Evidence map›Paper›PMID 39086082›Full record

ArticleThe plant genome2025

Association study of crude seed protein and fat concentration in a USDA pea diversity panel.

Renan Uhdre, Clarice J Coyne, Britton Bourland, Julia Piaskowski, Ping Zheng, Girish M Ganjyal, Zhiwu Zhang, Rebecca J McGee, Dorrie Main, Nonoy Bandillo and 6 more

Abstract read
In one paragraph

Article in The plant genome, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 7 papers.

0numbers the graph read from it
0cells of the map it votes in
7citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

7 citing papers in PubMed.

  1. Article
  2. Article
  3. Article
  4. Genome wide association study unveils the genetic basis of Orobanche crenata resistance in pea.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2025
    Article
  5. Article
  6. Nutrients and Bioactive Compounds fromInternational journal of molecular sciences · 2025
    Review
  7. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

16 authors.

Renan UhdreDepartment of Crop and Soil Sciences, Washington State University, Pullman, Washington, USA.ORCID https://orcid.org/0000-0003-2060-0241
Clarice J CoyneDepartment of Crop and Soil Sciences, Washington State University, Pullman, Washington, USA.
Britton BourlandDepartment of Crop and Soil Sciences, Washington State University, Pullman, Washington, USA.
Julia PiaskowskiStatistical Programs, University of Idaho, Moscow, Idaho, USA.
Ping ZhengDepartment of Horticulture, Washington State University, Pullman, Washington, USA.
Girish M GanjyalSchool of Food Science, Washington State University, Pullman, Washington, USA.
Zhiwu ZhangDepartment of Crop and Soil Sciences, Washington State University, Pullman, Washington, USA.
Rebecca J McGeeUSDA ARS, Grain Legume Genetics and Physiology Research, Pullman, Washington, USA.
Dorrie MainDepartment of Horticulture, Washington State University, Pullman, Washington, USA.
Nonoy BandilloDepartment of Plant Sciences, North Dakota State University, Fargo, North Dakota, USA.ORCID https://orcid.org/0000-0002-5941-9047
Mario MoralesDepartment of Plant Sciences, North Dakota State University, Fargo, North Dakota, USA.
Yu MaDepartment of Horticulture and Crop Science, The Ohio State University, Columbus, Ohio, USA.
Chengci ChenEastern Agriculture Research Center, Montana State University, Sidney, Montana, USA.
William FranckEastern Agriculture Research Center, Montana State University, Sidney, Montana, USA.
Adam ThrashInstitute for Genomics, Biocomputing & Biotechnology, Mississippi State University, Mississippi State, Mississippi, USA.
Marilyn L WarburtonUSDA ARS, Plant Germplasm Introduction and Testing Research, Pullman, Washington, USA.ORCID https://orcid.org/0000-0002-9542-9912

Funding

More Protein, More Pea, More Profit (MP3) project from the USDA ARS Pulse Crop Health Initiative, and ARIS CRIS Project #3012090150
6 · The paper itself

Abstract

Pea (Pisum sativum L.) is a key rotational crop and is increasingly important in the food processing sector for its protein. This study focused on identifying diverse high seed protein concentration (SPC) lines in pea plant genetic resources. Objectives included identifying high-protein pea lines, exploring genetic architecture across environments, pinpointing genes and metabolic pathways associated with high protein, and documenting information for single nucleotide polymorphism (SNP)-based marker-assisted selection. From 2019 to 2021, a 487-accession pea diversity panel, More protein, More pea, More profit, was evaluated in a randomized complete block design. DNA was extracted for genomic analysis via genotype-by-sequencing. Phenotypic analysis included protein and fat measurements in seeds and flower color. Genome-wide association study (GWAS) used multiple models, and the Pathways Association Study Tool was used for metabolic pathway analysis. Significant associations were found between SNPs and pea seed protein and fat concentration. Gene Psat7g216440 on chromosome 7, which targets proteins to cellular destinations, including seed storage proteins, was identified as associated with SPC. Genes Psat4g009200, Psat1g199800, Psat1g199960, and Psat1g033960, all involved in lipid metabolism, were associated with fat concentration. GWAS also identified genes annotated for storage proteins associated with fat concentration, indicating a complex relationship between fat and protein. Metabolic pathway analysis identified 20 pathways related to fat and seven to protein concentration, involving fatty acids, amino acid and protein metabolism, and the tricarboxylic acid cycle. These findings will assist in breeding of high-protein, diverse pea cultivars, and SNPs that can be converted to breeder-friendly molecular marker assays are identified for genes associated with high protein.

Indexed as

Pisum sativumPlant ProteinsSeedsSeed Storage ProteinsGenome-Wide Association StudyPhenotypePolymorphism, Single NucleotidePlant ProteinsSeed Storage Proteins

Identifiers

PMID39086082
PMCPMC11726435

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.