Background: Hibernomas are rare benign soft-tissue tumours arising from brown fat tissue. Although imaging characteristics are not specific certain imaging features, common locations and patient demographics may suggest hibernoma as a differential diagnosis. Case presentation: We report on two 48-year-old male patients with hibernoma. The tumour presented with local swelling of the inguinal region in the first patient and was an incidental imaging finding in the second patient. Imaging included magnetic resonance imaging in both patients and computed tomography as well as 18 F-fluorodeoxyglucose positron emission tomography-computed tomography in the second patient. In both cases histological diagnosis was initially based on excisional and needle core biopsy, respectively. Complete surgical resection confirmed the diagnosis of hibernoma thereafter. Conclusion: In soft tissue tumours with fatty components hibernoma may be included into the differential diagnosis. Because of the risk of sampling errors in hibernoma-like tissue components of myxoid and well-differentiated liposarcoma, complete resection is mandatory. This article also reviews the current imaging literature of hibernomas.

Introdução: O câncer do esôfago é uma das neoplasias do aparelho digestivo com maior gravidade e que apresenta grande morbimortalidade, mesmo quando o diagnóstico é precoce. A maioria dos pacientes é diagnosticado nos estágios avançados. O tratamento depende do estadiamento da neoplasia que avalia a profundidade de invasão do tumor (T), a disseminação linfonodal (N) e a presença de metástases a distância (M) e segue as orientações da União Internacional Contra o Câncer (UICC). Nas últimas décadas o estadiamento era realizado convencionalmente pela tomografia computadorizada (TC) e atualmente com a utilização de equipamentos que avaliam o metabolismo glicolítico do tumor como o 18F-FDG-PET e o PET-CT. Este estudo teve como Objetivo avaliar a relação entre a tomografia computadorizada e os métodos metabólicos como o 18F-FDG-PET e PET-CT, no estadiamento e tratamento do Adenocarcinoma e do Carcinoma Espinocelular (CEC) do esôfago. Método: Foram avaliados 331 pacientes com diagnóstico de Adenocarcinoma e CEC do esôfago entre 2008 e 2014. Destes, 55 pacientes (16,6%) apresentaram Adenocarcinoma e 276 (83,4%) apresentaram CEC. A idade variou de 38 a 92 anos, com média de 62,9 (+/- 9,8) anos. Inicialmente foram submetidos ao estadiamento com TC e proposta de conduta cirúrgica curativa ou tratamento paliativo. Posteriormente foram avaliados com a inclusão do 18F-FDG-PET ou do PET-CT e foi definida a conduta final. Resultados: A proporção de linfonodos positivos (N+) na tomografia foi de 71%, enquanto que nos métodos metabólicos foi de 70,1% (p=0,834), contudo, com pequena concordância (Kappa=0,339). A proporção de metástases (M1) encontradas na TC foi de 44,1% e no PET-CT 47,1%. Para metástases, o teste Kappa mostrou que os dois métodos apresentam uma concordância regular (0,452), apresentando mudanças de estadiamento em 36,5% dos indivíduos, sendo 19,3% com sobre estadiamento e 17,2% com subestadiamento. Entretanto, apenas 63 pacientes (19%) apresentaram mudança de conduta final e esta foi maior nos pacientes com sobre estadiamento (67,2%) (p < 0,005). Nos pacientes com Adenocarcinoma, observou-se um número maior de subestadiamento (32,7%), comparado àqueles com CEC (15,4%) (p < 0,0001), entretanto, sem apresentar diferença estatisticamente significativa quando avaliada a mudança de conduta. Avaliando individualmente os 140 pacientes estadiados com 18F-FDG-PET, 52,9% apresentaram linfonodos positivos (N+), valor semelhante à tomografia (p=0,053), entretanto com concordância pequena, cerca de 32,9% destes com metástases (M1) (p=0,749) e com concordância regular entre os métodos. Após o estadiamento, ocorreu uma mudança de conduta de 23,6% quando avaliado por equipe multidisciplinar. Com o uso do PET-CT, a proporção de tumores T4 foi de 27,2% (p=0,071), porém, com concordância boa com a tomografia (Kappa=0,616). A proporção de linfonodos positivos (N+) foi de 82,7%, com pequena concordância com a tomografia (Kappa=0,392). A proporção de metástases (M1) no PET-CT foi de 57,6%, com concordância regular (Kappa=0,465). Apresentaram mudança de estadiamento 34% dos indivíduos, sendo 19,3% com sobre estadiamento e 14,7% com subestadiamento. Entretanto, dos 191 pacientes, apenas 30 (15,7%) apresentaram mudança de conduta final, sendo que 67,6% ocorreu nos casos com sobre estadiamento, quando comparada aos casos com subestadiamento (17,9%) (p < 0,005). Pacientes com Adenocarcinoma apresentaram um número maior de subestadiamento (30%), comparado àqueles com CEC (11,8%), (p < 0,0001), entretanto, sem apresentar diferença estatisticamente significativa. A sobrevida global, quando avaliados com PET-CT, foi em torno de 30% após 30 meses, sendo semelhante tanto no grupo de pacientes em que houve mudança de conduta quanto no grupo em que esta mudança de conduta não ocorreu. Conclusão: Conclui-se, portanto, que no estadiamento tomográfico com 18F-FDG-PET e com PET-CT foi identificado um número expressivo de pacientes em estágios avançados, entretanto estes achados muitas vezes diferem entre si. A mudança de conduta ocorre em número expressivo de pacientes e geralmente nos casos em que ocorre sobre estadiamento. Embora o Adenocarcinoma apresente um número maior de casos de subestadiamento que o CEC, esta mudança de estadiamento não se reflete na mudança de conduta quando comparados. Torna-se importante, portanto, a avaliação multiprofissional em serviço de excelência no momento de decisão sobre a melhor terapêutica. Por fim, observamos a mesma curva de sobrevida entre aqueles pacientes em que há certeza da conduta a ser tomada e aqueles em que a conduta foi mudada após o uso do PET-CT, o que corrobora a necessidade da utilização em conjunto desses dois métodos / Introduction: Esophagus cancer is one of the most serious neoplasms of the digestive tract that presents great morbidity and mortality even in early diagnosis. Most patients are diagnosed in advanced stages. Treatment depends on tumor staging, which evaluates the depth of tumor invasion (T), lymph node spread (N) and the presence of distant metastases (M) and follow the guidelines of Union for International Cancer Control (UICC). In the last decades, staging was performed conventionally by computed tomography (CT) and currently with the use of equipments that evaluates tumor glycolytic metabolism such as 18F-FDG-PET and PET-CT. This study has as main Objective to evaluate the relationship between computed tomography and metabolic methods such as 18F-FDG-PET and PET-CT in the staging and treatment of Adenocarcinoma and Spinocellular Carcinoma (SCC) of the esophagus. Method: A total of 331 patients diagnosed with adenocarcinoma and esophageal SCC were evaluated between 2008 and 2014. 55 of these patients (16.6%) had adenocarcinoma and 276 (83.4%) had CPB, ranging from 38 to 92 years, mean age of 62.9 (+/- 9.8) years. Initially they underwent staging with CT and it was proposed a curative surgical management or palliative treatment. Lately they were evaluated with the inclusion of 18F-FDG-PET or PET-CT and then the final management was defined. Results: The proportion of positive lymph nodes (N +) on the CT scan was 71%, whereas in the metabolic methods it was 70.1% (p=0.834), however, with a fair agreement (Kappa=0.339). The proportion of metastases (M1) found in CT was 44.1% and in PET-CT, 47.1%. For metastases, the Kappa test showed that the two methods presented a moderate agreement (0.452), presenting staging changes in 36.5% of subjects, being 19.3% with upstaging and 17.2% with downstaging. However, only 63 patients (19%) showed changes in the final management and this was higher in upstaging patients (67,2%) (p < 0,005). In patients with Adenocarcinoma, a greater number of downstaging was observed (32.7%), compared to those with CPB (15.4%) (p < 0.0001), however, without any statistically significant difference when the change of management was evaluated. Evaluating individually the 140 patients staged with 18F-FDG-PET, 52.9% presented positive lymph nodes (N +), data similar to tomography (p = 0.053), however with fair agreement, about 32.9% of these had metastases (M1) (P=0.749) and with moderate agreement between the methods. After the staging, a conduct change of 23.6% occurred when evaluated by a multidisciplinary team. With the use of PET-CT, the proportion of T4 tumors was 27.2% (p = 0.071), but with good agreement with tomography (Kappa=0.616). The proportion of positive lymph nodes (N+) was 82.7%, with fair agreement with the tomography (Kappa=0.392). The proportion of metastases (M1) in PET-CT was 57.6%, with moderate agreement (Kappa=0.465). 