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<p dir="ltr">Among the major row crops in the United States, corn and soybeans stand out due to their high nutritional value and economic importance. Achieving optimal yields is restrained by the challenge of fertilizer management. Many fields experience yield losses due to insufficient mineral nutrients like nitrogen (N), while excessive fertilization raises costs and environmental risks. The critical issue is the accurate determination of fertilizer quantity and timing, underscoring the need for precise, early-stage diagnostics. Emerging high-throughput plant phenotyping techniques, notably hyperspectral imaging (HSI), have been increasingly utilized to identify plant’s responses to abiotic or biotic stresses. Varieties of HSI systems have been developed, such as airborne imaging systems and indoor imaging stations. However, most of the current HSI systems’ signal quality is often compromised by various environmental factors. To address the issue, a handheld hyperspectral imager known as LeafSpec was recently developed at Purdue University and represents a breakthrough with its ability to scan corn or soybean leaves at exceptional spatial and spectral resolutions, improving plant phenotyping quality at reduced costs. Most of the current HSI data processing methods focus on spectral features but rarely consider spatially distributed information. Thus, the objective of this work was to develop a methodology utilizing spatial-spectral features for accurate and reliable diagnostics of crop N nutrient stress. The key innovations include the designing of spatial-spectral features based on the leaf venation structures and the feature mining method for predicting the plant nitrogen condition. First, a novel analysis method called the Natural Leaf Coordinate System (NLCS) was developed to reallocate leaf pixels and innovate the nutrient stress analysis using pixels’ relative locations to the venation structure. A new nitrogen prediction index for soybean plants called NLCS-N was developed, outperforming the conventional averaged vegetation index (Avg. NDVI) in distinguishing healthy plants from nitrogen-stressed plants with higher t-test p-values and predicting the plant nitrogen concentration (PNC) with higher R-squared values. In one of the test cases, the p-values and R-squared values were improved, respectively, from 2.1×10^-3 to 6.92×10^-12 and from 0.314 to 0.565 by Avg. NDVI and NLCS-N. Second, a corn leaf venation segmentation algorithm was developed to separate the venation structure from a corn leaf LeafSpec image, which was further used to generate 3930 spatial-spectral (S-S) features. While the S-S features could be the input variable to build a PNC prediction model, a feature selection mechanism was developed to improve the models’ accuracy in terms of reduced cross-validation errors. In one of the test cases, the cross-validation root mean squared errors were reduced compared with the leaf mean spectra from 0.273 to 0.127 using the selected features. Third, several novel spatial-spectral indexes for corn leaves were developed based on the color distributions at the venation level. The top-performing indexes were selected through a ranking system based on Cohen’s d values and the R-squared values, resulting in a best-performing S-S N prediction index with 0.861 R-squared values for predicting the corn PNC in a field assay. The discussion sections provided insights into how a robust PNC prediction index could be developed and related to plant science. The methodologies outlined offer a framework for broader applications in spatial-spectral analysis using leaf-level hyperspectral imagery, serving as a guide for scientists and researchers in customizing their future studies within this field.</p>

Nitrogen use efficient (NUE) wheat varieties have potential to reduce input costs for growers, limit N runoff into water ways, and increase wheat adaptability to warmer environments. Previous studies have done little to explain the genetic basis for NUE and components, nitrogen uptake efficiency (NUpE) and nitrogen utilization efficiency (NUtE). Four studies were conducted to 1) determine genotypic stability of NUE under high and low N regimes and under warming 2) determine effect of warming on NUE 3) indentify QTL associated with NUE components 4) assess the utility of canopy spectral reflectance (CSR) as a high-throughput phenotyping device for NUE. Genotypic response to N stress or warming varied. Uptake efficiency was found to be more important than utilization efficiency to genotypic performance under high and low N environments and under warming. Selection under low N for NUpE and under high N for NUtE most efficiently identified NUE varieties. Uptake and utilization were lower under warming due to quickened development. No strong correlations between the CSR indices and NUE existed. No QTL were found to be significantly associated with NUE components. Further research into the mechanisms controlling NUE and to reveal plant response to N stress and under warming is necessary.

