Exploitation de l'analyse par graphes au niveau élémentaire en vue d'investigations du côté des attitudes et des habiletés logiques

L'école d'hier faisait de la grammaire et de l'analyse un usage prépondérant dans l'apprentissage de la langue. Une longue série de règles appliquées dans des exercices structurés préparait une certaine élite d'étudiants à "faire leurs humanités". Le temps passe, les choses évoluent, la grammaire se transforme. Lorsque nous avons commencé à enseigner au niveau élémentaire, les cours de grammaire et d'analyse ne différaient pas tellement de ceux des générations antérieures. Puis vinrent les années '70. Un programme cadre est instauré. Les maîtres endossent la responsabilité de la méthode utilisée et de son application. Une période d'instabilité se creuse, dont les élèves sont les plus grandes victimes. Nous atteignons la période critique où l'on constate que peu d'enfants maîtrisent leur orthographe d'usage à la fin de leur cours primaire. À qui imputer la faute? Devons-nous revenir à un enseignement systématique de la grammaire? Cette période nous aura permis de constater l'inefficacité de nos leçons traditionnelles en vue d'acquisitions orthographiques chez nos enfants; préférence accordée à l'induction des règles grammaticales usuelles; élimination des connaissances grammaticales inutiles aux besoins immédiats des élèves. Telle Tut notre option en ce qui concerne la grammaire. Mais que dire de l'analyse logique? […]

Oncological patient anxiety in imaging studies: the PET/CT example

The purpose of this study was to investigate the subjective perception of anxiety pre- and post-procedure, and explore the relationship between demographic, clinical variables and cancer patients' anxiety during a positron emission tomography/computed tomography (PET/CT) scan. Two hundred and thirty-two oncological out patients, with clinical indication for performing an (18)F-2-fluoro-2-deoxy-D-glucose ((18)F-FDG) PET/CT scan and attending a nuclear medicine (NM) department, participated in the study. Patients' anxiety and subjective experience of PET/CT were examined using two self-report questionnaires. The pre-procedure questionnaire focused on demographic information, level of knowledge regarding the scan and subjective perception of anxiety before the procedure. The post-procedure questionnaire included the subjective perception anxiety after the procedure, information adequacy and satisfaction with the NM department. The self-reported data indicate that patients were anxious during PET/CT. Furthermore, our data revealed a significant difference between the anxiety pre-procedure and post-procedure (z = -3909, p < 0.05), in which the anxiety pre-procedure has significantly higher values. No significant correlation was found between anxiety and age of the patients, education levels, adequacy of information or satisfaction with the NM Department. Perception of anxiety post-procedure differs between gender (U = 5641, p = 0.033). In conclusion, PET/CT generated anxiety levels in oncological patients, especially before the procedure. Although patients seemed to be satisfied with information delivered by staff and with the NM Department, attention has to be focused on effective interventions strategies that help patients to reduce anxiety.

PET e PET/CT com FDG: comparação de duas bases de dados de referência do normal com SUV

Mestrado em Medicina Nuclear - Área de especialização: Tomografia por Emissão de Positrões

Lesion detection performance: comparative analysis of low-dose CT data of the chest on two hybrid imaging systems

Incidental findings on low-dose CT images obtained during hybrid imaging are an increasing phenomenon as CT technology advances. Understanding the diagnostic value of incidental findings along with the technical limitations is important when reporting image results and recommending follow-up, which may result in an additional radiation dose from further diagnostic imaging and an increase in patient anxiety. This study assessed lesions incidentally detected on CT images acquired for attenuation correction on two SPECT/CT systems. Methods: An anthropomorphic chest phantom containing simulated lesions of varying size and density was imaged on an Infinia Hawkeye 4 and a Symbia T6 using the low-dose CT settings applied for attenuation correction acquisitions in myocardial perfusion imaging. Twenty-two interpreters assessed 46 images from each SPECT/CT system (15 normal images and 31 abnormal images; 41 lesions). Data were evaluated using a jackknife alternative free-response receiver-operating-characteristic analysis (JAFROC). Results: JAFROC analysis showed a significant difference (P < 0.0001) in lesion detection, with the figures of merit being 0.599 (95% confidence interval, 0.568, 0.631) and 0.810 (95% confidence interval, 0.781, 0.839) for the Infinia Hawkeye 4 and Symbia T6, respectively. Lesion detection on the Infinia Hawkeye 4 was generally limited to larger, higher-density lesions. The Symbia T6 allowed improved detection rates for midsized lesions and some lower-density lesions. However, interpreters struggled to detect small (5 mm) lesions on both image sets, irrespective of density. Conclusion: Lesion detection is more reliable on low-dose CT images from the Symbia T6 than from the Infinia Hawkeye 4. This phantom-based study gives an indication of potential lesion detection in the clinical context as shown by two commonly used SPECT/CT systems, which may assist the clinician in determining whether further diagnostic imaging is justified.

