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1.
BMC Genomics ; 25(1): 270, 2024 Mar 12.
Article in English | MEDLINE | ID: mdl-38475739

ABSTRACT

BACKGROUND: Mung bean (Vigna radiata (L.) Wilczek), is an important pulse crop in the global south. Early flowering and maturation are advantageous traits for adaptation to northern and southern latitudes. This study investigates the genetic basis of the Days-to-Flowering trait (DTF) in mung bean, combining genome-wide association studies (GWAS) in mung bean and comparisons with orthologous genes involved with control of DTF responses in soybean (Glycine max (L) Merr) and Arabidopsis (Arabidopsis thaliana). RESULTS: The most significant associations for DTF were on mung bean chromosomes 1, 2, and 4. Only the SNPs on chromosomes 1 and 4 were heavily investigated using downstream analysis. The chromosome 1 DTF association is tightly linked with a cluster of locally duplicated FERONIA (FER) receptor-like protein kinase genes, and the SNP occurs within one of the FERONIA genes. In Arabidopsis, an orthologous FERONIA gene (AT3G51550), has been reported to regulate the expression of the FLOWERING LOCUS C (FLC). For the chromosome 4 DTF locus, the strongest candidates are Vradi04g00002773 and Vradi04g00002778, orthologous to the Arabidopsis PhyA and PIF3 genes, encoding phytochrome A (a photoreceptor protein sensitive to red to far-red light) and phytochrome-interacting factor 3, respectively. The soybean PhyA orthologs include the classical loci E3 and E4 (genes GmPhyA3, Glyma.19G224200, and GmPhyA2, Glyma.20G090000). The mung bean PhyA ortholog has been previously reported as a candidate for DTF in studies conducted in South Korea. CONCLUSION: The top two identified SNPs accounted for a significant proportion (~ 65%) of the phenotypic variability in mung bean DTF by the six significant SNPs (39.61%), with a broad-sense heritability of 0.93. The strong associations of DTF with genes that have orthologs with analogous functions in soybean and Arabidopsis provide strong circumstantial evidence that these genes are causal for this trait. The three reported loci and candidate genes provide useful targets for marker-assisted breeding in mung beans.


Subject(s)
Arabidopsis , Fabaceae , Vigna , Vigna/genetics , Genome-Wide Association Study , Arabidopsis/genetics , Plant Breeding , Fabaceae/genetics , Glycine max , Genomics
2.
Trends Plant Sci ; 26(1): 53-69, 2021 01.
Article in English | MEDLINE | ID: mdl-32830044

ABSTRACT

Plant stress phenotyping is essential to select stress-resistant varieties and develop better stress-management strategies. Standardization of visual assessments and deployment of imaging techniques have improved the accuracy and reliability of stress assessment in comparison with unaided visual measurement. The growing capabilities of machine learning (ML) methods in conjunction with image-based phenotyping can extract new insights from curated, annotated, and high-dimensional datasets across varied crops and stresses. We propose an overarching strategy for utilizing ML techniques that methodically enables the application of plant stress phenotyping at multiple scales across different types of stresses, program goals, and environments.


Subject(s)
Crops, Agricultural , Machine Learning , Phenotype , Reproducibility of Results
3.
Appl Plant Sci ; 8(7): e11375, 2020 Jul.
Article in English | MEDLINE | ID: mdl-32765974

ABSTRACT

PREMISE: Trichomes are hair-like appendages extending from the plant epidermis. They serve many important biotic roles, including interference with herbivore movement. Characterizing the number, density, and distribution of trichomes can provide valuable insights on plant response to insect infestation and define the extent of plant defense capability. Automated trichome counting would speed up this research but poses several challenges, primarily because of the variability in coloration and the high occlusion of the trichomes. METHODS AND RESULTS: We developed a simplified method for image processing for automated and semi-automated trichome counting. We illustrate this process using 30 leaves from 10 genotypes of soybean (Glycine max) differing in trichome abundance. We explored various heuristic image-processing methods including thresholding and graph-based algorithms to facilitate trichome counting. Of the two automated and two semi-automated methods for trichome counting tested and with the help of regression analysis, the semi-automated manually annotated trichome intersection curve method performed best, with an accuracy of close to 90% compared with the manually counted data. CONCLUSIONS: We address trichome counting challenges including occlusion by combining image processing with human intervention to propose a semi-automated method for trichome quantification. This provides new opportunities for the rapid and automated identification and quantification of trichomes, which has applications in a wide variety of disciplines.

