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[EN] The World Health Organization estimates that in 2010 there were 285 million people visually impaired in the world. It is calculated that the 80\% of these cases are preventable or treatable. In addition, aging population and chronic disease increase are two factors that predict a higher number of blindness cases in the future. Hypertension, diabetic retinopathy (DR), age-related macular degeneration (AMD) and glaucoma are the most common pathologies in the current society that provoke retinal damage and can be directly related to blindness and vision loss. The early diagnosis of these diseases allows, through appropriate treatment, to reduce costs generated when they are in advanced states and may become chronic. This fact justifies screening campaigns. However, a screening campaign requires a heavy workload for trained experts in the analysis of anomalous patterns of each disease, which in addition to the increase of population at risk, makes these campaigns economically unfeasible. Therefore, the need of automatic screening system developments is highlighted. The final goal of this thesis is the implementation of novel methods that allow the analysis and processing of fundus images to implement an automatic screening of four of the most important diseases that affect world population. In particular, the main objective of the thesis is to build up algorithms for the characterization of the retinal structures and the retina background in order to assist in the discrimination between a ``normal" and pathological retina. Mathematical morphology along with other operators are used for the detection of the retinal vessels and the optic disk. The proposed methods work properly on databases with a large degree of variability. Not only have the main structures been segmented, but significant features have also been extracted from them to be used in a computer aided diagnosis software for hypertensive risk determination. The texture of the retina background is also analyzed in this work by means of local binary patterns with the aim of identifying DR and AMD and avoiding the need of segmentation of the characteristic retinal lesions of each disease. The results are promising above all for AMD diagnosis. / [ES] La Organización Mundial de la Salud estima que en 2010 había 285 millones de personas con alguna discapacidad visual en el mundo. Se calcula que el 80\% de estos casos son evitables o tratables. Además, el envejecimiento de la población y el aumento de las enfermedades crónicas son dos factores que hacen prever un número todavía mayor de casos de ceguera en el futuro. La hipertensión, la retinopatía diabética (RD), la degeneración macular asociada a la edad (DMAE) y el glaucoma son las enfermedades más comunes que provocan daños en la retina y, por tanto, están directamente relacionadas con la ceguera y con la pérdida de visión. El diagnóstico de estas enfermedades en estadios tempranos permite, mediante el tratamiento adecuado, reducir los costes que generan en estados ya avanzados y que en la mayoría de los casos acaban convirtiéndose en crónicas, lo que justifica la realización de campañas de cribado. Sin embargo, una campaña de cribado exige una gran carga de trabajo de personal experto entrenado en el análisis de los patrones anómalos propios de cada enfermedad, lo que sumado al aumento de la población de riesgo, hace que estas campañas sean inviables económicamente. Por lo tanto, se evidencia la necesidad del desarrollo de sistemas de cribado automáticos. El objetivo final del presente trabajo es la implementación de métodos novedosos de análisis de imágenes de fondo de ojo para usarlos en un sistema de cribado de cuatro de las enfermedades más importantes que afectan a la población actual. En concreto, el objetivo principal de la tesis es el desarrollo de algoritmos para la caracterización de las estructuras y del fondo retiniano, los cuales servirán de ayuda para discriminar una retina ``normal" de otra patológica. Para la detección de los vasos retinianos y del disco óptico, se ha usado morfología matemática además de otros operadores. Se ha demostrado que los métodos propuestos para este fin funcionan adecuadamente en bases de datos con un alto grado de variabilidad. No sólo se han segmentado las principales estructuras retinianas, sino que, además, se han extraído sus características más significativas para determinar el riesgo hipertensivo. En este trabajo, también se han