34% of the individuals presented staging change, 19.3% with upstaging and 14.7% with downstaging. However, only 30 (15.7%) out of 191 presented a final change of behavior, 67.6% of which occurred in cases with upstaging when compared to cases with downstaging (17.9%) (p < 0.005). Patients with adenocarcinoma had a greater number of downstaging (30%) compared to those with CPB (11.8%), (p < 0.0001), however, with no statistically significant difference. Overall survival when staged with PET-CT was around 30% after 30 months, being similar both in the group of patients where there was change of management and in the group where this change of management did not occur. Conclusion: It was concluded that in the tomographic staging with 18F-FDG-PET and with PET-CT an expressive number of patients in advanced stages was identified, however these findings often differ from each other. The change in management occurs in an expressive number of patients, and usually in cases where upstaging occurs. Although Adenocarcinoma presents a greater number of cases of downstaging than CPB, this change in staging is not reflected in the change of management when both are compared. It is important, therefore, the multiprofessional evaluation in service of excellence when deciding on the best therapeutics. Finally, we observed the same survival curve between those patients in which there is certainty of the management to be taken and those in which the management was changed after the use of PET-CT, which corroborates with the need to use these two methods together

L’hypothèse prédominante de cette thèse est que les changements métaboliques tumoraux mesurés par FDG-PET/CT sous l’influence des traitements anticancéreux, apparaissent plus précocement et parfois exclusivement par rapport aux modalités d’imagerie morphologique classique. L’imagerie multimodale, en combinant les avantages de chacune des techniques, dépasse leur limitations et pourrait permettre (i) une évaluation du bénéfice du traitement plus rapide et plus adéquate ;(ii) de modifier les algorithmes thérapeutiques à différents stades de cancer colorectal et (iii) d’améliorer la compréhension des mécanismes d’échappement aux traitements anticancéreux. Pour évaluer l’apport de l’imagerie multimodale dans l’évaluation de la réponse au traitement des cancers colorectaux (CCR), nous avons poursuivi 3 séries d’expérimentation cliniques.<p><p>1) Le premier projet explore l’imagerie multimodale comme un outil d’individualisation pour la radio-embolisation (microsphères chargées en 90Yttrium) chez des patients porteurs d’un CCR métastatique au niveau du foie, pour laquelle l’imagerie morphologique classique est incapable de mesurer l’effet thérapeutique. Nous montrons que l’usage non sélectif de la radio-embolisation améliore l’histoire clinique de ces patients, bien que certains d’entre eux ne semblent pas en bénéficier. Ensuite, par une analyse multimodale lésion par lésion intégrant angiographie-CT Scan, FDG-PET/CT et scintigraphie aux macro-agrégats d’albumine marqués au 99mTechnetium, nous démontrons que la distribution pré-thérapeutique des macro-agrégats d’albumine est hétérogène entre les différentes lésions des patients et prédictive de la réponse métabolique au sein de ces lésions, permettant le développement d’un outil de prédiction et de planification pour la radio-embolisation.<p><p>2) Le deuxième projet explore le domaine du CCR métastatique traité par chimiothérapie palliative. (i) Nous démontrons d’abord que la réponse métabolique (RM) tumorale après une cure de chimiothérapie cytolytique prédit plus vite et plus adéquatement que l’imagerie morphologique basée sur les critères RECIST les bénéfices cliniques du traitement. La RM précoce a une excellente valeur prédictive négative sur l’absence de réponse morphologique et met en évidence une variabilité de réponse inter-lésionnelle chez une proportion importante des patients. (ii) L’étude SoMore explore ensuite des patients présentant un CCR avancé et réfractaire, traités par capecitabine et sorafenib, et confirme l’importance pronostique des RM mixtes, suggérant une méthodologie de classification clinique basée sur la consistance de la RM. (iii) Cette classification cherche confirmation dans l’étude RegARd-C, encore en cours, évaluant les effets du regorafenib, et explorant également la signification génomique et épigénétique de la variabilité de RM. <p><p>3) Le troisième projet cherche à utiliser les propriétés de l’imagerie métabolique pour modifier l’algorithme de traitement adjuvant des patients porteurs d’un cancer du côlon de stade III. Ce projet, encore en cours, fait l’hypothèse que l’absence de RM de la lésion primitive après une cure de chimiothérapie prédit l’absence de bénéfice du traitement adjuvant complet. Une analyse intérimaire en démontre la faisabilité et confirme la présence de 40% de tumeurs présentant des caractéristiques métaboliques de chimio-résistance.