Notre étude a consisté d'abord, en un travail de caractérisation moléculaire du gène SBNRT1.1 codant pour un transporteur de nitrate et présent en 3 copies chez le sorgho. Nous avons donc analysé leur structure et leur expression dans différents organes de la plante. Une analyse de leurs séquences nucléotidiques et protéiques a été également conduite. Notre étude a montré que les 3 co-orthologues (SBNRT1.1A, B et C) sont exprimés aussi bien dans les feuilles que dans les tiges et les racines du sorgho. Par ailleurs, nous avons révélé, pour la première fois, l'existence de 5 transcrits, de taille variable pour le gène SBNRT1.1B. Dans un autre volet, l'analyse des paramètres de croissance et d'activités enzymatiques clés dans les métabolismes azoté et carboné chez deux écotypes de sorgho connus pour leur différence de croissance dans des conditions de cultures différentes en apport azote, a montré que ces plantes de sorgho se caractérisent par une capacité à croitre à des niveaux élevés d'apports en azote, avec une réponse différentielle des deux écotypes. Cette tolérance s'est manifestée par une accumulation de chlorophylle, d'acides aminés et de protéines. D'autre part, les activités enzymatiques d'enzymes clés des métabolismes azoté et carboné, semblent être liées a la capacité des plantes de sorgho à faire face au stress azoté. Nos résultats pourraient ainsi fournir un cadre initial pour l'identification de marqueurs biochimiques qui pourraient contribuer utilement à la sélection des génotypes utilisant l'azote plus efficacement et donnant un rendement en biomasse et /ou grain, plus élevé, même dans des conditions de stress azoté. / Our study consisted firstly, in the molecular characterization of SbNRT1.1 gene, coding for a nitrate transporter and present in three copies in sorghum plants. We report here their structure and expression patterns in different organs of sorghum. We have also conducted a comparison of their nucleotide and polypeptide sequences with orthologous sequences from other species. Our study showed that the 3 co-orthologous (SbNRT1.1A, B and C) are expressed in leaves, stems and roots of sorghum. Moreover, we have for the first time revealed the existence of 5 alternative transcripts for the SbNRT1.1B gene. In another component of our research program, biochemical and physiological traits of two sorghum ecotypes differing in sensitivity to nitrogen were investigated and have shown that these sorghum plants are able to grow at high levels of nitrogen inputs, with differential response to nitrogen sources and rates. This tolerance was manifested by accumulation of high accumulation of chlorophyll, amino acids and protein. On the other hand, the enzymatic activities of certain key enzymes of nitrogen and carbon metabolisms, seem to be related to the capacity of sorghum plants to deal with nitrogen stress. Hence, our findings could provide an initial framework for the identification of biochemical markers for the selection of genotypes using nitrogen more efficiently and giving high yield of biomass and/or grain even under nitrogen stress conditions.

<p>Lichens are fascinating symbiotic systems, where a fungus and a unicellular alga, most often green (bipartite green algal lichens; 90% of all lichens), or a fi lamentous cyanobacterium (bipartite cyanobacterial lichens; 10% of all lichens) form a new entity (a thallus) appearing as a new and integrated organism: in about 500 lichens the fungus is associated with both a cyanobacterium and an alga (tripartite lichens). In the thallus, the lichen bionts function both as individual organisms, and as a symbiont partner. Hence, in lichens, the participating partners must both be able to receive and acquire resources from the other partner(s) in a controlled way.</p><p>Lichens are particularly successful in harsh terrestrial environments. In part this is related to their poikilohydric nature and subsequent ability to repeatedly become desiccated and hydrated. Metabolic activity, i.e. photosynthesis, respiration, and for cyanobacterial lichens N2-fixation, is limited to periods when the thallus is suffi ciently hydrated. Mineral nutrients are mainly acquired from dry or wet deposition directly on the thallus. Taken together it then appears that lichens are to a large extent passively controlled by their environment, making their control over resource allocation and acquisition particularly challenging.