analizado las texturas presentes en el fondo de la retina por medio de la teoría de los patrones binarios locales con el objetivo de identificar la RD y la DMAE a la vez que se evita la necesidad de la segmentación de las lesiones específicas de cada enfermedad. Los resultados son prometedores, sobre todo, para la detección de la DMAE. / [CA] L'Organització Mundial de la Salut estima que en 2010 havia 285 milions de persones amb alguna discapacitat visual en el món. Es calcula que el 80\% d'aquests casos són evitables o tractables. A més, l'envelliment de la població i l'augment de les malalties cròniques són dos factors que fan preveure un número encara major de casos de ceguera en el futur. La hipertensió, la retinopatia diabètica (RD), la degeneració macular associada a l'edat (DMAE) i el glaucoma són les malalties més comuns que provoquen danys en la retina i, per tant, estan directament relacionades amb la ceguera i amb la pèrdua de visió. El diagnòstic d'aquestes malalties en estadis primerencs permet, per mitjà del tractament adequat, reduir els costos que generen en estats ja avançats i que en la majoria dels casos acaben convertint-se en cròniques, la qual cosa justifica la realització de campanyes de garbellament. No obstant això, una campanya de garbellament exigix una gran càrrega de treball de personal expert entrenat en l'anàlisi dels patrons anòmals propis de cada malaltia, que si es suma a l'augment de la població de risc, fa que aquestes campanyes siguen inviables econòmicament. Per tant, s'evidencia la necessitat del desenrotllament de sistemes de garbellament automàtics. L'objectiu final del present treball és la implementació de mètodes nous d'anàlisi d'imatges de fons d'ull per a usar-los en un sistema de garbellament de quatre de les malalties més importants que afecten la població actual. En concret, l'objectiu principal de la tesi és el desenvolupament d'algoritmes per a la caracterització de les estructures i del fons retinià, els quals serviran d'ajuda per a discriminar una retina ``normal" d'una altra patològica. Per a la detecció dels vasos retinians i del disc òptic, s'ha usat morfologia matemàtica a més d'altres operadors. S'ha demostrat que els mètodes proposats per a aquest fi funcionen adequadament en bases de dades amb un alt grau de variabilitat. No sols s'han segmentat les principals estructures retinianes, sinó que, a més, s'han extret les seues característiques més significatives per a determinar el risc hipertensiu. En aquest treball, també s'han analitzat les textures presents en el fons de la retina per mitjà de la teoria dels patrons binaris locals amb l'objectiu d'identificar la RD i la DMAE al mateix temps que s'evita la necessitat de la segmentació de les lesions específiques de cada malaltia. Els resultats són prometedors, sobretot, per a la detecció de la DMAE. / Morales Martínez, S. (2015). Fundus characterization for automatic disease screening through retinal image processing [Tesis doctoral]. Editorial Universitat Politècnica de València. https://doi.org/10.4995/Thesis/10251/53933

Made available in DSpace on 2014-07-29T15:25:16Z (GMT). No. of bitstreams: 1 Tese Alan Ricardo Rassi.pdf: 1456250 bytes, checksum: c7e131ba3c1d15cc824df69f5c3dc3f6 (MD5) Previous issue date: 2011-10-08 / The objective of this study was to determine the levels of toxicity of two and three intravitreous injections of infliximab to the retina and choroid of albino rabbits by means of histological, electroretinographic and clinical ophthalmological tests. Twelve New Zealand albino rabbits (24 eyes) were used in the study. Each eye was given two (n=10) or three (n=10) serial intravitreous 2 mg injections of infliximab dissolved in 0.06 ml of saline, at monthly intervals. A separate group of rabbits (n=4 eyes) served as a control group. Ninety days after the first injection, the rabbits underwent electroretinographic and clinical ophthalmological tests. After being enucleated, the eyes underwent histological examination. No clinical ophthalmologic abnormalities were detected in the 24 eyes studied. The histological change noted was the presence of rare lymphocytes and eosinophiles in the posterior vitreous of four eyes subjected to two injections and six eyes subjected to three injections of infliximab, but it was not considered clinically significant. One clinically significant abnormality was found, a severe inflammatory reaction with vitreous exudates and ganglion cell edema in both eyes of a single rabbit, subjected