in non-remitters but all other compartments decreased significantly 6 months after the surgery Conclusion: Both deep subcutaneous and visceral fat are important contributors to glycemic status in obese subjects. Whereas visceral fat compartments are directly involved in T2DM, superficial subcutaneous may have offered protection against T2DM in obese subjects.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Humans are profoundly changing aquatic environments through climate change and the release of nutrients and chemicals. To understand the effects of these changes on natural populations, knowledge on individuals’ environmental responses is needed. At the molecular level, the environmental responses are partly mediated by chances in messenger RNA and protein levels. In this thesis I study messenger RNA and protein responses to an assortment of environmental stressors in fish. As daily (diel) rhythms are known to be ubiquitous in different tissues, I particularly focus on diel patterns in the responses. The studied species are the three-spined stickleback (Gasterosteus aculeatus L.) and the Arctic char (Salvelinus alpinus L.), both of which have circumpolar distribution in the Northern hemisphere. In the first two studies, three-spined sticklebacks were exposed to both the non-steroidal anti-inflammatory drug diclofenac and low-oxygen conditions (hypoxia), and their responses measured at separate time points in the liver and gills. The results show how the seemingly unrelated environmental stressors, hypoxia and anti-inflammatory drugs, can have harmful combined effects that differ from the effects of each stressor alone. Moreover, both stressors disturbed natural diel patterns in gene expression. In the third study, I studied the responses of three-spined sticklebacks to two test chemicals: one used in hormonal medicine (17α-ethinyl-oestradiol) and one used as a plasticizer and solvent chemical (di-n-butyl phthalate). The results suggest that the phthalate can affect genes related to spermatogenesis in fish testes, while estrogen-mimicking compounds can lead to numerous disturbances in the endocrine system. In the final study, the temperature-dependence of diel rhythms in messenger RNA levels were evaluated in the liver tissue of the Arctic char, a cold-adapted salmonid. The results show that cold acclimation repressed diel rhythms in gene expression compared to warm-acclimated fish, in which the expression of hundreds of genes was rhythmic, suggesting the circadian clock of the Arctic fish species can be sensitive to temperature. Overall, the results of the thesis indicate that fishes’ responses to abiotic factors interact with their diel rhythms, and more studies on the consequences of these interactions are needed to comprehensively understand human impacts on ecosystems.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Membranes are dynamic structures that affect cell structure and function. Compositional changes ofmembranes have been shown with the application of a perturbation; however these are limited to whole tissue analysis. The purpose of this thesis was to compare the phospholipid (PL) fatty acid (FA) composition of rat whole muscle (Wm) to 1) purified and non-purified subsarcolemmal (SS) mitochondria in soleus, plantaris, and red gastrocnemius, and 2) sarcolemma, transverse-tubules, SS and intermyofibrillar (IMF) mitochondria fix)m whole hindlimb. The major findings were that 1) contamination significantly altered the PL FA composition of the SS mitochondrial membrane fraction, 2) Wm and SS mitochondria compositions differed between muscle types, and 3) Wm did not accurately reflect the PL FA composition of any isolated subcellular membranes, with each being unique from each other. As such, the relevancy of the trends reported in the literature of the effects of perturbations on Wm may be limited.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Growth stimulation of Avena coleoptile tissue by indoleacetic acid (IAA) and fusicoccin (FC) was compared by measuring both their influence on RNA and protein synthesis during IAA or FC stimulated growth. FC stimulated growth more than IAA during the initial four hour exposure, after which the growth rate gradually declined to the control rate. FC, but not IAA, increased the uptake of 3H-Ieucine into tissue and the specific radioactivity of extracted protein. Cycloheximide inhibited the incorporation of 3H-Ieucine into protein by approximately 60% to 70% in all cases. In the presence of cycloheximide 3H-radioactivity accumulated in FC-treated tissue, whereas IAA did not seem to influence 3H-accumulation. These results suggest that FC stimulated leucine uptake into the tissue and that increased specific activity of coleoptile protein is due to increased leucine uptake, not an increased rate of protein synthesis. There was no measurable influence of IAA and/or FC on RNA and protein synthesis during the initial hours of a growth stimulation. Inhibitors of RNA and protein synthesis, actinomycin D and cycloheximide, respectively, severely inhibited IAA enhanced growth but only partially inhibited FC stimulated growth. The data are consistent with suggestions that a rapidly turning over protein participates in IAA stimulated growth, and that a continual synthesis of RNA and proteins is an absolute requirement for a long term growth response to IAA. On the contrary, FC-stimulated growth exhibited less dependency on the transcription and translation processes. The data are consistent with proposals suggesting different sites of action for FC and IAA stimulated growth. l?hen compared to CO2-free air, CO2 at 300 ppm had no significant influence on coleoptile growth and protein synthesis in the presence or absence of lAA or FC. Also, I mM malate, pH 6.0 did not influence growth of coleoptiles in the presence or absence of lAA. This result was obtained despite reports indicating that 300 ppm CO2 or I mM malate stimulates growth and protein synthesis. This lack of difference between CO2-treated and untreated tissue could indicate either that the interstitial space CO2 concentration is not actually different in the two treatments due to significant endogenous respiratory CO2 or else the data would suggest a very loose coupling between dark CO2 fixation and growth. IAA stimulated the in vivo fixation of 14c-bicarbonate (NaHI4c03) by about 25% and the addition of cycloheximide caused an inhibition of bicarbonate fixation within 30 min. Cycloheximide has also been reported to inhibit IAA-stimulated H+ excretion. These data are consistent with the acid growth theory and suggest that lAA stimulated growth involves dark CO2 fixation. The roles of dark CO2 fixation in lAA-stimulated growth are discussed.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

