9 results on '"Marshall C. Lamb"'
Search Results
2. Phenotyping agronomic and physiological traits in peanut under mid‐season drought stress using UAV‐based hyperspectral imaging and machine learning
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Kamand Bagherian, Rafael Bidese‐Puhl, Yin Bao, Qiong Zhang, Alvaro Sanz‐Saez, Phat M. Dang, Marshall C. Lamb, and Charles Chen
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Plant culture ,SB1-1110 - Abstract
Abstract Agronomic and physiological traits in peanut (Arachis hypogaea) are important to breeders for selecting high‐yielding and resilient genotypes. However, direct measurement of these traits is labor‐intensive and time‐consuming. This study assessed the feasibility of using unmanned aerial vehicles (UAV)‐based hyperspectral imaging and machine learning (ML) techniques to predict three agronomic traits (biomass, pod count, and yield) and two physiological traits (photosynthesis and stomatal conductance) in peanut under drought stress. Two different approaches were evaluated. The first approach employed eighty narrowband vegetation indices as input features for an ensemble model that included K‐nearest neighbors, support vector regression, random forest, and multi‐layer perceptron (MLP). The second approach utilized mean and standard deviation of canopy spectral reflectance per band. The resultant 400 features were used to train a deep learning (DL) model consisting of one‐dimensional convolutional layers followed by an MLP regressor. Predictions of the agronomic traits obtained using feature learning and DL (R2 = 0.45–0.73; symmetric mean absolute percentage error [sMAPE] = 24%–51%) outperformed those obtained using feature engineering and conventional ML models (R2 = 0.44–0.61, sMAPE = 27%–59%). In contrast, the ensemble model had a slightly better performance in predicting physiological traits (R2 = 0.35–0.57; sMAPE = 37%–70%) compared to the results obtained from the DL model (R2 = 0.36–0.52; sMAPE = 47%–64%). The results showed that the combination of UAV‐based hyperspectral imaging and ML techniques have the potential to assist breeders in rapid screening of genotypes for improved yield and drought tolerance in peanut.
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- 2023
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3. First draft genome and transcriptome of Cercosporidium personatum, causal agent of late leaf spot disease of peanut
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Renee S. Arias, John T. Dobbs, Jane E. Stewart, Emily G. Cantonwine, Valerie A. Orner, Victor S. Sobolev, Marshall C. Lamb, and Alicia N. Massa
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Late leaf spot ,Genome ,RNA polymerase ,Ribosomal RNA ,Peanut ,Cercosporidium ,Medicine ,Biology (General) ,QH301-705.5 ,Science (General) ,Q1-390 - Abstract
Abstract Objective Two main fungal leaf spot diseases occur in peanut, namely early leaf spot (ELS) and late leaf spot (LLS), these cause a yearly average of $44 million losses. Limited genetic information, 3534 bp of sequencing, exists about the causal agent of LLS, Cercosporidium personatum (syn. Nothopassalora personata, syn. Phaeoisariopsis personata). The extremely slow growth of this fungus, approximately 1 cm colony in 6 months, and challenges in nucleic acid extractions have hindered research on LLS. Our goal in this work is to provide a reference genome for research on this pathogen. Results Whole genome and transcriptome sequencing of the LLS fungus were obtained. A total of 233,542,110 reads of the genome were de novo assembled resulting in 1061 scaffolds, and estimated genome size 27,597,787 bp. RNA sequencing resulted in 11,848,198 reads that were de novo assembled into 13,343 contigs. Genome annotation resulted in 10,703 putative genes. BUSCO analysis of the genome and annotation resulted in 91.1% and 89.5% completeness, respectively. Phylogenetic dendrograms for 5442 bp and 4401 bp of RNA Polymerase II largest and second largest subunits, and for 5474 bp of the ribosomal RNA cistron of C. personatum are presented in relation to closely related fungi.