to two to three injections of infliximab. The electroretinographic tests showed amplitudes that were on the average 12% smaller than those obtained before the treatment. However, there were no statistically significant differences when comparing amplitude or the implicit time between the pre and post-treatment electroretinographic findings, in all groups examined. Then, two and three intravitreous 2 mg injections of infliximab in eyes of rabbits at monthly intervals did not cause any changes after a 90-day follow-up, according to histological, electroretinographic tests and clinical ophthalmological evaluation. It was concluded that serial intravitreous infliximab doses to rabbits is a safe procedure. / O objetivo deste trabalho foi determinar os níveis de toxicidade de duas e três aplicações intravítreas de infliximabe na retina e coroide de coelhos albinos, por meio de exames clínicos oftalmológicos, eletrorretinográficos e histológicos. Foram utilizados doze coelhos albinos (24 olhos) da raça New Zealand. Cada olho recebeu duas (n=10 olhos) ou três (n=10 olhos) injeções intravítreas seriadas de 2 mg de infliximabe dissolvidos em 0,06 ml de solução salina, em intervalos mensais. Um grupo separado de olhos (n=4 olhos) serviu como controle. Noventa dias após a primeira injeção, os coelhos foram novamente submetidos a exames clínicos oftalmológicos e eletrorretinográfico e, após enucleados, os olhos foram submetidos a exame histológico. Nos 24 olhos estudados, não foram detectadas alterações clínicas oftalmológicas. A alteração histológica notada foi a presença de raros linfócitos e eosinófilos na região posterior do vítreo de quatro olhos submetidos a duas aplicações e de seis olhos que receberam três aplicações de infliximabe, mas sem significado clínico. Foi encontrada uma única alteração clinicamente significante, caracterizada como reação inflamatória grave, com presença de exsudatos vítreos nos dois olhos de um coelho, que foi submetido a duas e três aplicações de infliximabe. Os exames eletrorretinográficos mostraram amplitudes em média 12% menores do que aquelas obtidas antes do tratamento, porém sem diferenças estatisticamente significantes, comparando-se a amplitude ou o tempo implícito entre os achados eletrorretinográficos pré e pós-tratamento em todos os grupos examinados. Assim, duas e três aplicações intravítreas de infliximabe em olhos de coelhos em intervalos mensais, na dosagem de 2 mg, não provocaram alterações após seguimento de noventa dias, quer no exame histológico, na eletrorretinografia ou na avaliação clínica oftalmológica. Conclui-se que doses seriadas de infliximabe por via intravítrea em coelhos é um procedimento seguro.

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Vision impairment and blindness are in industrialized countries primarily caused by the degeneration of the retina, the light sensing tissue inside the eye. The degeneration, occurring in diseases like age-related macular degeneration (AMD) or retinitis pigmentosa (RP), can be caused by environmental factors as well as genetic defects and thus shows diverse pathologies. In all conditions, the light detecting photoreceptors (rods and/or cones) are dying caused by either direct photoreceptor damage or as a secondary effect following degeneration of supporting cells. Although promising treatment approaches are currently under investigation, up to date it is not possible to cure these diseases. Amongst these therapeutic strategies, pre-clinical studies evaluating the replacement of degenerated cells by transplantation of new photoreceptors demonstrated promising results. First studies conducted the specific enrichment and transplantation of primary photoreceptors derived from postnatal mice and their sufficient integration and differentiation into mature photoreceptors in wild-type as well as degenerated mouse retinae. Recent experiments additionally proved the recovery of some dim-light vision after transplantation in mice lacking night sight. The in vitro differentiation of whole eye cups containing photoreceptors, out of human or mouse ES or iPS cells, peaked in the transplantation of ES-derived photoreceptors into wild-type as well as degenerated mice and the integration and maturation of these cells. These observations are encouraging, but prior to a save implementation of this strategy into a clinical routine, several further hurdles need to be challenged. Collection of photoreceptors out of whole retinal tissues prior to transplantation was