</p><p>The aim of this thesis was to investigate resource acquisition and allocation processes in different lichens, and to see how these respond to changes in resource availability. This was done by following lichen growth in the fi eld during manipulation of water, light, and nutrient supply, and by assessing the responses of both the integrated thallus as well as the individual bionts. As a fi rst step, resource allocation and acquisition was investigated for a broad range of lichens aiming to determine the magnitude of metabolic variation across lichens. Seventy-fi ve lichen species were selected to cover as broad a spectrum as possible regarding taxonomy, morphology, habitat, and nitrogen requirements. The lichens had invested their nitrogen resources so that photosynthetic capacity matched respiratory carbon demand around a similar equilibrium across the contrasting species. Regulation of lichen growth was investigated in another study, using the two tripartite species <i>Nephroma arcticum</i> and <i>Peltigera aphthosa</i>, emphasizing the contribution of both internal and external factors. The empirical growth models for the two lichens were similar, showing that weight gain is to a higher extent dependent on those external factors that regulate their photosynthesis, whilst area gain is more controlled by internal factors, such as their nitrogen metabolism. This might be inferred from another study of the same species, where nitrogen manipulations resulted in an undisturbed weight gain, a similar resource allocation pattern between the bionts, but a distorted area gain. </p><p>Aiming to investigate lichen nitrogen relations even further, lichens’ capacities to assimilate combined nitrogen in the form of ammonium, nitrate and amino acids were assessed using 14 contrasting boreal species. All these had the capacity to assimilate all the three nitrogen forms, with ammonium absorption being more passive, and nitrate uptake being low in bipartite cyanobacterial lichens. Differences in uptake capacities between species were more correlated to photobiont than to morphology or substrate preferences. Finally, to investigate intra-specifi c plasticity in relation to altered nutrient supply, resource investments between photo- and mycobiont were investigated in the two bipartite green algal lichens <i>Hypogymnia physodes </i>and and <i>Platismatia glauca</i> in a low and a high nutrient environ- in a low and a high nutrient environ- ment. In both species, more of the resources had been directed to the photobiont in the high nutrient environment also increasing their overall carbon status. Taken together, my studies indicate that in spite of the apparent passive environmental control on lichen metabolism, these symbiotic organisms are able to both optimize and control their resource acquisition and allocation processes.</p>

Lichens are fascinating symbiotic systems, where a fungus and a unicellular alga, most often green (bipartite green algal lichens; 90% of all lichens), or a fi lamentous cyanobacterium (bipartite cyanobacterial lichens; 10% of all lichens) form a new entity (a thallus) appearing as a new and integrated organism: in about 500 lichens the fungus is associated with both a cyanobacterium and an alga (tripartite lichens). In the thallus, the lichen bionts function both as individual organisms, and as a symbiont partner. Hence, in lichens, the participating partners must both be able to receive and acquire resources from the other partner(s) in a controlled way. Lichens are particularly successful in harsh terrestrial environments. In part this is related to their poikilohydric nature and subsequent ability to repeatedly become desiccated and hydrated. Metabolic activity, i.e. photosynthesis, respiration, and for cyanobacterial lichens N2-fixation, is limited to periods when the thallus is suffi ciently hydrated. Mineral nutrients are mainly acquired from dry or wet deposition directly on the thallus. Taken together it then appears that lichens are to a large extent passively controlled by their environment, making their control over resource allocation and acquisition particularly challenging. The aim of this thesis was to investigate resource acquisition and allocation processes in different lichens, and to see how these respond to changes in resource availability. This was done by following lichen growth in the fi eld during manipulation of water, light, and nutrient supply, and by assessing the responses of both the integrated thallus as well as the individual bionts. As a fi rst step, resource allocation and acquisition was investigated for a broad range of lichens aiming to determine the magnitude of metabolic variation across lichens. Seventy-fi ve lichen species were selected to cover as broad a spectrum as possible regarding taxonomy, morphology, habitat, and nitrogen requirements. The lichens had invested their nitrogen resources so that photosynthetic capacity matched respiratory carbon demand around a similar equilibrium across the contrasting species. Regulation of lichen growth was investigated in another study, using the two tripartite species Nephroma arcticum and Peltigera aphthosa, emphasizing the contribution of both internal and external factors. The empirical growth models for the two lichens were