High-Content Analysis of Breast Cancer Using Single-Cell Deep Transfer Learning

High-content analysis has revolutionized cancer drug discovery by identifying substances that alter the phenotype of a cell, which prevents tumor growth and metastasis. The high-resolution biofluorescence images from assays allow precise quantitative measures enabling the distinction of small molecules of a host cell from a tumor. In this work, we are particularly interested in the application of deep neural networks (DNNs), a cutting-edge machine learning method, to the classification of compounds in chemical mechanisms of action (MOAs). Compound classification has been performed using image-based profiling methods sometimes combined with feature reduction methods such as principal component analysis or factor analysis. In this article, we map the input features of each cell to a particular MOA class without using any treatment-level profiles or feature reduction methods. To the best of our knowledge, this is the first application of DNN in this domain, leveraging single-cell information. Furthermore, we use deep transfer learning (DTL) to alleviate the intensive and computational demanding effort of searching the huge parameter's space of a DNN. Results show that using this approach, we obtain a 30% speedup and a 2% accuracy improvement.

Blastic Plasmacytoid Dendritic Cell Neoplasm

Blastic plasmacytoid dendritic cell neoplasm is a rare and aggressive hematodermic neoplasia with frequent cutaneous involvement and leukemic dissemination. We report the case of a 76-year-old man with a 2 month history of violaceous nodules and a tumor with stony consistency, located on the head, and mandibular, cervical and supraclavicular lymphadenopathies. Multiple thoracic and abdominal adenopathies were identified on computerized tomography. Flow cytometry analysis of the skin, lymph node and bone marrow biopsies demonstrated the presence of plasmocytoid dendritic cell neoplastic precursor cells (CD4+, CD45+, CD56+ and CD123+ phenotype). After initial clinical and laboratorial complete remission with chemotherapy, the patient died due to relapse of the disease associated with the appearance of a cervical mass with medullary compromise.

Dermoscopy in Merkel Cell Carcinoma: a Case Report

Merkel cell carcinoma (MCC) is a rare malignant and primary neuroendocrine carcinoma with several known risk factors. Early diagnosis and aggressive treatment are critical. We report the case of an 82-year old woman with a Merkel cell carcinoma on the face. Clinical and histopathological features are presented. In addition, dermoscopic features and the differential diagnosis of this rare tumor are discussed. Although nodules with atypical dermoscopic vascular pattern and milky-red areas will end up being excised, this report adds more clues to the rarely described dermoscopic morphologic presentation of MCC.

A Rare Abdomino-Pelvic Tumor: Paraganglioma

Paragangliomas are rare tumors, with a reported incidence of 2–8 per million. They are chromaffin cell tumors that develop from the neural crest cells and may be divided in tumors derived from the parasympathetic or sympathetic ganglia. We report a case a of a 32-year-old nulliparous woman, referred to our Infertility Clinic. Abdomino-pelvic ultrasound identified a large abdominopelvic tumor, without ovarian origin (both ovaries were identified and had normal morphology). Magnetic Resonance Imaging suggested a right adnexal multicystic, vascularized mass close to iliac vessels and questioning an ovarian origin. At exploratory laparotomy, a 10 cm encapsulated and vascularized mass was found beginning just below right renal artery and extending to the level of the broad ligament. This mass was totally excised and histopathology was consistent with Paraganglioma.

Diagnosing lymphoma in a setting with a high burden of infection: a pediatric case of Epstein-Barr virus-associated aggressive B-cell lymphoma with t(8;14) (q23;q32) and extensive necrosis mimicking tuberculosis

The association of lymphoma with necrotic granuloma can pose diagnostic challenges and delay treatment, especially in settings with a high burden of infection. In these settings, the timely use of cytogenetic and molecular methods is most relevant. Here, we report a case of B-cell lymphoma with t (8;14) in a 5-year-old male child. The lymphoma was associated with necrotic granuloma and was initially misdiagnosed as tuberculosis. Polymerase chain reaction was used to detect clonal lymphoproliferation and to rule out Mycobacterium tuberculosis infection. Tumor cells harbored Epstein-Barr virus and expressed CD20, CD10, BCL6, and Ki67 (30%), leading to the diagnosis of B-cell lymphoma with features intermediate between diffuse large B-cell lymphoma and Burkitt lymphoma.