<p><p>En conclusion, pour des patients porteurs d’un CCR, l’imagerie multimodale comprenant une évaluation du métabolisme tumoral permet une évaluation plus précoce et plus adéquate du bénéfice au traitement anticancéreux pour différentes modalités thérapeutiques comme la radio-embolisation, la chimiothérapie cytotoxique et les agents biologiques. L’imagerie multimodale permet de prédire et planifier les radio-embolisations et se révèle très prometteuse pour les traitements chimiothérapiques cytotoxiques ou combinés à des biologiques en situation adjuvante ou métastatique. Elle démontre par ailleurs une importante variabilité de réponse métabolique inter-lésionnelle qui représente un axe de recherche majeur sur les mécanismes moléculaires d’hétérogénéité génomique tumorale et de résistance aux traitements anti-cancéreux.<p> / Doctorat en Sciences médicales / info:eu-repo/semantics/nonPublished

Background: Hibernomas are rare benign soft-tissue tumours arising from brown fat tissue. Although imaging characteristics are not specific certain imaging features, common locations and patient demographics may suggest hibernoma as a differential diagnosis. Case presentation: We report on two 48-year-old male patients with hibernoma. The tumour presented with local swelling of the inguinal region in the first patient and was an incidental imaging finding in the second patient. Imaging included magnetic resonance imaging in both patients and computed tomography as well as 18 F-fluorodeoxyglucose positron emission tomography-computed tomography in the second patient. In both cases histological diagnosis was initially based on excisional and needle core biopsy, respectively. Complete surgical resection confirmed the diagnosis of hibernoma thereafter. Conclusion: In soft tissue tumours with fatty components hibernoma may be included into the differential diagnosis. Because of the risk of sampling errors in hibernoma-like tissue components of myxoid and well-differentiated liposarcoma, complete resection is mandatory. This article also reviews the current imaging literature of hibernomas.

A Neurodegenerative Disease (ND) is progressive damage to brain neurons, which the human body cannot repair or replace. The well-known examples of such conditions are Dementia and Alzheimer’s Disease (AD), which affect millions of lives each year. Although conducting numerous researches, there are no effective treatments for the mentioned diseases today. However, early diagnosis is crucial in disease management. Diagnosing NDs is challenging for neurologists and requires years of training and experience. So, there has been a trend to harness the power of deep learning, including state-of-the-art Convolutional Neural Network (CNN), to assist doctors in diagnosing such conditions using brain scans. The CNN models lead to promising results comparable to experienced neurologists in their diagnosis. But, the advent of transformers in the Natural Language Processing (NLP) domain and their outstanding performance persuaded Computer Vision (CV) researchers to adapt them to solve various CV tasks in multiple areas, including the medical field. This research aims to develop Vision Transformer (ViT) models using Alzheimer’s Disease Neuroimaging Initiative (ADNI) dataset to classify NDs. More specifically, the models can classify three categories (Cognitively Normal (CN), Mild Cognitive Impairment (MCI), Alzheimer’s Disease (AD)) using brain Fluorodeoxyglucose (18F-FDG) Positron Emission Tomography (PET) scans. Also, we take advantage of Automated Anatomical Labeling (AAL) brain atlas and attention maps to develop explainable models. We propose three ViTs, the best of which obtains an accuracy of 82% on the test dataset with the help of transfer learning. Also, we encode the AAL brain atlas information into the best performing ViT, so the model outputs the predicted label, the most critical region in its prediction, and overlaid attention map on the input scan with the crucial areas highlighted. Furthermore, we develop two CNN models with 2D and 3D convolutional kernels as baselines to classify NDs, which achieve accuracy of 77% and 73%, respectively, on the test dataset. We also conduct a study to find out the importance of brain regions and their combinations in classifying NDs using ViTs and the AAL brain atlas. / <p>This thesis was awarded a prize of 50,000 SEK by Getinge Sterilization for projects within Health Innovation.</p>

No description available.

