Malnutrition Predicts Clinical Outcome in Patients with Neuroendocrine Neoplasias.

Malnutrition is a common problem in oncologic diseases influencing treatment outcomes, treatment complications, quality of life and survival. The potential role of malnutrition has not yet systematically been studied in neuroendocrine neoplasms (NEN), which due to growing prevalence and additional therapeutic options provide an increasing clinical challenge for diagnosis and management. The aim of this cross-sectional observational study, which included a long-term follow-up, was therefore to define the prevalence of malnutrition in 203 patients with NEN using various methodological approaches and to analyze the short- and long-term outcome of malnourished patients. A detailed subgroup analysis was also performed to define risk factors for poorer outcome. By applying malnutrition screening scores 21-25% of NEN-patients were at risk of or demonstrated manifest malnutrition. This was confirmed by anthropometric measurements, determination of serum surrogate parameters such as albumin and bioelectrical impedance analysis particularly phase angle α. Length of hospital stay (LoS) was significantly longer in malnourished NEN-patients while long-term overall survival was highly significantly reduced. Patients with high-grade (G3) neuroendocrine carcinomas, progressive disease and undergoing chemotherapy were at particular risk for malnutrition associated with a poorer outcome. Multivariate analysis confirmed the important and highly significant role of malnutrition as an independent prognostic factor for NEN besides proliferative capacity (G3-NEC). Malnutrition is therefore an underrecognized problem in NEN-patients, which should systematically be diagnosed by widely available standard methods such Nutritional Risk Screening (NRS) score, serum albumin levels and bioelectrical impedance analysis (BIA) and treated to improve both short- and long-term outcomes.

Neoplasias urinarias y transplante

Se presentan 3 casos de pacientes transplantados en nuestra Institución, dos cardíacos y uno renal que desarrollaron posteriormente tumores urológicos en próstata, riñón y testículo. Se analizan el mecanismo de producción y consideraciones sobre los mismos.

Rol del gen supresor de tumores SMARCB1/INI1 en el desarrollo de neoplasias pediátricas.

Fil: Ramirez, Jésica. Universidad Nacional de Cuyo. Facultad de Ciencias Médicas. Instituto de Genética.

Expressão dos genes da via mTORC1 e seu envolvimento nas Neoplasias Mieloproliferativas

As Neoplasias Mieloproliferativas (NMPs) se caracterizam por apresentarem acúmulo de eritrócitos, leucócitos e plaquetas morfologicamente normais e seus precursores. Nos últimos anos vários estudos buscaram conhecer os mecanismos celulares e moleculares envolvidos na fisiopatologia e evolução dessas desordens, com o intuito de encontrar marcadores de diagnóstico, prognóstico e terapias eficazes. A mutação pontual no gene que codifica a enzima Janus Kinase 2 (JAK2 V617F), presente em aproximadamente 90% dos pacientes com PV e em 50% dos pacientes com TE e MF, foi o principal achado genético anormal associado a essas doenças. Essa mutação resulta na ativação constitutiva da enzima JAK2 e na desregulação da proliferação celular e resistência à apoptose. Nosso grupo de pesquisa descreveu em PV, TE e MF a expressão alterada de genes reguladores da apoptose e dados da literatura indicam que a desregulação do ciclo celular contribui para a fisiopatologia das NMPs. Nesse projeto o intuito foi investigar a associação da via de sinalização m-TOR com as alterações do ciclo celular e via JAK/STAT nas NMPs. A via de sinalização m-TOR participa dos processos celulares de sobrevivência e proliferação. A estratégia experimental foi avaliar a expressão de genes e proteínas, reguladores da via m-TOR, em leucócitos de pacientes com NPMC e linhagens celulares JAK2+ tratadas com inibidores de JAK2 e AKT. Para determinar a relação da via m-TOR nas NMPs foi escolhido o gene eIF4E, alterado nessas doenças, para observar sua modulação diante da inibição farmacológica nas linhagens celulares JAK2 positivas. Os resultados desse estudo contribuem para a descrição de novos alvos terapêuticos dependentes e indepentendes da atividade quinase JAK2 e para o melhor conhecimento da participação da via de sinalização m-TOR na fisiopatologia das NMPs.

