Prognostic modelling of breast cancer patients: a benchmark of predictive models with external validation

Dissertação apresentada para obtenção do Grau de Doutor em Engenharia Electrotécnica e de Computadores – Sistemas Digitais e Percepcionais pela Universidade Nova de Lisboa, Faculdade de Ciências e Tecnologia

Mecanismos biopatológicos da metastização ganglionar no carcinoma gástrico. Implicações para a cirurgia radical

RESUMO A constatação de que o carcinoma gástrico continua a ser a segunda causa de morte por doença oncológica no mundo em geral e em particular em Portugal, assim como a verificação da elevada incidência e letalidade no nosso país, justifica uma particular atenção a esta doença. Apesar de avanços recentes na acção adjuvante e neo-adjuvante de terapêuticas não cirúrgicas, com algumas referências a melhorias na sobrevivência, estas terapêuticas não têm eficácia curativa. Sendo assim, a cirurgia continua a constituir a única esperança de cura no carcinoma gástrico. Em consequência, a correcta selecção da técnica a aplicar, assim como a sua correcta execução, vão ter influência marcante na sobrevivência do doente. Os estudos dos centros oncológicos diferenciados em várias zonas geográficas demonstram que a cirurgia radical, com adequada extensão da gastrectomia e com linfadenectomia alargada permite obter as melhores sobrevivências. O tipo de cirurgia mais praticado nos referidos centros oncológicos diferenciados é a gastrectomia com linfadenectomia D2, ou seja, com excisão da segunda estação ganglionar. Este tipo de cirurgia não aumenta a mortalidade, mas aumenta a morbilidade. No entanto, verifica-se que muitos doentes não desenvolvem metastização que atinja a estação ganglionar de nível 2 e, por outro lado, muitos outros ultrapassam esta estação ganglionar. Ou seja, a linfadenectomia D2 é exagerada para alguns doentes, é necessária e suficiente para muitos, mas pelo contrário, é insuficiente para outros. A questão radica na necessidade de equilíbrio em oferecer a cada doente a cirurgia necessária para obter a melhor sobrevivência, ainda que à custa de maior morbilidade e, por outro lado, conseguir identificar os factores que determinam que alguns doentes não necessitem de ser submetidos a uma terapêutica tão agressiva. Se a primeira questão é eminentemente fisiopatológica e consiste em compreender os mecanismos da metastização ganglionar no carcinoma gástrico, de modo a poder prever a incidência e extensão da metastização ganglionar em cada doente em particular e, assim, adequar a terapêutica. No estudo de 50 doentes, que elaborámos, a interpretação fisiopatológica apoia-se na avaliação de parâmetros aceites como convencionais e de parâmetros oncológicos. Dentro dos parâmetros convencionais estudámos a localização do tumor, a sua dimensão, a classificação de Borrmann, as alterações metabólicas, a gastrina sérica, a citologia peritoneal, a infecção pelo Helicobacter pylori (Hp), a metaplasia intestinal, a classificação de Ming, a classificação de Lauren, a invasão em profundidade da parede gástrica (T), a metastização no “early gastric câncer”, a classificação TNM, o CEA 19.9 e o CA 72.4 séricos. Para identificar quais os marcadores oncobiológicos mais adequados, efectuámos uma revisão da literatura relativamente a: Ki-67, p53, caderina-E, ERBB2, Instabilidade de Microssatélites, MUC 1, Sialil Tn e Sialil Lewis X. De acordo com os resultados referidos na literatura, seleccionámos para estudo os seguintes marcadores: Ki-67, p53, caderina-E, ERBB2 e Instabilidade de Microssatélites. Relacionámos todos estes parâmetros com a metastização ganglionar, nos aspectos de frequência da metastização, número de gânglios metastizados (classificação N da UICC) e metastização das cadeias ganglionares distais (classificação N japonesa). No que se refere à execução do programa cirúrgico, foram obtidos níveis de radicalidade semelhantes ou superiores aos referidos na literatura internacional, com frequência de complicações ao nível da referida na literatura europeia. No que se refere ao estudo dos factores de metastização ganglionar verificámos que os parâmetros que apresentam maior relação com a frequência da metastização são: a dimensão ≥ 5 cm; a profundidade de invasão da parede (T) atingindo as camadas profundas; o tipo infiltrativo na classificação de Borrmann; a expressão de Ki-67 > 75%; a expressão de p53 positiva; a expressão de caderina-E anormal; a associação de Ki-67 ≥ 50% + caderina-E anormal + p53 positiva; a associação de dimensão ≥ 5 cm + p53 positiva; a associação de T3/T4 + p53 positiva; a presença de marcadores tumorais elevados. A ausência de metastização ganglionar ou metastização limitada à primeira estação ganglionar, em que é suficiente uma cirurgia conservadora de tipo D1, relaciona-se com a dimensão < 5 cm; a invasão em profundidade da parede (T) limitada às camadas superficiais; a ausência de expressão de p53; a ausência de níveis elevados de marcadores tumorais. Recorrendo ao estudo dos quatro parâmetros que podem ser determinados no pré-operatório – dimensão, invasão em profundidade, expressão de p53 e marcadores tumorais convencionais foi possível identificar 75% dos tumores N0 e 50% do conjunto dos tumores N0 + N1, ou seja, os tumores que não carecem de linfadenectomia alargada. Estudando a dimensão, a presença de Hp, a invasão em profundidade, os níveis elevados de marcadores tumorais, a expressão de p53, Ki-67, de Caderina-E e de Instabilidade de Microssatélites foi possível caracterizar os tumores que envolvem maior risco de invadir as cadeias ganglionares distais e que, portanto, carecem de linfadenectomia alargada. Verifica-se assim que, com esta metodologia, é possível identificar uma percentagem significativa dos casos que não carecem de linfadenectomia alargada assim como daqueles que necessitam deste tipo de cirurgia.

