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  • About
  • The Global ETD Search service is a free service for researchers to find electronic theses and dissertations. This service is provided by the Networked Digital Library of Theses and Dissertations.
    Our metadata is collected from universities around the world. If you manage a university/consortium/country archive and want to be added, details can be found on the NDLTD website.
11

A multiparental cross population for mapping QTL for relevant agronomic traits in durum wheat (Triticum durum Desf.)

Milner, Sara Giulia <1985> 27 May 2014 (has links)
Multiparental cross designs for mapping quantitative trait loci (QTL) in crops are efficient alternatives to conventional biparental experimental populations because they exploit a broader genetic basis and higher mapping resolution. We describe the development and deployment of a multiparental recombinant inbred line (RIL) population in durum wheat (Triticum durum Desf.) obtained by crossing four elite cultivars characterized by different traits of agronomic value. A linkage map spanning 2,663 cM and including 7,594 single nucleotide polymorphisms (SNPs) was produced by genotyping 338 RILs with a wheat-dedicated 90k SNP chip. A cluster file was developed for correct allele calling in the framework of the tetraploid durum wheat genome. Based on phenotypic data collected over four field experiments, a multi-trait quantitative trait loci (QTL) analysis was carried out for 18 traits of agronomic relevance (including yield, yield-components, morpho-physiological and seed quality traits). Across environments, a total of 63 QTL were identified and characterized in terms of the four founder haplotypes. We mapped two QTL for grain yield across environments and 23 QTL for grain yield components. A novel major QTL for number of grain per spikelet/ear was mapped on chr 2A and shown to control up to 39% of phenotypic variance in this cross. Functionally different QTL alleles, in terms of direction and size of genetic effect, were distributed among the four parents. Based on the occurrence of QTL-clusters, we characterized the breeding values (in terms of effects on yield) of most of QTL for heading and maturity as well as yield component and quality QTL. This multiparental RIL population provides the wheat community with a highly informative QTL mapping resource enabling the dissection of the genetic architecture of multiple agronomic relevant traits in durum wheat.
12

THE GENETICS OF LEAF RUST RESISTANCE IN THE MODEL GRASS BRACHYPODIUM DISTACHYON

BARBIERI, MIRKO 04 February 2009 (has links)
Brachypodium distachyon è stato recentemente proposto come pianta modello per le Triticeae che includono frumento e orzo. L’obbiettivo del presente studio è stato quello di identificare regioni genomiche associate con la resistenza quantitativa alla ruggine fogliare in Brachypodium. Le malattie causate dalle ruggini fogliari causano ingenti perdite in termini di produzione delle specie cerealicole. Una popolazione di 110 individui F2 è stata sviluppata incrociando due linee inbred di Brachypodium e una mappa di linkage di marcatori AFLP è stata create. La mappa di linkage consiste di 192 loci AFLP in dieci gruppi di linkage, e copre una lunghezza pari a 1,231 Kosambi cM. Allo scopo di identificare loci coinvolti nella resistenza quantitativa sulla mappa, i 110 individui F2 sono stati valutati per la loro reazione alla ruggine fogliare allo stadio di plantula e a quello adulto. Per confermare i risultati delle piante F2, le rispettive famiglie F3 sono state studiate per la loro resistenza alla ruggine fogliare in due esperimenti indipendenti. Due loci genomici sembrano essere maggiormente coinvolti nella resistenza. / Brachypodium distachyon has been proposed as a model species for the tribe of the Triticeae, which includes wheat and barley. The objective of our study was to identify the genomic regions associated with quantitative resistance to leaf rust in Brachypodium. Leaf rust diseases cause significant reductions annually in yield of cereal crops worldwide. An F2 mapping population of 110 individuals was generated between two Brachypodium inbred lines and a AFLP-based linkage map was developed. The linkage map consists of 192 AFLP loci in ten linkage groups, and spans a total genetic length of 1,231 Kosambi cM. To locate quantitative resistance loci on the map, the 110 F2 plants were evaluated for their reaction to the leaf rust at both seedling and adult plant stages. To improve QTL identification, F2-derived F3 families were studied for resistance to leaf rust in two independent experiments. Two major genomic regions involved in resistance to leaf rust were detected.
13

