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1.
Plant Cell Environ ; 43(4): 880-902, 2020 04.
Article in English | MEDLINE | ID: mdl-31733168

ABSTRACT

A challenge to improve an integrative phenotype, like yield, is the interaction between the broad range of possible molecular and physiological traits that contribute to yield and the multitude of potential environmental conditions in which they are expressed. This study collected data on 31 phenotypic traits, 83 annotated metabolites, and nearly 22,000 transcripts from a set of 57 diverse, commercially relevant maize hybrids across three years in central U.S. Corn Belt environments. Although variability in characteristics created a complex picture of how traits interact produce yield, phenotypic traits and gene expression were more consistent across environments, while metabolite levels showed low repeatability. Phenology traits, such as green leaf number and grain moisture and whole plant nitrogen content showed the most consistent correlation with yield. A machine learning predictive analysis of phenotypic traits revealed that ear traits, phenology, and root traits were most important to predicting yield. Analysis suggested little correlation between biomass traits and yield, suggesting there is more of a sink limitation to yield under the conditions studied here. This work suggests that continued improvement of maize yields requires a strong understanding of baseline variation of plant characteristics across commercially-relevant germplasm to drive strategies for consistently improving yield.


Subject(s)
Zea mays/genetics , Biomass , Crop Production , Environment , Gene Expression Regulation, Plant/genetics , Genetic Association Studies , Phenotype , Plant Growth Regulators/metabolism , Plant Roots/anatomy & histology , Plant Roots/growth & development , Quantitative Trait, Heritable , Zea mays/anatomy & histology , Zea mays/growth & development , Zea mays/metabolism
2.
Sci Rep ; 8(1): 7255, 2018 05 08.
Article in English | MEDLINE | ID: mdl-29740041

ABSTRACT

The use of Bt proteins in crops has revolutionized insect pest management by offering effective season-long control. However, field-evolved resistance to Bt proteins threatens their utility and durability. A recent example is field-evolved resistance to Cry1Fa and Cry1A.105 in fall armyworm (Spodoptera frugiperda). This resistance has been detected in Puerto Rico, mainland USA, and Brazil. A S. frugiperda population with suspected resistance to Cry1Fa was sampled from a maize field in Puerto Rico and used to develop a resistant lab colony. The colony demonstrated resistance to Cry1Fa and partial cross-resistance to Cry1A.105 in diet bioassays. Using genetic crosses and proteomics, we show that this resistance is due to loss-of-function mutations in the ABCC2 gene. We characterize two novel mutant alleles from Puerto Rico. We also find that these alleles are absent in a broad screen of partially resistant Brazilian populations. These findings confirm that ABCC2 is a receptor for Cry1Fa and Cry1A.105 in S. frugiperda, and lay the groundwork for genetically enabled resistance management in this species, with the caution that there may be several distinct ABCC2 resistances alleles in nature.


Subject(s)
Insect Control , Insecticides/chemistry , Multidrug Resistance-Associated Proteins/genetics , Spodoptera/chemistry , Animals , Bacillus thuringiensis/chemistry , Bacillus thuringiensis/genetics , Bacillus thuringiensis Toxins , Bacterial Proteins/genetics , Brazil , Endotoxins/genetics , Hemolysin Proteins/genetics , Humans , Insecticide Resistance/genetics , Insecticides/adverse effects , Multidrug Resistance-Associated Protein 2 , Mutation , Proteomics , Puerto Rico , Spodoptera/genetics , United States
3.
G3 (Bethesda) ; 5(3): 399-405, 2015 Jan 07.
Article in English | MEDLINE | ID: mdl-25566794

ABSTRACT

Western corn rootworm (WCR) is a major maize (Zea mays L.) pest leading to annual economic losses of more than 1 billion dollars in the United States. Transgenic maize expressing insecticidal toxins derived from the bacterium Bacillus thuringiensis (Bt) are widely used for the management of WCR. However, cultivation of Bt-expressing maize places intense selection pressure on pest populations to evolve resistance. Instances of resistance to Bt toxins have been reported in WCR. Developing genetic markers for resistance will help in characterizing the extent of existing issues, predicting where future field failures may occur, improving insect resistance management strategies, and in designing and sustainably implementing forthcoming WCR control products. Here, we discover and validate genetic markers in WCR that are associated with resistance to the Cry3Bb1 Bt toxin. A field-derived WCR population known to be resistant to the Cry3Bb1 Bt toxin was used to generate a genetic map and to identify a genomic region associated with Cry3Bb1 resistance. Our results indicate that resistance is inherited in a nearly recessive manner and associated with a single autosomal linkage group. Markers tightly linked with resistance were validated using WCR populations collected from Cry3Bb1 maize fields showing significant WCR damage from across the US Corn Belt. Two markers were found to be correlated with both diet (R2 = 0.14) and plant (R2 = 0.23) bioassays for resistance. These results will assist in assessing resistance risk for different WCR populations, and can be used to improve insect resistance management strategies.


