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2.
Hortic Res ; 9: uhac072, 2022.
Article in English | MEDLINE | ID: mdl-35669711

ABSTRACT

Selection of high-performance lines with respect to traits of interest is a key step in plant breeding. Genomic prediction allows to determine the genomic estimated breeding values of unseen lines for trait of interest using genetic markers, e.g. single-nucleotide polymorphisms (SNPs), and machine learning approaches, which can therefore shorten breeding cycles, referring to genomic selection (GS). Here, we applied GS approaches in two populations of Solanaceous crops, i.e. tomato and pepper, to predict morphometric and colorimetric traits. The traits were measured by using scoring-based conventional descriptors (CDs) as well as by Tomato Analyzer (TA) tool using the longitudinally and latitudinally cut fruit images. The GS performance was assessed in cross-validations of classification-based and regression-based machine learning models for CD and TA traits, respectively. The results showed the usage of TA traits and tag SNPs provide a powerful combination to predict morphology and color-related traits of Solanaceous fruits. The highest predictability of 0.89 was achieved for fruit width in pepper, with an average predictability of 0.69 over all traits. The multi-trait GS models are of slightly better predictability than single-trait models for some colorimetric traits in pepper. While model validation performs poorly on wild tomato accessions, the usage as many as one accession per wild species in the training set can increase the transferability of models to unseen populations for some traits (e.g. fruit shape for which predictability in unseen scenario increased from zero to 0.6). Overall, GS approaches can assist the selection of high-performance Solanaceous fruits in crop breeding.

3.
Plant Dis ; 2022 Feb 05.
Article in English | MEDLINE | ID: mdl-35124988

ABSTRACT

Cucurbit aphid-borne yellows virus (CABYV) was first reported in France in 1992 but has since been observed worldwide (Lecoq et al. 1992; Choi and Choi 2016; Buzkan et al. 2017; Zindovic et al. 2017; Vidal et al. 2018; Khanal and Ali, 2018). This virus has caused severe losses to different crops especially to the members of Cucurbitaceae and yield losses can reach up to 40-50% if infection occurs at early stages (Lecoq et al. 1992). In July 2017, leaf samples showing virus-like symptoms were collected from five pumpkin (Cucurbita pepo L. var. Clypeata Alefield) and two cucumber (Cucumis sativus L. cv. Azuma matsunari) plants, growing in а field near Sadovo, Bulgaria. Nearly all plants in the field were affected and displayed green or yellow mosaic, interveinal yellowing, blisters, and leaf deformation (Fig. 1). The collected samples were all symptomatic and were subjected to double antibody sandwich (DAS) or triple antibody sandwich (TAS) enzyme-linked immunosorbent assay (ELISA) to determine the viral agent(s). Specific monoclonal antibodies (Leibniz institute DSMZ, Germany) raised against Cucumber leaf spot virus, Cucurbit chlorotic yellows virus, Cucurbit yellow stunting disorder virus, Cucumber mosaic virus (CMV), Melon necrotic spot virus, Beet western yellows virus (BWYV), CABYV, Watermelon mosaic virus (WMV), Zucchini yellow mosaic virus (ZYMV), and Cucumber green mottle mosaic virus, were used. The total number of tested samples was seven (n=5 from pumpkin and n=2 from cucumber). All of them displayed positive signals for CABYV and BWYV, both belonging to genus Polerovirus, family Luteoviridae. In addition, ZYMV and/or WMV were detected in pumpkins while CMV and/or WMV were detected in cucumber samples, respectively. To confirm the presence of CABYV and/or BWYV, total RNA was isolated from all seven samples by TRI Reagent® (Sigma, St. Louis, USA) and converted to cDNA with First Strand cDNA Synthesis Kit, Thermo Scientific™. Reverse transcription (RT)-polyemerase chain reaction (PCR) was performed using two pairs of primers (CABYV1FW: 5'-TTATCAGGGGACTATGTTTA-3' and CABYV14REV: 5'-GAGGGGATTTTAACTGACTG-3', and BWYV1FW: 5'-AGTAAGTCCTCCCCAACTGA-3' and BWYV2REV: 5'-CTACCCACGACCGTATTCAT-3'), specifically designed to detect CABYV and BWYV, respectively. Amplicons with expected sizes of 1,930 bp were obtained only with CABYV primers for all samples while no fragments were amplified with BWYV primers. The obtained products from two samples (pumpkin and cucumber) were purified and sent to Macrogen Inc., South Korea, for direct sequencing in both directions. High quality nucleotide sequences were submitted to GenBank We have evaluated the quality of the sequencing and trimmed those parts that did not comply the needed quality. The obtained smaller fragments Nucleotide sequences were submitted to GenBank with accession numbers MK671010 (656 bp) and MK671014 (712bp). These sequences contained ORFs encoding CABYV P1-P2 fusion proteins as determined by Blastp analysis (https://blast.ncbi.nlm.nih.gov/Blast.cgi?PAGE=Proteins). A phylogenetic tree constructed by the Neighbor-joining method using 18 CABYV accessions and Potato leafroll virus as an outlier (Fig. 2) showed that the closest accessions to MK671010 and MK671014 were NC003688 (France) and EU636992 (China) with respective nucleotide identity of 98% and 99%. In 2019, another outbreak was observed in the same field near Sadovo and in a field near Plovdiv planted with pumpkins. Nearly 30% of the plants showed leaf yellowing typical for Polerovirus infection. Screening of collected samples (n=17) by RT-PCR confirmed CABYV presence in 15 samples. Based on available reports and according to our knowledge this is the first report of CABYV in Bulgaria.