similar, showing that weight gain is to a higher extent dependent on those external factors that regulate their photosynthesis, whilst area gain is more controlled by internal factors, such as their nitrogen metabolism. This might be inferred from another study of the same species, where nitrogen manipulations resulted in an undisturbed weight gain, a similar resource allocation pattern between the bionts, but a distorted area gain. Aiming to investigate lichen nitrogen relations even further, lichens’ capacities to assimilate combined nitrogen in the form of ammonium, nitrate and amino acids were assessed using 14 contrasting boreal species. All these had the capacity to assimilate all the three nitrogen forms, with ammonium absorption being more passive, and nitrate uptake being low in bipartite cyanobacterial lichens. Differences in uptake capacities between species were more correlated to photobiont than to morphology or substrate preferences. Finally, to investigate intra-specifi c plasticity in relation to altered nutrient supply, resource investments between photo- and mycobiont were investigated in the two bipartite green algal lichens Hypogymnia physodes and and Platismatia glauca in a low and a high nutrient environ- in a low and a high nutrient environ- ment. In both species, more of the resources had been directed to the photobiont in the high nutrient environment also increasing their overall carbon status. Taken together, my studies indicate that in spite of the apparent passive environmental control on lichen metabolism, these symbiotic organisms are able to both optimize and control their resource acquisition and allocation processes.

The inoculation with Azospirillum brasilense is one of the main strategies to supplement the inorganic inputs of nitrogen (N) and to increase the root development in maize. However, the beneficial inoculation effects are not always reached, which, in part, is due to genotypic variation in the plant host, resulting in different degrees of outcome. In this context, we aimed to study the genetic control and genomic prediction of maize traits related to the responsiveness to A. brasilense inoculation. For this, 118 maize hybrids were conducted under N stress and N stress plus A. brasilense treatments in controlled conditions over 2016 and 2017 seasons. We evaluated root and shoot traits and performed diallel analyses, association mapping, and genomic prediction methods considering 59,215 Single-Nucleotide Polymorphism (SNP) markers. Our results revealed a quantitative inheritance of the partnership-related maize traits, with both additive and non-additive genetic effects involved in the genetic control. Furthermore, several candidate genes were identified for the maize-A. brasilense association, especially with heterozygous (dis)advantage effects. In general, the prediction accuracies were higher mostly for the inoculated treatment compared to the non-inoculated. Finally, our findings enable a deeper understanding towards the genetic basis of the maize responsiveness to A. brasilense and may support plant breeders to establish selection strategies aiming the development of superior genotypes for this association. / A inoculação com Azospirillum brasilense é uma das principais estratégias para suplementar os insumos inorgânicos de nitrogênio (N) e aumentar o desenvolvimento radicular do milho. No entanto, os efeitos benéficos da inoculação nem sempre são alcançados, o que, em parte, é devido à variação genotípica da planta hospedeira, que ocasiona diferentes graus de resultados. Neste contexto, nosso objetivo foi estudar o controle genético e a predição genômica de caracteres de milho relacionados à responsividade para a inoculação com A brasilense. Para isso, 118 híbridos de milho foram conduzidos sob estresse de N e estresse de N mais A brasilense em condições controladas nos anos de 2016 e 2017. Nós avaliamos características de raiz e parte aérea e realizamos análises dialélicas, mapeamento associativo e métodos de predição genômica considerando 59.215 marcadores Single-Nucleotide Polymorphism (SNP). Nossos resultados revelaram uma herança quantitativa das características do milho relacionadas à essa parceria, com efeitos genéticos aditivos e não-aditivos envolvidos no controle genético. Além disso, vários genes candidatos foram encontrados para a associação milho-A brasilense, especialmente com efeitos de (des)vantagens de heterozigotos. Em geral, as acurácias de predição foram mais maiores principalmente para o tratamento inoculado em comparação ao não inoculado. Finalmente, nossos resultados possibilitam uma compreensão mais aprofundada das bases genéticas da responsividade do milho à A. brasilense e podem auxiliar os melhoristas de plantas a estabelecerem estratégias de seleção visando o desenvolvimento de genótipos superiores para essa associação.

