Les médicaments sont fréquement retrouvés dans les effluents de STEP relargués dans l’environnement aquatique. Dans le but de prévenir et de mieux comprendre les impacts des médicaments sur les écosystèmes aquatiques, il semble pertinent d’évaluer les perturbations comportementales, physiologiques et transcriptomiques des psychotropes sur les organismes aquatiques. Dans ce contexte, l’objectif de cette étude a été d’évaluer les perturbations induites par 4 psychotropes (oxazépam, carbamazépine, cyamémazine et sertraline) chez deux organismes, Radix balthica et Schmidtea polychroa. Pour ce faire, des embryons de Radix au stade trochophore et des planaires adultes ont été exposés à chaque psychotrope (du μg/L jusqu’à 100 μg/L). Il en ressort que les psychotropes allongent la durée du développement embryonnaire du Radix et perturbent le déplacement, la reproduction et la digestion, mais pas la régénération de la planaire. D’un point de vue transcriptomique, nous avons réalisé le séquençage du transcriptome en conditions différentielles chez le Radix. Ainsi, nous avons obtenu d’une part les séquences du transcriptome et d’autre part, après analyse en différentiel, 144 contigs différentiellement exprimés par l’oxazépam parmi lesquels 94 ont été vérifiés en RT-qPCR chez des Radix exposés à chaque psychotrope. Il ressort de cette analyse que les psychotropes impactent principalement la voie de signalisation Notch, mais aussi les voies de biosynthèse des polyamines et des catécholamines. Les psychotropes modulent aussi l’expression de gènes codant des protéines de la Matrice Extra Cellulaire (MEC), comme la Matriline ou encore la Dentine sialophosphoprotéine. Chez la planaire, nous avons analysé l’expression de 87 gènes impliqués dans différentes fonctions. Il ressort de cette étude que les 4 psychotropes modulent l’expression de nombreux gènes impliqués dans la mobilité ciliaire et musculaire et dans les systèmes nerveux, reproducteur, excréteur et digestif. / Pharmaceuticals are often found in WWTP effluents realesed in surface water. In order to prevent and to understand the pharmaceuticals impact on aquatic ecosystems, it seems relevant to evaluate behavioural, physiological and transcriptomic disturbances of psychotropics on freshwater organisms. The aim of this study was thus to analyse disturbances of 4 psychotropics (oxazepam, carbamazepine, cyamemazine and sertraline) on 2 freshwater organisms, Radix balthica and Schmidtea polychroa. In our experiments, both Radix embryos at the trochophore stage and mature planarian were exposed to each psychotropic (from 1 to 100 μg/L). This psychotropic exposure results in an increase of the duration of Radix embryonic development and a disturbance of the mobility, the reproduction and the digestion but not the regeneration of planarian. Regarding the transcriptomic impact, we performed RNA sequencing in differential conditions of Radix embryos exposed or not to oxazepam. On one hand, this analysis allowed us to obtain the transcriptome sequences and, on the other hand, 144 contigs differentially expressed among which 94 genes were verified by RT-qPCR. The results showed that psychotropics impact mainly the Notch signalling pathways, but also the biosynthetic pathways of polyamines and catecholamines. Psychotropics also disturb the gene expression encoding some Extra Cellular Matrix (ECM) protein such as Matrilin and Dentin sialophosphoprotein. Regarding the molecular study of the psychotropics impact on planarian, we analysed the expression of 87 genes involved in different functions. The results showed that the 4 psychotropics modulate expression of genes involved in ciliary and muscular motility and in the nervous, reproductive and excretory systems. Genes from the digestive system are also impacted by the psychotropics. All the observed impacts on the 2 organisms suggest a possible disturbance on the population fitness and therefore on the freshwater ecosystems.