Development and Assessment of an E-Learning Course on Breast Imaging for Radiographers: A Stratified Randomized Controlled Trial

Background: Mammography is considered the best imaging technique for breast cancer screening, and the radiographer plays an important role in its performance. Therefore, continuing education is critical to improving the performance of these professionals and thus providing better health care services. Objective: Our goal was to develop an e-learning course on breast imaging for radiographers, assessing its efficacy , effectiveness, and user satisfaction. Methods: A stratified randomized controlled trial was performed with radiographers and radiology students who already had mammography training, using pre- and post-knowledge tests, and satisfaction questionnaires. The primary outcome was the improvement in test results (percentage of correct answers), using intention-to-treat and per-protocol analysis. Results: A total of 54 participants were assigned to the intervention (20 students plus 34 radiographers) with 53 controls (19+34). The intervention was completed by 40 participants (11+29), with 4 (2+2) discontinued interventions, and 10 (7+3) lost to follow-up. Differences in the primary outcome were found between intervention and control: 21 versus 4 percentage points (pp), P<.001. Stratified analysis showed effect in radiographers (23 pp vs 4 pp; P=.004) but was unclear in students (18 pp vs 5 pp; P=.098). Nonetheless, differences in students’ posttest results were found (88% vs 63%; P=.003), which were absent in pretest (63% vs 63%; P=.106). The per-protocol analysis showed a higher effect (26 pp vs 2 pp; P<.001), both in students (25 pp vs 3 pp; P=.004) and radiographers (27 pp vs 2 pp; P<.001). Overall, 85% were satisfied with the course, and 88% considered it successful. Conclusions: This e-learning course is effective, especially for radiographers, which highlights the need for continuing education.

Using data mining techniques to support breast cancer diagnosis

More than ever, there is an increase of the number of decision support methods and computer aided diagnostic systems applied to various areas of medicine. In breast cancer research, many works have been done in order to reduce false-positives when used as a double reading method. In this study, we aimed to present a set of data mining techniques that were applied to approach a decision support system in the area of breast cancer diagnosis. This method is geared to assist clinical practice in identifying mammographic findings such as microcalcifications, masses and even normal tissues, in order to avoid misdiagnosis. In this work a reliable database was used, with 410 images from about 115 patients, containing previous reviews performed by radiologists as microcalcifications, masses and also normal tissue findings. Throughout this work, two feature extraction techniques were used: the gray level co-occurrence matrix and the gray level run length matrix. For classification purposes, we considered various scenarios according to different distinct patterns of injuries and several classifiers in order to distinguish the best performance in each case described. The many classifiers used were Naïve Bayes, Support Vector Machines, k-nearest Neighbors and Decision Trees (J48 and Random Forests). The results in distinguishing mammographic findings revealed great percentages of PPV and very good accuracy values. Furthermore, it also presented other related results of classification of breast density and BI-RADS® scale. The best predictive method found for all tested groups was the Random Forest classifier, and the best performance has been achieved through the distinction of microcalcifications. The conclusions based on the several tested scenarios represent a new perspective in breast cancer diagnosis using data mining techniques.