shown to be an important step to reach high integration rates. Additionally, transplantation of photoreceptors derived from stem cells comprises the risk of tumor formation after transplantation and thus also requires depletion of inadvertent cells. Therefore, we established the enrichment of photoreceptors using the cell surface marker dependent method magnetic-activated cell sorting (MACS). For identification of suitable target-specific surface markers, we characterized young transplantable mouse photoreceptors using microarray analysis and screened their transcriptome. Amongst others, ecto-5´nucleotidase (Nt5e, termed CD73) was identified being a rod photoreceptor specific cell surface protein. Thus, we enriched young photoreceptors with CD73-dependent MACS with sufficient purity and transplanted these cells into the subretinal space of wild-type mice. In contrast to unsorted retinal cells, enriched photoreceptors integrated in significantly higher number into the host retina, proving that MACS is a suitable alternative for specific photoreceptor enrichment. Testing other proteins, identified as photoreceptor specific, for MACS suitability and the translation of this approach to photoreceptors, derived from mouse as well as human iPS or ES cells, should be the focus of consecutive investigations. The integration of grafted cells into the retina is a complex process dependent on a variety of influencing factors. Transplantation experiments in aging wild-type mice and a rod-depleted mouse model, containing a retina composed of cone and cone-like photoreceptors, indicated that the activation of Müller glia cells facilitates integration of transplanted photoreceptors. Besides that, reduced outer limiting membrane (OLM) integrity, increased subretinal graft distribution or reduced retinal cell density are further suggested as potential cell engraftment enhancers. These factors might open up important possibilities of host retina manipulation to increase cell integration rates. Although retinal transplantation experiments were in addition to mice also performed using pigs or rats as hosts, the transplantation of enriched single photoreceptors, following the protocols successfully established in mice, has not been performed in other species. Nevertheless, transferring this technique is important and would allow better predictions for future application in human patients. Therefore, we transferred our protocol, using CD73 based MACS, to the rat and successfully enriched rat photoreceptors with sufficient purity. We subsequently transplanted these cells into the subretinal space of rats as well as mice and observed limited integration capacity of grafted cells. Only few transplanted rat photoreceptors were localized in the rat retina, lacking proper photoreceptor morphology. Especially regarding a perspective clinical application in humans, these data are remarkable. They imply the question, whether low integration in rat represents a general problem and might thus also be relevant for treatment in humans, or whether the rat retina forms just an exception. Thus, further detailed analysis of the cellular and molecular mechanisms underlying the integration process of transplanted photoreceptors represent an essential prerequisite for the development of a safe and efficient therapy, aiming to treat retinal degenerative diseases characterized by photoreceptor loss. / Degenerationserkrankungen der Netzhaut (Retina) sind in Industrieländern die Hauptursache für verminderte Sehfähigkeit und Blindheit. Sowohl Umweltfaktoren als auch vererbte Mutationen können Defekte wie altersbedingte Makuladegeneration (AMD) oder Retinitis pigmentosa (RP) auslösen und führen zu einem sehr variablen Krankheitsbild. Eine Gemeinsamkeit aller Formen ist das Absterben der lichtdetektierenden Fotorezeptoren (Stäbchen und/oder Zapfen). Dieses kann entweder durch direkte Schädigung, oder als Sekundäreffekt nach Degeneration der unterstützenden Zellen erfolgen. Obwohl im Moment vielversprechende Behandlungsansätze untersucht werden, ist es zurzeit nicht möglich, retinale Degenerationserkrankungen dieser Art zu heilen. Ein erfolgversprechender Ansatz könnte jedoch der Ersatz der degenerierten Zellen durch transplantierte Fotorezeptoren sein. Erste Studien demonstrierten die spezifische Anreicherung von primären Fotorezeptoren aus der Netzhaut neugeborener Mäuse und deren subretinale Transplantation in Wildtyp-Mäuse und Mausmodelle mit retinaler Degeneration. Die transplantierten