No Brasil, o eucalipto é uma das principais fontes de matéria-prima para a produção de celulose e papel. A crescente demanda por sua madeira tem levado à expansão dos plantios florestais para regiões com déficit hídrico e baixa fertilidade do solo, resultando no interesse pela obtenção de plantas tolerantes à condições ambientais estressantes. Nas plantas, o déficit hídrico acarreta diversas respostas fisiológicas, bioquímicas e moleculares. Estudos fisiológicos observaram que plantas com um adequado suprimento de potássio (K+) são mais tolerantes à seca. Contudo, na nutrição de algumas plantas, o sódio (Na+) pode substituir parcialmente o K+. Como muitas áreas agricultáveis do mundo são deficientes em potássio, essa pode ser uma solução mais econômica para a fertilização dos plantios florestais. Assim, é de sumo interesse compreender à nível molecular os mecanismos de interação entre esses minerais com a água e suas consequências para o metabolismo da planta, visando a sustentabilidade dos plantios florestais e o desenvolvimento de programas de melhoramento genético florestal. Neste contexto, o presente trabalho objetivou realizar o estudo do transcriptoma foliar de Eucalyptus grandis visando identificar e categorizar funcionalmente transcritos diferencialmente expressos para os quais o efeito de interação entre os fatores fertilização e água foi significativo, considerando três regimes de fertilização (controle (C) ou fertilização com potássio (+K) ou sódio (+Na)) associados a dois regimes hídricos (sem exclusão da precipitação interna (+H2O) ou 37% de exclusão da precipitação interna (-H2O)). Transcritos relacionados às funções osmótica, fotossíntese e metabolismo do carbono foram selecionados para estudos mais detalhados. Para a análise do transcriptoma foi utilizada a técnica de RNA-Seq através da plataforma Illumina e diversos programas de bioinformática como o Bowtie 2, TopHat, pacote DEseq2 (programa R) para as análises estatísticas e Blast2GO para anotação e a categorização funcional. Seis comparações estatísticas foram realizadas: (I) +K+H2O vs C+H2O, (II) +Na+H2O vs C+H2O, (III) +K+H2O vs +Na+H2O, (IV) +K-H2O vs C-H2O, (V) +Na-H2O vs C-H2O e (VI) +K-H2O vs +Na-H2O. Nas comparações entre os tratamentos +H2O, transcritos relacionados ao metabolismo energético e ao processo biológico \"Crescimento\" foram mais abundantes em árvores fertilizadas com potássio e sódio. Nas comparações entre os tratamentos -H2O, transcritos que podem estar relacionados ao ajuste osmótico e transcritos associados ao processo biológico \"Resposta ao estresse\" foram mais abundantes em árvores fertilizadas com potássio. Ainda, foram associados ao tratamento +K-H2O transcritos que podem afetar a biossíntese da parede celular. Em ambos os regimes hídricos, transcritos associados ao fechamento estomático foram menos abundantes nas árvores fertilizadas com potássio. Verificou-se também que vias bioquímicas relacionadas ao metabolismo de açúcares e do carbono foram impactadas. Tais dados observados abrem novos caminhos para pesquisas futuras relacionadas à substituição parcial do potássio pelo sódio na fertilização de plantas, à melhor compreensão molecular do controle estomático e do metabolismo energético e à formação da parede celular influenciados por diferentes condições ambientais visando o melhoramento de tal espécie florestal. / In Brazil, eucalypts is one of the main sources of raw material to produce pulp and paper. The increasing demand for this wood has induced the expansion of forest plantations to lands presenting water deficit and low fertility soils, becoming interesting the obtainment of tolerant plants to stressful environmental conditions. In plants, water deficit causes several physiological, biochemical and molecular responses. Some physiological studies showed that plants with an adequate potassium (K+) supply are more drought tolerant. Nevertheless, for the nutrition of some plants, sodium (Na+) can partially replace the K+. As many agricultural fields in the world are potassium deficient, this can be a cheaper solution for forest plantations fertilization. Understanding at the molecular level the mechanisms of interaction between these minerals and water as well as its consequences for the plant metabolism is very important for the sustainability of forest plantations and the development of forest breeding programs. Thus, the present work aimed the study of Eucalyptus grandis leaf transcriptome to identify and functionally categorize differentially expressed transcripts for which the interaction effect between fertilization and water was significant, given three fertilization regimes (control (C), potassium fertilization (+K) or sodium fertilization (+Na)) associated to two water regimes (regime without throughfall exclusion (+H2O) or regime with 37% of throughfall exclusion (-H2O)). Transcripts related to osmotic functions, photosynthesis and carbon metabolism were selected for more detailed studies. RNA-seq via Illumina platform and many bioinformatic softwares, like Bowtie 2, TopHat, DEseq2 package for R (for statistical analyzes) and Blast2GO tool (for annotation and functional categorization) were used in the transcriptome analysis. Six statistical comparisons were performed: (I) +K+H2O vs C+H2O, (II) +Na+H2O vs C+H2O, (III) +K+H2O vs +Na+H2O, (IV) +K-H2O vs C-H2O, (V) +Na-H2O vs C-H2O and (VI) +KH2O vs +Na-H2O. In the comparisons between +H2O treatments, transcripts related to energetic metabolism and \"Growth\" biological process were more abundant in potassium or sodium fertilized trees. In the comparisons between -H2O treatments, transcripts possibly associated to osmotic adjustment and transcripts related to \"Response to stress\" biological process were more abundant in potassium-fertilized trees. Besides, transcripts that could affect cell wall biosynthesis were associated to +K-H2O treatment. In both water regimes, transcripts associated to stomatal closure were less abundant in potassium-fertilized trees. In addition, biochemical pathways related to carbohydrates and carbon metabolism were impacted. These data provide new perspectives for future researches related to partial replacement of potassium by sodium in plant fertilization, to a better molecular understanding of stomatal control and energetic metabolism and to the cell wall synthesis under different environmental conditions, aiming the breeding of this forest specie.