Nanocomposite polymer beads for cell detection

Circulating tumor cells (CTCs) may induce metastases when detached from the primary tumor. The numbers of these cells in blood offers a valuable prognostic indication. Magnetoresistive sensing is an attractive option for CTC counting. In this technique, cells are labeled with nancomposite polymer beads that provide the magnetic signal. Bead properties such as size and magnetic content must be optimized in order to be used as a detection tool in a magnetoresistive platform. Another important component of the platform is the magnet required for proper sensing. Both components are addressed in this work. Nanocomposite polymer beads were produced by nano-emulsion and membrane emulsification. Formulations of the oil phase comprising a mixture of aromatic monomers and iron oxide were employed. The effect of emulsifier (surfactant) concentration on bead size was studied. Formulations of polydimethilsiloxane (PDMS) with different viscosities were also prepared with nano-emulsion method resulting in colloidal beads. Polycaprolactone (PCL) beads were also synthetized by the membrane emulsification method. The beads were characterized by different techiques such as dynamic light scattering (DLS), thermogravimetric analysis (TGA) and scanning electron microscopy (SEM). Additionally, the magnet dimensions of the platform designed to detect CTCs were optimized through a COMSOL multiphysics simulation.

Blocking tumor exosome release using nanovectorization systems

Exosomes are small membrane vesicles secreted by most cell types, either normal or malignant and are found in most body fluids such as saliva, plasma and breast milk. In the past decade, the interest in these vesicles has been growing more and more since it was found that besides their beneficial functions such as the removal of cellular debris and unnecessary proteins during cell maturation process, they can also interact with other cells and transfer information between them, thus helping diseases like cancer to progress. The present work intended to use gold nanoparticles as vehicles for gene silencing in an attempt to reduce the tumor-derived exosome secretion, regulated by Rab27a protein, and also aimed to compare the exosome secretion between two breast cell lines, MCF7 and MDA. Changes in RAB27A gene expression were measured by Real-time Quantitative PCR and it was revealed a decreased in RAB27A gene expression, as expected. Exosomes were isolated and purified by two different methods, ultracentrifugation and the commercial kit ExoQuick™ Solution, and further characterized using Western Blot analysis. ExoQuick™ Solution was proven to be the most efficient method for exosome isolation and it was revealed that MDA cells secrete more exosomes. Furthermore, the isolated MCF7-derived exosomes were placed together with a normal bronchial/tracheal epithelial cell line (BTEC) for an additional assay, which aimed to observe the uptake of exosomes by other cells and the exosomes’ capability of promoting cell-cell communication. This observation was made based on alterations in the expression levels of c-Myc and miR-21 genes and the fact that they both have an increased expression in BTEC cells incubated with tumor-derived exosomes when compared to control cells (without incubation with the exosomes) lead us to the conclusion that the exosome uptake and exchange of information between the exosomes and the normal cells did occurred.