Zellen integrierten in die Empfängernetzhaut und entwickelten sich in ausgereifte Fotorezeptoren und konnten unter anderem bei nachtblinden Mäusen die Sehfähigkeit bei Dunkelheit verbessern. Die Differenzierung von humanen oder murinen ES- und iPS-Zellen in vitro in vollständige Retinae und die Transplantation daraus gewonnener Fotorezeptoren in Mäuse, bilden vorläufig den Höhepunkt dieser Entwicklung. Obwohl die Fortschritte der jüngsten Vergangenheit beeindruckend sind, sollten vor der sicheren und effektiven Anwendung einer retinalen Zellersatztherapie als therapeutische Maßnahme beim Menschen noch einige wissenschaftliche Fragestellungen beantwortet werden. Studien zeigen, dass Zellpopulationen, die direkt aus der Spendernetzhaut entnommen und transplantiert wurden, auf Grund ihrer Heterogenität in geringeren Zahlen in die Empfängerretina einwandern als angereicherte Fotorezeptoren. Zusätzlich besteht bei unsortierten Zellen, die aus Stammzellpopulationen gewonnen wurden, das Risiko einer Tumorbildung. Daher haben wir die magnetisch-aktivierte Zellsortierung (MACS) zur Anreicherung junger Fotorezeptoren etabliert. Die dabei benötigten, für Fotorezeptoren spezifischen, Oberflächenproteine wurden mit Hilfe von Microarray-Analysen des Transkriptoms junger Stäbchen von Mäusen identifiziert. Dabei wurde unter anderem die 5\'-Nukleotidase (Nt5e, CD73) entdeckt, die uns die erfolgreiche Anreicherung junger Mausfotorezeptoren mit Hilfe von CD73-vermitteltem MACS erlaubte. Die Transplantation dieser angereicherten Zellpopulation in die Netzhaut von Empfängertieren resultierte in einer signifikant erhöhten Integrationsrate im Vergleich zu nicht-angereicherten retinalen Zellen. Die Überprüfung der Nutzbarkeit weiterer identifizierter Oberflächenproteine zur Zellanreicherung bzw. die Übertragung der etablierten Protokolle zur Zellsortierung und Transplantation auf Fotorezeptoren aus ES- und iPS-Zellkulturen, sollten im Fokus nachfolgender Experimente stehen. Die Integration transplantierter Zellen in die Empfängernetzhaut ist ein komplexer Prozess und von unterschiedlichen Einflussfaktoren abhängig. Durch Transplantationsexperimente in alternden Wildtyp-Mäusen und einem Mausmodell, dessen Fotorezeptorschicht keine Stäbchen und stattdessen nur Zapfen und zapfenähnlichen Fotorezeptoren aufweist, konnte gezeigt werden, dass vor allem die Aktivierung von Müllerzellen die Integrationsrate der Fotorezeptoren erhöht. Neben dieser sogenannten Gliose werden weitere Faktoren, wie die reduzierte Stabilität der äußeren Grenzmembran, die flächenmäßig größere Verteilung der transplantierten Zellen im subretinalen Raum oder die reduzierte Dichte der Zellen in der äußeren Körnerschicht, als potentielle integrationsfördernde Komponenten in Betracht gezogen. Diese bilden interessante Schwerpunkte für weitere Forschungen, um eine ausreichende Zellintegration durch Manipulation der Empfängernetzhaut, auch in der klinischen Anwendung, zu erreichen. Obwohl Transplantationsexperimente zusätzlich zur Maus auch in anderen Empfängerspezies, wie Ratten und Schweinen, durchgeführt wurden, liegen bis jetzt keine Studien vor, die die in der Maus erfolgreich etablierten Protokolle der Zellanreicherung und Transplantation von Fotorezeptor-Suspensionen in diesen Spezies reproduzierte. Der Transfer dieser Technik und eine Generalisierung der Anwendbarkeit eines Fotorezeptorersatzes durch Transplantation in verschiedenen Säugetierarten geben jedoch wichtige Hinweise für eine mögliche Translation dieser Technologie für klinische Anwendungen. Deshalb haben wir unser bereits an der Maus getestetes Protokoll auf die Ratte übertragen und erfolgreich Fotorezeptoren der Ratte mit Hilfe von CD73-vermitteltem MACS angereichert. Nach deren Transplantation in die Netzhaut von Ratten und Mäusen zeigten die Rattenfotorezeptoren aber eine stark verminderte Integrationsfähigkeit und das Fehlen einer reifen Fotorezeptormorphologie. Speziell in Hinsicht auf eine zukünftige klinische Anwendung sind diese Ergebnisse relevant, da sie die Frage aufwerfen, ob die mangelnde Integration in der Ratte ein generelles Problem darstellt und daher auch beim Menschen zu erwarten ist, oder ob sie nur eine Ausnahme im Rattenmodell bildet. Aus diesem Grund bildet die weitere Erforschung der zellulären und molekularen Mechanismen der Integration transplantierter Fotorezeptoren eine wichtige Grundlage für die Entwicklung einer sicheren und effizienten Therapie mit dem Ziel, degenerative Netzhauterkrankungen zu heilen.