Caratterizzazione del gene LIPOSSIGENASI 4 e approccio CRISPR-Cas9 per aumentare la resistenza alla fusariosi di mais / LIPOXYGENASE 4 CHARACTERIZATION AND CRISPR-CAS9 APPROACH TO ENHANCE FUSARIUM VERTICILLIOIDES (FV) RESISTANCE IN ZEA MAYS

BORRELLI, VIRGINIA MARIA GRAZIA 14 December 2018 (has links)
Il Fusarium verticillioides (Fv) causa il marciume rosa della spiga e contamina le cariossidi con fumonisine, una famiglia di micotossine che colpisce mangimi e alimenti considerata cancerogena per l'uomo e gli animali. Sono stati condotti diversi studi per identificare i geni del mais associati alla resistenza della pianta ospite all'infezione da Fv e l'accumulo di fumonisina. È noto che le ossilipine regolano la difesa contro i patogeni e che il cross-talk lipidico ospite-patogeno influenza la patogenesi. A questo proposito, i mutanti di mais trasposonici del gene ZmLOX4, la linea suscettibile W22 e la resistente TZI18 sono stati testati per la resistenza a Fv mediante il saggio biologico Rolled Towel Assay (RTA). Inoltre, sono stati studiati i profili di espressione di 16 geni coinvolti nella via LOX e volatili verdi (GLV) e l'attività della lipossigenasi è stata analizzata nelle stesse linee. Inoltre, è stata applicata la tecnologia di modifica del genoma di Clustered Shortspeed Palindromic Repeat / Cas9 associato (CRISPR / Cas9) regolarmente esaminata per indagare le possibili implicazioni del gene ZmLOX6 e del fattore di trascrizione ZmWRKY125 nei meccanismi di resistenza contro Fv. L'espressione di questi geni è stata precedentemente osservata dagli esperimenti di RNA - Seq in genotipi resistenti al mais e Studi di Genome Wide Association (GWAS) che hanno portato a un SNP significativamente associato a ZmWRKY125. Inoltre, il gene ZmLOX4 è stato overespresso nella linea A188 per valutare un possibile miglioramento della resistenza alla malattia verso Fv. Il lavoro molecolare del CRISPR si basa su una doppia clonazione utilizzando due diverse single guide RNA (sgRNA) per un bersaglio genico. I costrutti sotto il promotore ZmpUBI nel vettore binario p1609 sono stati trasformati nella linea A188 utilizzando la trasformazione mediata da Agrobacterium tumefaciens. Le piante di mais modificate nei geni ZmLOX6 e ZmWRKY125 e ZmLOX4 che sovraesprimono saranno caratterizzate per RTA, prove sperimentali in campo e per il loro contenuto di fumonisina. Inoltre, saranno testati l’attività lipossigenasica totale, i suoi metaboliti derivati ​​e le osslipine, oltre all'analisi dell'espressione dei principali geni coinvolti nella via dell'acido jasmonico. / Fusarium verticillioides (Fv) causes ear rot in maize and contaminates the kernels with fumonisins, a family of mycotoxins that affects feed and food and considered carcinogenic for humans and animals. Several studies were conducted to identify maize genes associated with host plant resistance to Fv infection and fumonisin accumulation. It is known that plant lipoxygenase (LOX)-derived oxylipins regulate defense against pathogens and that the host-pathogen lipid cross-talk influences the pathogenesis. In this regard, maize mutants carrying Mu insertions in the ZmLOX4 gene, the susceptible W22 and the resistant TZI18 lines were tested for Fv resistance by the screening method rolled towel assay (RTA). Additionally, the expression profiles of 16 genes involved in the LOX and green leaves volatiles (GLV) pathway were studied and the lipoxygenase activity was investigated in the same lines as well. Furthermore, the genome editing technology of Clustered Regularly Interspaced Short Palindromic Repeat/associated Cas9 (CRISPR/Cas9) was applied in order to investigate the possible implication of the lipoxygenase gene ZmLOX6 and the transcription factor ZmWRKY125 in the resistance mechanisms against Fv. The enhanced expression of these genes was previously observed by RNA - Seq experiments in maize resistant genotypes and Genome Wide Association Studies (GWAS) resulted in one SNP significantly associated with ZmWRKY125. Moreover, the gene ZmLOX4 was over-expressed in the line A188 for evaluating a possible improvement of the disease resistance towards Fv. The CRISPR cloning was based on a double cloning using two different guides (sgRNA) for one gene target. The constructs under the maize promoter ZmpUBI in the binary vector p1609 were transformed into the maize A188 line using Agrobacterium tumefaciens mediated transformation. Maize plants edited in the genes ZmLOX6 and ZmWRKY125, and over-expressing ZmLOX4 will be characterized for Fv resistance using rolled towel assay, field assay and for their fumonisin content. Furthermore, the content of jasmonic acid, its derivative metabolites, and oxylipins will be tested, as well as the expression analysis of the main genes involved in the jasmonic acid pathway will be performed.
14