Subject(s)
Coleoptera/genetics , Endotoxins/toxicity , Genes, Insect , Insecticide Resistance/genetics , Animals , Coleoptera/drug effects , Genetic Markers , Polymorphism, Single Nucleotide
4.
Chem Senses ; 39(2): 125-32, 2014 Feb.
Article in English | MEDLINE | ID: mdl-24302688

ABSTRACT

Nutrient intake and avoidance of toxins are essential for survival and controlled by attractive and aversive feeding responses. Drosophila melanogaster presents one of the best characterized systems for studies on chemosensation, which is mediated by multigene families of chemoreceptors, including olfactory receptors, gustatory receptors, and odorant-binding proteins (OBPs). Although the response profiles of gustatory receptors have been well studied, the contribution of OBPs to food intake is largely unknown. As most aversive ("bitter") tastants are hydrophobic, we hypothesized that OBPs may fulfill an essential function in transporting bitter tastants to gustatory receptors to modulate feeding behavior. Here, we used 16 RNAi lines that inhibit expression of individual target Obp genes and show that OBPs modulate sucrose intake in response to a panel of nine bitter compounds. Similar to their function in olfaction, OBPs appear to interact with bitter compounds in a combinatorial and sex-dependent manner. RNAi-mediated reduction in expression of individual Obp genes resulted either in enhanced or reduced intake of sucrose in the presence of bitter compounds, consistent with roles for OBPs in transporting tastants to bitter taste receptors, sequestering them to limit their access to these receptors, or interacting directly with gustatory neurons that respond to sucrose.


Subject(s)
Drosophila Proteins/physiology , Drosophila melanogaster/physiology , Feeding Behavior/physiology , Receptors, Odorant/physiology , Animals , Animals, Genetically Modified , Drosophila Proteins/antagonists & inhibitors , Drosophila Proteins/genetics , Drosophila melanogaster/genetics , Female , Gene Expression , Genes, Insect , Male , Odorants , RNA Interference , Receptors, Odorant/antagonists & inhibitors , Receptors, Odorant/genetics , Sex Characteristics , Sucrose/administration & dosage , Taste/physiology , Taste Buds/physiology
5.
Proc Natl Acad Sci U S A ; 110(3): 1017-22, 2013 Jan 15.
Article in English | MEDLINE | ID: mdl-23277560

ABSTRACT

Understanding the relationship between genetic variation and phenotypic variation for quantitative traits is necessary for predicting responses to natural and artificial selection and disease risk in human populations, but is challenging because of large sample sizes required to detect and validate loci with small effects. Here, we used the inbred, sequenced, wild-derived lines of the Drosophila melanogaster Genetic Reference Panel (DGRP) to perform three complementary genome-wide association (GWA) studies for natural variation in olfactory behavior. The first GWA focused on single nucleotide polymorphisms (SNPs) associated with mean differences in olfactory behavior in the DGRP, the second was an extreme quantitative trait locus GWA on an outbred advanced intercross population derived from extreme DGRP lines, and the third was for SNPs affecting the variance among DGRP lines. No individual SNP in any analysis was associated with variation in olfactory behavior by using a strict threshold accounting for multiple tests, and no SNP overlapped among the analyses. However, combining the top SNPs from all three analyses revealed a statistically enriched network of genes involved in cellular signaling and neural development. We used mutational and gene expression analyses to validate both candidate genes and network connectivity at a high rate. The lack of replication between the GWA analyses, small marginal SNP effects, and convergence on common cellular networks were likely attributable to epistasis. These results suggest that fully understanding the genotype-phenotype relationship requires a paradigm shift from a focus on single SNPs to pathway associations.