CT en la universidad: implantación de un programa de calidad total en un establecimiento universitario

En los años cincuenta, dos americanos llegaron al Japón con una nueva filosofía para el éxito industrial. W. Edwards Deming y J.M. Juran argumentaban que el mejoramiento de la calidad conducía automáticamente al mejoramiento de la productividad, que una organización inspirada a satisfacer las necesidades de sus clientes tendría éxito. Los japoneses escucharon. Hoy en día, el Japón goza de una reputación sin igual en cuanto a eficiencia económica, control de la calidad y servicio a los clientes.

effects of weight and injected dose in the liver’s Signal-to-Noise Ratio in patients submitted to PET/CT scans

The quality of the image of 18F-FDG PET/CT scans in overweight patients is commonly degraded. This study evaluates, retrospectively, the relation between SNR, weight and dose injected in 65 patients, with a range of weights from 35 to 120 kg, with scans performed using the Biograph mCT using a standardized protocol in the Nuclear Medicine Department at Radboud University Medical Centre in Nijmegen, The Netherlands. Five ROI’s were made in the liver, assumed to be an organ of homogenous metabolism, at the same location, in five consecutive slices of the PET/CT scans to obtain the mean uptake (signal) values and its standard deviation (noise). The ratio of both gave us the Signal-to- Noise Ratio in the liver. With the help of a spreadsheet, weight, height, SNR and Body Mass Index were calculated and graphs were designed in order to obtain the relation between these factors. The graphs showed that SNR decreases as the body weight and/or BMI increased and also showed that, even though the dose injected increased, the SNR also decreased. This is due to the fact that heavier patients receive higher dose and, as reported, heavier patients have less SNR. These findings suggest that the quality of the images, measured by SNR, that were acquired in heavier patients are worst than thinner patients, even though higher FDG doses are given. With all this taken in consideration, it was necessary to make a new formula to calculate a new dose to give to patients and having a good and constant SNR in every patient. Through mathematic calculations, it was possible to reach to two new equations (power and exponential), which would lead to a SNR from a scan made with a specific reference weight (86 kg was the considered one) which was independent of body mass. The study implies that with these new formulas, patients heavier than the reference weight will receive higher doses and lighter patients will receive less doses. With the median being 86 kg, the new dose and new SNR was calculated and concluded that the quality of the image remains almost constant as the weight increases and the quantity of the necessary FDG remains almost the same, without increasing the costs for the total amount of FDG used in all these patients.

A Importância de estudos dinâmicos em PET/CT para avaliação de doenças oncológicas