Orchids are characterized by producing minute endosperm-lacking seeds, which depend on mycorrhizal fungi for germination and embryo development. Some aclorophyllous orchids remain dependent on the mycorrhizal association for carbon acquisition during their whole life history, whereasother orchids develop photosynthesis. Despite the biological significance of orchid mycorrhiza, gene expression studies are lacking. We have used different highthroughput approaches in order to understanding the mechanisms regulating orchid mycorrhiza development and functioning. Firstly, we have used a 2D-LC-MS/MS approach coupled to isobaric tagging for relative and absolute quantification (iTRAQ) to identify proteins with differential accumulation in Oncidium sphacelatum at different stages of mycorrhizal protocorm development (achlorophyllous and green protocorms) after seed inoculation with a Ceratobasidium sp. isolate. Quantitative analysis showed that the expected changes in carbon metabolism in green protocorms were accompanied by enhanced accumulation of proteins involved in the modulation of reactive oxygen species homeostasis, defense related responses, phytoalexins and carotenoid biosynthesis, suggesting that orchid protocorms undergo profound metabolic changes during the switch from the fully mycoheterotrophic to the photosynthethic stage. Secondly, three different proteomic techniques were carried out in independent experiments aiming to identify changes in protein accumulation in mycorrhizal roots of the terrestrial orchid Oeceoclades maculata.Finally, O. maculatamycorrhizal roots were used for transcriptome analyses. The data revealed a strong increase in general stress responses, accompanied by changes in signaling pathways possibly related to fungal recognition and establishment of a compatible interaction. Some of the upregulated genes may be involved in the reorganization of cell structure, likely related to accommodation of the fungal symbiont in the plant roots. We have also observed in mycorrhizal roots up-regulation of genes involved in carbon metabolism, including glycolysis/gluconeogenesis and amino sugars metabolism, as well as genes involved innitrogen assimilation. The down-regulation of genes involved in the jasmonate and ABA transduction pathways, and key genes encoding anti-fungal proteins, such as chitinase and a mannose-specific binding lectin, strongly suggests an alleviation of plant defense responses in O. maculata mycorrhizal roots. In general, our data suggest that the physiology of an orchid mycorrhiza is more similar to a compatible interaction than to an arm-race between plant and fungi. Overall orchid mycorrhiza have proved to be a promising model for investigating plantfungal interactions and further studies should now address the specific roles of the genes showing differential regulation in this study. / As orquídeas são caracterizadas por produzirem sementes diminutas, que não possuem endosperma. Necessitam, portanto, da interação com fungos micorrízicos para germinação e desenvolvimento do embrião. Algumas orquídeas aclorofiladas se mantêm dependentes dos fungos micorrízicos para a aquisição de carbono, enquanto outras desenvolvem a maquinaria fotossintética. Apesar do significado biológico das micorrizas de orquídeas, alterações na expressão gênica e no acúmulo de proteínas foram altamente negligenciads nos últimos anos. Neste trabalho, foram utilizadas diferentes técnicas sequenciamento e identificação de genes e proteínas em larga-escala para acessar as alterações moleculares responsáveis pela regulação das micorrizas de orquídeas. Uma abordagem baseada em 2D-LC MS/MS acoplada a técnica de quantificação absoluta e relativa iTRAQ, foiutilizada para identificar proteínas com acúmulo diferencial em Oncidium sphacelatum em diferentes estágios do desenvolvimento do protocormo (protocormos aclorofilados versus protocormos fotossintetizantes), após inoculação com um fungo do gênero Ceratobasidium. As análises mostraram que, as alterações esperadas no metabolismo do carbono foram acompanhadas de um acúmulo aumentado de proteínas envolvidas na modulação de espécies reativas de oxigênio, respostas de defesa, biossíntese de fitoalexinas e carotenóides, sugerindo que os protocormos de orquídeas passam por profundas alterações metabolicas durante a transição do metabolismo micoheterotrófico para o fotossintético. Posteriormente foram utilizadas três diferentes técnicas de proteômica quantitativa para explorar alterações fisiológicas em raízes micorrizadas e não-micorrizadas de Oeceoclades maculata.Este estudo foi ampliado, pela utilização de uma abordagem transcritômica ao mesmo modelo biológico. Em conjunto, os dados revelaram um forte aumento em respostas relacionadas ao estresse, acompanhadas de alterações em vias de transdução de sinal possivelmente relacionadas ao reconhecimento do simbionte fúngico e estabelecimento de uma interação compatível. Alguns genes com expressão aumentada devem estar envolvidos na reorganização