Expressão gênica de metaloproteinases e de seus reguladores em neoplasias mieloproliferativas: associação com biomarcadores de angiogênese e status mutacional

As neoplasias mieloproliferativas (NMPs) BCR-ABL1 negativas compreendem a mielofibrose primária (PMF), trombocitemia essencial (TE) e a policitemia vera (PV). A patogênese e progressão dessas NMPs não estão completamente elucidadas. As metaloproteinases de matriz (MMPs) degradam a matriz extracelular, ativando citocinas e fatores de crescimento que, por sua vez, participam da tumorigênese e angiogênese. O objetivo deste estudo foi avaliar a relação da expressão gênica das MMPs, TIMPs, HIF1-α e SPARC com os marcadores angiogênicos bFGF e VEGFA em pacientes com MF e TE, considerando o status mutacional; bem como avaliar a regulação desses genes em camundongos submetidos à hipóxia, e em modelos HIF1-α(-/-) e VHL(-/-). Foram incluídos 21 pacientes com MF, 21 com MF pós-TE, 6 com MF pós-PV, 23 com TE e 78 indivíduos controle. As análises realizadas foram: dosagem sérica e expressão de RNAm de MMP2, MMP9, TIMP1, TIMP2 e SPARC, hemograma, determinação da proteína C reativa ultrassensível, determinação das concentrações de VEGFA e bFGF e avaliação das mutações nos genes JAK2, cMPL e CALR. A avaliação da densidade microvascular da medula óssea foi feita em 30 dos pacientes incluídos. Os pacientes com MFP, MFPTE e TE apresentaram maior expressão de MMP2, SPARC, TIMP1, TIMP2 e bFGF quando comparados aos seus controles (P<0,05), enquanto MMP9 foi mais expressa nos pacientes com MFPTE e TE (P= 0,011 e P=0,047, respectivamente). Os pacientes com TE apresentaram maior expressão de HIF1-α e VEGFA em relação ao grupo controle (P<0,05). Pacientes com MF JAK2V617F positivos apresentaram maiores concentrações de MMP9, TIMP2, bFGF e VEGFA quando comparados aos pacientes portadores de mutações na CALR (P<0,05). Os pacientes com TE JAK2V617F positivos apresentaram maiores concentrações de MMP2 e TIMP2 (P=0,049 e P=0,020, respectivamente). As concentrações das proteínas estudadas não apresentaram correlação com a carga alélica de JAK2V617F e nem com a densidade microvascular da medula óssea. Células de medula óssea de camundongos submetidos à hipóxia apresentaram maior expressão de MMP2 e TIMP1 comparados aos camundongos em normóxia. Camundongos VHL(-/-) apresentaram aumento na expressão dos genes MMP2, MMP9, TIMP1, TIMP2 e VEGFA. Diferentemente, embriões HIF1-α(-/-) não foram considerados um bom modelo para este estudo devido ao envolvimento das MMPs na embriogênese/organogênese. Frente aos resultados encontrados, pode-se sugerir que a maior expressão de MMP2, SPARC e de bFGF estão associadas às NMPs. A mutação JAK2V617F foi associada a maiores concentrações de MMPs, TIMP2 VEGFA e bFGF. HIF1-α foi mais expresso na PV e na TE, sugerindo uma possível regulação da expressão das MMPs e TIMPs nessas doenças.

Avaliação da composição corporal e do estado nutricional em doentes com neoplasias gastrointestinais : bioimpedância elétrica e tomografia axial computorizada, que correlação?

Tese de mestrado, Nutrição Clínica, Faculdade de Medicina, Universidade de Lisboa, 2015

Análise da imunoexpressão de OCT4 e CD44 em neoplasias de glândulas salivares menores e maiores