A Medicina Nuclear (MN) permite investigar o estado fisiológico dos tecidos de forma minimamente invasiva, usando radiofármacos (rf’s), moléculas compostas por um análogo biológico específico desses processos fisiológicos e um marcador radioativo (radionuclídeo). PET/CT (do acrónimo inglês Positron Emission Tomography/Computed Tomography), uma das modalidades de imagem em MN, está a expandir-se rapidamente em muitos Países. As imagens obtidas revelam a biodistribuição dos rf’s usados e permitem conhecer a sua distribuição precisa no organismo. 18F-Fluorodesoxiglicose (FDG), um análogo da glicose, é o rf mais comumente utilizado, isto porque em neoplasias as células são geralmente caracterizadas pelo aumento do metabolismo da glicose. A quantificação realizada em imagens de PET, tem por base uma estimativa quantitativa do metabolismo da glicose no tumor, utilizando o índice de captação estandardizado, SUV (do acrónimo inglês Standard Uptake Value). A realização de estudos dinâmicos em PET/CT, isto é, realizados em sequência temporal imediatamente após a administração endovenosa do rf e, durante um período de tempo pré-determinado (por exemplo, 15 minutos) permite que o registo da cinética inicial dos rf’s seja estudado. A análise dos dados obtidos com o estudo dinâmico permite compreender o grau e a perfusão tumoral. Habitualmente, quanto maior a captação de 18F-FDG num tumor, maior é a sua atividade metabólica glicolítica, o que tem sido traduzido em maior agressividade tumoral. Nesta investigação, realizaram-se estudos dinâmicos num grupo restrito de patologias oncológicas, nomeadamente: carcinoma da bexiga, carcinoma do colo do útero, carcinoma colorretal, carcinoma do endométrio, metástases hepáticas e adenocarcinoma pancreático. Realizaram-se estudos dinâmicos durante cerca de 10/15 minutos, com 1minuto por frame. O objetivo desta Investigação é tentar compreender se, tumores com maior perfusão respondem melhor à Radioterapia (RT), ou se, a resposta é independente da perfusão. Para avaliar os valores de SUV’s ao longo tempo, realizaram-se ROI’s (do acrónimo inglês Region of Interest), nas artérias femorais ou aorta e na lesão tumoral. Com estes dados, criaram-se gráficos de atividade/tempo onde, no eixo das abcissas é representado o tempo e no eixo das ordenadas os valores de SUV. A partir destes gráficos e dos dados neles contidos, calculou-se o Índice de Perfusão Tumoral através de 2 métodos: A, Método Trapezoidal de Aproximação que relaciona a razão entre a área perfusional do tumor e a área de fluxo arterial, até ao momento do cruzamento das curvas; B, mais simples, calculando o Índice de Perfusão do Tumor através da razão entre o valor de SUV máximo da curva tumoral e da curva arterial até ao momento do cruzamento das curvas. O Método de Comparação de Métodos de Altman&Bland, revelou que tanto o método A como o método B são semelhantes para o cálculo do Índice de Perfusão Tumoral. Em conclusão, apesar do número reduzido de indivíduos estudados, os dados apresentados indicam que existe uma tendência para que haja melhor resposta à RT por parte dos tumores com maior índice metabólico e maior índice de perfusão. Os tumores com menor índice metabólico e menor grau perfusional parece que respondem pior à RT.

Submucosal Hemangioma of the Trachea in an Infant: Diagnosis and Follow-Up with 3D-CT/Bronchoscopy

Introduction: Infantile hemangiomas of the airway are diagnosed at bronchoscopy as part of the investigation of stridor or other respiratory symptoms. Here, we present three-dimensional computed tomography (3D-CT)/bronchoscopy findings of submucosal subglottic hemangioma missed at bronchoscopy. Case Presentation: We report on the clinical usefulness of 3D-CT/bronchoscopy as the primary diagnostic tool and follow-up method in the evaluation of suspected airway infantile hemangiomas, especially when the hemangioma is the submucosal type. Conclusions: 3D-CT/bronchoscopy will reduce the need for invasive laryngoscopic studies and help to diagnose submucosal hemangiomas undetected on laryngoscope. Additionally, 3D-CT/bronchoscopy will help evaluating the extent of the lesion, degree of airway narrowing, and treatment response.

Evaluation of tumor recurrences after radical prostatectomy using 18F-Choline PET/CT and 3T multiparametric MRI without endorectal coil: a single center experience

The aim os this study is to evaluate and compare the utility of 18F-fluorocholine (18F-CH) PET/CT versus 3-Tesla multiparametric MRI (mpMRI) without endorectal coil to detect tumor recurrences in patients with biochemical relapse following radical prostatectomy (RP). Secondarily, to identify possible prognostic variables associated with mpMRI and 18F-CH PET/CT findings. Retrospective study of 38 patients who developed biochemical recurrence after RP between the years 2011 and 2015 at our institution. PET/CT and mpMRI were both performed within 30 days of each other in all patients. The PET/CT was reviewed by a nuclear medicine specialist while the mpMRI was assessed by a radiologist, both of whom were blinded to outcomes. The median prostate-specific antigen (PSA) value pre-MRI/PET-CT was 0.9 ng/mL (interquartile range 0.4–2.2 ng/mL). There were no differences in the detection rate between 18F-CH PET/CT and mpMRI for local recurrence (LR), lymph node recurrence (LNR) and bone metastases (BM). Separately, mpMRI and 18F-CH PET/CT were positive for recurrence in 55.2% and 52.6% of cases, respectively, and in 65.7% of cases when findings from both modalities were considered together. The detection of LR was better with combined mpMRI and choline PET/CT versus choline PET/CT alone (34.2% vs 18.4%, p = 0.04). Salvage treatment was modified in 22 patients (57.8%) based on the imaging findings. PSA values on the day of biochemical failure were significantly associated with mpMRI positivity (adjusted odds ratio (OR): 30.9; 95% confidence interval (CI): 1.5–635.8). Gleason score > 7 was significantly associated with PET/CT positivity (OR: 13.9; 95% CI: 1.5–125.6). A significant association was found between PSA doubling time (PSADT) (OR: 1.3; 95% CI: 1.0–1.7), T stage (OR: 21.1; 95% CI: 1.6–272.1), and LR. Multiparametric MRI and 18F-CH PET/CT yield similar detection rates for LR, LNR and pelvic BM. The combination of both imaging techniques provides a better LR detection versus choline PET/CT alone. The initially planned salvage treatment was modified in 57.8% of patients due to imaging findings. In addition to PSA values, Gleason score, T stage, and PSADT may provide valuable data to identify those patients that are most likely to benefit from undergoing both imaging procedures.