APPROPRIATE FOOD PRODUCTION THROUGH INCREASING CROP YIELD AND INTRODUCING NEW CROPS IN THE DEMOCRATIC REPUBLIC OF THE CONGO

NDAYISENGA, VALENCE 14 December 2018 (has links)
La mancanza di una buona dieta ben bilanciata nutrizionalmente, porta al persistente sottosviluppo, in particolare per la capacità fisica e intellettuale delle persone e ha un impatto negativo sullo sviluppo del Paese. La presente tesi di dottorato mirava a valutare le strategie per produrre un cibo appropriato sufficiente, sicuro e sostenibile attraverso la sperimentazione di diverse tecniche di coltivazione e cultivar locali di manioca per identificare quali tecniche e cultivar sono più performanti per aumentare la resa. Dall’altra parte, al fine di contribuire alla diversificazione della produzione del cibo e al miglioramento del piatto tradizionale congolese costituita da più di 80% di carboidrati in particolare la manioca, studi su nuove colture riconosciute contenere dei buoni livelli in proteine, vitamine e minerali come Patata dolce a polpa arancione (Ipomoea batatas) riconosciuta essere ricca soprattutto in provitamina A e quinoa (Chenopodium quinoa Willd.) riconosciuta in particolare per il suo buon contenuto di aminoacidi ben bilanciato sono state condotte. Come risultato, tra tre tecniche di coltivazione (Ridge, Mound e Flat) per la produzione di manioca e 5 cultivar locali di manioca (Dunda, Kakuanga, Kasongoy, Kasonie, Ngoymuamba) valutati, la coltivazione su Ridge e il culltivar Ngoymuamba hanno dato il risultato più alto (19,2 Mg ha-1 di tuberi freschi), mentre Dunda è stata la cultivar che ha prodotto molto meno (6,8 Mg ha-1 di tuberi freschi). Le cultivar di patata dolce a polpa arancione studiati, hanno dimostrato che il contenuto in β-carotene è ragionevolmente alto perché 87 g di tuberi fresche sono sufficienti per coprire la dose giornaliera raccomandata in vitamina A per gli adulti. Per quinoa, tre cultivar (Pasankalla, Puno, Titicaca) hanno dimostrato di produrre una resa considerevole in quanto la produzione in granella è stata rispettivamente di 2,2 Mg ha-1; 1,9 Mg ha-1; 1,3 Mg ha-1 per Titicaca, Pasankalla e Puno. / The lack of a good diet well balanced nutritionally, leads to the persistent underdevelopment, particularly for the physical and intellectual capacity of the people and impacts negatively on the development of the country. The present doctoral thesis aimed to assess strategies to produce an appropriate food sufficient, safe and sustainable through experimenting different cultivating techniques and local cultivars of cassava for identifying which techniques and cultivars are more performant to increase yield. On the other hand, in order to contribute to the diversification of food production and improvement of the traditional Congolese diet constituted by more than 80% of carbohydrates particularly cassava, new crops recognized to have a better content in protein, minerals, and vitamins such as Orange-Fleshed Sweet Potato (Ipomoea batatas) recognized to be rich especially in provitamin A and quinoa (Chenopodium quinoa Willd.) recognized particularly for its well-balanced amino acids content were studied. As results, among three Planting methods (Ridge, Mound, and Flat) for producing cassava and 5 local cultivars of cassava (Dunda, Kakuanga, Kasongoy, Kasonie, Ngoymuamba) assessed, ridge and culltivar Ngoymuamba resulted to give the highest yield (19.2 Mg ha-1 in fresh roots), while Dunda was the cultivar which produced the lowest yield (6.8 Mg ha-1 in fresh roots). The Orange-Fleshed Sweet Potato cultivars studied showed that its content in β-carotene is reasonably high as 87 g per day can cover the whole daily allowances of vitamin A in adults’ people. On the quinoa side, three cultivars (Pasankalla, Puno, Titicaca) demonstrated to produce considerable yield as the production in grain was 2.2 Mg ha-1, 1.9 Mg ha-1, 1.3 Mg ha-1, respectively for Titicaca, Pasankalla and Puno.
15

Dissection of black rot resistance towards marker-assisted breeding in grapevine Pedigree reconstruction and phenotyping optimization coupled with high-density linkage mapping revealed a major QTL associated with bunch resistance.

