Estrategias estadístico-computacionales avanzadas para análisis de expresión de proteínas/genes en cáncer. Advanced statistical and computational strategies for protein/gene expression analysis in cancer.

El objetivo de este proyecto, enmarcado en el área de metodología de análisis en bioingeniería-biotecnología aplicadas al estudio del cancer, es el análisis y caracterización a través modelos estadísticos con efectos mixtos y técnicas de aprendizaje automático, de perfiles de expresión de proteínas y genes de las vías metabolicas asociadas a progresión tumoral. Dicho estudio se llevará a cabo mediante la utilización de tecnologías de alto rendimiento. Las mismas permiten evaluar miles de genes/proteínas en forma simultánea, generando así una gran cantidad de datos de expresión. Se hipotetiza que para un análisis e interpretación de la información subyacente, caracterizada por su abundancia y complejidad, podría realizarse mediante técnicas estadístico-computacionales eficientes en el contexto de modelos mixtos y técnias de aprendizaje automático. Para que el análisis sea efectivo es necesario contemplar los efectos ocasionados por los diferentes factores experimentales ajenos al fenómeno biológico bajo estudio. Estos efectos pueden enmascarar la información subycente y así perder informacion relavante en el contexto de progresión tumoral. La identificación de estos efectos permitirá obtener, eficientemente, los perfiles de expresión molecular que podrían permitir el desarrollo de métodos de diagnóstico basados en ellos. Con este trabajo se espera poner a disposición de investigadores de nuestro medio, herramientas y procedimientos de análisis que maximicen la eficiencia en el uso de los recursos asignados a la masiva captura de datos genómicos/proteómicos que permitan extraer información biológica relevante pertinente al análisis, clasificación o predicción de cáncer, el diseño de tratamientos y terapias específicos y el mejoramiento de los métodos de detección como así tambien aportar al entendimieto de la progresión tumoral mediante análisis computacional intensivo.

O polimorfismo VNTR no gene codificador do antagonista do receptor da interleucina-1 está associado com a doença arterial coronariana

FUNDAMENTO: A Doença Arterial Coronariana (DAC) é a aterosclerose das artérias coronárias que transportam o sangue para o coração. A aterosclerose é uma doença inflamatória. As variações gênicas das citocinas - como as associadas à família IL1 - fazem parte da patogênese da aterosclerose. OBJETIVO: O objetivo deste estudo foi determinar a relação entre os polimorfismos da família IL1 (VNTR do IL1RN, posições -511 e +3953 do IL1B) e a DAC na população turca. MÉTODOS: Um total de 427 indivíduos foram submetidos à angiografia coronariana e em seguida divididos da seguinte forma: 170 no grupo controle e 257 no grupo de pacientes com DAC. Os sujeitos com DAC foram divididos em dois subgrupos: 91 no grupo de Doença Coronariana em um único vaso (Single Vessel Disease - SVD) e 166 no grupo Doença Coronariana em múltiplos vasos (Multiple Vessel Disease - MVD). Os genótipos de IL1RN e IL1B (-511, +3953) foram determinados por reação em cadeia da polimerase (RCP), seguida de análise da digestão por enzima de restrição. RESULTADOS: Não foram observadas diferenças significantes nas distribuições de genótipos de IL1RN e IL1B (-511 e +3953) entre os sujeitos com DAC e os controles, ou entre sujeitos com MVD e controles. No entanto, observou-se uma relação significante no genótipo IL1RN 2/2 entre sujeitos portadores de SVD e controles (P= 0,016, x2: 10,289, OR: 2,94IC 95% 1,183 - 7,229). Tampouco foi observada diferença estatisticamente significante nas freqüências dos alelos de IL1RN e IL1B (-511 e +3953) entre os sujeitos com DAC e controles, os sujeitos com MVD e controles, ou ainda os sujeitos SVD e controles. CONCLUSÃO: Não foi observada nenhuma relação na freqüência alélica e nem na distribuição genotípica dos polimorfismos de IL1RN e IL1B entre sujeitos com DAC e grupos controle. No entanto, o genótipo IL1RN 2/2 pode representar um fator de risco para sujeitos com SVD na população turca.