Salivary gland neoplasms exhibit a wide variety of biological behavior and a high morphological diversity raises the interest in researching these lesions. The stem cells are the main source for the generation and maintenance of cell diversity, disorders in the regulation of these cells can lead to the production of altered stem cells, termed cancer stem cells capable of generate the tumor. Researches on cancer stem cells and associated proteins have been developed in some oral cancers; however, their role in salivary gland neoplasms is not well established. Thus, the aim of this study was to identify the tumor parenchyma cells exhibiting stem cell characteristics, by evaluating the immunoreactivity of OCT4 and CD44, in a number of cases of salivary gland neoplasms. The sample consisted of 20 pleomorphic adenomas, 20 mucoepidermoid carcinomas and 20 adenoid cystic carcinoma located in minor and major salivary glands. The expression of OCT4 and CD44 was evaluated by the percentage of positive cells (PP) and the intensity of expression (IE), it is realized the sum of the scores, resulting in the total score immunostaining (PIT) ranging 0-7. All studied cases showed positive expression of OCT4 and CD44 and higher values than the control groups. It was observed that for OCT4 luminal cells and non-luminal were immunostained in the case of pleomorphic adenomas and adenoid cystic carcinoma. Already the immunoreactivity of CD44 was particularly evident in the non-luminal cells of these lesions. In mucoepidermoid carcinomas for both markers, there was immunoreactivity in squamous and intermediate cells and absence of staining mucous cells. For both markers, a statistically significant higher immunostaining was verified in neoplasms located in the major salivary glands compared with lesions in the minor salivary (p<0.001). At the total sample and in the group of minor salivary glands, malignant neoplasms exhibited higher immunoreactivity for OCT4 than pleomorphic adenoma. However, there was no statistically significant difference between the lesions and between their classifications histomorphologic. Analyzing the correlation between OCT4 and CD44 immunoexpressions, a statistically significant moderate positive correlation (r = 0.444) was observed. The high expression of OCT4 and CD44 may indicate that these proteins play an important role in identifying cancer stem cells, allowing a prediction of biological behavior of salivary gland neoplasms.

Avaliação do papel dos polimorfismos em enzimas metabolizadoras e enzimas transportadoras de fármacos em neoplasias hematológicas

O cancro é um dos maiores causadores globais de mortalidade e morbilidade, ocorrendo cerca de 14 milhões de novos casos por ano e 8,2 milhões de mortes anuais com esta patologia, números que tendem a aumentar 70% nas próximas duas décadas. A característica tumoral mais nefasta é a sua capacidade de metastização para outros órgãos, um mecanismo que pode ser despoletado pela falha dos mecanismos normais de controlo de crescimento, proliferação e reparação celulares, que facilita o processo de transformação de células normais em células cancerígenas. A oncogénese processa-se em três etapas, a iniciação, a promoção e a progressão e pode ter origem em células estaminais cancerígenas, que regulam as capacidades de propagação e recidiva do tumor. As neoplasias hematológicas resultam de alterações genéticas e /ou epigenéticas que conduzem à desregulação da proliferação, ao bloqueio da diferenciação e/ou à resitência à apoptose. Para além dos fatores de risco exógenos, como agentes carcinogénicos físicos, químicos e biológicos, existem também fatores endógenos, incluindo características genéticas, que podem alterar a predisposição para o aparecimento de neoplasias, bem como influenciar a resposta à terapêutica. Uma das terapêuticas aplicadas no tratamento do cancro é a quimioterapia. Os fármacos administrados a doentes oncológicos seguem normalmente o percurso de absorção, distribuição, metabolização e eliminação. Este curso pode sofrer alterações caso as proteínas transportadoras e metabolizadoras necessárias não atuem corretamente. Para um melhor conhecimento da influência das alterações provocadas por variações nos genes que codificam proteínas transportadoras de efluxo (MDR1, MRP1), proteínas de influxo (OCTN2) e proteínas metabolizadoras (UCK2), o objetivo deste trabalho consistiu na avaliação de polimorfismos nos genes MDR1, MRP1, OCTN2 e UCK2 e da sua relação com a predisposição para o desenvolvimento de neoplasias hematológicas. Para isto, foram utilizadas amostras de 307 doentes com neoplasias hematológicas, 83 de Síndrome Mielodisplásica (SMD), 63 Leucemia Mieloide Aguda (LMA), 16 de Síndrome Mielodisplásica/Neoplasias Mieloproliferativas (SMD/NMP), 77 de Mieloma Múltiplo (MM) e 68 de Gamapatia Monoclonal de Significado Indeterminado (MGUS) e 164 de controlos não neoplásicos e/ou indivíduos saudáveis. As amostras de ADN foram extraídas do sangue periférico com protocolo adequado. De forma a determinar os genótipos correspondentes a cada amostra, realizaram-se técnicas de RFLP-PCR e ARMS-PCR. Posteriormente, calcularam-se estatisticamente as frequências alélicas e genotípicas relativas às variantes polimórficas dos genes MDR1, MRP1, OCTN2 e UCK2 e verificou-se se estavam em Equilíbrio de Hardy-Weinberg. De seguida, avaliou-se a força de associação entre as formas polimórficas e o risco de desenvolvimento de neoplasias hematológicas, através do cálculo do risco relativo por análise de regressão logística. Avaliaram-se ainda os perfis genéticos e a possível relação com o desenvolvimento e progressão da neoplasia com recurso a regressão logística e análise de Kaplan-Meier. De um modo geral as frequências alélicas e genotípicas não se revelaram alteradas comparativamente ao esperado. A análise do odds ratio associado ao polimorfismo rs1045642 do gene MDR1 revelou que o genótipo CT pode constituir um fator de risco aumentado de 1,84x para o desenvolvimento de Gamapatias Monoclonais e 2,27x para o desenvolvimento de Mieloma Múltiplo. Por outro lado, a presença de genótipos portadores do alelo T têm um efeito protetor no desenvolvimento de MM (OR=0,41). O cálculo do risco associado ao polimorfismo rs4148330 do gene MRP1 revela que o genótipo AG é um fator protetor (OR=0,50) para o desenvolvimento de LMA, assim como o alelo G (OR=0,50). Além disso, verificámos que existe uma associação de risco de desenvolver neoplasia com o polimorfismo rs2185268 do gene UCK2. De facto, a presença dos genótipos CC e AC representam um fator de risco 4,59x aumentado para o desenvolvimento de SMD/NMP. O polimorfismo rs274561 do gene OCTN2 não apresenta relação com o risco relativo de desenvolvimento neoplásico. Da avaliação da influência dos polimorfismos em estudo na sobrevivência global dos doentes, podemos assumir que a presença do genótipo GG relativo ao polimorfismo rs2185268 do gene UCK2 representa uma diminuição da sobrevivência em 11 meses. Os resultados obtidos a partir do nosso estudo permitem-nos concluir que os polimorfismos podem ser fatores relevantes na predisposição para o desenvolvimento de neoplasias hematológicas e na progressão destas doenças.