The Interlake Tissue Mills storage location was at the intersection of Glendale and Merritt Street in Merritton. In the 1850s, the Beaver Cotton Mills (later Merritton Cotton Mills) was built. It was a frame building that burned down in 1881. A sandstone structure replaced the previous building. In 1906, the cotton mill closed and in 1912, the Independent Rubber Company took over the building. The mill was doubled in size. The rubber company remained there for ten years and then the building remained vacant until 1935. Interlake Tissue Mills acquired the building for storage purposes. A fire razed the larger of the plant’s buildings on Memorial Day weekend in 1961. After the fire, Domtar used the smaller building for storage for a short time. This is currently the site of the Keg Restaurant.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Thèse numérisée par la Division de la gestion de documents et des archives de l'Université de Montréal.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

La stimulation du récepteur de la rénine/prorénine [(P) RR], un membre récemment découvert du système rénine-angiotensine (SRA), augmente l'activité du SRA et des voies de signalisation angiotensine II-indépendante. Pour étudier l'impact potentiel du (P)RR dans le développement de l`obésité, nous avons émis l'hypothèse que les souris déficientes en (P)RR uniquement dans le tissus adipeux (KO) auront une diminution du poids corporel en ciblant le métabolisme du tissu adipeux, l'activité locomoteur et/ou la prise alimentaire. Ainsi, des souris KO ont été générées en utilisant la technologie Cre/Lox. Le gain de poids et la prise alimentaire ont été évalués hebdomadairement dans les mâles et femelles KO et de type sauvage (WT) pendant 4 semaines alors qu’ils étaient maintenu sur une diète normal. De plus, un groupe de femelles a été placé pour 6 semaines sur une diète riche en gras et en glucides (HF/HC). La composition corporelle et l'activité ambulatoire ont été évaluées par l’EchoMRI et à l’aide de cages Physioscan, respectivement. Les tissus adipeux ont été prélevés et pesés. De plus, les gras péri-gonadaux ont été utilisés pour le microarray. Finalement, le niveaux d'expression d'ARNm du (P)RR ont été évalués. Comme le gène du (P)RR est situé sur le chromosome X, les mâles étaient des KOs complets et les femelles étaient des KOs partielles. Les souris KO avaient un poids corporel significativement plus petit par rapport à WT, les différences étant plus prononcées chez les mâles. De plus, les femelles KOs étaient résistantes à l'obésité lorsqu'elles ont été placées sur la diète HF/HC et donc elles avaient significativement moins de masse grasse par rapport aux WTs. L’analyse histologique des gras péri-gonadaux des KOs nous ont dévoilés qu’il avait une réduction du nombre d'adipocytes mais de plus grande taille. Bien qu'il n'y ait eu aucun changement dans la consommation alimentaire, une augmentation de près de 3 fois de l'activité ambulatoire a été détectée chez les mâles. De plus, nous avons observé que leurs tibias étaient de longueur réduite ce qui suggère fortement l'affection de leur développement. Les gras péri-gonadaux des souris KO avaient une expression réduite de l`ABLIM2 (Actin binding LIM protein family, member 2) qui est associé avec le diabète de type II chez l'humain. Ainsi, les données recueillies suggèrent fortement que le (P)RR est impliquée dans la régulation du poids corporelle.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