Age-related maculopathy (ARM) is a central retinal disease with unclear pathogenesis. It is the major cause of permanent vision loss in adults over 50 years and is increasing in prevalence and incidence, faster than the aging population would suggest. Early in the disease process (early ARM) there is little or no vision loss and there are only slight retinal changes with abnormal deposits within Bruch's membrane. As the disease progresses (late ARM or age-related macular degeneration, AMD) vision loss may be quite severe due to atrophy (dry AMD) or the development of chorioretinal neovascularisation (CNV, wet AMD). It is hard to predict from conventional eye examinations and clinical vision tests which cases will progress to the severe, dry or wet forms of the disease. Moreover, most of the conventional clinical tests are based upon subjective vision measures. Objective tests which detect ARM earlier would be a useful aid to diagnosis and to monitoring progression. The multifocal electroretinogram (mfERG) is a relatively new clinical tool which enables the recording of electrical potentials from multiple, small areas of the central retina and thus assesses function from specific retinal locations. It is therefore useful in detecting focal retinal diseases such as hereditary or acquired maculopathies or in monitoring retinal laser or surgical treatment effects. There is cone and rod impairment in ARM and histopathological and psychophysical evidence for a preferential vulnerability of rods compared to cones. This research project investigated if an objective tool such as the mfERG could detect early ARM,its progression and the treatment effects of multiple photodynamic therapies (PDT) on retinal function in late ARM, prior to a battery of subjective vision measures. For comparison purposes a subjective assessment of central retinal function was performed using high and low contrast distance visual acuities (VA), near VA, low luminance VA (SKILL cards), contrast sensitivity (Pelli-Robson, P-R), saturated and desaturated Panel D-15 (sat Panel D-15, desat Panel D-15) and central visual fields (Humphrey 10-2, mean sensitivity, MS and mean defects, MD). As an objective assessment of central retinal function the cone- and rod-mediated multifocal electroretinograms were recorded. Subjective and objective tests of retinal function were compared in early ARM and an age-matched control group (chapter 3). Seventeen eyes of seventeen subjects with early ARM and twenty control subjects with normal vision were measured. For the cone-mediated mfERG responses conventional averaging methods were used and results were correlated with subjective vision tests. The conventional cone-mediated mfERG failed to distinguish between the early ARM and control subjects whereas subjective vision measures such as HC- and LC-VA, desat Panel D-15, MS, P-R were significantly reduced in the ARM group. However, there were significant correlations between the cone-mediated mfERG and the desat Panel D-15 results in the ARM group. This suggests that the mfERG measures similar retinal processes that detect colour vision deficiency under desaturated conditions. There was no significant correlation between cone-mediated mfERG measures and funduscopic changes. The conclusion from this study was that the subjective vision tests detected early ARM better than the objective cone-mediated mfERG. Thus the aim of detecting early ARM objectively was not met by the cone-mediated mfERG suggesting the need to develop other objective tests such as a rod-mediated mfERG. Whether the preferential rod vulnerability others have reported in early ARM could be detected by the rod-mediated mfERG was determined in the next study (chapter 4). A protocol for recording rod-mediated mfERG responses was developed by determining the optimal testing luminance to reduce the effect of stray light and elicit maximal rod-mediated responses. Sixteen of the seventeen ARM subjects and seventeen control subjects from the previous study were tested. For analysis, a customized computer template fitting method was developed in MATLAB (Mathworks, Natick, MA, USA). This method has been shown to be useful for low signal-to-noise ratio responses that characterize the rod-mediated mfERG. Significantly delayed rod-mediated mfERG responses were found whereas cone-mediated mfERG responses were within the normal range. This suggested that the effect of ARM on the rod system could be detected objectively with the rod-mediated mfERG before changes in the cone-mediated mfERG. Which of the tests best detected progression of vision loss was investigated in chapter 5. Visual function of 26 (13 ARM and 13 control subjects) of the original 37 subjects (17 ARM and 20 control subjects) had cone- and rod-mediated mfERG and the subjective vision measures repeated after one year. The main purpose was to determine which of the tests best detected progression of vision loss. The mfERG results were analysed by using both