Estudio epidemiológico retrospectivo de neoplasias diagnosticadas por histopatología en caninos en una clínica veterinaria de Bogotá D. C.

Tesis (Médico Veterinario). -- Universidad de La Salle. Facultad de Ciencias Agropecuarias. Programa de Medicina Veterinaria, 2014

Análisis retrospectivo sobre la presentación de neoplasias en la glándula mamaria en caninos en la clínica de pequeños animales de La Universidad de La Salle en la ciudad de Bogotá

Tesis (Médico Veterinario). -- Universidad de La Salle. Facultad de Ciencias Agropecuarias. Programa de Medicina Veterinaria, 2014

Neoplasias y seudoneoplasias en el hurón (Mustela putorius furo)

El hurón (Mustela putorius furo) se ha convertido en una mascota exótica muy popular. Las enfermedades neoplásicas de los hurones son una sección relevante en la patología quirúrgica veterinaria. En este trabajo se presentan la descripción morfológica y el diagnóstico de 9 neoplasias y otras 3 pseudoneoplasias. Los diagnósticos corresponden a biopsias recibidas en un laboratorio particular de patología veterinaria en Monterrey, N.L., durante el período enero 2010 a diciembre 2014. Los diagnósticos incluyen: tumor de células cebadas (2/12), linfoma (2/12), mesotelioma en peritoneo (1/12), epitelioma sebáceo (1/12), leiomiosarcoma (1/12), cordoma (1/12), carcinoma cortical adrenal (1/12). En algunos casos cuando así lo ameritaba se realizaron tinciones especiales e inmunohistoquímica. Las lesiones pseudoneoplásicas resultaron ser linfadenitis (1/12) esplenomegalia (1/12) y quiste de glándulas apócrinas (1/12). En un hurón se demostró la concomitancia de dos lesiones, quiste de glándulas apócrinas y mastocitoma. En este estudio se reconoció un cordoma y un carcinoma cortical de adrenal, neoplasias raras en animales pero frecuentes en el hurón. Sin embargo, no se identificó el insulinoma, también referido frecuentemente en hurones. Esto puede deberse al escaso número de muestras. La presentación espontánea de neoplasias en el hurón constituye un área de enorme interés en patología quirúrgica veterinaria y también en patología comparada.