celular, provavelmente ligada a acomodação do simbionte fúngico nas raízes das plantas. Também foi observado o aumento de genes envolvidos no metabolismo do carbono e de açúcares aminados, juntamente a genes relacionados a assimilação de nitrogênio em raízes micorrizadas. A expressão diminuída de genes envolvidas nas vias do jasmonato e ácido abscícico, juntamente a genes-chave que codificam para proteínas anti-fúngicas sugerem fortemente uma atenuação das respostas de defesa da planta em raízes micorrizadas de Oeceoclades maculata. No geral, parece que as micorrizas de orquídeas são fisiológicamente mais próximas de uma simbiose compatível do que de uma interação unilateral em favor da planta. Sobretudo, este sistema biológico provou ser promissor para investigação de interações planta-fungo e, próximas pesquisas devem agora ser focadas em funções específicas dos genes que mostraram regulação diferencial neste estudo.

Orchids are characterized by producing minute endosperm-lacking seeds, which depend on mycorrhizal fungi for germination and embryo development. Some aclorophyllous orchids remain dependent on the mycorrhizal association for carbon acquisition during their whole life history, whereasother orchids develop photosynthesis. Despite the biological significance of orchid mycorrhiza, gene expression studies are lacking. We have used different highthroughput approaches in order to understanding the mechanisms regulating orchid mycorrhiza development and functioning. Firstly, we have used a 2D-LC-MS/MS approach coupled to isobaric tagging for relative and absolute quantification (iTRAQ) to identify proteins with differential accumulation in Oncidium sphacelatum at different stages of mycorrhizal protocorm development (achlorophyllous and green protocorms) after seed inoculation with a Ceratobasidium sp. isolate. Quantitative analysis showed that the expected changes in carbon metabolism in green protocorms were accompanied by enhanced accumulation of proteins involved in the modulation of reactive oxygen species homeostasis, defense related responses, phytoalexins and carotenoid biosynthesis, suggesting that orchid protocorms undergo profound metabolic changes during the switch from the fully mycoheterotrophic to the photosynthethic stage. Secondly, three different proteomic techniques were carried out in independent experiments aiming to identify changes in protein accumulation in mycorrhizal roots of the terrestrial orchid Oeceoclades maculata.Finally, O. maculatamycorrhizal roots were used for transcriptome analyses. The data revealed a strong increase in general stress responses, accompanied by changes in signaling pathways possibly related to fungal recognition and establishment of a compatible interaction. Some of the upregulated genes may be involved in the reorganization of cell structure, likely related to accommodation of the fungal symbiont in the plant roots. We have also observed in mycorrhizal roots up-regulation of genes involved in carbon metabolism, including glycolysis/gluconeogenesis and amino sugars metabolism, as well as genes involved innitrogen assimilation. The down-regulation of genes involved in the jasmonate and ABA transduction pathways, and key genes encoding anti-fungal proteins, such as chitinase and a mannose-specific binding lectin, strongly suggests an alleviation of plant defense responses in O. maculata mycorrhizal roots. In general, our data suggest that the physiology of an orchid mycorrhiza is more similar to a compatible interaction than to an arm-race between plant and fungi. Overall orchid mycorrhiza have proved to be a promising model for investigating plantfungal interactions and further studies should now address the specific roles of the genes showing differential regulation in this study. / As orquídeas são caracterizadas por produzirem sementes diminutas, que não possuem endosperma. Necessitam, portanto, da interação com fungos micorrízicos para germinação e desenvolvimento do embrião. Algumas orquídeas aclorofiladas se mantêm dependentes dos fungos micorrízicos para a aquisição de carbono, enquanto outras desenvolvem a maquinaria fotossintética. Apesar do significado biológico das micorrizas de orquídeas, alterações na expressão gênica e no acúmulo de proteínas foram altamente negligenciads nos últimos anos. Neste trabalho, foram utilizadas diferentes técnicas sequenciamento e identificação de genes e proteínas em larga-escala para acessar as alterações moleculares responsáveis pela regulação das micorrizas de orquídeas. Uma abordagem baseada em 2D-LC MS/MS acoplada a técnica de quantificação absoluta e relativa iTRAQ, foiutilizada para identificar proteínas com acúmulo diferencial em Oncidium sphacelatum em diferentes estágios do desenvolvimento do protocormo (protocormos aclorofilados versus protocormos fotossintetizantes), após inoculação com um fungo do gênero Ceratobasidium. As análises mostraram que, as alterações esperadas no metabolismo do carbono foram acompanhadas de um acúmulo