Understanding how dentritic cell glycans affect antitumor immune responses

RESUMO: As células dendríticas (DCs) têm a capacidade única de induzir respostas imunitárias contra as células tumorais, fagocitando antigénios tumorais e apresentando-os às células T, provocando respostas imunitárias específicas que conduzem à eliminação de células de tumorais. Por induzirem memória imunológica de longa duração, as DCs são uma estratégia atrativa para o tratamento e/ou prevenção do cancro. No entanto, os resultados terapêuticos obtidos em ensaios clínicos com DCs são escassos e pouco eficientes. O nosso grupo demonstrou que ácidos siálicos que contêm glicanos desempenham um papel funcional importante em DCs geradas ex vivo. Com o objetivo de estabelecer um modelo in vitro para avaliar a resposta anti-tumoral específica realizou-se um tratamento enzimático a DCs derivadas de monócitos (moDCs) com sialidase, enzima que cliva ácidos siálicos na superfície celular. O perfil de maturação de moDCs foi caracterizado por citometria de fluxo e expressão de citocinas. Os resultados mostram que a sialidase pode regular positivamente a expressão de moléculas co-estimuladoras na superfície de moDCs estimuladas com agonistas de Toll like receptors (TLRs). Para percebermos se o tratamento com sialidase afeta a sinalização dos TLRs foram usadas células HEK transfectadas de forma estável com TLRs 2, 4 and 7/8. Os dados mostraram que a desialilação não afeta a sinalização através estes recetores. Para investigar o impacto funcional da sialidase na capacidade de moDCs em apresentar um antigénio e ativar células T, moDCs foram tratadas, ou não, com sialidase e cultivadas com clones de células T CD8+ específicas para os péptidos derivados do antigénio tumoral gp100. Os resultados mostram que DCs HLA*02:01+ desialiladas exibem maior cross-presentation do péptido gp100280-288 às células T CD8+ específicas. Além disso o tratamento com sialidase também aumenta a capacidade de DCs de induzir a proliferação de células T CD4+. Em conjunto, os resultados indicam que moDCs com menos ácidos siálicos na superfície, têm melhor potencial imuno-estimulador, com maior capacidade de induzir respostas imunes anti-tumorais.--------------------- ABSTRACT: Dendritic cells (DCs) have a unique capacity to induce immune responses against tumor cells. They can phagocyte tumor antigens, maturate and present them to T cells, triggering antigen-specific immune responses that may lead to the elimination of tumor cells. Since they induce long-lasting immunological memory, DCs become an attractive strategy as cellular targets for vaccines in the treatment and/or prevention of cancer. However, the therapeutic results obtained in clinical trials with DCs are scarce and only few patients effectively respond to the DC vaccines. Our group has shown that sialic acid containing glycans play an important functional role in ex vivo generated DC. Here we aimed to establish an in vitro model to assess specific antitumor responses. To achieve this, an enzymatic treatment of monocyte-derived DCs (moDCs) was performed using sialidase to cleave surface sialic acids. The maturation profile of the moDCs was characterized by flow cytometry and cytokine expression. The results show that sialidase treatment can upregulate co-stimulatory molecules on surface of moDCs stimulated with Toll like receptor (TLR) agonists. To understand whether sialidase treatment affected the TLR signaling, we have used HEK cells stably transfected with TLRs 2, 4 and 7/8. The data showed that desialylation of moDCs does not affect the signaling via these receptors. To investigate the functional impact of sialidase treatment in the capacity of moDCs to present antigen and to activate antigen specific T cells, sialidase treated and untreated moDCs were co-cultured with CD8+ T cell clones specific for peptides derived from the gp100 tumor antigen. Our results show that desialylated HLA02:01+ DCs are superior in cross-presentation of the peptide to gp100280–288 specific CD8+ T cells. In addition, sialidase treatment also increased the DC capacity to induce CD4+ T cells proliferation. Together, these data indicate that moDCs with altered cell surface sialic acids, through a sialidase treatment, have a better immunostimulatory potential which could improve anti-tumor immune responses.

Nonsmall cell lung cancer: evaluation of 737 consecutive patients in a single institution

OBJECTIVE: To analyze surgical and pathological parameters and outcome and prognostic factors of patients with nonsmall cell lung cancer (NSCLC) who were admitted to a single institution, as well as to correlate these findings to the current staging system. METHOD: Seven hundred and thirty seven patients were diagnosed with NSCLC and admitted to Hospital do Cancer A. C. Camargo from 1990 to 2000. All patients were included in a continuous prospective database, and their data was analyzed. Following staging, a multidisciplinary team decision on adequate management was established. Variables included in this analysis were age, gender, histology, Karnofsky index, weight loss, clinical stage, surgical stage, chemotherapy, radiotherapy, and survival rates. RESULTS: 75.5% of patients were males. The distribution of histologic type was squamous cell carcinoma 51.8%, adenocarcinoma 43.1%, and undifferentiated large cell carcinoma 5.1%. Most patients (73%) presented significant weight loss and a Karnofsky index of 80%. Clinical staging was IA 3.8%, IB 9.2%, IIA 1.4%, IIB 8.1%, IIIA 20.9%, IIIB 22.4%, IV 30.9%. Complete tumor resection was performed in 24.6% of all patients. Surgical stage distribution was IA 25.3%, IB 1.4%, IIB 17.1%, IIIA 16.1%, IIIB 20.3%, IV 11.5%. Chemotherapy and radiotherapy were considered therapeutic options in 43% and 72%, respectively. The overall 5-year survival rate of nonsmall cell lung cancer patients in our study was 28%. Median survival was 18.9 months. CONCLUSIONS: Patients with NSCLC who were admitted to our institution presented with histopathologic and clinical characteristics that were similar to previously published series in cancer hospitals. The best prognosis was associated with complete tumor resection with lymph node dissection, which is only achievable in earlier clinical stages.