4.
Plants (Basel) ; 10(11)2021 Nov 09.
Article in English | MEDLINE | ID: mdl-34834777

ABSTRACT

This study was designed to assess the androgenic potential of 180 pepper accessions and 11 progenies (four F1 and seven BC) possessing PMMoV resistance in order to complement an ongoing pepper breeding program. The experiment was carried out in 10 replications with 20 anthers for each accession in two different induction mediums from 2017 to 2019. The highest androgenic response was observed in culture medium 17-2 but differences between two mediums were nonsignificant. From a total of 191 genotypes, 102 genotypes expressed a potential for direct embryogenesis. Embryo induction was seen to be genotype-dependent and decreased in the following order: Pumpkin > Conical > Bell or blocky > Round > Elongate as the most responsive genotypes with over 10% reacted anthers being observed in CAPS-23, CAPS-29, CAPS-127, CAPS-157, CAPS-169, F1 and BC 887 derived from CAPS-23. The number of regenerated plants was higher in the conical group and least in the round varietal group. Regenerated plants were examined visually and by flow cytometry for identification of spontaneous doubled haploids (DH) and haploids. Those originating from F1 and BC progenies were additionally evaluated by a CAPS marker targeting L4 allele for resistance against PMMoV. Obtained results revealed two groups consisting of homozygous susceptible and resistant plants. Therefore, use of anther culture in ongoing breeding will greatly facilitate the pepper genetic improvement.