Bettinelli, Paola 05 June 2023 (has links)
Viticulture is a multibillion-dollar market based on grapes, one of the most valuable fruits in agriculture, but it is also characterized by the highest uses of fungicides per hectare for disease management. In fact, despite the availability of genetic resources resistant to the most diffuse fungal pathogens, those cover less than a fifth of the worldwide vine area. The remaining 80% is represented mainly by susceptible Vitis vinifera L. varieties. Instead, re-sistance traits are known to derive from other Vitis species, due to their coevolution with the pathogens, and their exploitation in breeding is a valuable strategy to reduce pesticide treat-ments. Black rot (BR) is a destructive disease caused by the ascomycete, Phyllosticta ampeli-cida, whose telomorphic form was known as Guignardia bidwellii. In the European continental area in the last two decades its pressure increased due to the concomitant decreased usage of chemicals and the occurrence of mild-rainy summer because of the climate change. This work was established to fight the spread of BR by means of the introduction of BR resistance in susceptible genetic background. The study consisted of (i) the reconstruction of BR resistant donor pedigree based on the collection of historical phenotypic data, (ii) the eval-uation of parental lines and selections of the breeding program of the Edmund Mach Founda-tion (Italy), (iii) the microscopic inspection of disease progression, and (iv) QTL analysis of the segregating population (N=146) ‘Merzling’ (hybrid, resistant) × ‘Teroldego’ (V. vinifera, suscep-tible). The outcomes revealed a large unexplored pool of disease resistance donors of 148 va-rieties belonging to 14 different species, that permitted to evaluate and identify five new promising genotypes readily exploited for breeding. Concurrently, a new inoculation method based on spore production from fresh infected leaves was developed. Ex vivo (detached leaves) inoculation did not reveal significant differences among the assessed genotypes and highlight-ed the tendency of spores to accumulate and germinate near leaf hairs, while disease progres-sion did not occur. The screening of the segregating population, both under greenhouse and field conditions, allowed the discrimination on chromosome 14 between two distinct QTLs as-sociated with leaf/shoot and bunch resistance. The first QTL confirmed the Resistance to Gui-gnardia bidwellii (Rgb)1 locus previously identified by three studies and the high-density link-age mapping allowed to reduce it from 2.4 to 0.7 Mb along the PN40024.v4 reference genome. The region resulted enriched in genes belonging to phloem dynamics and mitochondrial pro-ton transfer. The second QTL associated with bunch resistance was designated Rgb3. Located at 9 cM (6 Mb) upstream Rgb1, it was characterized by a cluster of Germin-like protein 3 genes and lipid transfer and localization, notably known to be linked to broad spectrum disease re-sistance and stress response. No resistance (R)-genes have been annotated in the region under-lying the QTL in the PN40024 reference genome. In conclusion, this work provided new insights for grapevine breeding programs by the identification of previously unknown BR resistance donors, the development of protocols and good practices towards large-scale resistance screening as well as the discovery of a novel QTL associated with bunch resistance. Marker validation in different genetic backgrounds is ongoing for its routinary implementation in marker-assisted breeding and further studies are planned to dissect BR resistance mechanism by the sequencing of the genomic regions, the study of the Germin-like 3 gene cluster and the cell wall characterization.
16

Dissecting the genetic, physiological and metabolic mechanisms of grapevine resilience to heat stress