averaged and local responses and by using the computer template fitting procedure. On average no significant worsening of either objective or subjective function measures was evident after one year. These results reinforce the slow progression of the disease. With a longer follow-up period progression of ARM may translate into measurable changes in the mfERG and the other visual function tests. The effect of multiple photodynamic therapies (PDT) on cone- and rod-mediated function was assessed with the mfERG in the last study (chapter 6). The cumulative treatment effects of PDT in five subjects with late ARM were determined. Having demonstrated that the rod-mediated mfERG was applicable in early ARM, this study also aimed to investigate how useful it was in late ARM where there is substantially greater rod loss. Cone- and rod-mediated mfERGs, visual acuities, contrast sensitivities and central visual fields were investigated a week before treatment began and then one month after each PDT treatment. The subjects received three treatments each over an average period of five and a half months. In some subjects there were significant transient reductions in cone- and rod-mediated amplitudes possibly reflecting alterations in choroidal hypoperfusion dynamics one month after treatment. Further, b-wave component of the mfERG became increasingly misshapen after each PDT treatment suggesting an ischemic insult mainly targeting post-receptoral sites. However, objective and subjective function was stabilized after multiple PDT treatments in most of the subjects. This pilot study of five cases showed that there was no additional damage to cone- and rod-mediated outer retinal function after three PDT treatments. One of the novel findings of this research was that the rod-mediated function measured with the mfERG was impaired in early ARM. This finding supports histopathological and psychophysical evidence of rod vulnerability in early ARM. The results of these studies also suggest that early ARM affects different aspects of visual function which is reflected by different outcomes from objective and subjective vision tests. A model (chapter 7) based upon the results was developed proposing a hypoxic insult with a preferential alteration of post-receptoral sites in early ARM. The cone-mediated mfERG documented the retinal damage and possible treatment effects on outer retinal function of the multiple PDTs which did not further deteriorate. Thus, this technique might assist in the development of optimal treatment modalities for ARM, especially in retreatment regimes. Greater variability was found for the rod-mediated mfERG and its clinical use in PDT treatment regimes still needs to be investigated. In conclusion, this research has provided a better understanding of the disease process and treatment effects in ARM and might contribute to improvements in diagnosis and treatment of ARM.

Diabetic retinopathy and age-related macular degeneration are two of the most common retinal diseases in these days, which can lead to partial or full loss of sight. Due to it, it is necessary to create new approaches enabling to detect these diseases and inform the patient about his condition in advance. The main objective of this work is to design and to implement an algorithm for retinal diseases classification based on images of the patient's retina of previously mentioned diseases. In the first part of this work, there is described in detail each stage of each disease and its the most frequent symptoms. In this thesis, there is also a chapter about fundus camera, which is a tool for image creation of human eye retina. In the second part of this thesis, there is proposed an approach for classification of diabetic retinopathy and age-related macular degeneration. There is also a chapter about algorithmic methods which can be used for image processing and object detection in image. The last part of this thesis contains the test results and their evaluation. Assessment of success of proposed and implemented methods is also part of this chapter.

Le système kallicréine-kinines est un système peptidergique complexe impliqué dans les processus inflammatoires, le contrôle du tonus et de la perméabilité vasculaire. Les effets biologiques des kinines sont accomplis par l’intermédiaire de deux types de récepteurs couplés aux protéines G, soit le récepteur B1 (B1R) et le récepteur B2 (B2R). Alors que le B2R est un récepteur constitutif, le B1R est faiblement exprimé en situation physiologique; il est induit par le stress oxydatif, les cytokines pro-inflammatoires (interleukine-1β (IL-1β) et le facteur de nécrose tumorale-α (TNF-α)) ou par des endotoxines bactériennes à la fois au niveau systémique et local, notamment dans la rétine. Des études récentes de notre laboratoire ont montré l’implication du B1R dans la pathogenèse et la progression de la rétinopathie diabétique et de la dégénérescence maculaire liée à l’âge (DMLA). Les objectifs des travaux présentés dans