Subject(s)
Drosophila melanogaster/genetics , Drosophila melanogaster/physiology , Genetic Variation , Smell/genetics , Smell/physiology , Animals , Behavior, Animal/physiology , Female , Gene Regulatory Networks , Genes, Insect , Genetic Association Studies , Genetics, Behavioral , Genome-Wide Association Study , Humans , Male , Models, Genetic , Models, Neurological , Neurogenesis/genetics , Neurogenesis/physiology , Polymorphism, Single Nucleotide , Quantitative Trait Loci
6.
Genet Res (Camb) ; 94(1): 9-20, 2012 Feb.
Article in English | MEDLINE | ID: mdl-22353245

ABSTRACT

Epistasis is an important feature of the genetic architecture of quantitative traits, but the dynamics of epistatic interactions in natural populations and the relationship between epistasis and pleiotropy remain poorly understood. Here, we studied the effects of epistatic modifiers that segregate in a wild-derived Drosophila melanogaster population on the mutational effects of P-element insertions in Semaphorin-5C (Sema-5c) and Calreticulin (Crc), pleiotropic genes that affect olfactory behaviour and startle behaviour and, in the case of Crc, sleep phenotypes. We introduced Canton-S B (CSB) third chromosomes with or without a P-element insertion at the Crc or Sema-5c locus in multiple wild-derived inbred lines of the Drosophila melanogaster Genetic Reference Panel (DGRP) and assessed the effects of epistasis on the olfactory response to benzaldehyde and, for Crc, also on sleep. In each case, we found substantial epistasis and significant variation in the magnitude of epistasis. The predominant direction of epistatic effects was to suppress the mutant phenotype. These observations support a previous study on startle behaviour using the same D. melanogaster chromosome substitution lines, which concluded that suppressing epistasis may buffer the effects of new mutations. However, epistatic effects are not correlated among the different phenotypes. Thus, suppressing epistasis appears to be a pervasive general feature of natural populations to protect against the effects of new mutations, but different epistatic interactions modulate different phenotypes affected by mutations at the same pleiotropic gene.


Subject(s)
Drosophila melanogaster/genetics , Epistasis, Genetic , Sleep/genetics , Smell/genetics , Wakefulness/genetics , Animals , Benzaldehydes , Calreticulin/genetics , Calreticulin/physiology , Chromosomes, Insect , DNA Transposable Elements , Drosophila Proteins/genetics , Drosophila Proteins/physiology , Drosophila melanogaster/physiology , Female , Genes, Insect , Genetic Pleiotropy , Male , Membrane Glycoproteins/genetics , Membrane Glycoproteins/physiology , Mutagenesis, Insertional , Mutation , Odorants , Phenotype , Quantitative Trait, Heritable , Reflex, Startle/genetics , Semaphorins/genetics , Semaphorins/physiology
7.
J Virol ; 81(16): 8406-11, 2007 Aug.
Article in English | MEDLINE | ID: mdl-17553897

ABSTRACT

Opioids, via the mu opioid receptor (MOR), can exacerbate bacterial infections and the immunopathogenesis of human immunodeficiency virus type 1 (HIV-1) infection. Recently, an HIV-1 transgenic (HIV-1Tg) rat model containing circulating HIV-1 gp120 was created. Using real-time reverse transcription-PCR, we found that MOR mRNA levels were significantly higher in the peritoneal macrophages of the HIV-1Tg rat than those in control animals. Lipopolysaccharide, a bacterial endotoxin, induced secretion of the inflammatory cytokines tumor necrosis factor alpha (TNF-alpha), interleukin-beta (IL-beta), and IL-10 in the HIV-1Tg rat and further increased MOR expression. Ex vivo studies showed that MOR expression was up-regulated in the peritoneal macrophages of F344 control rats by exposure to serum from HIV-1Tg rats and that MOR up-regulation was abolished by addition of gp120 antibody to the serum. In human TPA-differentiated HL-60 cells, which are macrophage-like cells, LPS-induced MOR mRNA up-regulation was greater in gp120-pretreated cells than in vehicle-pretreated cells. Our data suggest that in individuals infected with HIV-1, the MOR is up-regulated, possibly by circulating HIV-1 proteins such as gp120, and HIV-1 proteins may play a significant role in modulating the response to bacterial infection in opioid-using HIV-infected individuals. Furthermore, our results demonstrate that the new HIV-1Tg rat model can be a valuable tool with which to study MOR gene expression and its effects in the continuous presence of HIV viral proteins.


Subject(s)
HIV Envelope Protein gp120/metabolism , HIV Infections/immunology , HIV-1/metabolism , Receptors, Opioid, mu/metabolism , Animals , Animals, Genetically Modified , Gene Expression , HIV Envelope Protein gp120/genetics , HIV Infections/genetics , HIV-1/genetics , Humans , Interleukin-10/blood , Interleukin-1beta/blood , Lipopolysaccharides/pharmacology , Macrophages, Peritoneal/immunology , Rats , Receptors, Opioid, mu/genetics , Tumor Necrosis Factor-alpha/blood
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