Hepatocellular carcinoma in Brazil: report of a national survey (Florianópolis, SC, 1995)

In order to investigate epidemiological aspects of hepatocellular carcinoma (HCC) in Brazil, basic informations about cases diagnosed from January 1992 to December 1994 were requested to several medical centers of different Brazilian States. A simple questionnaire included age, sex, alcohol abuse (over 80g/day), associated liver cirrhosis, persistent HBV infection (HBsAg), HCV infection (anti-HCV) and serum levels of alpha fetoprotein. 287 cases, over 16 years old, from 19 medical centers of 8 States (Pará, Bahia, Minas Gerais, Espirito Santo, Rio de Janeiro, São Paulo, Paraná and Rio Grande do Sul) were analysed. The results showed: (a) Mean age was 56.3 ± 14.4 for men and 54.7 ± 16.8 yr for women and the male/female ratio was 3.4:1. (b) 69.6% were caucasians, 21.8% mullatoes, 4.8% orientals and 3.7% blacks. (c) HBsAg (+) in 77/236 cases (41.6%) without differences between males and females. (d) Anti-HCV (+) in 52/193 cases (26.9%). (e) 7/180 cases were positive both for HBsAg and anti-HCV (3.8%). (f) There was chronic alcoholism in 88/235 cases (37%). (g) HCC was found in cirrhotic livers in 71.2% of 202 cases in which the presence or absence of cirrhosis was reported. (h) Alpha-fetoprotein above 20 ng/ml was found in 124/172 cases (72%) and above 500 ng/ml only in 40 cases (23.2%). These results showed that the HCC in Brazil has an intermediate epidemiological pattern as compared to those from areas of low and high incidence of the tumor. In spite of the high frequency of the association of HCC with the HBV and/or HCV infections, 42% of 180 cases were negative both for HBsAg and anti-HCV, indicating the possible role of other etiological factors. The comparison of data from different States showed some regional differences: higher frequency of associated HBsAg in Pará, Bahia, Minas Gerais and Espírito Santo, higher frequency of associated HCV infection in Rio de Janeiro, São Paulo and States of the Southern region and low frequency of associated liver cirrhosis in Salvador and Rio de Janeiro (55.5 and 50% respectively). Further investigation will be necessary to study the presence of other possible etiological factors as aflatoxins, suggested by the favourable climatic conditions for food contamination by fungi in the majority Brazilian regions

Adipocyte Secreted Factors Enhance Aggressiveness of Prostate Carcinoma Cells

Obesity has been associated with increased incidence and risk of mortality of prostate cancer. One of the proposed mechanisms underlying this risk association is the change in adipokines expression that could promote the development and progression of the prostate tumor cells. The main goal of this study was to evaluate the effect of preadipocyte and adipocyte secretome in the proliferation, migration and invasion of androgen independent prostate carcinoma cells (RM1) and to assess cell proliferation in the presence of the adiposity signals leptin and insulin. RM1 cells were co-cultured in with preadipocytes, adipocytes or cultured in their respective conditioned medium. Cell proliferation was assessed by flow cytometry and XTT viability test. Cell migration was evaluated using a wound healing injury assay of RM1 cells cultured with conditioned media. Cellular invasion of RM1 cells co-cultured with adipocytes and preadipocytes was assessed using matrigel membranes. Preadipocyte conditioned medium was associated with a small increase in RM1 proliferation, while adipocytes conditioned media significantly increased RM1 cell proliferation (p<0.01). Adipocytes also significantly increased the RM1 cells proliferation in co-culture (p <0.01). Cell migration was higher in RM1 cells cultured with preadipocyte and adipocyte conditioned medium. RM1 cell invasion was significantly increased after co-culture with preadipocytes and adipocytes (p <0.05). Insulin also increased significantly the cell proliferation in contrast to leptin, which showed no effect. In conclusion, prostate carcinoma cells seem to be influenced by factors secreted by adipocytes that are able to increase their ability to proliferate, migrate and invade.

Estudo do efeito anti-angiogénico de novos alvos terapêuticos no tratamento do carcinoma mamário

Dissertação para obtenção do Grau de Mestre em Genética Molecular e Biomedicina

Protein glycosylation of exosomes from ovarian carcinoma cells: structures and biological roles

Dissertation presented to obtain the Ph.D. degree in Biology