Browsing by Subject "DON"
Now showing 1 - 3 of 3
- Results Per Page
- Sort Options
Publication Electronic nose for the rapid detection of deoxynivalenol in wheat using classification and regression trees(2022) Camardo Leggieri, Marco; Mazzoni, Marco; Bertuzzi, Terenzio; Moschini, Maurizio; Prandini, Aldo; Battilani, PaolaMycotoxin represents a significant concern for the safety of food and feed products, and wheat represents one of the most susceptible crops. To manage this issue, fast, reliable, and low-cost test methods are needed for regulated mycotoxins. This study aimed to assess the potential use of the electronic nose for the early identification of wheat samples contaminated with deoxynivalenol (DON) above a fixed threshold. A total of 214 wheat samples were collected from commercial fields in northern Italy during the periods 2014–2015 and 2017–2018 and analyzed for DON contamination with a conventional method (GC-MS) and using a portable e-nose “AIR PEN 3” (Airsense Analytics GmbH, Schwerin, Germany), equipped with 10 metal oxide sensors for different categories of volatile substances. The Machine Learning approach “Classification and regression trees” (CART) was used to categorize samples according to four DON contamination thresholds (1750, 1250, 750, and 500 μg/kg). Overall, this process yielded an accuracy of >83% (correct prediction of DON levels in wheat samples). These findings suggest that the e-nose combined with CART can be an effective quick method to distinguish between compliant and DON-contaminated wheat lots. Further validation including more samples above the legal limits is desirable before concluding the validity of the method.Publication Molecular mapping of resistance and aggressiveness in the cereal/Fusarium head blight pathosystem(2016) Kalih, Rasha; Miedaner, ThomasFusarium head blight (FHB) is one of the most destructive fungal diseases in small-grain cereals worldwide causing significant yield losses and contamination of grain with mycotoxins e.g., deoxynivalenol (DON). This renders the grain unsuitable for human consumption and animal feeding. Exploring the genetic mechanism of FHB resistance is considered the key tool for modern cereal breeding activities. Triticale, the intergeneric hybrid between wheat and rye, is an important cereal crop in Poland and Germany. Resistance breeding using genetic mapping to identify quantitative-trait loci (QTL) associated with FHB resistance represents the best strategy for controlling the disease. In parallel, understanding the mechanism of aggressiveness and DON production of F. graminearum will be a significant contribution to improve FHB management. The objectives of the present work were (1) identification of QTL related to FHB resistance in triticale, together with the analysis of the correlation of FHB severity with other related traits such as plant height and heading stage, (2) correlation between DON production and FHB severity, (3) mapping of dwarfing gene Ddw1 in triticale and studying its effect on FHB resistance, plant height and heading stage, (4) detection of SNPs in candidate genes associated with aggressiveness and DON production of a large Fusarium graminearum population in bread wheat. To study the genetic architecture of FHB resistance in triticale, five doubled-haploid (DH) triticale populations with 120 to 200 progenies were successfully tested under field conditions by inoculation with Fusarium culmorum (FC46) in multiple environments. All genotypes were evaluated for FHB resistance, plant height and heading stage. DArT markers were used to genotype triticale populations. Significant genotypic variances (P<0.001) were observed for FHB severity in all populations combined with high heritability. Twenty-two QTLs for FHB resistance in triticale were reported with two to five QTL per population, thus confirming the quantitative inheritance of FHB resistance in triticale. The most prominent (R2 ≥ 35%) QTLs were located on chromosomes 6A, 3B, 4R, and 5R. QTLs for plant height and heading stage were also detected in our work, some of them were overlapping with QTLs for FHB resistance. Correlation between FHB severity, DON content and Fusarium damaged kernels (FDK) in triticale was studied in the population Lasko x Alamo. Significant genotypic variance was detected for all traits. However, low correlation between FHB severity and DON content (r=0.31) was found. Interestingly, correlation between FHB severity and FDK rating was considerably higher (r=0.57). For FHB severity, two QTLs were detected in this population. A QTL located on chromosome 2A with minor effect for FHB severity was also a common QTL for DON content and FDK rating and explained ≥34% of genotypic variance for these two traits. A second QTL on chromosome 5R was a major QTL but it has no effect on DON content or FDK rating. For analyzing the rye dwarfing gene Ddw1 derived from the father Pigmej, 199 (DH) progenies were genotyped with DArT markers and in addition with conserved ortholog set (COS) markers linked to the Ddw1 locus in rye. QTL analyses detected three, four, and six QTLs for FHB