Clear cell adenocarcinoma of the cervix in a young woman: a diagnostic challenge

Clear cell adenocarcinoma of the cervix is a rare tumor, classically related with in utero diethylstilbestrol (DES) exposure. The authors report a rare case of clear cell adenocarcinoma of the cervix in a 21-yearold woman who had no history of in utero DES exposure, presenting with intermittent vaginal bleeding. It stresses the relevance to always clarify the etiology of abnormal genital bleeding and consider the possibility of cervicovaginal tumors.

Exploring the role of O-Mannosylation in the modulation of E-Cadherin function in Gastric Cancer cell line models

Dissertação de mestrado em Bioquímica Aplicada – Biomedicina

Evaluating biomaterial-and microfluidic-based 3D tumor models

Cancer is a major cause of morbidity and mortality worldwide, with a disease burden estimated to increase in the coming decades. Disease heterogeneity and limited information on cancer biology and disease mechanisms are aspects that 2D cell cultures fail to address. We review the current "state-of-the-art" in 3D Tissue Engineering (TE) models developed for and used in cancer research. Scaffold-based TE models and microfluidics, are assessed for their potential to fill the gap between 2D models and clinical application. Recent advances in combining the principles of 3D TE models and microfluidics are discussed, with a special focus on biomaterials and the most promising chip-based 3D models.

Rol de las metaloproteasas y caspasas en la conducta biológica del carcinoma basocelular. Role of the metalloproteinases and caspasa Biology in the conduct of basal cell carcinoma.

El carcinoma basocelular (CBC) representa el tumor maligno más frecuente de la piel en personas de raza blanca. Incide en mayores de 50 años de edad e infiltra los tejidos, pero rara vez ocasiona metástasis. En trabajos anteriores, observamos imágenes de cuerpos apoptóticos con MOAR (microscopía óptica de alta resolución), en pieles portadoras de CBC. Todas las células eucariotas poseen una maquinaria enzimática que interviene en la apoptosis. Estas enzimas son las proteincinasas pertenecientes a la familia de las caspasas. Se sintetizan como procaspasas, las cuales una vez activadas, actúan sobre otra caspasa en una reacción secuencial en cadena. Se reconoce que la apoptosis juega un rol importante en el balance y mantenimiento de los tejidos. Hipótesis: -Investigar si la expresión de metaloproteasas y caspasas en las células del CBC promueven y contribuyen a la progresión y extensión tumoral. Objetivos:-Profundizar el conocimiento de la conducta biológica del CBC, en referencia a la relación de los patrones de crecimiento macro y microscópicos del tumor, enfatizando en la expresión de metaloproteasas (colagenasa-3 y streptomelisina), CD-31, Ki-67, oncoproteína bcl-2 y caspasas, mediante la implementación de técnicas de inmunohistoquímica. -Analizar a nivel morfológico la presencia de cuerpos apoptóticos por medio de MOAR y determinar si influyen en la conducta biológica del tumor. Materiales y Métodos: Se realizará un estudio retrospectivo y prospectivo de pacientes asistidos en el Servicio de Dermatología del Hospital Nacional de Clínicas, desde el año 2000. Se utilizarán tomas incisionales de piel, que se fijarán en formol neutro al 10 por ciento y luego serán procesadas e incluidas en parafina y coloreadas con H-E (hematoxilina-eosina). Especimenes seleccionados, se utilizarán para técnicas de MOAR e inmunocitoquímica. El material para MOAR, se fijará en Karnovsky enfriado a pH 7,2 y se incluirá en resinas epóxicas, seccionados con un ultramicrótomo Porter BluMT1 (1micra) y coloreados con P.A.S. azul de toluidina, fuscina básica y metenamina-plata. La aplicación de las técnicas inmunohistoquímicas, se utilizaran sobre cortes desparafinados con xilol, que permitirán investigar en forma retrospectiva y prospectiva la matriz extracelular (MEC) y los elementos neoplásicos. Los anticuerpos monoclonales a utilizar serán: Colageno tipo IV clone CIV 22 M0785 monoclonal antibody (DAKO), CD44 clone E29 M0613 monoclonal antibody (DAKO), Oncoproteina bcl-2 clone 124 M0887 monoclonal antibody (DAKO), CD31: clone 35 BH11 MO631 monoclonal antibody (DAKO) K-167 clone PC10 M0879 monoclonal antibody.(DAKO) bclx y Caspasa 8. Metodología Estadística Los resultados serán evaluados mediante: a) Varianza Anova; para datos con distribución gausiana como media, SD. b) Krusal Walles; para rasgos de distribución no gausiana. c) Chi2 para determinar la diferencia significativa para proporciones. Resultados esperados: Del análisis histomorfológico cualitativo y cuantitativo de biopsias de piel con CBC, aportar determinaciones que clarifiquen la conducta biológica de este tumor.- Importancia del Proyecto: El CBC es una entidad que está aumentando su incidencia en forma exponencial, debido sobre todo a pautas sociales. No sólo ocasiona trastornos en los pacientes, sino que también, representa gastos en el sistema de salud. Asimismo, significa un desafío para la investigación. Esto permite explorar aspectos de la biología molecular, a partir de una entidad que posee características únicas.