5.
Int J Mol Sci ; 22(7)2021 Mar 26.
Article in English | MEDLINE | ID: mdl-33810494

ABSTRACT

Maize has played a key role in the sustenance and cultural traditions of the inhabitants of the southwestern USA for many centuries. Blue maize is an important component of the diverse landraces still cultivated in the region but the degree to which they are related is unknown. This research was designed to ascertain the genotypic, morphological, and phenotypic diversity of six representative southwestern blue maize landraces. Their genotypic diversity was examined using tunable genotyping-by-sequencing (tGBS™). A total of 81,038 high quality SNPs were identified and obtained through tGBS. A total of 45 morphological and biochemical traits were evaluated at two locations in New Mexico. The varieties Los Lunas High and Flor del Rio were genetically less related with other southwestern landraces whereas diffusion between Navajo Blue, Hopi Blue, Yoeme Blue, and Taos Blue demonstrated that these landraces were genetically related. Phenotypic variability was highest for kernel traits and least for plant traits. Plant, ear, and kernel traits were fairly consistent within and across locations. Principal component analysis and tGBS showed that Corn Belt variety 'Ohio Blue' was distinctly different from southwestern landraces. Genotypic analysis displayed that southwestern landraces are genetically closely related, but selection has resulted in differing phenotypes. This study has provided additional insight into the genetic relatedness of southwestern blue maize landraces.


Subject(s)
Genotype , Polymorphism, Single Nucleotide , Sequence Analysis, DNA , Zea mays/genetics , Biodiversity , Crops, Agricultural/genetics , Genetic Variation , Phenotype , Phylogeny , Principal Component Analysis , Seeds/genetics , Southwestern United States
6.
Plants (Basel) ; 9(12)2020 Dec 14.
Article in English | MEDLINE | ID: mdl-33327625

ABSTRACT

One aim of this experiment was to develop NIR calibrations for 20-grain components in 143 pigmented maize samples evaluated in four locations across New Mexico during 2013 and 2014. Based on reference analysis, prediction models were developed using principal component regression (PCR) and partial least squares (PLS). The predictive ability of calibrations was generally low, with the calibrations for methionine and glycine performing best by PCR and PLS. The second aim was to explore the relationships among grain constituents. In PCA, the first three PCs explained 49.62, 22.20, and 6.92% of the total variance and tend to align with nitrogen-containing compounds (amino acids), carbon-rich compounds (starch, anthocyanin, fiber, and fat), and sulfur-containing compounds (cysteine and methionine), respectively. Correlations among traits were identified, and these relationships were illustrated by a correlation network. Some relationships among components were driven by common synthetic origins, for example, among amino acids derived from pyruvate. Similarly, anthocyanins, crude fat, and fatty acids all share malonyl CoA in their biosynthetic pathways and were correlated. In contrast, crude fiber and starch have similar biosynthetic origins but were negatively correlated, and this may have been due to their different functional roles in structure and energy storage, respectively.

7.
PLoS One ; 15(8): e0237741, 2020.
Article in English | MEDLINE | ID: mdl-32804977

ABSTRACT

Region-specific local landraces represent a germplasm diversity adapted and acclimatized to local conditions, and are ideal to breed for targeted market niches while maintaining the variability of heirloom traits. A collection of 180 pepper accessions, collected from 62 diverse locations across six Balkan countries, were characterized and evaluated for phenotypic and biochemical variation during a multi-year environment. An assortment of 32 agro-morphological, fruit quality, and virus resistance traits were evaluated, and the top 10% accessions were identified. A wide range of trait variation concerning plant architecture, inflorescence and fruit traits, yield and fruit quality was observed, and appreciable variation was noticed. According to hierarchical clustering, six distinct clusters were established based on pre-defined varietal groups. Divergence among accessions for phenotypic and fruit compositional variability was analyzed, and eight principal components were identified that contributed ~71% of the variation, with fruit shape, width, wall thickness, weight, and fruit quality traits being the most discriminant. Evaluation of the response to tobacco mosaic virus (TMV) and pepper mild mottle mosaic virus (PMMoV) showed that 24 and 1 accession were resistant, respectively while no tomato spotted wilt virus (TSWV) resistance was found. Considerable diversity for agro-bio-morphological traits indicates the Balkan pepper collection as good gene sources for pre-breeding and cultivar development that are locally adapted.