severity, plant height and heading stage, respectively. Two specific markers tightly linked with Ddw1 on rye chromosome 5R explained 48, 77, and 71 % of genotypic variation for FHB severity, plant height, and heading stage, respectively. This is strong evidence, that we indeed detected the rye gene Ddw1 in this triticale population. Another objective was to highlight the association between quantitative variation of aggressiveness and DON production of 152 F. graminearum isolates with single nucleotide polymorphism (SNP) markers in seven candidate genes. One to three significant SNPs (P < 0.01 using cross-validation) were associated to FHB severity in four genes (i.e., Gmpk1, Mgv1, TRI6, and Erf2). For DON content, just one significant SNP was detected in the gene Mgv1 explaining 6.5% of the total genotypic variance. In conclusion, wide genetic variation in FHB resistance in triticale has been observed in five populations. QTL mapping analyses revealed twenty-two QTLs for FHB resistance derived from wheat and rye genomes. QTLs located on the rye genome were reported here for the first time and they are a new source for FHB resistance in triticale. In parallel, analysis of the diversity of four pathogenicity genes in F. graminearum is an important first step in inferring the genetic network of pathogenicity in this fungal pathogen.Publication Phänotypische und molekulare Analyse von Kreuzungsnachkommen auf Resistenz gegen Ährenfusariosen bei Triticale (x Triticosecale Wittmack)(2011) Großmann, Maren; Großmann, MarenFusarium head blight (FHB) is an epidemic disease of cereals but disease control still is insufficiently possible. Resistance breeding can be addressed as one approach to reduce the mycotoxin contents. Since 2006 the European Union had strict rules governing the values for Desoxinivalenol (DON) in food products. The extraordinary loads through mycotoxins in triticale, which are caused by FHB, lead to large reductions in grain yield and quality. Beyond the fact that it can cause health issues in animals, especially in pig feed, it may induce financial burdens for farming industries. Resistance against FHB is inherited quantitatively with mainly additive effects and therefore is only recorded by complex field experiments. Molecular markers accelerate resistance breeding and enable specific introgressions of favorable QTL. The main topic of this thesis is to show the application possibilities of molecular markers for the investigation of FHB resistance in triticale. In detail this study aims to analyze factors leading to a minimized mycotoxin accumulation in perennial field trials at several locations. Furthermore genetic maps of two different crossing populations were compiled and QTL mapping for ear appearance, plant height, DON content and FHB resistance was implemented. For all populations significant varieties had been displayed for all characteristics. The average values for FHB rate were between 8 and 43 % depending on year and location. The heritability?s showed high values for each population (h2 = 0.7 ? 0.82). The substantial genotype-environment-interaction pointed out the importance of field experiments. Furthermore no significant correlation was obtained between ear appearance and plant height. Due to the fact that the correlation factor between DON-content and FHB rate was very low (r = 0.32) to moderate (r = 0,65). Therefore no assumption about the DON-content subjected to the FHB rate could be made. The mapping of both populations LASKO x ALAMO and LASKO x TRIMESTER has been accomplished with SSR- and DArT-markers. The rate of polymorphism could be increased from 7 - 12 % respectively to 9 - 18 %. Genetic maps were constructed with length of 1.815 and 1.407 cM. They indicated 5.19 and 4.54 cM in their average marker distances. Throughout the QTL mapping several QTL were detected (6 QTL for ear appearance, 4 QTL for plant height, 1 QTL for DON-content and 4 QTL for FHB rate). These QTL explained 8 to 66 % of the phenotypical variance. In addition crossing populations of LASKO x TRIMESTER showed 2 QTL for ear appearance, 1 for plant height and 2 QTL for FHB resistance, which could explain 3 to 41 % of the phenotypical variance. This was also observed in several other QTL-surveys for wheat. Prospectively using molecular markers and genetically engineered methods will increase the research and development of resistant varieties and lead to a reduced mycotoxin accumulation. So far neither genetic maps nor any QTL studies for FHB resistance or DON-content in triticale have been published. Due to the fact that resistance is transmitted by several genes numerous artificial inoculations have to be carried out during breeding. Additive gene effects are useful to combine several resistance genes from different parents. Established methods in plant breeding such as recurrent selection, phenotypical and marker-based selection are successfully in use to reduce FHB- symptoms and to reduce the mycotoxin value but these methods have to be improved. The results of this thesis are promising for a superior resistance breeding in the future.