4.
G3 (Bethesda) ; 3(9): 1587-95, 2013 Sep 04.
Article in English | MEDLINE | ID: mdl-23893742

ABSTRACT

Loss-of-function genetic analysis plays a pivotal role in elucidating individual gene function as well as interactions among gene networks. The ease of gene tagging and cloning provided by transfer DNA (T-DNA) insertion mutants have led to their heavy use by the Arabidopsis research community. However, certain aspects of T-DNA alleles require caution, as highlighted in this study of an intronic insertion mutant (ben1-1) in the BEN1 (BRI1-5 ENHANCED 1) gene. As a part of our analysis of brassinosteroid catabolic enzymes, we generated a genetic triple-mutant from a cross between the bas1-2 sob7-1 double-null (T-DNA exonic insertion mutants of phyB-4 ACTIVATION TAGGED SUPPRESSOR 1 and SUPPRESSOR OF phyB-4 7) and ben1-1. As previously described, the single ben1-1 line behaves as a transcript null. However, in the triple-mutant background ben1-1 was reverted to a partial loss-of-function allele showing enhanced levels of the wild-type-spliced transcript. Interestingly, the enhanced expression of BEN1 remained stable when the ben1-1 single-mutant was reisolated from a cross with the wild type. In addition, the two genetically identical pretriple and posttriple ben1-1 mutants also differed phenotypically. The previously functional NPTII (NEOMYCIN PHOSPHOTRANSFERASE II) T-DNA marker gene (which encodes kanamycin resistance) was no longer functional in the recovered ben1-1 allele, though the length of the T-DNA insertion and the NPTII gene sequence did not change in the pretriple and posttriple ben1-1 mutants. Methylation analysis using both restriction endonuclease activity and bisulfite conversion followed by sequencing showed that the methylation status of the T-DNA is different between the original and the recovered ben1-1. These observations demonstrate that the recovered ben1-1 mutant is epigenetically different from the original ben1-1 allele.


Subject(s)
Alcohol Oxidoreductases/genetics , Arabidopsis Proteins/genetics , Brassinosteroids/pharmacology , DNA, Bacterial/genetics , Epigenomics , Seedlings/drug effects , Steroids, Heterocyclic/pharmacology , Alcohol Oxidoreductases/metabolism , Alleles , Amino Acid Oxidoreductases/genetics , Amino Acid Oxidoreductases/metabolism , Arabidopsis/genetics , Arabidopsis Proteins/metabolism , Base Sequence , DNA Methylation , DNA, Bacterial/metabolism , Genes, Plant , Introns , Kanamycin Kinase/genetics , Kanamycin Kinase/metabolism , Molecular Sequence Data , Mutagenesis, Insertional , Promoter Regions, Genetic , Seedlings/genetics , Seedlings/metabolism
5.
Plant Signal Behav ; 8(10): doi: 10.4161/psb.26847, 2013 Oct.
Article in English | MEDLINE | ID: mdl-24494235

ABSTRACT

Brassinosteroid (BR) homeostasis is maintained in part by this hormone's catabolism. The presence of multiple BR-catabolic pathways in Arabidopsis demonstrates the importance of this process in growth and development. Previous biochemical analyses suggest that AT ST4a has BR catalytic activity. We have used both overexpression and loss-of-function genetic approaches to further explore the role of ATST4a in Arabidopsis. Up to 1000-fold overexpression of the ATST4a gene did not result in any characteristic BR-deficient phenotypes. In addition, the T-DNA insertion null mutant atst4a1-1 did not display enhanced seedling hypocotyl growth in the presence or absence of the active BR brassinolide when grown in white light. This lack of hallmark characteristics for BR-inacitivion genes suggests that ATST4a encodes an atypical BR catabolic enzyme.