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- 2023
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4. First draft genome of Thecaphora frezii, causal agent of peanut smut disease
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Renee S. Arias, Cinthia Conforto, Valerie A. Orner, Edgardo J. Carloni, Juan H. Soave, Alicia N. Massa, Marshall C. Lamb, Nelson Bernardi-Lima, and Alejandro M. Rago
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PacBio ,Genome ,Pathogen ,Groundnut ,Smut disease ,Fungi ,Genetics ,QH426-470 - Abstract
Abstract Objectives The fungal pathogen Thecaphora frezii Carranza & Lindquist causes peanut smut, a severe disease currently endemic in Argentina. To study the ecology of T. frezii and to understand the mechanisms of smut resistance in peanut plants, it is crucial to know the genetics of this pathogen. The objective of this work was to isolate the pathogen and generate the first draft genome of T. frezii that will be the basis for analyzing its potential genetic diversity and its interaction with peanut cultivars. Our research group is working to identify peanut germplasm with smut resistance and to understand the genetics of the pathogen. Knowing the genome of T. frezii will help analyze potential variants of this pathogen and contribute to develop enhanced peanut germplasm with broader and long-lasting resistance. Data description Thecaphora frezii isolate IPAVE 0401 (here referred as T.f.B7) was obtained from a single hyphal-tip culture, its DNA was sequenced using Pacific Biosciences Sequel II (PacBio) and Illumina NovaSeq6000 (Nova). Data from both sequencing platforms were combined and the de novo assembling estimated a 29.3 Mb genome size. Completeness of the genome examined using Benchmarking Universal Single-Copy Orthologs (BUSCO) showed the assembly had 84.6% of the 758 genes in fungi_odb10.
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- 2023
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5. Association of differentially expressed R-gene candidates with leaf spot resistance in peanut (Arachis hypogaea L.)
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Phat M. Dang, Charles Chen, and Marshall C. Lamb
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0106 biological sciences ,0301 basic medicine ,Arachis ,Genetic Linkage ,Genes, vpr ,Quantitative Trait Loci ,Resistance genes ,Plant disease resistance ,01 natural sciences ,Genome ,03 medical and health sciences ,Gene expression ,Genetics ,Tobacco mosaic virus ,Leaf spot ,Plant Immunity ,Gene-expression ,Molecular Biology ,Gene ,Plant Diseases ,Disease resistance ,biology ,Kinase ,fungi ,food and beverages ,Chromosome Mapping ,General Medicine ,R gene ,biology.organism_classification ,R-genes ,Plant Breeding ,030104 developmental biology ,Phenotype ,Gene Expression Regulation ,Original Article ,Cultivated peanut ,Breeding lines ,010606 plant biology & botany - Abstract
Early leaf spot (ELS) and late leaf spot (LLS) are major fungal diseases of peanut that can severely reduce yield and quality. Development of acceptable genetic resistance has been difficult due to a strong environmental component and many major and minor QTLs. Resistance genes (R-genes) are an important component of plant immune system and have been identified in peanut. Association of specific R-genes to leaf spot resistance will provide molecular targets for marker-assisted breeding strategies. In this study, advanced breeding lines from different pedigrees were evaluated for leaf spot resistance and 76 candidate R-genes expression study was applied to susceptible and resistant lines. Thirty-six R-genes were differentially expressed and significantly correlated with resistant lines, of which a majority are receptor like kinases (RLKs) and receptor like proteins (RLPs) that sense the presence of pathogen at the cell surface and initiate protection response. The largest group was receptor-like cytoplasmic kinases (RLCKs) VII that are involved in pattern-triggered kinase signaling resulting in the production reactive oxygen species (ROS). Four R-genes were homologous to TMV resistant protein N which has shown to confer resistance against tobacco mosaic virus (TMV). When mapped to peanut genomes, 36 R-genes were represented in most chromosomes except for A09 and B09. Low levels of gene-expression in resistant lines suggest expression is tightly controlled to balance the cost of R-gene expression to plant productively. Identification and association of R-genes involved in leaf spot resistance will facilitate genetic selection of leaf spot resistant lines with good agronomic traits.
