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Record W7042594493

Potential for improving nitrogen acquisition in pea

2024· dissertation· en· W7042594493 on OpenAlexfundaboutno aff

Bibliographic record

VenueUniversity Library (University of Saskatchewan) · 2024
Typedissertation
Languageen
FieldAgricultural and Biological Sciences
TopicLegume Nitrogen Fixing Symbiosis
Canadian institutionsnot available
FundersWestern Grains Research FoundationMinistry of Agriculture - Saskatchewan
KeywordsField peaSativumCultivarNitrogen fixationCropFertilizerSeedlingCropping
DOInot available

Abstract

fetched live from OpenAlex

Field pea (Pisum sativum L.) fixes atmospheric nitrogen (N) by developing a symbiotic association with Rhizobia. Peas can satisfy most of their N requirements through the process of biological nitrogen fixation (BNF). Thus, incorporation of peas into cropping systems can increase farm profitability and long-term sustainability of Canadian agriculture by improving soil health and reducing fertilizer input costs. This dissertation focused on evaluating the BNF and agronomic performance of pea lines, previously generated by crossing pea nodulation mutants with pea cultivars, under Saskatchewan environments (Study I). Additionally, the BNF potential of 233 diverse pea accessions originating from various parts of the world was assessed and genome-wide association analysis was performed to identify marker-trait associations for N fixation and related traits (Study II). Finally, variation in seedling root system architecture (RSA) of diverse pea accessions was studied and its potential relationship with BNF and agronomic traits was explored (Study III). \nIn Study I, 20 pea breeding lines derived from crosses between two nodulation mutants (Rondo nod3 (super-nodulating mutant) and Frisson P88 Sym29 (hyper-nodulating mutant) and Saskatchewan adapted pea cultivars (CDC Meadow and CDC Dakota) were evaluated for BNF potential and agronomic performance at multiple locations in Saskatchewan. Two weeks after planting, 15N-labeled fertilizer was administered to determine %N derived from air (%Ndfa), using the 15N isotope dilution method. The %Ndfa of these lines ranged from 50 to 80%, which is greater than the previously reported range of 50-55% under Canadian environments. Several of the pea lines outperformed the parent cultivars CDC Meadow and CDC Dakota in terms of N fixing capacity, yield, and seed protein concentration. A positive correlation between %Ndfa and days to flowering (DTF), days to maturity (DTM) and seed protein concentration was observed.\nIn Study II, 233 diverse pea accessions were tested for their ability to fix N under Saskatchewan environments using the 15N natural abundance method. The shoot samples collected at two developmental stages, i.e., when the majority of the plots in the trial reached 50% flowering, and when the majority of the plots reached physiological maturity were used to measure %N and %Ndfa in the shoot samples through mass spectrometry. The phenotypic evaluation reflected wide genetic variation among the pea accessions for %Ndfa, %N and leaf chlorophyll content (SPAD). %Ndfa and %N in the pea accessions ranged widely from 1-75% and 1-4%, respectively, across the developmental stages and site-years. The SPAD values ranged from 3-58 CCI (chlorophyll content index) and showed positive correlation with yield (r = 0.46, p < 0.001). The accessions were genotyped using the genotyping-by-sequencing (GBS) method. A total of 28,102 high quality single nucleotide polymorphisms (SNPs) were selected to identify marker-trait associations. SNPs associated with %Ndfa, %N, and SPAD across four site-years were identified. Four SNPs and two SNPs for %Ndfa at the first and second developmental stages, respectively, along with four SNPs associated with SPAD were consistent at three out of four site-years. \nIn Study III, phenotypic variation for root system architecture (RSA) among 44 diverse pea genotypes, including breeding lines (from Study I) and germplasm accessions (from Study II), grown under controlled conditions for 14 days, was assessed using 2D hydroponic root imaging. Root image analysis revealed significant genotypic variability among the pea genotypes for all root traits namely, root length, root diameter, root volume, root surface area, number of root tips, root network width, root network depth, and root network convex area. Significant positive correlations ranging from 0.5 - 0.9 were observed among the evaluated root traits. Redundancy analysis (RDA) was performed to associate root traits with N fixation and field agronomic performance data collected in Study I and Study II. The quantified roots traits accounted for significant variation in the field traits (R2 = 0.3, p < 0.001). A significant association between field lodging susceptibility and seedling root system network width, and between field plant height and seedling root system network depth was observed. Seedling root diameter was positively associated with grain yield and N fixation in field trials. The findings from this study indicate that variation for seedling root traits in pea could aid selection for N fixation and other important agronomic traits. \nOverall, the findings of this research highlight the positive outcome of exploring pea germplasm diversity and pea breeding efforts for increased N fixation in field pea. Additionally, the evaluation of seedling RSA variation opens new avenues to understanding the prospective role of RSA in pea growth and adaptation under varying environments.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Bench or experimental · Consensus signal: Bench or experimental
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.014
Threshold uncertainty score0.028

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.005
GPT teacher head0.163
Teacher spread0.158 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designBench or experimental
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2024
Admission routes2
Has abstractyes

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