Les dinoflagellés sont des eucaryotes unicellulaires retrouvés dans la plupart des écosystèmes aquatiques du globe. Ces organismes amènent une contribution substantielle à la production primaire des océans, soit en tant que membre du phytoplancton, soit en tant que symbiontes des anthozoaires formant les récifs coralliens. Malheureusement, ce rôle écologique majeur est souvent négligé face à la capacité de certaines espèces de dinoflagellés à former des fleurs d'eau, parfois d'étendue et de durée spectaculaires. Ces floraisons d'algues, communément appelées "marées rouges", peuvent avoir de graves conséquences sur les écosystèmes côtiers, sur les industries de la pêche et du tourisme, ainsi que sur la santé humaine. Un des facteurs souvent corrélé avec la formation des fleurs d'eau est une augmentation dans la concentration de nutriments, notamment l’azote et le phosphore. Le nitrate est un des composants principaux retrouvés dans les eaux de ruissellement agricoles, mais également la forme d'azote bioaccessible la plus abondante dans les écosystèmes marins. Ainsi, l'agriculture humaine a contribué à magnifier significativement les problèmes associés aux marées rouges au niveau mondial. Cependant, la pollution ne peut pas expliquer à elle seule la formation et la persistance des fleurs d'eau, qui impliquent plusieurs facteurs biotiques et abiotiques. Il est particulièrement difficile d'évaluer l'importance relative qu'ont les ajouts de nitrate par rapport à ces autres facteurs, parce que le métabolisme du nitrate chez les dinoflagellés est largement méconnu. Le but principal de cette thèse vise à remédier à cette lacune. J'ai choisi Lingulodinium polyedrum comme modèle pour l'étude du métabolisme du nitrate, parce que ce dinoflagellé est facilement cultivable en laboratoire et qu'une étude transcriptomique a récemment fourni une liste de gènes pratiquement complète pour cette espèce. Il est également intéressant que certaines composantes moléculaires de la voie du nitrate chez cet organisme soient sous contrôle circadien. Ainsi, dans ce projet, j'ai utilisé des analyses physiologiques, biochimiques, transcriptomiques et bioinformatiques pour enrichir nos connaissances sur le métabolisme du nitrate des dinoflagellés et nous permettre de mieux apprécier le rôle de l'horloge circadienne dans la régulation de cette importante voie métabolique primaire. Je me suis tout d'abord penché sur les cas particuliers où des floraisons de dinoflagellés sont observées dans des conditions de carence en azote. Cette idée peut sembler contreintuitive, parce que l'ajout de nitrate plutôt que son épuisement dans le milieu est généralement associé aux floraisons d'algues. Cependant, j’ai découvert que lorsque du nitrate était ajouté à des cultures initialement carencées ou enrichies en azote, celles qui s'étaient acclimatées au stress d'azote arrivaient à survivre près de deux mois à haute densité cellulaire, alors que les cellules qui n'étaient pas acclimatées mourraient après deux semaines. En condition de carence d'azote sévère, les cellules arrivaient à survivre un peu plus de deux semaines et ce, en arrêtant leur cycle cellulaire et en diminuant leur activité photosynthétique. L’incapacité pour ces cellules carencées à synthétiser de nouveaux acides aminés dans un contexte où la photosynthèse était toujours active a mené à l’accumulation de carbone réduit sous forme de granules d’amidon et corps lipidiques. Curieusement, ces deux réserves de carbone se trouvaient à des pôles opposés de la cellule, suggérant un rôle fonctionnel à cette polarisation. La deuxième contribution de ma thèse fut d’identifier et de caractériser les premiers transporteurs de nitrate chez les dinoflagellés. J'ai découvert que Lingulodinium ne possédait que très peu de transporteurs comparativement à ce qui est observé chez les plantes et j'ai suggéré que seuls les membres de la famille des transporteurs de nitrate de haute affinité 2 (NRT2) étaient réellement impliqués dans le transport du nitrate. Le principal transporteur chez Lingulodinium était exprimé constitutivement, suggérant que l’acquisition du nitrate chez ce dinoflagellé se fondait majoritairement sur un système constitutif plutôt qu’inductible. Enfin, j'ai démontré que l'acquisition du nitrate chez Lingulodinium était régulée par la lumière et non par l'horloge circadienne, tel qu'il avait été proposé dans une étude antérieure. Finalement, j’ai utilisé une approche RNA-seq pour vérifier si certains transcrits de composantes impliquées dans le métabolisme