Prediction Nomogram for 68Ga-PSMA-11 PET/CT in different clinical settings of PSA failure after radical treatment for Prostate Cancer

Objective The objective of this study was to develop a clinical nomogram to predict gallium-68 prostate-specific membrane antigen positron emission tomography/computed tomography (68Ga-PSMA-11-PET/CT) positivity in different clinical settings of PSA failure. Materials and methods Seven hundred three (n = 703) prostate cancer (PCa) patients with confirmed PSA failure after radical therapy were enrolled. Patients were stratified according to different clinical settings (first-time biochemical recurrence [BCR]: group 1; BCR after salvage therapy: group 2; biochemical persistence after radical prostatectomy [BCP]: group 3; advanced stage PCa before second-line systemic therapies: group 4). First, we assessed 68Ga-PSMA-11-PET/CT positivity rate. Second, multivariable logistic regression analyses were used to determine predictors of positive scan. Third, regression-based coefficients were used to develop a nomogram predicting positive 68Ga-PSMA-11-PET/CT result and 200 bootstrap resamples were used for internal validation. Fourth, receiver operating characteristic (ROC) analysis was used to identify the most informative nomogram’s derived cut-off. Decision curve analysis (DCA) was implemented to quantify nomogram’s clinical benefit. Results 68Ga-PSMA-11-PET/CT overall positivity rate was 51.2%, while it was 40.3% in group 1, 54% in group 2, 60.5% in group 3, and 86.9% in group 4 (p < 0.001). At multivariable analyses, ISUP grade, PSA, PSA doubling time, and clinical setting were independent predictors of a positive scan (all p ≤ 0.04). A nomogram based on covariates included in the multivariate model demonstrated a bootstrap-corrected accuracy of 82%. The nomogram-derived best cut-off value was 40%. In DCA, the nomogram revealed clinical net benefit of > 10%. Conclusions This novel nomogram proved its good accuracy in predicting a positive scan, with values ≥ 40% providing the most informative cut-off in counselling patients to 68Ga-PSMA-11-PET/CT. This tool might be important as a guide to clinicians in the best use of PSMA-based PET imaging.

New methodologies in CT perfusion and MRI analysis to develop cancer imaging biomarkers

Quantitative imaging in oncology aims at developing imaging biomarkers for diagnosis and prediction of cancer aggressiveness and therapy response before any morphological change become visible. This Thesis exploits Computed Tomography perfusion (CTp) and multiparametric Magnetic Resonance Imaging (mpMRI) for investigating diverse cancer features on different organs. I developed a voxel-based image analysis methodology in CTp and extended its use to mpMRI, for performing precise and accurate analyses at single-voxel level. This is expected to improve reproducibility of measurements and cancer mechanisms’ comprehension and clinical interpretability. CTp has not entered the clinical routine yet, although its usefulness in the monitoring of cancer angiogenesis, due to different perfusion computing methods yielding unreproducible results. Instead, machine learning applications in mpMRI, useful to detect imaging features representative of cancer heterogeneity, are mostly limited to clinical research, because of results’ variability and difficult interpretability, which make clinicians not confident in clinical applications. In hepatic CTp, I investigated whether, and under what conditions, two widely adopted perfusion methods, Maximum Slope (MS) and Deconvolution (DV), could yield reproducible parameters. To this end, I developed signal processing methods to model the first pass kinetics and remove any numerical cause hampering the reproducibility. In mpMRI, I proposed a new approach to extract local first-order features, aiming at preserving spatial reference and making their interpretation easier. In CTp, I found out the cause of MS and DV non-reproducibility: MS and DV represent two different states of the system. Transport delays invalidate MS assumptions and, by correcting MS formulation, I have obtained the voxel-based equivalence of the two methods. In mpMRI, the developed predictive models allowed (i) detecting rectal cancers responding to neoadjuvant chemoradiation showing, at pre-therapy, sparse coarse subregions with altered density, and (ii) predicting clinically significant prostate cancers stemming from the disproportion between high- and low- diffusivity gland components.