Polimorfismo K121Q do gene ENPP1 e cardiopatia isquêmica em pacientes com diabete melito

FUNDAMENTO: O gene ecto-nucleotídeo pirofosfatase/fosfodiesterase 1 (ENPP1) é um gene candidato à resistência insulínica. A resistência à insulina é um componente importante da síndrome metabólica e tem sido implicada no desenvolvimento de doença cardíaca isquêmica (DCI). OBJETIVO: Avaliar a associação entre o polimorfismo K121Q do gene ENPP1 e a presença da DCI em pacientes caucasianos com diabete melito (DM) tipo 2. MÉTODOS: Estudo transversal foi realizado em pacientes com DM tipo 2 (n=573; 50,6% homens; idade 59,5±10,4 anos). DCI foi definida pela presença de angina ou infarto agudo do miocárdio pelo questionário cardiovascular da Organização Mundial da Saúde e/ou alterações compatíveis no ECG (código Minnesota) ou cintilografia miocárdica. O polimorfismo K121Q foi genotipado através da técnica de PCR e digestão enzimática. RESULTADOS: DCI esteve presente em 209 (36,5%) pacientes. A frequência dos genótipos KK, KQ e QQ entre os pacientes com DCI foi 60,8%, 34,4% e 4,8%, semelhante à distribuição dos genótipos entre os pacientes sem DCI (64,0%, 32,7% e 3,3%, P = 0,574). Não se observou diferença nas características clínicas ou laboratoriais entre os três genótipos, nem em relação à presença de síndrome metabólica. CONCLUSÃO: Nenhuma associação foi encontrada entre o polimorfismo K121A do gene ENPP1 e a presença de DCI ou características fenotípicas de resistência insulínica.

Efeitos da atorvastatina e do polimorfismo T-786C do gene eNOS sobre parâmetros do metabolismo lipídico plasmático

FUNDAMENTO: A atividade do óxido nítrico sintase endotelial (eNOS) pode ser modulada pelo colesterol da lipoproteína de alta densidade (HDL-C), estatinas ou polimorfismos, como o T-786C de eNOS. OBJETIVO: Este estudo teve como objetivo avaliar se o polimorfismo T-786C está associado a alterações nos efeitos da atorvastatina no perfil lipídico, nas concentrações de metabólitos de óxido nítrico (NO) e da proteína C reativa de alta sensibilidade (PCR-as). MÉTODOS: Trinta voluntários do sexo masculino, assintomáticos, com idade entre 18-56 anos foram genotipados e classificados de acordo com a ausência (TT, n = 15) ou presença (CC, n = 15) do polimorfismo. Eles foram selecionados aleatoriamente para a utilização de placebo e atorvastatina (10 mg/dia por 14 dias). Após cada tratamento foram medidos lípides, lipoproteínas, frações HDL2 e HDL3, atividade da proteína de transferência de colesteril éster (CETP), metabólitos de NO e PCR-as. RESULTADOS: As comparações entre genótipos após a administração de placebo mostraram aumento da atividade da CETP polimorfismo-dependente (TT, 12 ± 7; CC, 22 ± 12, p < 0,05). As análises da interação entre os tratamentos indicaram que a atorvastatina tem efeito sobre colesterol, LDL, nitrito e razões lípides/proteínas (HDL2 e HDL3) (p < 0,001) em ambos os genótipos. É interessante notar as interações genótipo/droga sobre a CETP (p < 0,07) e a lipoproteína (a) [Lp(a)] (p < 0,056), levando a uma diminuição limítrofe da CETP, embora sem afetar a Lp(a). A PRC-as não mostrou alterações. CONCLUSÃO: Os resultados sugerem que o tratamento com estatinas pode ser relevante para a prevenção primária da aterosclerose em pacientes com o polimorfismo T-786C do eNOS, considerando os efeitos no metabolismo lipídico.

O polimorfismo do gene AKL7 está associado ao risco de síndrome metabólica e à remodelação cardiovascular

FUNDAMENTO: Quinase Tipo Receptor de Ativina 7 (ALK7) é um tipo de receptor I para a superfamília TGF-β e recentemente apresentou ter uma função importante na manutenção de homeostase metabólica. OBJETIVO: Investigar a associação do polimorfismo do gene ALK7 à síndrome metabólica (SMet) e remodelação cardiovascular em pacientes com SMet. MÉTODOS: O polimorfismo de nucleotídeo único rs13010956 no gene ALK7 foi genotipado em 351 indivíduos chineses submetidos à ultrassonografia cardíaca e das carótidas. As associações do polimorfismo do gene ALK7 ao fenótipo e aos parâmetros da síndrome metabólica e características ultrassônicas cardiovasculares foram analisadas. RESULTADOS: O polimorfismo de rs13010956 no gene ALK7 foi considerado significativamente relacionado ao fenótipo de SMet em mulheres (p < 0,05) e significativamente associado à pressão sanguínea em populações totais (p < 0,05) e femininas (p < 0,01). Outras análises revelaram que rs13010956 estava associado à média da espessura íntima-média de artérias carótidas em mulheres (p < 0,05). Após o controle do índice de massa corporal, pressão arterial, glicemia em jejum e triglicérides, o rs13010956 também foi considerado significativamente associado ao índice de massa do ventrículo esquerdo em populações totais (p < 0,05) e femininas (p < 0,05). CONCLUSÃO: Nossos achados sugeriram que o polimorfismo de rs13010956 do gene ALK7 estava significativamente vinculado ao risco de SMet em mulheres e pode estar envolvido na remodelação cardiovascular em pacientes com SMet.