Subject(s)
Arabidopsis Proteins/metabolism , Arabidopsis/enzymology , Arabidopsis/metabolism , Brassinosteroids/metabolism , Steroids, Heterocyclic/metabolism , Sulfotransferases/metabolism , Arabidopsis/genetics , Arabidopsis Proteins/genetics , Gene Expression Regulation, Plant , Hypocotyl/enzymology , Hypocotyl/genetics , Hypocotyl/metabolism , Plants, Genetically Modified/enzymology , Plants, Genetically Modified/genetics , Plants, Genetically Modified/metabolism , Sulfotransferases/genetics
6.
G3 (Bethesda) ; 2(12): 1585-93, 2012 Dec.
Article in English | MEDLINE | ID: mdl-23275881

ABSTRACT

Plants use light as a source of information via a suite of photomorphogenic photoreceptors to optimize growth in response to their light environment. Growth-promoting hormones such as brassinosteroids also can modulate many of these responses. BAS1 and SOB7 are brassinosteroid-catabolizing P450s in Arabidopsis thaliana that synergistically/redundantly modulate photomorphogenic traits such as flowering time. The role of BAS1 and SOB7 in photomorphogenesis has been investigated by studying null-mutant genetic interactions with the photoreceptors phyA, phyB, and cry1 with regard to seed germination and flowering time. The removal of BAS1 and/or SOB7 rescued the low germination rate of the phyA-211 phyB-9 double-null mutant. With regard to floral induction, bas1-2 and sob7-1 showed a complex set of genetic interactions with photoreceptor-null mutants. Histochemical analysis of transgenic plants harboring BAS1:BAS1-GUS and SOB7:SOB7-GUS translational fusions under the control of their endogenous promoters revealed overlapping and distinct expression patterns. BAS1's expression in the shoot apex increases during the phase transition from short-to-long-day growth conditions and requires phyB in red light. In summary, BAS1 and SOB7 displayed both simple and complex genetic interactions with the phytochromes in a plant-stage specific manner.


Subject(s)
Arabidopsis Proteins/genetics , Arabidopsis/genetics , Brassinosteroids/metabolism , Cytochrome P-450 Enzyme System/genetics , Genes, Plant , Peroxiredoxins/genetics , Photoreceptors, Plant/genetics , Arabidopsis/metabolism , Arabidopsis Proteins/metabolism , Cryptochromes/genetics , Cryptochromes/metabolism , Cytochrome P-450 Enzyme System/metabolism , Flowers/genetics , Germination/genetics , Peroxiredoxins/metabolism , Photoreceptors, Plant/metabolism , Phytochrome A/genetics , Phytochrome A/metabolism , Phytochrome B/genetics , Phytochrome B/metabolism , Plants, Genetically Modified/genetics , Plants, Genetically Modified/metabolism , Promoter Regions, Genetic
10.
J Food Prot ; 59(10): 1112-1122, 1996 Oct.
Article in English | MEDLINE | ID: mdl-31195470

ABSTRACT

Verocytotoxin-producing E. coli (VTEC) of serotype O157:H7 have been shown to be important agents of foodborne disease in humans worldwide. While the majority of research effort has been targeted on this serotype it is becoming more evident that other serotypes of VTEC can also be associated with human disease. An increasing number of these non-O157:H7 VTEC have been isolated from humans suffering from HUS and diarrhea. Recently a number of foodborne outbreaks in the USA, Australia, and other countries have been attributed to non-O157:H7 VTEC serotypes. Surveys of animal populations in a variety of countries have shown that the cattle reservoir contains more than 100 serotypes of VTEC, many of which are similar to those isolated from humans. The diversity and complexity of the VTEC family requires that laboratories and public health surveillance systems have the ability to detect and monitor all serotypes of VTEC.

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