La sclérodermie (sclérose systémique, ScS) est une maladie auto-immune du tissu conjonctif caractérisée  par  l’épaississement  de  la  peau,  l’apparition  spontanée de lésions cicatricielles, des maladies   des   vaisseaux   sanguins,   divers   degrés   d’inflammation,   en   association   avec   un   système   immunitaire hyperactif. La pathogénèse exacte de cette maladie est inconnue et aucun traitement approprié   n’est   disponible.   La fibrose est un élément distinctif de la maladie de ScS et est considérée   résulter   d’une   incapacité   à   mettre   fin   de   façon   appropriée   à   la   réponse   normale   de   réparation   des   plaies.   L’analyse   histologique   du   stade   initial   de   la   ScS   révèle   une   infiltration   périvasculaire de cellules mononucléaires dans le derme, associée à une synthèse accrue de collagène dans les fibroblastes environnants. Ainsi, la compréhension des moyens de contrôler le stade inflammatoire de la ScS pourrait être bénéfique pour contrôler la progression de la maladie peu après son apparition. La mPGES-1 est une enzyme inductible qui agit en aval de la cyclo- oxygénase (COX) pour catalyser spécifiquement la conversion de la prostaglandine (PG) H2 en PGE2. La mPGES-1  joue  un  rôle  clé  dans  l’inflammation,  la  douleur  et  l’arthrite;;  toutefois,  le   rôle de la mPGES-1 dans les mécanismes de fibrose, spécifiquement en rapport avec la ScS humaine, est inconnu. Mon laboratoire a précédemment montré que les souris à mPGES-1 nulle sont résistantes à la fibrose   cutanée   induite   par   la   bléomycine,   à   l’inflammation,   à   l’épaississement  cutané,  à  la  production  de  collagène  et  à  la  formation  de  myofibroblastes.  Sur  la   base  de  ces  résultats,  j’ai  formulé  l’hypothèse  que  l’inhibition pharmacologique de la mPGES-1 régulera à la baisse la production de médiateurs pro-inflammatoires et pro-fibreux au cours de la maladie   de   ScS.   Afin   d’explorer   le   rôle   de   la   mPGES-1   dans   l’inflammation   et   la   fibrose   associées  à  la  maladie  de  ScS,  j’ai  d’abord  examiné  l’expression  de  la  mPGES-1 dans la peau normale comparativement à des biopsies de peau extraites de patients atteints de ScS. Mes résultats ont montré que la mPGES-1 est nettement élevée dans la peau de patients atteints de ScS en comparaison avec la peau humaine normale. De plus, les niveaux de PGE2 dérivés de la mPGES-1 étaient également significativement plus élevés dans les fibroblastes cutanés isolés de patients  atteints  de  ScS  comparativement  aux  fibroblastes  isolés  de  témoins  sains.  J’ai  également   étudié  l’effet  de  l’inhibition pharmacologique de la mPGES-1  sur  l’expression  de  marqueurs  pro- fibreux.   Mes   études   ont   montré   que   l’expression   de   médiateurs   pro-fibreux clés (α-SMA, endothéline-1, collagène de type 1 et facteur de croissance du tissu conjonctif (FCTC)) est élevée dans les fibroblastes cutanés ScS en comparaison avec les fibroblastes cutanés normaux. Un traitement avec un inhibiteur de la mPGES-1 a eu pour effet de réduire significativement l’expression  de  l’α-SMA,  de  l’endothéline-1, du collagène de type 1 mais pas du FCTC dans les fibroblastes  ScS,  sans  effet  significatif  sur  les  fibroblastes  normaux.  J’ai  en  outre  examiné  l’effet   de  l’inhibition  de  la  mPGES-1 sur des cytokines pro-inflammatoires clés impliquées dans la pathologie de la ScS, incluant IL-6, IL-8 et MCP-1.  L’inhibition  pharmacologique  de  la  mPGES- 1 a eu pour effet de réduire significativement les niveaux de production de cytokines pro- inflammatoires IL6, IL8 et MCP-1 dans les fibroblastes avec lésion ScS comparativement à des fibroblastes non traités. De plus, les patients atteints de ScS ont présenté des niveaux plus élevés de p-AKT, de p-FAK et de p-SMAD3 en comparaison avec les fibroblastes cutanés normaux. L’inhibiteur  de  la  mPGES-1 a pu réguler à la baisse cette expression accrue de p-AKT et de p- FAK, mais pas de p-SMAD3,  dans  les  fibroblastes  ScS.  Ces  résultats  ont  suggéré  que  l’inhibition   de la mPGES-1 pourrait être une méthode viable pour réduire le développement de sclérose cutanée et constituent une cible thérapeutique potentielle pour contrôler les mécanismes fibreux et inflammatoires associés à la pathophysiologie de la maladie de ScS. L’un   des   autres   processus   critiques   reliés   à   l’évolution de la réponse fibreuse associée à la maladie de ScS est la différenciation des fibroblastes en des cellules activées spécialisées iii iv appelées myofibroblastes, responsables de déclencher une signalisation adhésive excessive et le dépôt excessif de matrice extracellulaire,   conduisant   à   la   destruction   de   l’architecture   de   l’organe.   