aumentado de proteínas envolvidas na modulação de espécies reativas de oxigênio, respostas de defesa, biossíntese de fitoalexinas e carotenóides, sugerindo que os protocormos de orquídeas passam por profundas alterações metabolicas durante a transição do metabolismo micoheterotrófico para o fotossintético. Posteriormente foram utilizadas três diferentes técnicas de proteômica quantitativa para explorar alterações fisiológicas em raízes micorrizadas e não-micorrizadas de Oeceoclades maculata.Este estudo foi ampliado, pela utilização de uma abordagem transcritômica ao mesmo modelo biológico. Em conjunto, os dados revelaram um forte aumento em respostas relacionadas ao estresse, acompanhadas de alterações em vias de transdução de sinal possivelmente relacionadas ao reconhecimento do simbionte fúngico e estabelecimento de uma interação compatível. Alguns genes com expressão aumentada devem estar envolvidos na reorganização celular, provavelmente ligada a acomodação do simbionte fúngico nas raízes das plantas. Também foi observado o aumento de genes envolvidos no metabolismo do carbono e de açúcares aminados, juntamente a genes relacionados a assimilação de nitrogênio em raízes micorrizadas. A expressão diminuída de genes envolvidas nas vias do jasmonato e ácido abscícico, juntamente a genes-chave que codificam para proteínas anti-fúngicas sugerem fortemente uma atenuação das respostas de defesa da planta em raízes micorrizadas de Oeceoclades maculata. No geral, parece que as micorrizas de orquídeas são fisiológicamente mais próximas de uma simbiose compatível do que de uma interação unilateral em favor da planta. Sobretudo, este sistema biológico provou ser promissor para investigação de interações planta-fungo e, próximas pesquisas devem agora ser focadas em funções específicas dos genes que mostraram regulação diferencial neste estudo.

This study has successfully identified transcripts differentially expressed in the salivary gland and midgut and provides candidate genes that are critical to response to parasite invasion. Furthermore, an open-source Glossina resource (G-ESTMAP) was developed that provides interactive features and browsing of functional genomics data for researchers working in the field of Trypanosomiasis on the African continent.

Through a number of biological, technological and computational achievements during the 20th century and the devoted work of hundreds of researchers the sequence of the human and other genomes are now available in public databases. The current challenge is to begin to understand the information encoded by the DNA sequence, to elucidate the functions of the proteins and RNA molecules encoded by the genes as well as how they are regulated. For this purpose new technologies within the area of functional genomics are being developed. Among those are powerful tools for gene expression analysis, such as microarrays, providing means to investigate when and where certain genes are used. This thesis describes a method that was developed to enable gene expression analysis, on the transcriptome level, in small tissue samples. It relies on PCR amplification of the 3’-ends of cDNA (denoted 3’-end signature tags). PCR is a powerful technology for amplification of nucleic acids, but has not been used much for transcript profiling since it is generally considered to introduce biases, distorting the original relative transcript levels. The described method addresses this issue by generating uniformly sized representatives of the transcripts/cDNAs prior to amplification. This is achieved through sonication which, unlike restriction enzymes, does not require a specific recognition sequence and fragments each transcript randomly. The method was evaluated using cDNA microarrays, Affymetrix™ oligonucleotide arrays and real-time quantitative PCR. It was shown to perform well, yielding transcript profiles that correlate well to the original, unamplified material, as well as being highly reproducible. The developed method was applied to stem cell biology. The variability in gene expression between different populations of cultured neural stem cells (neurospheres) was investigated. It was shown that neurospheres isolated from different animals or passaged to different degrees show large fluctuations in gene expression, while neurospheres isolated and cultured under identical conditions are more similar and suitable for gene expression analysis. A second study showed that withdrawing epidermal growth factor (EGF) from the culture medium when treating the cells with an agent of interest has profound effects on gene expression, something which should be taken into consideration in future neurosphere studies. / QC 20101006