GATA Transcription Factors in Tissue Homeostasis and Pathology of the Gastrointestinal Tract and Liver

Mammalian gastrointestinal tract and liver are self-renewing organs that are able to sustain themselves due to stem cells present in their tissues. In constant, inflammation-related epithelial damage, vigorous activation of stem cells may lead to their uncontrolled proliferation, and further, to cancer. GATA-4, GATA-5, and GATA-6 regulate cell proliferation and differentiation in many mammalian organs. Lack of GATA-4 or GATA-6 leads to defective endodermal development and cell differentiation. GATA-4 and GATA-5 are considered the ones with tumor suppressive functions, whereas GATA-6 is more related to tumor promotion. In the digestive system their roles in inflammation and tumor-related molecular pathways remain unclear. In this study, we examined the GATA-related molecular pathways involved in normal tissue organization and renewal and in inflammation-related epithelial repair in the gastrointestinal tract and liver. The overall purpose of this study was to elucidate the relation of GATA factors to gastrointestinal and hepatic disease pathology and to evaluate their possible clinical significance in tumor biology. The results indicated distinct expression patterns for GATA-4, GATA-5, and GATA-6 in the human and murine gastrointestinal tract and liver, and their involvement in the regulation of intestine-specific genes. GATA-5 was confined to the intestines of suckling mice, suggesting an association with postnatal enzymatic changes. GATA-4 was upregulated in bowel inflammation concomitantly with TGF-β signaling. In gastrointestinal tumors, GATA-4 was restricted to benign neoplasias of the stomach, while GATA-6 was detected especially at the invasive edges of malignant tumors throughout the gut. In the liver, GATA-4 was upregulated in pediatric tumors along with erythropoietin (Epo), which was detected also in the sera of tumor patients. Furthermore, GATA-4 was enhanced in areas of vigorous hepatic regeneration in patients with tyrosinemia type I. These results suggest a central role for GATA-4 in pediatric tumor biology of the liver. To conclude, GATA-4, GATA-5, and GATA-6 are associated with normal gastrointestinal and hepatic development and regeneration. The appearance of GATA-4 along with TGF-β-signaling in the inflammatory bowel suggests a protective role in the response to inflammation-related epithelial destruction. However, in extremely malignant pediatric liver tumors, GATA-4 function is unlikely to be tumor-suppressing, probably due to the nature of the very primitive multipotent tumor cells. GATA-4, along with its possible downstream factor Epo, could be utilized as novel hepatic tumor markers to supplement the present diagnostics. They could also serve a function in future biological therapies for aggressive pediatric tumors.

Tumour markers as prognostic factors of survival of gastric cancer patients

The incidence of gastric cancer in the last decades has declined rapidly in the industrialised countries. Worldwide, however, gastric cancer is still the second most common cause of cancer death. Although surgery is currently the most effective treatment, the rapid progress in adjuvant chemotherapy and radiation therapy requires a re-evaluation of prognosis assessment. The TNM staging system of the UICC is ubiquitously used; it groups patients by decreasing survival times from stage I to stage IV based on the spread of disease, i.e. depth of tumour penetration (T), extent of spread to lymph nodes (N), and the presence or absence of distant (M) metastases. This is by far the most consistent prognostic classification system today. However, even within the stage groups there are patients that follow a varying course of disease. Our knowledge of the molecular differences between tumours of the same stage and morphology has been accumulating over the years and methods for a more accurate assessment of the phenotype of neoplasias are of value when evaluating the prognosis of individual patients with gastric cancer. In this study, the immunohistochemical expression of tumour markers involved in different phases in tumourigenesis was examined. The aim was to find new markers which could provide prognostic information in addition to what is provided by the TNM variables. A total of 337 specimens from the primary tumour of patients who underwent surgery for gastric cancer were collected and the immunohistochemical expression of seven different biomarkers was analysed. DNA ploidy and S-phase fraction (SPF) was assessed by flow cytometry. Finally, all biomarkers and clinicopathological prognostic factors were combined and evaluated by a multivariate Cox regression model to elucidate which specific factors provide independent prognostic information. By univariate survival analysis the following variables were significant prognostic factors: epithelial and stromal syndecan-1 expression, stromal tenascin-C expression, expression of tumour-associated trypsin inhibitor (TATI) in cancer cells, nuclear p53 expression, nuclear p21 expression, DNA ploidy, and SPF. By multivariate survival analysis adjusted for all available clinicopathological and biomolecular variables, p53 expression, p21 expression, and DNA ploidy emerged as independent prognostic biomarkers, together with penetration depth of the tumour, presence of nodal metastases, surgical cure of the cancer, and age of the patient at the time of diagnosis.