RESUME: Le travail de recherche rapporté dans cette thèse concerne lamélioration de traceurs marqués au fluor-18 utilisés en routine clinique : la 2-[18F]fluoro-L-tyrosine et le 2-désoxy-2-[18F]fluoro-D-glucose. Les résultats relatifs à lacide aminé, de valeur confirmative pour les connaissances publiées antérieurement dans la littérature, consistent en une validation chez le rat qui entérine le potentiel de ce traceur pour létude de la vitesse de synthèse des protéines cérébrales in vivo. Les perspectives futures pour ce traceur sont dès lors lextension de son utilité dans le domaine de loncologie et son utilisation pour létude de phénomènes physiologiques neurologiques. Durant ce travail, des techniques décrites dans la littérature, mais non pratiquées au CRC ont fait lobjet dune implémentation et sont maintenant accessibles (modèle du rat vigile, méthodes de synthèse de polymères à empreinte moléculaire). La partie principale du travail concerne la récupération du [18F]fluorure et son utilisation pour le marquage nucléophile sans étape dévaporation. La synthèse du 2-désoxy-2-[18F]fluoro-D-glucose a servi de réaction témoin pour tester lapplicabilité des méthodes développées dans ce cadre. Deux stratégies différentes, lune utilisant des supports ioniques et des solvants protiques, lautre utilisant des supports non ioniques et des solvants non protiques, ont permis datteindre les buts fixés avec des rendements dincorporation du [18F]fluorure de même ordre de grandeur que ceux obtenus en radiochimie usuelle du fluor-18. La méthode utilisant les supports non ioniques a par ailleurs démontré sa grande généralité vis-à-vis de précurseurs divers, aliphatiques et aromatiques, dans des conditions de marquage diverses, notamment à température modérée. Les perspectives de ces méthodes nouvelles pour la fabrication des traceurs TEP tirent parti de la possibilité de les implanter dans un automate miniaturisé (milli- ou micro-réacteur), à visée synthétique ou analytique. Lefficacité et la simplicité des méthodes de récupération sans évaporation mises au point dans ce travail les destinent à être utilisées aussi bien en développement des traceurs quen synthèse de routine. Elles sont applicables aussi bien à léchelle des automates courants quà celle des futures applications microfluidiques. Par ailleurs, nous sommes persuadés de lintérêt des polymères à empreinte moléculaire dans le créneau des méthodes analytiques. Egalement applicables à des systèmes miniaturisés, ils devraient aider à la réalisation danalyses automatisées des produits finis et à une libération accélérée. Le gain de temps et les moindres pertes de principe actif conduiront alors à une meilleure disponibilité des traceurs TEP et à leur participation accrue aux objectifs de la médecine personnalisée. Nous pensons dès lors avoir ouvert quelques pistes de recherche prometteuses pour la mise en application de ses nouvelles technologies au domaine de la tomographie à émission de positon. / SUMMARY: The results reported in this work concern the improvement of 18-fluorine labelled radiopharmaceuticals used in routine clinical applications: 2-[18F]fluoro-L-tyrosine and 2-deoxy-2-[18F]fluoro-D-glucose. The study of the metabolism of non carrier added 2-[18F]fluoro-L-tyrosine in rats confirms that this tracer is rapidly and extensively incorporated into cerebral proteins and is therefore well suited to the assessment of Protein Synthesis Rate (PSR) in vivo by PET. A correction for the appearance of metabolites is advised for quantitative interpretation of the data. An improvement in the radiosynthesis is necessary to make 2-[18F]fluoro-L-tyrosine widely available for its application in oncology and to envisage the extended use of this tracer for the study of the protein synthesis in other physiological or pathological processes. The second chapter deals with use of molecular imprints in the PET radiochemistry. The molecularly imprinted polymers were synthetized, characterized and tested for the production of specific PET tracers and the plasma analysis of the parent metabolites. The third part of the work consisted in a development of new methods for the [18F]fluoride recovery in order to permit the labelling of different precursors through nucleophilic substitution without the evaporation step classically performed in 18-fluorine radiochemistry. The synthesis of 2-deoxy-2-[18F]fluoro-D-glucose has been used as a tool for the evaluation of the developed methods. Two strategies were considered to concentrate and recover the [18F]fluoride. The first one used ionic solid supports and protic solvents. The second one relied on the use of non ionic solid supports and non protic solvents. Both strategies led us to reach [18F]fluoride incorporation yields as high as in classical radiosyntheses with evaporation. Ionic liquids and tertiary alcohols were also evaluated in order to improve the tolerance of the [18F]fluoride nucleophilic substitution to water. The molecularly imprinted polymers and the new methods for the recovery of [18F]fluoride will now be tested for the implementation of PET tracers radiosynthesis and quality control into microchip devices.