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- 2021
6. Pod and Seed Trait QTL Identification To Assist Breeding for Peanut Market Preferences
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C. Corley Holbrook, Ye Chu, Ronald Sorensen, Peggy Ozias-Akins, Christopher L. Butts, Carolina Chavarro, Marshall C. Lamb, Ran Hovav, Scott A. Jackson, David J. Bertioli, and Thomas G. Isleib
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Veterinary medicine ,single nucleotide polymorphism (snp) ,Arachis ,Genetic Linkage ,Quantitative Trait Loci ,Population ,Investigations ,Biology ,Quantitative trait locus ,QH426-470 ,Genetic linkage ,Genetics ,education ,Molecular Biology ,Genetics (clinical) ,Linkage (software) ,education.field_of_study ,qtl ,Chromosome Mapping ,food and beverages ,Explained variation ,linkage map ,Plant Breeding ,Phenotype ,Point of delivery ,Seeds ,Trait ,peanut ,pod ,seed ,SNP array - Abstract
Although seed and pod traits are important for peanut breeding, little is known about the inheritance of these traits. A recombinant inbred line (RIL) population of 156 lines from a cross of Tifrunner x NC 3033 was genotyped with the Axiom_Arachis1 SNP array and SSRs to generate a genetic map composed of 1524 markers in 29 linkage groups (LG). The genetic positions of markers were compared with their physical positions on the peanut genome to confirm the validity of the linkage map and explore the distribution of recombination and potential chromosomal rearrangements. This linkage map was then used to identify Quantitative Trait Loci (QTL) for seed and pod traits that were phenotyped over three consecutive years for the purpose of developing trait-associated markers for breeding. Forty-nine QTL were identified in 14 LG for seed size index, kernel percentage, seed weight, pod weight, single-kernel, double-kernel, pod area and pod density. Twenty QTL demonstrated phenotypic variance explained (PVE) greater than 10% and eight more than 20%. Of note, seven of the eight major QTL for pod area, pod weight and seed weight (PVE >20% variance) were attributed to NC 3033 and located in a single linkage group, LG B06_1. In contrast, the most consistent QTL for kernel percentage were located on A07/B07 and derived from Tifrunner.
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- 2020
7. Genotyping tools and resources to assess peanut germplasm: Smut-resistant landraces as a case study
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Renee S. Arias, Alicia N. Massa, Marshall C. Lamb, Francisco Javier De Blas, Mario I. Buteler, Sara J. Soave, Valerie A. Orner, Guillermo Seijo, Claudio Oddino, Marina Bressano, Victor S. Sobolev, Paola C. Faustinelli, and Juan H. Soave
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Germplasm ,Introgression ,Single-nucleotide polymorphism ,Plant Science ,Biology ,PEANUT ,Genetic introgression ,General Biochemistry, Genetics and Molecular Biology ,SNP GENOTYPING ,Arachis hypogaea ,Genetics ,rhAmp assay ,SNP ,Thecaphora frezii ,Agricultural Science ,THECAPHORA FREZII ,Molecular Biology ,Genotyping ,Peanut Smut ,General Neuroscience ,PEANUT SMUT ,food and beverages ,purl.org/becyt/ford/4.4 [https] ,Genomics ,General Medicine ,biology.organism_classification ,SNP genotyping ,Peanut ,Smut ,GENETIC INTROGRESSION ,ARACHIS HYPOGAEA ,General Agricultural and Biological Sciences ,RHAMP ASSAY ,purl.org/becyt/ford/4 [https] - Abstract
Peanut smut caused by Thecaphora frezii is a severe fungal disease currently endemic to Argentina and Brazil. The identification of smut resistant germplasm is crucial in view of the potential risk of a global spread. In a recent study, we reported new sources of smut resistance and demonstrated its introgression into elite peanut cultivars. Here, we revisited one of these sources (line I0322) to verify its presence in the U.S. peanut germplasm collection and to identify single nucleotide polymorphisms (SNPs) potentially associated with resistance. Five accessions of Arachis hypogaea subsp. fastigiata from the U.S. peanut collection, along with the resistant source and derived inbred lines were genotyped with a 48K SNP peanut array. A recently developed SNP genotyping platform called RNase H2 enzyme-based amplification (rhAmp) was further applied to validate selected SNPs in a larger number of individuals per accession. More than 14,000 SNPs and nine rhAmp assays confirmed the presence of a germplasm in the U.S. peanut collection that is 98.6% identical (P < 0.01, bootstrap t-test) to the resistant line I0322. We report this germplasm with accompanying genetic information, genotyping data, and diagnostic SNP markers. Fil: Massa, Alicia N.. National Peanut Research Laboratory; Estados Unidos Fil: Bressano, Marina. Instituto Nacional de Tecnología Agropecuaria. Centro de Investigación en Ciencias Veterinarias y Agronómicas. Instituto de Fitopatología y Fisiología Vegetal; Argentina Fil: Soave, Juan H.. Criadero El Carmen; Argentina Fil: Buteler, Mario I.. Criadero El Carmen; Argentina Fil: Seijo, José Guillermo. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Nordeste. Instituto de Botánica del Nordeste. Universidad Nacional del Nordeste. Facultad de Ciencias Agrarias. Instituto de Botánica del Nordeste; Argentina Fil: Sobolev, Victor S.. National Peanut Research Laboratory; Estados Unidos Fil: Orner, Valerie A.. National Peanut Research Laboratory; Estados Unidos Fil: Oddino, Claudio Marcelo. Criadero El Carmen; Argentina Fil: Soave, Sara J.. Criadero El Carmen; Argentina Fil: Faustinelli, Paola Carmen. National Peanut Research Laboratory; Estados Unidos Fil: de Blas, Francisco Javier. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Córdoba. Instituto Multidisciplinario de Biología Vegetal. Universidad Nacional de Córdoba. Facultad de Ciencias Exactas Físicas y Naturales. Instituto Multidisciplinario de Biología Vegetal; Argentina Fil: Lamb, Marshall C.. National Peanut Research Laboratory; Estados Unidos Fil: Arias, Renee S.. National Peanut Research Laboratory; Estados Unidos
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- 2021
8. Rodent Management for Surface Drip Irrigation Tubing in Peanut
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Russell C. Nuti, Marshall C. Lamb, and Ronald B. Sorensen
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Leak ,Strategy and Management ,Reithrodontomys humulis ,Drip irrigation ,Chemical management ,drip tubing ,Zea mays ,Industrial and Manufacturing Engineering ,irrigation ,Toxicology ,Arachis hypogaea ,otorhinolaryngologic diseases ,Mus musculus ,repellent ,Transportation cost ,Repair material ,Mechanical Engineering ,Metals and Alloys ,Life Sciences ,Effective management ,Gossypium hirusutum ,Tillage ,rodent damage ,Sigmodon hispidus ,Environmental science ,Control methods - Abstract
Author(s): Sorensen, Ronald B.; Nuti, Russell C.; Lamb, Marshall C. | Abstract: Surface drip irrigation of field crops has been gaining interest in the farming community. However, rodent damage is one of the major drawbacks for SD acceptance. This research documents the cost of repairing drip tubing and effectiveness of several rodent control methods. Four sites were used to identify cost of repairing tubing. Treatments included untreated drip tubing, tubing that was lightly buried, sprayed with an insecticide or animal repellent, and edible rodenticide placed next to the tubing. Once a leak was found, it took an average of 4 minutes to repair the hole. Each repair had an average cost of $0.67 for labor and repair materials. This does not include time or transportation cost to find the leak. Rodent damage was the same in the untreated versus any chemical management technique. At Site 4, the animal repellent, Ropel® did have less rodent damage (2,392 holes/ha) compared with the untreated (6,049 holes/ha); however, the damage was extensive enough that it was more economical to replace than to repair the tubing. The drip tubing that was slightly buried had the best rodent control (5 holes/ ha) compared with all other treatments (1,771 holes/ha). One disadvantage of burying the drip tubing is removal. Strip tillage along with burying the drip tubing showed excellent resistance to rodent damage and appears to be a cost effective management tool for surface drip irrigation
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- 2019
9. Introgression of peanut smut resistance from landraces to elite peanut cultivars (Arachis hypogaea L.).
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Marina Bressano, Alicia N Massa, Renee S Arias, Francisco de Blas, Claudio Oddino, Paola C Faustinelli, Sara Soave, Juan H Soave, Maria A Pérez, Victor S Sobolev, Marshall C Lamb, Monica Balzarini, Mario I Buteler, and J Guillermo Seijo
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Medicine ,Science - Abstract
Smut disease caused by the fungal pathogen Thecaphora frezii Carranza & Lindquist is threatening the peanut production in Argentina. Fungicides commonly used in the peanut crop have shown little or no effect controlling the disease, making it a priority to obtain peanut varieties resistant to smut. In this study, recombinant inbred lines (RILs) were developed from three crosses between three susceptible peanut elite cultivars (Arachis hypogaea L. subsp. hypogaea) and two resistant landraces (Arachis hypogaea L. subsp. fastigiata Waldron). Parents and RILs were evaluated under high inoculum pressure (12000 teliospores g-1 of soil) over three years. Disease resistance parameters showed a broad range of variation with incidence mean values ranging from 1.0 to 35.0% and disease severity index ranging from 0.01 to 0.30. Average heritability (h2) estimates of 0.61 to 0.73 indicated that resistance in the RILs was heritable, with several lines (4 to 7 from each cross) showing a high degree of resistance and stability over three years. Evidence of genetic transfer between genetically distinguishable germplasm (introgression in a broad sense) was further supported by simple-sequence repeats (SSRs) and Insertion/Deletion (InDel) marker genotyping. This is the first report of smut genetic resistance identified in peanut landraces and its introgression into elite peanut cultivars.
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- 2019
- Full Text
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