du nitrate de Lingulodinium étaient sous contrôle circadien. Non seulement ai-je découvert qu’il n’y avait aucune variation journalière dans les niveaux des transcrits impliqués dans le métabolisme du nitrate, j’ai aussi constaté qu’il n’y avait aucune variation journalière pour n’importe quel ARN du transcriptome de Lingulodinium. Cette découverte a démontré que l’horloge de ce dinoflagellé n'avait pas besoin de transcription rythmique pour générer des rythmes physiologiques comme observé chez les autres eukaryotes. / Dinoflagellates are unicellular eukaryotes found in most aquatic ecosystems of the world. They are major contributors to carbon fixation in the oceans, either as free-living phytoplankton or as symbionts to corals. Dinoflagellates are also infamous because some species can form spectacular blooms called red tides, which can cause serious damage to ecosystems, human health, fisheries and tourism. One of the factors often correlated with algal blooms are increases in nutrients, particularly nitrogen and phosphorus. Nitrate is one of the main components of agricultural runoffs, but also the most abundant bioavailable form of nitrogen in marine environments. Thus, agricultural activities have globally contributed to the magnification of the problems associated with red tides. However, bloom formation and persistence cannot be ascribed to human pollution alone, because other biotic and abiotic factors are at play. Particularly, it is difficult to assess the relative importance of nitrate addition over these other factors, because nitrate metabolism in dinoflagellate is mostly unknown. Filling part of this gap was the main goal of this thesis. I selected Lingulodinium polyedrum as a model for studying nitrate metabolism, because this dinoflagellate can easily be cultured in the lab and a recent transcriptomic survey has provided an almost complete gene catalogue for this species. It is also interesting that some molecular components of the nitrate pathway in this organism have been reported to be under circadian control. Thus, in this project, I used physiological, biochemical, transcriptomic and bioinformatic approaches to enrich our understanding of dinoflagellate nitrate metabolism and to increase our appreciation of the role of the circadian clock in regulating this important primary metabolic pathway. I first studied the particular case of dinoflagellate blooms that occur and persist in conditions of nitrogen depletion. This idea may seems counterintuitive, because nitrogen addition rather than depletion, is generally associated with algal blooms. However, I discovered that when nitrate was added to nitrogen-deficient or nitrogen-sufficient cultures, those that had been acclimated to nitrogen stress were able to survive for about two months at high cell densities, while non-acclimated cells died after two weeks. In conditions of severe nitrogen limitation, cells could survive a little bit more than two weeks by arresting cell division and reducing photosynthetic rates. The incapacity to synthesize new amino acids for these deprived cells in a context of on-going photosynthesis led to the accumulation of reduced carbon in the form of starch granules and lipid bodies. Interestingly, both of these carbon storage compounds were polarized in Lingulodinium cells, suggesting a functional role. The second contribution of my thesis was to identify and characterize the first nitrate transporters in dinoflagellates. I found that in contrast to plants, Lingulodinium had a reduced suite of nitrate transporters and only members of the high-affinity nitrate transporter 2 (NRT2) family were predicted to be functionally relevant in the transport of nitrate. The main transporter was constitutively expressed, which suggested that nitrate uptake in Lingulodinium was mostly a constitutive process rather than an inducible one. I also discovered that nitrate uptake in this organism was light-dependent and not a circadian-regulated process, as previously suggested. Finally, I used RNA-seq to verify if any transcripts involved in the nitrate metabolism of Lingulodinium were under circadian control. Not only did I discovered that there were no daily variations in the level of transcripts involved in nitrate metabolism, but also that there were no changes for any transcripts present in the whole transcriptome of Lingulodinium. This discovery showed that the circadian timer in this species did not require rhythmic transcription to generate biological rhythms, as observed in other eukaryotes.