Change in gene expression is a powerful tool for evolution, because seemingly small expression changes can contribute important steps towards adaptation without necessarily affecting the whole organism. There is still much to learn about how gene expression evolves on genome- and population-wide levels, especially in non-model organisms. This thesis addresses some important questions in gene expression evolution via the quantitative measurement of RNA and protein levels in birds. First, I confirmed the state of incomplete dosage compensation in birds by sequencing the transcriptome of collared flycatchers (Ficedula albicollis). I showed that pleiotropy governs the evolution of expression male-bias from the Z chromosome. Sex-linked genes in females were more highly expressed than half the male expression level, indicative of a partial up-regulation. A comparison with data from ostrich (Struthio camelus), a bird with non-degenerated sex chromosomes, showed that sex-linked expression male-bias evolved following sex chromosome degradation. Second, using a combination of RNA sequencing and proteome mass spectrometry in chicken (Gallus gallus), I asked whether complete dosage compensation was achieved through regulation at translation. I showed that this was not the case and that incomplete dosage compensation extends to the protein level in birds. In addition, sex-linked genes showed more often an increased amount of regulation at translational level than autosomal genes. Third, I investigated gene expression divergence between collared and pied flycatchers (Ficedula hypoleuca) using RNA sequencing in multiple tissues and individuals. Tissues differed in the degree of expression variance and in the number of divergent genes, which I identified using expression QST. Variance within species was negatively correlated with expression breadth and protein interactivity, indicating that evolutionary constraints act predominantly within interbreeding populations. Among genes unique to one of the species, I identified one gene, DPP7, falling into a large genomic deletion fixed in pied flycatchers. Fourth, I investigated allele-specific expression (ASE) in the two flycatcher populations. ASE was identified from genetic variants within transcripts using RNA sequencing reads. We developed a Bayesian negative binomial approach that gained statistical power by estimating expression variance from combined SNPs within a transcript and overdispersion from the whole dataset.

Gene-fusions are a prevalent class of genetic variants that are often employed as cancer biomarkers and therapeutic targets. In recent years, high-throughput sequencing of the cellular genome and transcriptome have emerged as a promising approach for the investigation of gene-fusions at the DNA and RNA level. Although, large volumes of sequencing data and complexity of gene-fusion structures presents unique computational challenges. This dissertation describes research that first addresses the bioinformatics challenges associated with the analysis of the massive volumes of sequencing data by developing bioinformatics pipeline and more applied integrated computational workflows. Application of high-throughput sequencing and the proposed bioinformatics approaches for the breast and ovarian cancer study reveals unexpected complex structures of gene-fusions and their functional significance in the onset and progression of cancer. Integrative analysis of gene-fusions at DNA and RNA level shows the key importance of the regulation of gene-fusion at the transcription level in cancer.

There are two main parts in this thesis. The first one concerns valvometry, which is here the study of the distance between both parts of the shell of an oyster, over time. The health status of oysters can be characterized using valvometry in order to obtain insights about the quality of their environment. We consider that a renewal process with four states underlies the behaviour of the studied oysters. Such a hidden process can be retrieved from a valvometric signal by assuming that some probability density function linked with this signal, is bimodal. We then compare several estimators which take this assumption into account, including kernel density estimators.In another chapter, we compare several regression approaches, aiming at analysing transcriptomic data. To understand which explanatory variables have an effect on gene expressions, we apply a multiple testing procedure on these data, through the linear model FAMT. The SIR method may find nonlinear relations in such a context. It is however more commonly used when the response variable is univariate. A multivariate version of SIR was then developed. Procedures to measure gene expressions can be expensive. The sample size n of the corresponding datasets is then often small. That is why we also studied SIR when n is less than the number of explanatory variables p.

This study has successfully identified transcripts differentially expressed in the salivary gland and midgut and provides candidate genes that are critical to response to parasite invasion. Furthermore, an open-source Glossina resource (G-ESTMAP) was developed that provides interactive features and browsing of functional genomics data for researchers working in the field of Trypanosomiasis on the African continent.