Subject(s)
Capsicum/genetics , Disease Resistance/genetics , Plant Breeding , Quantitative Trait Loci/genetics , Balkan Peninsula , Capsicum/chemistry , Capsicum/virology , Fruit/chemistry , Fruit/genetics , Fruit/virology , Genetic Variation , Phenotype , Tobamovirus/pathogenicity , Tospovirus/pathogenicity
8.
Plants (Basel) ; 9(2)2020 Feb 05.
Article in English | MEDLINE | ID: mdl-32033402

ABSTRACT

Morphological variation in vegetative and fruit traits is a key determinant in unraveling phenotypic diversity. This study was designed to assess phenotypic diversity in tomatoes and examine intra- and intervarietal groups' variability using 28 conventional descriptors (CDs) and 47 Tomato Analyzer (TA) descriptors related to plant and fruit morphometry. Comprehensive phenotyping of 150 accessions representing 21 countries discerned noticeable variability for CD vegetative traits and TA quantified fruit features, such as shape, size, and color. Hierarchical cluster analysis divided the accessions into 10 distinct classes based on fruit shape and size. Multivariate analysis was used to assess divergence in variable traits among populations. Eight principal components with an eigenvalue >1 were identified by factor analysis, which contributed 87.5% variation to the total cumulative variance with the first two components contributing 32.0% and 18.1% variance, respectively. The relationship between vegetative and fruit descriptors was explained by respective CD and TA correlation networks. There was a strong positive correlation between fruit shape and size whereas negative correlations were between fruit shape index, internal eccentricity, and proximal end shape. The combined approach of CD and TA phenotyping allowed us to unravel the phenotypic diversity of vegetative and reproductive trait variation evaluated at pre- and post-harvest stages.

9.
J Sci Food Agric ; 96(13): 4542-52, 2016 Oct.
Article in English | MEDLINE | ID: mdl-26879128

ABSTRACT

BACKGROUND: Anthocyanin-rich blue corn is an emerging specialty crop in the USA. The antioxidant properties of blue corn offer health benefits in the human diet. The objectives of this study were to identify, characterize and quantify the anthocyanins from blue corn. Hypotheses tested were that total anthocyanin content was similar among southwestern US accessions and that it would vary across locations. It was also examined whether different anthocyanin components were unique to certain genotypes. RESULTS: Across all locations and accessions, an average of 0.43 g kg(-1) total anthocyanin content (TAC) was observed. Accessions Santa Clara Blue and Ohio Blue displayed the highest TAC. The TAC of accession Flor del Rio was lower by nearly a factor of six. A total of five anthocyanin components were identified. Cyanidin 3-glucoside was the most abundant, followed by pelargonidin and peonidin 3-glucoside. Succinyl and disuccinyl glycosidic forms of cyanidin were also identified. Cyanidin 3-disuccinylglucoside was newly identified as a novel form of anthocyanin. CONCLUSION: Quantitative and qualitative anthocyanin expression was determined to be relatively stable across multiple southwestern environments. Increased expression of red and purple pigmentation in accession Flor del Rio appeared to be associated more with reduced TAC and cyanidin 3-glucoside than with elevated pelargonidin per se. A previously unreported anthocyanin component in blue corn, cyanidin 3-disuccinylglucoside, is present in southwestern landraces. © 2016 Society of Chemical Industry.


Subject(s)
Anthocyanins/analysis , Crops, Agricultural/chemistry , Food Quality , Functional Food/analysis , Pigments, Biological/biosynthesis , Seeds/chemistry , Zea mays/chemistry , Altitude , Anthocyanins/biosynthesis , Anthocyanins/metabolism , Antioxidants/analysis , Antioxidants/metabolism , Crop Production , Crops, Agricultural/growth & development , Crops, Agricultural/metabolism , Glucosides/analysis , Glucosides/biosynthesis , Humans , Plant Breeding , Principal Component Analysis , Seeds/growth & development , Seeds/metabolism , Southwestern United States , Species Specificity , Succinates/analysis , Succinates/metabolism , Zea mays/growth & development , Zea mays/metabolism
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