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1.
Plant Sci ; 290: 110146, 2020 Jan.
Article in English | MEDLINE | ID: mdl-31779906

ABSTRACT

Current climate change models project that water availability will become more erratic in the future. With soil nitrogen (N) supply coupled to water availability, it is important to understand the combined effects of variable water and N supply on food crop plants (above- and below-ground). Here we present a study that precisely controls soil moisture and compares stable soil moisture contents with a controlled wetting-drying cycle. Our aim was to identify how changes in soil moisture and N concentration affect shoot-root biomass, N acquisition in wheat, and soil N cycling. Using a novel gravimetric platform allowing fine-scale control of soil moisture dynamics, a 3 × 3 factorial experiment was conducted on wheat plants subjected to three rates of N application (0, 25 and 75 mg N/kg soil) and three soil moisture regimes (two uniform treatments: 23.5 and 13% gravimetric moisture content (herein referred to as Well-watered and Reduced water, respectively), and a Variable treatment which cycled between the two). Plant biomass, soil N and microbial biomass carbon were measured at three developmental stages: tillering (Harvest 1), flowering (Harvest 2), and early grain milk development (Harvest 3). Reduced water supply encouraged root growth when combined with medium and high N. Plant growth was more responsive to N than the water treatments imposed, with a 15-fold increase in biomass between the high and no added N treatment plants. Both uniform soil water treatments resulted in similar plant biomass, while the Variable water treatment resulted in less biomass overall, suggesting wheat prefers consistency whether at a Well-watered or Reduced water level. Plants did not respond well to variable soil moisture, highlighting the need to understand plant adaptation and biomass allocation with resource limitation. This is particularly relevant to developing irrigation practices, but also in the design of water availability experiments.


Subject(s)
Carbon/analysis , Nitrogen/analysis , Soil Microbiology , Soil/chemistry , Triticum/growth & development , Water Cycle , Bacteria/metabolism , Biomass , Triticum/metabolism
2.
Plant Genome ; 10(2)2017 07.
Article in English | MEDLINE | ID: mdl-28724075

ABSTRACT

Early vigor is an important trait for many rice ( L.)-growing environments. However, genetic characterization and improvement for early vigor is hindered by the temporal nature of the trait and strong genotype × environment effects. We explored the genetic architecture of shoot growth dynamics during the early and active tillering stages by applying a functional modeling and genomewide association (GWAS) mapping approach on a diversity panel of ∼360 rice accessions. Multiple loci with small effects on shoot growth trajectory were identified, indicating a complex polygenic architecture. Natural variation for shoot growth dynamics was assessed in a subset of 31 accessions using RNA sequencing and hormone quantification. These analyses yielded a gibberellic acid (GA) catabolic gene, , which could influence GA levels to regulate vigor in the early tillering stage. Given the complex genetic architecture of shoot growth dynamics, the potential of genomic selection (GS) for improving early vigor was explored using all 36,901 single-nucleotide polymorphisms (SNPs) as well as several subsets of the most significant SNPs from GWAS. Shoot growth trajectories could be predicted with reasonable accuracy using the 50 most significant SNPs from GWAS (0.37-0.53); however, the accuracy of prediction was improved by including more markers, which indicates that GS may be an effective strategy for improving shoot growth dynamics during the vegetative growth stage. This study provides insights into the complex genetic architecture and molecular mechanisms underlying early shoot growth dynamics and provides a foundation for improving this complex trait in rice.


Subject(s)
Oryza/genetics , Plant Shoots/growth & development , Genes, Plant , Genome-Wide Association Study , Genotype , Gibberellins/metabolism , Multifactorial Inheritance , Phenotype , Polymorphism, Single Nucleotide
3.
Plant Physiol ; 168(4): 1476-89, 2015 Aug.
Article in English | MEDLINE | ID: mdl-26111541

ABSTRACT

Salinity affects a significant portion of arable land and is particularly detrimental for irrigated agriculture, which provides one-third of the global food supply. Rice (Oryza sativa), the most important food crop, is salt sensitive. The genetic resources for salt tolerance in rice germplasm exist but are underutilized due to the difficulty in capturing the dynamic nature of physiological responses to salt stress. The genetic basis of these physiological responses is predicted to be polygenic. In an effort to address this challenge, we generated temporal imaging data from 378 diverse rice genotypes across 14 d of 90 mm NaCl stress and developed a statistical model to assess the genetic architecture of dynamic salinity-induced growth responses in rice germplasm. A genomic region on chromosome 3 was strongly associated with the early growth response and was captured using visible range imaging. Fluorescence imaging identified four genomic regions linked to salinity-induced fluorescence responses. A region on chromosome 1 regulates both the fluorescence shift indicative of the longer term ionic stress and the early growth rate decline during salinity stress. We present, to our knowledge, a new approach to capture the dynamic plant responses to its environment and elucidate the genetic basis of these responses using a longitudinal genome-wide association model.