Pettenuzzo, Silvia 30 May 2024 (has links)
Grapevine (Vitis spp.) is one of the most widely cultivated perennial fruit crops in the world and its economic relevance is mainly related to wine production. In recent years, the increased frequency of extreme phenomena such as heat waves has been acknowledged as one of the most significant climate variables negatively affecting grape yield and berry composition, with consequences also on wine quality. Thus, studying the physiological, metabolic and genetic factors that are involved in grapevine response to high temperatures is essential to improve the knowledge of mechanisms underlying thermotolerance, aiming to support plant breeding innovation and the development of new management strategies in viticulture. In this work, a segregating population obtained from the crossing of ‘Rhine Riesling’ and ‘Cabernet Sauvignon’ was studied in the field with a multidisciplinary approach. The progeny (around 120 genotypes) was evaluated for phenological traits affected by changing temperatures, in particular bud burst, flowering and véraison, while physiological response to heat stress was assessed in various hot summer days by measuring chlorophyll fluorescence kinetics and stomatal conductance. Measures were collected in the early morning as control and in the afternoon during hot hours. Phenotypic data were then used in combination with a high-density linkage map (average distance between adjacent markers 0.78 cM), previously developed using genotypic information from 139 individuals, to perform QTL analysis. Based on physiological responses to high temperatures, selected individuals showing contrasting behaviour, together with parental lines, were further studied in controlled conditions. In the field, in fact, plants may be subjected to combined stresses and changes in environmental conditions may heavily influence plants response. With the experiment in controlled condition, on the other hand, plants were stressed at higher temperatures, compared to the ones registered in the field, by maintaining all the other sources of variability constant. In the growth chamber plants were studied for their physiological response to heat stress by using the same approach adopted in the field. To better understand mechanisms involved in grapevine adaptation to heat stress conditions, individuals with contrasting behaviour were studied also for their metabolome modifications, both in the field and in controlled conditions. Volatile organic compounds (VOCs) were investigated with an untargeted approach applying conventional methods of analysis. Accumulation of VOCs in grapevine leaves was analysed using gas chromatography coupled with mass spectrometry (GC-MS) after a pre-concentration with a solid-phase micro-extraction (SPME) approach. On the other hand, VOCs emission during stress was investigated in controlled conditions thanks to the use of the Closed-Loop Stripping Analysis (CLSA) which allows the collection of VOCs directly emitted by plants. Analysis was then performed with GC-MS. Metabolic alterations of non-volatile compounds were examined with an untargeted analysis using high-performance liquid chromatography coupled with a high-resolution mass spectrometer equipped with an electrospray soft ionization (HPLC-HR-ESI-MS). In this work a metabolomic workflow was developed, starting from sample collection and extraction to sample analysis and data interpretation. The analytical method developed allowed the preliminary evaluation of leaf metabolome alterations due to stress factors. In fact, the use of a weak cation-exchange mixed mode column, in combination with a data dependent acquisition mode, allowed a first wide screening of both primary and secondary metabolites resulting in a good compromise for metabolic fingerprinting. QTL analysis on the segregating population allowed the identification of several QTLs, related to both phenological and physiological traits, with the discovery of interesting putative candidate genes for grapevine resilience to changing temperatures. This is the first time that a similar approach has been applied to a perennial fruit crop by analysing chlorophyll fluorescence and leaf transpiration traits related to heat stress. On the other hand, the multidisciplinary approach allowed the fine characterization of Rhine Riesling and Cabernet Sauvignon response to high temperatures, both in controlled and field conditions, a tentative classification of ‘tolerant’ and ‘susceptible’ progeny individuals and the identification of metabolic pathways altered during heat stress in the susceptible plants. Together with the implementation of a novel metabolomic workflow based on HPLC-HR-ESI-MS, this work represents a novelty in studies on grapevine response to changing temperatures, as it considered not only the berry metabolism but the resilience of the plants itself, paving the way for future studies on thermotolerance.
17