Analyse der Informationsverarbeitung in CHL1-defizienten Mäusen mittels metabolischer Markierung, Expressionsstudien der Immediate-Early-Gene c-fos und arg3.1/arc sowie verhaltensbiologischer Tests

Close homolog of L1, neural cell recognition molecules, c-fos, arg3.1, arc, immediat early genes, novelty, information processing, behavioral tests

Survival and Predictive Factors of Lethality in Hemodyalisis: D/I Polymorphism of The Angiotensin I-Converting Enzyme and of the Angiotensinogen M235T Genes

Background: End-stage kidney disease patients continue to have markedly increased cardiovascular disease morbidity and mortality. Analysis of genetic factors connected with the renin-angiotensin system that influences the survival of the patients with end-stage kidney disease supports the ongoing search for improved outcomes. Objective: To assess survival and its association with the polymorphism of renin-angiotensin system genes: angiotensin I-converting enzyme insertion/deletion and angiotensinogen M235T in patients undergoing hemodialysis. Methods: Our study was designed to examine the role of renin-angiotensin system genes. It was an observational study. We analyzed 473 chronic hemodialysis patients in four dialysis units in the state of Rio de Janeiro. Survival rates were calculated by the Kaplan-Meier method and the differences between the curves were evaluated by Tarone-Ware, Peto-Prentice, and log rank tests. We also used logistic regression analysis and the multinomial model. A p value ≤ 0.05 was considered to be statistically significant. The local medical ethics committee gave their approval to this study. Results: The mean age of patients was 45.8 years old. The overall survival rate was 48% at 11 years. The major causes of death were cardiovascular diseases (34%) and infections (15%). Logistic regression analysis found statistical significance for the following variables: age (p = 0.000038), TT angiotensinogen (p = 0.08261), and family income greater than five times the minimum wage (p = 0.03089), the latter being a protective factor. Conclusions: The survival of hemodialysis patients is likely to be influenced by the TT of the angiotensinogen M235T gene.

Effects of neural nitric oxide synthase gene inactivation on the neurodocrine stress response in mice

Neural nitric oxide synthase, neuroendocrine stress response, forced swimming, nNOS KO mice, hypothalamus, adrenal gland

APOE and LDLR Gene Polymorphisms and Dyslipidemia Tracking. Rio de Janeiro Study

Background:Studies show an association between changes in apolipoprotein E (ApoE) and LDLR receptor with the occurrence of dyslipidemia.Objectives:To investigate the association between polymorphisms of the APOE (ε2, ε3, ε4) and LDLR (A370T) genes with the persistence of abnormal serum lipid levels in young individuals followed up for 17 years in the Rio de Janeiro Study.Methods:The study included 56 individuals (35 males) who underwent three assessments at different ages: A1 (mean age 13.30 ± 1.53 years), A2 (22.09 ± 1.91 years) and A3 (31.23 ± 1.99 years). Clinical evaluation with measurement of blood pressure (BP) and body mass index (BMI) was conducted at all three assessments. Measurement of waist circumference (WC) and serum lipids, and analysis of genetic polymorphisms by PCR-RFLP were performed at A2 and A3. Based on dyslipidemia tracking, three groups were established: 0 (no abnormal lipid value at A2 and A3), 1 (up to one abnormal lipid value at A2 or A3) and 2 (one or more abnormal lipid values at A2 and A3).Results:Compared with groups 0 and 1, group 2 presented higher mean values of BP, BMI, WC, LDL-c and TG (p < 0.01) and lower mean values of HDL-c (p = 0.001). Across the assessments, all individuals with APOE genotypes ε2/ε4 and ε4/ε4 maintained at least one abnormal lipid variable, whereas those with genotype ε2/ε3 did not show abnormal values (χ2 = 16.848, p = 0.032). For the LDLR genotypes, there was no significant difference among the groups.Conclusions:APOE gene polymorphisms were associated with dyslipidemia in young individuals followed up longitudinally from childhood.