Ainsi,   l’identification   des   facteurs   endogènes   qui   initient/   favorisent   la   différenciation   fibroblaste-myofibroblaste peut mener à des stratégies thérapeutiques prometteuses pour contrôler  l’excès  de  signalisation  adhésive  et  de  fibrose  associé  à  la  maladie  de  ScS.  Des  études   antérieures  dans  le  domaine  de  la  biologie  du  cancer  ont  suggéré  que  l’éphrine  B2,  une  protéine   transmembranaire appartenant à la famille des éphrines, est impliquée dans la signalisation adhésive   et   le   remodelage   extracellulaire.   Cependant,   son   rôle   dans   la   fibrose   n’a   jamais   été   exploré.   Dans   la   deuxième   partie   de   mon   étude,   j’ai   donc   étudié   le   rôle   de   l’éphrine   B2   dans   la   fibrose.   Mes   études   montrent   que   l’expression   de   l’éphrine   B2   est   significativement   augmentée   dans la peau humaine ScS comparativement à la peau normale. Plus important encore, le traitement in vitro de   fibroblastes   de   la   peau   humaine   normale   avec   de   l’éphrine   B2   recombinante est capable de transformer des fibroblastes en cellules myofibroblastiques manifestant toutes les caractéristiques myofibroblastiques typiques, incluant la formation accrue de  fibres  de  tension,  des  adhérences  focales,  l’activation  accrue  de  la  FAK,  un  accroissement  de   l’expression  et  de  la  migration  de  fibroblastes  et  de  leur  adhérence  à  la  fibronectine  à  la  fois  chez   les   fibroblastes   cutanés   normaux   et   ScS.   En   outre,   j’ai   traité   des   souris   avec   de   l’éphrine   B2   recombinante et montré que ces souris ont développé une fibrose cutanée significative associée à une épaisseur dermique et à une synthèse de collagène augmentées, une teneur en hydroxyproline (teneur en collagène) accrue et un nombre accru de myofibroblastes exprimant de   l’α-SMA, une activation augmentée de la FAK et de marqueurs pro-fibreux incluant le collagène de type 1 et le FCTC. Dans  l’ensemble,  mes  études  ont  identifié  deux  médiateurs  endogènes  cruciaux  impliqués  dans  la   propagation  de  l’inflammation  et  de  la  fibrose  associées  à  la  maladie  de  ScS.  L’inhibition  de  la   mPGES-1   pourrait   représenter   une   bonne   stratégie   alternative   pour   contrer   l’inflammation   et   la   fibrose au moins durant les stades précoces de la maladie de ScS. De plus, une signalisation excessive   de   l’éphrine B2 favorise la signalisation adhésive et fibreuse en déclenchant la différenciation   de   fibroblastes   en   myofibroblastes   par   l’activation   de   la   voie   de   signalisation   de   la  FAK.  Ainsi,  l’inhibition  d’éphrine  B2  bloquera  la  formation  de  fibroblastes-myofibroblastes et régulera à la baisse la fibrose associée à la maladie de ScS. En somme, la mPGES-1  et  l’éphrine   B2 semblent toutes deux des cibles attrayantes pour le traitement de la ScS et des troubles fibreux qui y sont reliés.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Recent advances in tissue engineering and regenerative medicine have shown that controlling cells microenvironment during growth is a key element to the development of successful therapeutic system. To achieve such control, researchers have first proposed the use of polymeric scaffolds that were able to support cellular growth and, to a certain extent, favor cell organization and tissue structure. With nowadays availability of a large pool of stem cell lines, such approach has appeared to be rather limited since it does not offer the fine control of the cell micro-environment in space and time (4D). Therefore, researchers are currently focusing their efforts on developing strategies that include active compound delivery systems in order to add a fourth dimension to the design of 3D scaffolds. This review will focus on recent concepts and applications of 2D and 3D techniques that have been used to control the load and release of active compounds used to promote cell differentiation and proliferation in or out of a scaffold. We will first present recent advances in the design of 2D polymeric scaffolds and the different techniques that have been used to deposit molecular cues and cells in a controlled fashion. We will continue presenting the recent advances made in the design of 3D scaffolds based on hydrogels as well as polymeric fibers and we will finish by presenting some of the research avenues that are still to be explored.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