GENOME WIDE ASSOCIATION STUDIES TO IDENTIFY GENES FOR RESISTANCE TO FUSARIUM EAR ROT IN MAIZE

STAGNATI, LORENZO 31 May 2017 (has links)
Fusarium verticillioides è l’agente responsabile della Fusariosi della Spiga del mais, contamina la granella con fumonisine, micotossine responsabili di diverse patologie umane e animali. Per la resistenza alla fusariosi e all’accumulo di fumonisine esiste variabilità tra genotipi diversi ma non sono ancora disponibili ibridi immuni. L’obiettivo di questo lavoro è stato quello di individuare marcatori associati alla resistenza a F. verticillioides. Mediante un bioassay è stato testato un association panel per la resistenza a F. verticillioides. Al fine di identificare i marcatori di resistenza sono stati applicati un approccio GWAS e uno per geni candidati. L’analisi GWAS è stata eseguita con 227K SNPs restituendo 206 marcatori significativi. Da un lavoro di RNASequencing sono stati individuati i geni coinvolti nella risposta a F. verticillioides mentre i geni R sono stati recuperati della letteratura scientifica. Genotipi resistenti (CO433 e CO441) e suscettibili (CO354 e CO389) sono stati scelti per individuare polimorfismi nei geni candidati da associare ai fenotipi rilevati mediante il bioassay. Quattro marcatori sono risultati significativi. Infine, la correlazione tra l’incidenza della fusariosi rilevata in campo e mediante bioassay è stata analizzata in una popolazione di 172 RIL derivanti da CO441 x CO354, tuttavia, non è stata individuata alcuna corrispondenza. / Fusarium verticillioides is the causal agent of Fusarium ear rot (FER) in maize and contaminates grains with fumonisin, a family of mycotoxins involved in several human and animal diseases. Quantitative genetic variation exists for resistance to FER and fumonisin contamination among genotypes, however, resistant maize hybrids are currently not available. The aim of this work was the identification of genetic markers associated to resistance against F. verticillioides. A bioassay was used to screen inbred lines of the maize association population for FER resistance, GWAS and candidate gene approaches were applied to identify markers. GWAS was performed using a 227K SNP matrix and resulting in 206 significant markers. Genes involved in F. verticillioides response in developing maize kernels were retrieved from a previous RNASequencing study while maize R genes were retrieved from scientific literature. Resistant (CO433 and CO441) and susceptible genotypes (CO389 and CO354) were selected to amplify and sequence candidate genes. Polymorphisms detected were used to find association with phenotypes scored using the bioassay. Four significant markers were found. Finally, the correlation between FER phenotypes scored in field experiments and bioassay phenotypes was investigated. A population of 172 RILs (CO441 x CO354), was tested. No correlation was found.
18

Caratterizzazione di genotipi di sorgo in funzione di tratti legati alla tolleranza alla siccità / CHARACTERIZATION OF SORGHUM GENOTYPES FOR TRAITS RELATED TO DROUGHT TOLERANCE

FRACASSO, ALESSANDRA 28 January 2015 (has links)
L’incessante aumento della popolazione mondiale ed il conseguente incremento della richiesta di risorse alimentari ed energetiche, congiuntamente al mutevole scenario climatico, sempre più incline a periodi di siccità prolungata in misura sempre maggiore in alcune zone del pianeta, fa sì che sempre più attenzione sia rivolta allo sviluppo ed all’implementazione di risorse energetiche rinnovabili a bassi input. Il sorgo zuccherino (Sorghum bicolor Moench) è una coltura bioenergetica in grado di fornire cibo, bioetanolo e biogas. Lo studio di tale coltura in risposta al deficit idrico promuove una più approfondita conoscenza dei meccanismi alla base dei processi fotosintetici, e di come, e quanto, questi possano essere influenzati dall’assenza temporanea, o più o meno prolungata, di disponibilità idrica. La produzione di biomassa e la sua composizione chimica sono state valutate per genotipi di nuova costituzione in confronto a quelli già disponibili in commercio, ai fini della produzione di biogas e bioetanolo. Una più approfondita analisi fisio-fenologica e molecolare è stata condotta su sei genotipi di sorgo con lo scopo di combinare in una visione di insieme più integrata la risposta alla siccità in sorgo. Due genotipi (uno sensibile e l’altro tollerante la siccità) sono stati selezionati per l’analisi trascrittomica in risposta allo stress idrico al fine di individuare geni candidati potenzialmente utili ai fini di una selezione assistita da marcatore. / Due to the increasing human population and the consequent surging energy and water demand, it is necessary to implement energy and fuel production from low input renewable sources. Sweet sorghum (Sorghum bicolor Moench) is a low input multipurpose crop that provides food, feed and bioethanol from conversion of sugars accumulated in the stalk and biogas from anaerobic digestion of whole aboveground dry biomass. This multipurpose crop was studied in response to water deficit. In particular, the biomass production and its composition were evaluated in response to drought for new developed and commercial genotypes for biogas and bioethanol production. The physiologic and molecular approaches were combined in order to provide an integrated view on drought tolerance in sorghum enabling to know which are the mechanisms and with which extent they were affected by drought in this bioenergy crop. The transcriptomic analysis was performed on two sorghum genotypes (one sensitive and the other one tolerant to drought) with RNA-Seq technology in order to evaluate the diversity existing in the sorghum transcriptome that could be related to drought tolerance and to identify candidate genes that could be used as potentially marker for the marker assisted selection.

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