Subject(s)
Genome, Plant/genetics , Genomics/methods , Oryza/genetics , Polymorphism, Single Nucleotide , Salt Tolerance/genetics , Chlorophyll/chemistry , Chlorophyll/metabolism , Chromosome Mapping , Chromosomes, Plant/genetics , Fluorescence , Genotype , Luminescent Measurements/instrumentation , Luminescent Measurements/methods , Oryza/classification , Oryza/metabolism , Phenotype , Reproducibility of Results , Sodium Chloride/pharmacology , Stress, Physiological/drug effects , Stress, Physiological/genetics
4.
Plant Methods ; 9(1): 5, 2013 Feb 08.
Article in English | MEDLINE | ID: mdl-23391282

ABSTRACT

BACKGROUND: There are a number of unresolved issues in the design of experiments in greenhouses. They include whether statistical designs should be used and, if so, which designs should be used. Also, are there thigmomorphogenic or other effects arising from the movement of plants on conveyor belts within a greenhouse? A two-phase, single-line wheat experiment involving four tactics was conducted in a conventional greenhouse and a fully-automated phenotyping greenhouse (Smarthouse) to investigate these issues. RESULTS AND DISCUSSION: Analyses of our experiment show that there was a small east-west trend in total area of the plants in the Smarthouse. Analyses of the data from three multiline experiments reveal a large north-south trend. In the single-line experiment, there was no evidence of differences between trios of lanes, nor of movement effects. Swapping plant positions during the trial was found to decrease the east-west trend, but at the cost of increased error variance. The movement of plants in a north-south direction, through a shaded area for an equal amount of time, nullified the north-south trend. An investigation of alternative experimental designs for equally-replicated experiments revealed that generally designs with smaller blocks performed best, but that (nearly) trend-free designs can be effective when blocks are larger. CONCLUSIONS: To account for variation in microclimate in a greenhouse, using statistical design and analysis is better than rearranging the position of plants during the experiment. For the relocation of plants to be successful requires that plants spend an equal amount of time in each microclimate, preferably during comparable growth stages. Even then, there is no evidence that this will be any more precise than statistical design and analysis of the experiment, and the risk is that it will not be successful at all. As for statistical design and analysis, it is best to use either (i) smaller blocks, (ii) (nearly) trend-free arrangement of treatments with a linear trend term included in the analysis, or, as a last resort, (iii) blocks of several complete rows with trend terms in the analysis. Also, we recommend that the greenhouse arrangement parallel that in the Smarthouse, but with randomization where appropriate.

5.
Ann Surg ; 253(1): 123-30, 2011 Jan.
Article in English | MEDLINE | ID: mdl-21135696

ABSTRACT

BACKGROUND: Systematic elective paratracheal dissection for papillary thyroid carcinoma is controversial. OBJECTIVE: This study aims to analyze the pattern of locoregional recurrence (LRR) to determine the potential benefit of elective paratracheal dissection and to identify prognostic factors influencing locoregional control and disease specific survival. METHODS: A cohort of 342 patients who underwent a total thyroidectomy with or without neck dissection for a papillary thyroid carcinoma was retrospectively reviewed. Clinicopathological variables predicting for survival and control were examined. RESULTS: All patients underwent total thyroidectomy and 84 underwent neck dissection as primary treatment. Sixty-six patients underwent a central compartment neck dissection. Twenty-eight (8.2%) patients developed LRR, of which 12 did not undergo neck dissection at initial surgery. The majority of neck recurrences were found in the lateral neck. Two patients (0.7%) without a paratracheal dissection done initially recurred only in the central compartment. On univariable analysis significant pathological predictors of locoregional control included tumor size, extrathyroidal extension (ETE), lymphovascular invasion and pathological lymph node status. Only ETE was a significant adverse prognostic variable for disease specific survival. On regression analysis, ETE and lymphovascular invasion were the only significant independent predictors of LRR. Paratracheal dissection did neither influence LRR nor central compartment control when adjusted for the effect of other variables. CONCLUSIONS: Strong conclusions are difficult to draw without a comparable group, but these results suggest that the absolute benefit of elective paratracheal dissection is small.


Subject(s)
Carcinoma, Papillary/surgery , Neck Dissection , Neoplasm Recurrence, Local/epidemiology , Thyroid Neoplasms/surgery , Thyroidectomy , Adolescent , Adult , Aged , Aged, 80 and over , Carcinoma, Papillary/mortality , Carcinoma, Papillary/pathology , Cohort Studies , Disease-Free Survival , Female , Humans , Male , Middle Aged , Neoplasm Recurrence, Local/pathology , Retrospective Studies , Thyroid Neoplasms/mortality , Thyroid Neoplasms/pathology , Treatment Outcome , Young Adult
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