cette thèse consistent à déterminer : 1) le mécanisme par lequel le B1R est impliqué dans la rétinopathie diabétique chez le rat; 2) l’implication de la iNOS en aval dans la cascade inflammatoire activée par le B1R; 3) l’expression et la localisation cellulaire du B1R dans les rétines humaines atteintes de DMLA exsudative et atrophique. Nos résultats ont permis de démontrer une implication du B1R dans la rétinopathie diabétique via l’activation de l’enzyme de synthèse du monoxyde d’azote inductible (iNOS) dans un modèle de diabète de type 1 induit par la streptozotocine (STZ) chez le rat. En plus de sa localisation généralisée dans toute la rétine, le B1R est exprimé dans la couche de l’épithélium pigmentaire qui forme la barrière hémato-rétinienne externe. Les taux d’expression (protéique et ARNm) du B1R, de la iNOS, de la carboxypeptidase M (impliquée dans la biosynthèse des agonistes B1R), de l'IL-1β, du TNF-α, du facteur de croissance de l'endothélium vasculaire A (VEGF-A) et de son récepteur, le VEGF-R2, ainsi que des protéines nitrosylées augmentent à deux semaines dans la rétine diabétique. Ces augmentations ainsi que l’hyperperméabilité vasculaire rétinienne induite par le diabète et par l’injection intravitréenne d’un agoniste du B1R (R-838) sont bloquées par un inhibiteur de la iNOS (1400W) appliqué topiquement à la surface de l’œil pendant 1 semaine (premier article). Les résultats du deuxième article montrent une augmentation significative de l'immunoréactivité du B1R dans les rétines humaines prélevées de patients atteints de DMLA exsudative. Toutefois, les changements d’immunoexpression du B1R ne sont pas significatifs dans les rétines des patients atteints de DMLA atrophique. La réactivité des cellules gliales est plus marquée dans la forme exsudative que dans la forme atrophique de DMLA. Une colocalisation du B1R est observée avec des marqueurs des cellules de Müller, des astrocytes, de la microglie, de la iNOS et de la fibrose, suggérant une implication du B1R dans le processus inflammatoire et la formation de fibrose dans la DMLA exsudative. En revanche, l’expression du B2R demeure stable dans les rétines de DMLA exsudative et atrophique par rapport aux rétines témoins; ce résultat ne supporte pas la possibilité que ce récepteur puisse être impliqué dans la DMLA chez l’humain. / The kallikrein-kinins system is a peptidergic system involved in inflammatory processes, the control of the vascular tone and permeability. These effects are mediated by two G proteincoupled receptors, the Bradykinin type 1 (B1R) and type 2 (B2R) receptors. While the B2R is a constitutive receptor, B1R is almost undetectable in physiological condition; it is, however, induced by oxidative stress, pro-inflammatory cytokines (interleukin-1β (IL-1β) and tumor necrosis factor-α (TNF-α)) or by bacterial endotoxins at both systemic and local levels, notably in the retina. Recent studies from our laboratory supported an implication of B1R in the pathogenesis and progression of diabetic retinopathy and age-related macular degeneration (AMD). This thesis aims at unraveling: 1) the mechanism by which B1R is involved in diabetic retinopathy in rats; 2) the involvement of iNOS in the inflammatory cascade downstream to the B1R; and, 3) the expression and cellular localization of B1R in human retinae with exudative and atrophic AMD. Our results have shown the implication of B1R in diabetic retinopathy via the activation of the inducible nitric oxide synthase (iNOS) in a type 1 model of diabetes induced by streptozotocin (STZ) in rats. In addition to its generalized localization throughout the retina, B1R is expressed in the retinal pigment epithelium which forms the outer blood-retinal barrier. The protein and transcript expression of inflammatory markers; iNOS, carboxypeptidase M, IL-1β, TNF-α, vascular endothelium growth factor A (VEGF-A) and its receptor, VEGF-R2, including B1R as well as nitrosylated proteins are increased in the retina of diabetic rats at 2 weeks post-STZ. These upregulations, as well as the retinal vascular hyperpermeability induced by diabetes and by the intravitreal injection of an B1R agonist (R-838) are blocked by a topical one-week treatment by eye-drop with the selective iNOS inhibitor (1400W) (first manuscript). The results of the second manuscript show significant increases in the immunoreactivity of B1R in exudative AMD retinae. Despite a slight increase, B1R immunostaining does not reach statistical significance in the retina of donors with atrophic AMD. The reactivity of glial cells is more impressive in the exudative than in the atrophic form of AMD. B1R is co-expressed with markers of Müller cells, astrocytes, microglia, iNOS and fibrosis, suggesting an involvement of B1R in the inflammatory events and the formation of fibrosis in exudative AMD. On the other hand, the expression of B2R remains stable in the retinae of exudative and atrophic AMD, supporting a secondary role of this receptor in AMD in humans.