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1.
Plant Physiol ; 192(3): 2394-2403, 2023 07 03.
Article in English | MEDLINE | ID: mdl-36974884

ABSTRACT

Roots anchor plants in soil, and the failure of anchorage (i.e. root lodging) is a major cause of crop yield loss. Anchorage is often assumed to be driven by root system architecture (RSA). We made use of a natural experiment to measure the overlap between the genetic regulation of RSA and anchorage. After one of the most devastating derechos ever recorded in August 2020, we phenotyped root lodging in a maize (Zea mays) diversity panel consisting of 369 genotypes grown in 6 environments affected by the derecho. Genome-wide and transcriptome-wide association studies identified 118 candidate genes associated with root lodging. Thirty-four percent (40/118) of these were homologs of genes from Arabidopsis (Arabidopsis thaliana) that affect traits such as root morphology and lignin content, expected to affect root lodging. Finally, gene ontology enrichment analysis of the candidate genes and their predicted interaction partners at the transcriptional and translational levels revealed the complex regulatory networks of physiological and biochemical pathways underlying root lodging in maize. Limited overlap between genes associated with lodging resistance and RSA in this diversity panel suggests that anchorage depends in part on factors other than the gross characteristics of RSA.


Subject(s)
Plants , Zea mays , Zea mays/genetics , Zea mays/anatomy & histology , Genotype , Phenotype , Plants/genetics , Genes, Plant , Plant Roots/genetics , Plant Roots/anatomy & histology
2.
Plant Physiol ; 182(2): 977-991, 2020 02.
Article in English | MEDLINE | ID: mdl-31740504

ABSTRACT

Determining the genetic control of root system architecture (RSA) in plants via large-scale genome-wide association study (GWAS) requires high-throughput pipelines for root phenotyping. We developed Core Root Excavation using Compressed-air (CREAMD), a high-throughput pipeline for the cleaning of field-grown roots, and Core Root Feature Extraction (COFE), a semiautomated pipeline for the extraction of RSA traits from images. CREAMD-COFE was applied to diversity panels of maize (Zea mays) and sorghum (Sorghum bicolor), which consisted of 369 and 294 genotypes, respectively. Six RSA-traits were extracted from images collected from >3,300 maize roots and >1,470 sorghum roots. Single nucleotide polymorphism (SNP)-based GWAS identified 87 TAS (trait-associated SNPs) in maize, representing 77 genes and 115 TAS in sorghum. An additional 62 RSA-associated maize genes were identified via expression read depth GWAS. Among the 139 maize RSA-associated genes (or their homologs), 22 (16%) are known to affect RSA in maize or other species. In addition, 26 RSA-associated genes are coregulated with genes previously shown to affect RSA and 51 (37% of RSA-associated genes) are themselves transe-quantitative trait locus for another RSA-associated gene. Finally, the finding that RSA-associated genes from maize and sorghum included seven pairs of syntenic genes demonstrates the conservation of regulation of morphology across taxa.


Subject(s)
Biological Variation, Population/genetics , Plant Roots/anatomy & histology , Plant Roots/genetics , Sorghum/genetics , Zea mays/genetics , Databases, Genetic , Gene Regulatory Networks , Genetic Association Studies , Genome-Wide Association Study , Genotype , Image Processing, Computer-Assisted , Phenotype , Plant Roots/metabolism , Polymorphism, Single Nucleotide , Quantitative Trait Loci , Software , Sorghum/anatomy & histology , Sorghum/metabolism , Zea mays/anatomy & histology , Zea mays/metabolism
3.
Theor Appl Genet ; 128(12): 2495-506, 2015 Dec.
Article in English | MEDLINE | ID: mdl-26385372

ABSTRACT

KEY MESSAGE: The cucumber target leaf spot resistance gene cca - 3 was fine mapped in a 79-kb region harboring a CC-NB-ARC type R gene that may be responsible for the hypersensitive responses to infection of the target leaf spot pathogen in cucumber. The target leaf spot (TLS) is one of the most important foliar diseases in cucumber (Cucumis sativus L.). In this study, we conducted fine genetic mapping of a simply inherited recessive resistance gene, cca-3 against TLS with 193 F2:3 families and 890 F2 plants derived from the resistant cucumber inbred line D31 and the susceptible line D5. Initial mapping with microsatellite markers and bulked segregant analysis placed cca-3 in a 2.5-Mbp region of cucumber chromosome 6. The D5 and D31 lines were re-sequenced at 10× genome coverage to explore new markers in the target region. Genetic mapping in the large F2 population delimited the cca-3 locus in a 79-kb region with flanking markers Indel16874230 and Indel16953846. Additional fine mapping and gene annotation in this region revealed that a CC-NB-ARC type resistance gene analog, Csa6M375730, seems to be the candidate gene for cca-3. One single nucleotide polymorphism (SNP) was found in the NB-ARC domain of this candidate gene sequence between D31 and D5 that may lead to amino acid change, thus altering the function of the conserved NB-ARC motif. This SNP was validated in the segregating population as well as 24 independent cucumber lines. There was significantly higher level of cca-3 expression in the leaves of D5 (susceptible) than in D31 (resistant), and the expression level was positively correlated with the areas of necrotic spots on leaves after inoculation. It seems the cca-3 resistance gene was able to induce hypersensitive responses to the infection by TLS pathogen.


Subject(s)
Cucumis sativus/genetics , Disease Resistance/genetics , Plant Diseases/genetics , Ascomycota , Chromosome Mapping , Chromosomes, Plant , Cucumis sativus/microbiology , DNA, Plant/genetics , Genes, Plant , INDEL Mutation , Microsatellite Repeats , Plant Diseases/microbiology , Plant Leaves/microbiology , Polymorphism, Single Nucleotide , Sequence Analysis, DNA
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