mRNA metabolism: nonsense mediated mRNA decay as a tool for gene therapy and the role of human DIS3L2 in transcript degradation

Tese de mestrado em Biologia Humana e Ambiente, apresentada à Universidade de Lisboa, através da Faculdade de Ciências, 2015

Insertion dans les soins après une première hospitalisation dans un secteur pour psychose [Linkage to care after first hospitalisation for psychosis]

BACKGROUND: First hospitalisation for a psychotic episode causes intense distress to patients and families, but offers an opportunity to make a diagnosis and start treatment. However, linkage to outpatient psychiatric care remains a notoriously difficult step for young psychotic patients, who frequently interrupt treatment after hospitalisation. Persistence of symptoms, and untreated psychosis may therefore remain a problem despite hospitalisation and proper diagnosis. With persisting psychotic symptoms, numerous complications may arise: breakdown in relationships, loss of family and social support, loss of employment or study interruption, denial of disease, depression, suicide, substance abuse and violence. Understanding mechanisms that might promote linkage to outpatient psychiatric care is therefore a critical issue, especially in early intervention in psychotic disorders. OBJECTIVE: To study which factors hinder or promote linkage of young psychotic patients to outpatient psychiatric care after a first hospitalisation, in the absence of a vertically integrated program for early psychosis. Method. File audit study of all patients aged 18 to 30 who were admitted for the first time to the psychiatric University Hospital of Lausanne in the year 2000. For statistical analysis, chi2 tests were used for categorical variables and t-test for dimensional variables; p<0.05 was considered as statistically significant. RESULTS: 230 patients aged 18 to 30 were admitted to the Lausanne University psychiatric hospital for the first time during the year 2000, 52 of them with a diagnosis of psychosis (23%). Patients with psychosis were mostly male (83%) when compared with non-psychosis patients (49%). Furthermore, they had (1) 10 days longer mean duration of stay (24 vs 14 days), (2) a higher rate of compulsory admissions (53% vs 22%) and (3) were more often hospitalised by a psychiatrist rather than by a general practitioner (83% vs 53%). Other socio-demographic and clinical features at admission were similar in the two groups. Among the 52 psychotic patients, 10 did not stay in the catchment area for subsequent treatment. Among the 42 psychotic patients who remained in the catchment area after discharge, 20 (48%) did not attend the scheduled or rescheduled outpatient appointment. None of the socio demographic characteristics were associated with attendance to outpatient appointments. On the other hand, voluntary admission and suicidal ideation before admission were significantly related to attending the initial appointment. Moreover, some elements of treatment seemed to be associated with higher likelihood to attend outpatient treatment: (1) provision of information to the patient regarding diagnosis, (2) discussion about the treatment plan between in- and outpatient staff, (3) involvement of outpatient team during hospitalisation, and (4) elaboration of concrete strategies to face basic needs, organise daily activities or education and reach for help in case of need. CONCLUSION: As in other studies, half of the patients admitted for a first psychotic episode failed to link to outpatient psychiatric care. Our study suggests that treatment rather than patient's characteristics play a critical role in this phenomenon. Development of a partnership and involvement of patients in the decision process, provision of good information regarding the illness, clear definition of the treatment plan, development of concrete strategies to cope with the illness and its potential complications, and involvement of the outpatient treating team already during hospitalisation, all came out as critical strategies to facilitate adherence to outpatient care. While the current rate of disengagement after admission is highly concerning, our finding are encouraging since they constitute strategies that can easily be implemented. An open approach to psychosis, the development of partnership with patients and a better coordination between inpatient and outpatient teams should therefore be among the targets of early intervention programs. These observations might help setting up priorities when conceptualising new programs and facilitate the implementation of services that facilitate engagement of patients in treatment during the critical initial phase of psychotic disorders.

Changes in reproductive roles are associated with changes in gene expression in fire ant queens.