Genomic alterations in Myeloproliferative Neoplasms and Myelodysplastic Syndromes

Myeloproliferative neoplasms (MPN) and myelodysplastic syndromes (MDS) are a heterogeneous group of clonal hematopoietic disorders whose etiology and molecular pathogenesis are poorly understood. During the past decade, enormous developments in microarray technology and bioinformatics methods have made it possible to mine novel molecular alterations in a large number of malignancies, including MPN and MDS, which has facilitated the detection of new prognostic, predictive and therapeutic biomarkers for disease stratification. By applying novel microarray techniques, we profiled copy number alterations and microRNA (miRNA) expression changes in bone marrow aspirate and blood samples. In addition, we set up and validated an miRNA expression test for bone marrow core biopsies in order to utilize the large archive material available in many laboratories. We also tested JAK2 mutation status and compare it with the in vitro growth pattern of hematologic progenitors cells. In the study focusing on 100 MPN cases, we detected a Janus kinase 2 (JAK2) mutation in 71 cases. We observed spontaneous erythroid colony growth in all mutation-positive cases in addition to nine mutation negative cases. Interestingly, seven JAK2V167F negative ET cases showed spontaneous megakaryocyte colony formation, one case of which also harbored a myeloproliferative leukemia virus oncogene (MPL) mutation. We studied copy number alterations in 35 MPN and 37 MDS cases by using oligonucleotide-based array comparative hybridization (array CGH). Only one essential thrombocythemia (ET) case presented copy number alterations in chromosomes 1q and 13q. In contrast, MDS cases were characterized by numerous novel cryptic chromosomal aberrations with the most common copy number losses at 5q21.3q33.1 and 7q22.1q33, while the most common copy number gain was trisomy 8. As for the study of the bone marrow core biopsy samples, we showed that even though these samples were embedded in paraffin and underwent decalcification, they were reliable sources of miRNA and suitable for array expression analysis. Further, when studying the miRNA expression profiles of the 19 MDS cases, we found that, compared to controls, two miRNAs (one human Epstein-Barr virus (miR-BART13) miRNA and one human (has-miR-671-5p) miRNA) were downregulated, whereas two other miRNAs (hsa-miR-720 and hsa-miR-21) were upregulated. However, we could find no correlation between copy number alterations and microRNA expression when integrating these two data. This thesis brings to light new information about genomic changes implicated in the development of MPN and MDS, and also underlines the power of applying genome-wide array screening techniques in neoplasias. Rapid advances in molecular techniques and the integration of different genomic data will enable the discovery of the biological contexts of many complex disorders, including myeloid neoplasias.

Identification of a biomarker panel for colorectal cancer diagnosis

Background: Malignancies arising in the large bowel cause the second largest number of deaths from cancer in the Western World. Despite progresses made during the last decades, colorectal cancer remains one of the most frequent and deadly neoplasias in the western countries. Methods: A genomic study of human colorectal cancer has been carried out on a total of 31 tumoral samples, corresponding to different stages of the disease, and 33 non-tumoral samples. The study was carried out by hybridisation of the tumour samples against a reference pool of non-tumoral samples using Agilent Human 1A 60- mer oligo microarrays. The results obtained were validated by qRT-PCR. In the subsequent bioinformatics analysis, gene networks by means of Bayesian classifiers, variable selection and bootstrap resampling were built. The consensus among all the induced models produced a hierarchy of dependences and, thus, of variables. Results: After an exhaustive process of pre-processing to ensure data quality–lost values imputation, probes quality, data smoothing and intraclass variability filtering–the final dataset comprised a total of 8, 104 probes. Next, a supervised classification approach and data analysis was carried out to obtain the most relevant genes. Two of them are directly involved in cancer progression and in particular in colorectal cancer. Finally, a supervised classifier was induced to classify new unseen samples. Conclusions: We have developed a tentative model for the diagnosis of colorectal cancer based on a biomarker panel. Our results indicate that the gene profile described herein can discriminate between non-cancerous and cancerous samples with 94.45% accuracy using different supervised classifiers (AUC values in the range of 0.997 and 0.955).