One of the major concerns of scoliotic patients undergoing spinal correction surgery is the trunk's external appearance after the surgery. This paper presents a novel incremental approach for simulating postoperative trunk shape in scoliosis surgery. Preoperative and postoperative trunk shapes data were obtained using three-dimensional medical imaging techniques for seven patients with adolescent idiopathic scoliosis. Results of qualitative and quantitative evaluations, based on the comparison of the simulated and actual postoperative trunk surfaces, showed an adequate accuracy of the method. Our approach provides a candidate simulation tool to be used in a clinical environment for the surgery planning process.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

Plants were regenerated from callus induced from leaf disc explants of a tomato F, hybrid heterozygous for three marker loci (a), without anthocyanin (aw), and hairless (hl). Regenerants were studied for somaclonal variation at the phenotypic level by scoring for variation in the marker loci, and at the DNA level by probing geomic DNA blots with a chlorophyll a/b binding protein (Cab-3C) cDNA sequence. While no variation was observed at the phenotypic level in over 950 somaclones studied, DNA polymorphism for the Cab locus could be detected in two out of 17 somaclones tested. Tissue culture induced variation at the phenotypic level for specific loci is very low (less than 0.001 for a, awor hl) but DNA sequence changes are induced at much greater frequency (- 0.1 for a multicopy gene family such as Cab).