Abstract In species with social hierarchies, the death of dominant individuals typically upheaves the social hierarchy and provides an opportunity for subordinate individuals to become reproductives. Such a phenomenon occurs in the monogyne form of the fire ant, Solenopsis invicta, where colonies typically contain a single wingless reproductive queen, thousands of workers and hundreds of winged nonreproductive virgin queens. Upon the death of the mother queen, many virgin queens shed their wings and initiate reproductive development instead of departing on a mating flight. Workers progressively execute almost all of them over the following weeks. To identify the molecular changes that occur in virgin queens as they perceive the loss of their mother queen and begin to compete for reproductive dominance, we collected virgin queens before the loss of their mother queen, 6 h after orphaning and 24 h after orphaning. Their RNA was extracted and hybridized against microarrays to examine the expression levels of approximately 10 000 genes. We identified 297 genes that were consistently differentially expressed after orphaning. These include genes that are putatively involved in the signalling and onset of reproductive development, as well as genes underlying major physiological changes in the young queens.

IFN stimulated gene expression in the liver is a better predictor of treatment response in chronic hepatitis c than the IL28b (IFN lambda 3) genotype

Background: Therapy of chronic hepatitis C (CHC) with pegIFNa/ribavirin achieves sustained virologic response (SVR) in ~55%. Pre-activation of the endogenous interferon system in the liver is associated non-response (NR). Recently, genome-wide association studies described associations of allelic variants near the IL28B (IFNλ3) gene with treatment response and with spontaneous clearance of the virus. We investigated if the IL28B genotype determines the constitutive expression of IFN stimulated genes (ISGs) in the liver of patients with CHC. Methods: We genotyped 93 patients with CHC for 3 IL28B single nucleotide polymorphisms (SNPs, rs12979860, rs8099917, rs12980275), extracted RNA from their liver biopsies and quantified the expression of IL28B and of 8 previously identified classifier genes which discriminate between SVR and NR (IFI44L, RSAD2, ISG15, IFI22, LAMP3, OAS3, LGALS3BP and HTATIP2). Decision tree ensembles in the form of a random forest classifier were used to calculate the relative predictive power of these different variables in a multivariate analysis. Results: The minor IL28B allele (bad risk for treatment response) was significantly associated with increased expression of ISGs, and, unexpectedly, with decreased expression of IL28B. Stratification of the patients into SVR and NR revealed that ISG expression was conditionally independent from the IL28B genotype, i.e. there was an increased expression of ISGs in NR compared to SVR irrespective of the IL28B genotype. The random forest feature score (RFFS) identified IFI27 (RFFS = 2.93), RSAD2 (1.88) and HTATIP2 (1.50) expression and the HCV genotype (1.62) as the strongest predictors of treatment response. ROC curves of the IL28B SNPs showed an AUC of 0.66 with an error rate (ERR) of 0.38. A classifier with the 3 best classifying genes showed an excellent test performance with an AUC of 0.94 and ERR of 0.15. The addition of IL28B genotype information did not improve the predictive power of the 3-gene classifier. Conclusions: IL28B genotype and hepatic ISG expression are conditionally independent predictors of treatment response in CHC. There is no direct link between altered IFNλ3 expression and pre-activation of the endogenous system in the liver. Hepatic ISG expression is by far the better predictor for treatment response than IL28B genotype.

Genome-wide association study of metabolic traits reveals novel gene-metabolite-disease links.

Metabolic traits are molecular phenotypes that can drive clinical phenotypes and may predict disease progression. Here, we report results from a metabolome- and genome-wide association study on (1)H-NMR urine metabolic profiles. The study was conducted within an untargeted approach, employing a novel method for compound identification. From our discovery cohort of 835 Caucasian individuals who participated in the CoLaus study, we identified 139 suggestively significant (P<5×10(-8)) and independent associations between single nucleotide polymorphisms (SNP) and metabolome features. Fifty-six of these associations replicated in the TasteSensomics cohort, comprising 601 individuals from São Paulo of vastly diverse ethnic background. They correspond to eleven gene-metabolite associations, six of which had been previously identified in the urine metabolome and three in the serum metabolome. Our key novel findings are the associations of two SNPs with NMR spectral signatures pointing to fucose (rs492602, P = 6.9×10(-44)) and lysine (rs8101881, P = 1.2×10(-33)), respectively. Fine-mapping of the first locus pinpointed the FUT2 gene, which encodes a fucosyltransferase enzyme and has previously been associated with Crohn's disease. This implicates fucose as a potential prognostic disease marker, for which there is already published evidence from a mouse model. The second SNP lies within the SLC7A9 gene, rare mutations of which have been linked to severe kidney damage. The replication of previous associations and our new discoveries demonstrate the potential of untargeted metabolomics GWAS to robustly identify molecular disease markers.