Estudio de la muerte celular por Apoptosis en el ovario de Columba maculosa y Columbina picui (Aves:Columbidae) durante el Ciclo Reproductivo Anual. Study of cell death by apoptosis in the ovary of Columba maculosa and Columbina picui (Aves: Columbidae) during the reproductive annual cycle.

En este trabajo se analizarán las características estructurales, cuantitativas y el proceso de muerte celular por apoptosis en el ovario de C. maculosa y C.picui con el objetivo de aportar conocimientos básicos a la biología reproductiva de estas aves. Cincuenta hembras adultas de cada especie se capturarán en el Dpto. Río Primero (Pcia. de Cba), R. Argentina, durante el ciclo reproductivo 2011-2012. Las muestras de ovarios se fijaran en Formalina Neutra pH 7.0, procesarán con la técnica de inclusión en parafina y colorearan con Hematoxilina /Eosina y Reacción Nuclear de Feulgen. Cinco muestras serán utilizadas para la determinación de muerte celular por apoptosis con la técnica de TUNEL. Se estudiarán las características morfohistológicas del ovario de C.maculosa y C. picui e identificarán, categorizarán y cuantificarán los folículos atrésicos no bursting (folículos atrésicos previtelogénicos y vcitelogénicos pequeños que conservan la integridad de la pared folicular) y bursting (folículos vitelogénicos mayores de 2 mm que liberar el contenido folicular por ruptura de la pared folicular) durante el ciclo reproductivo anual. Mediante la marcación de ADN fragmentado, se revelará la muerte celular por apoptosis en las células granulosas de los folículos atrésicos. Se compararán las semejanzas y diferencias estructurales y cuantitativas y el proceso de muerte celular en los folículos regresivos entre las dos especies. Los resultados de este trabajo representarán un importante aporte al conocimiento de la atresia folicular como así también a la muerte celular, un proceso estrechamente asociado a la misma, aún poco estudiado en el ovario de las aves. In this work we analyse the structural, quantitative and the process of the cell death by apoptosis in the ovary of Columba maculosa and Columbina picui in order of providing basic knowledge of reproductive biology of these birds. Fifty adult female of each species will be caught in the Río Primero (Pcia. Cba) R.Argentina, during 2011 - 2012. The ovarian samples will be fixed en neutral buffered Formalin (pH 7.0), processed with the technique of inclusion in paraffin and stained with Haematoxylin - Eosin, and nuclear Reaction of Feulgen. Five samples will be used to reveal cell death by apoptosis with the technique of TUNEL. Will be studied the morphohistological characteristics of ovary of both species, and identify, categorize and quantify the atretic follicles over the cycle, the non-bursting (pre-vitellogenic follicles and vitellogenic small < 2 mm, involution an without follicular rupture) and bursting (vitellogenic follicle > 2 mm in the which the yolk falls into the peritoneum due to rupture of with out put of the wall follicular). Will be revealed DNA fragmentation in the granulosa cells of the atretic follicles. Will compared the similaritues and differences in structure and quantitative and the cell death process by apoptosis in the regresive follicles, between the two species. The results of this study represent an important contribution to the knowledge of follicular atresia as well cell death a process closely associated with it and still poorly studied in the ovary of birds.