Relevância:

20.00% 20.00%

Publicador:

Resumo:

The study deals with the generation of variability for salt tolerance in rice using tissue culture techniques. Rice is the staple food of more than half of the world’s population. The management of drought, salinity and acidity in soils are all energy intensive agricultural practices. The Genetic variability is the basis of crop improvement. Somaclonal and androclonal variation can be effectively used for this purpose. In the present study, eight isozymes were studied and esterase and isocitric dehydrogenase was found to have varietal specific, developmental stage specific and stress specific banding pattern in rice. Under salt stress thickness of bands and enzyme activity showed changes. Pokkali, a moderately salt tolerant variety, had a specific band 7, which was present only in this variety and showed slight changes under stress. This band was faint in tillering and flowering stage .Based on the results obtained in the present study it is suggested that esterase could possibly be used as an isozyme marker for salt tolerance in rice. Varietal differences and stage specific variations could be detected using esterase and isocitric dehydrogenase . Moreover somaclonal and androclonal variation could be effectively detected using isozyme markers.

Relevância:

20.00% 20.00%

Publicador:

Resumo:

P rosea syn. Indica belong to the family of plumbaginaceae, is an important medicinal plant, cultivated widely in India. The roots of these plant are generally used for medicinal purposes mainly as diuretic, germicidal, vessicant, and abortifacient. It is also used for anaemia, diarrhea, leprosy and common wart. The bark of the root contains orange yellow pigment named plumbagin, a crystalline substance, belongs to the class of naphthoquinone. Its chemical structure is 5-hydroxy 2-methyl 1,4naphthoquinone. Apart from P rosea, P zeylanica, P europea, Drosera and Drosophyllum also contains plumbagin. The most exploited source of plumbagin is, of course, P. rosea roots. The roots contain O.9mg/ g D.Wt. of plumbagin in the roots. These plants grow very slowly and the roots suitable for plumbagin extraction can be obtained only after several years of growth. The productivity of the plant is also rather poor. The focus of the present study was to develop alternative strategies to obtain plumbagin. The tissue culture of P rosea for micropropagation has been studied

Relevância:

20.00% 20.00%

Publicador:

Resumo:

A growth medium with Leibovitz-15 L-15.as the base, supplemented with foetal bovine serum 10% vrv., fish muscle extract 10% vrv., prawn muscle extract 10% vrv., lectin concanavalin A. 0.02 mg mly1., lipopolysaccharide 0.02 mg mly1., glucose D 0.2 mg mly1., ovary extract 0.5% vrv.and prawn haemolymph 0.5%. has been formulated with 354"10 mOsm for the development and maintenance of a cell culture system from the ovarian tissue of African catfish, Clarias gariepinus. For its subculturing, a cell dissociationrextracting solution, composed of equal portions of trypsin phosphate versene glucose TPVG. containing 0.0125% wrv.trypsin and 25% vrv.non-enzymatic cell dissociation solution 1 and 2, has also been developed with which the cell culture can be passaged 15 times after which they cease to multiply and consequently perish. The cell cultures can be maintained for 12–15 days without fluid change between the passages. This is the first report of a cell culture system from the ovarian tissues of African catfish

Relevância:

20.00% 20.00%

Publicador:

Resumo:

A spectral angle based feature extraction method, Spectral Clustering Independent Component Analysis (SC-ICA), is proposed in this work to improve the brain tissue classification from Magnetic Resonance Images (MRI). SC-ICA provides equal priority to global and local features; thereby it tries to resolve the inefficiency of conventional approaches in abnormal tissue extraction. First, input multispectral MRI is divided into different clusters by a spectral distance based clustering. Then, Independent Component Analysis (ICA) is applied on the clustered data, in conjunction with Support Vector Machines (SVM) for brain tissue analysis. Normal and abnormal datasets, consisting of real and synthetic T1-weighted, T2-weighted and proton density/fluid-attenuated inversion recovery images, were used to evaluate the performance of the new method. Comparative analysis with ICA based SVM and other conventional classifiers established the stability and efficiency of SC-ICA based classification, especially in reproduction of small abnormalities. Clinical abnormal case analysis demonstrated it through the highest Tanimoto Index/accuracy values, 0.75/98.8%, observed against ICA based SVM results, 0.17/96.1%, for reproduced lesions. Experimental results recommend the proposed method as a promising approach in clinical and pathological studies of brain diseases