Interacciones inmuno-endócrinas: participación de tlr-4 y citoquinas pro-inflamatorias en la regulación de la proliferación de células lactotropas. Immuno-endocrine interactions: Contribution of tlr-4 and pro-inflammatory cytokines in the regulation of lactotroph cell proliferation.

El presente proyecto tiene como objetivo estudiar, a nivel celular y molecular, los mecanismos inmuno-endócrinos que participan en la proliferación de células lactotropas normales y tumorales frente a procesos inflamatorios inducidos experimentalmente. Una particular atención se pondrá al evaluar la contribución de IL-6 como citoquina intrahipofisaria durante el desarrollo tumoral y su rol como señal paracrina/autocrina en la senescencia hipofisaria. Debido a que agentes inflamatorios y anti-inflamatorios pueden inducir alteraciones en el crecimiento y la función hipofisaria, no se descartaría que, en el curso de una inflamación, como la inducida por el lipopolisacárido bacteriano LPS, puedan ocurrir modificaciones en el índice proliferativo de las células lactotropas y/o en la secreción de su producto hormonal, la prolactina. Dado el auge en las investigaciones referidas al campo de la modulación inmuno-endócrina, es que planteamos investigar la participación de TLR4, componente crucial del complejo proteico que inicia la señal LPS, en hipófisis normales y tumorales inducidas por estrógeno así como también en la línea celular somatolactotrópica GH3B6. Dentro de las vías de transducción de señales involucradas se determinará la participación de MAPK-ERK1/2 y de PI3K asi como la contribución de NF-kB en la regulación del crecimiento celular inducido por IL-6/LPS mediante el uso de inhibidores específicos. La microscopía electrónica y confocal, resultarán de fundamental importancia para valorar los procesos de translocación nuclear de NF-kB como así también para definir la localización ultraestructural de los mediadores mencionados. Además, se valorará el mecanismo de senescencia celular hipofisaria mediante parámetros morfológicos, bioquímicos y ultraestructurales durante el desarrollo de prolactinomas inducidos experimentalmente. Finalmente dilucidar las posibles vías de transducción de señales que se desencadenan frente a estímulos inflamatorios/proliferativos podría explicar algunos aspectos moleculares sobre la función de control del ciclo celular y las limitaciones de crecimiento en adenomas hipofisarios que subyacen en la falta de progresión de estos tumores a la malignidad. The aim of the present project is to study the immuno-endocrine mechanisms involved in the proliferation of normal and tumoral lactotrophs experimentally induced by inflammatory factors. Also, the contribution of IL-6 as a paracrine / autocrine signal in the pituitary senescence will be assessed along tumor development induced by estrogen treatment. Considering that both, inflammatory and anti-inflammatory agents can modify the pituitary function, it is possible that in the course of inflammation, as induced by bacterial lipopolysaccharide LPS, some alteration may occur in the proliferative index of lactotrophs and / or in the PRL secretion. Our main objective is to investigate the cellular and molecular mechanisms involved by the activation of TLR4, a crucial component of the protein complex initiated by LPS, in normal and pathological pituitaries induced by estrogen as well as in the GH3B6 cell line. The participation of MAPK-ERK1 / 2 and PI3K signaling pathway and the contribution of NF-kB in the proliferative responses triggered by IL-6/LPS will be analyzed by using specific inhibitors. Confocal microscopy analysis is essential to assess the process of nuclear translocation of NF-kB as well as the use of electron microscopy to define the ultrastructural localization of the above mentioned mediators. In addition, the mechanisms of pituitary cell senescence will be evaluated through morphological, biochemical and ultrastructural approaches during the development of experimental prolactinomas. Finally, the elucidation of possible signal transduction pathways which are triggered by inflammatory / proliferative stimuli, would explain some molecular aspects of cell cycle control and limitations in pituitary tumor growth that underlie the lack of progress in these pituitary tumors to malignancy.