Evidence map›Paper›PMID 35631775›Full record

ArticlePlants (Basel, Switzerland)2022

A Genome-Wide Association Study Identifying Single-Nucleotide Polymorphisms for Iron and Zinc Biofortification in a Worldwide Barley Collection.

Solange Nyiraguhirwa, Zahra Grana, Hassan Ouabbou, Driss Iraqi, Mohammed Ibriz, Sujan Mamidi, Sripada M Udupa

Open access · goldAbstract read
In one paragraph

Article in Plants (Basel, Switzerland), 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.

0numbers the graph read from it
0cells of the map it votes in
11citing papers in PubMed
4.0field-weighted citation impact, top 7% of its field
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

11 citing papers in PubMed, 21 citations in OpenAlex.

  1. Article
  2. Article
  3. Article
  4. Article
  5. Article
  6. Review
  7. Article
  8. Article
  9. Article
  10. Review
  11. 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

7 authors at 2 institutions in 2 countries.

Solange NyiraguhirwaInternational Center for Agriculture Research in Dry Areas (ICARDA), Rue Hafiane Chekaoui, P.O. Box 6299, Rabat 10000, Morocco.ORCID 0000-0003-2252-2486
Zahra GranaInternational Center for Agriculture Research in Dry Areas (ICARDA), Rue Hafiane Chekaoui, P.O. Box 6299, Rabat 10000, Morocco.
Hassan OuabbouInstitut National de Recherche Agronomique (INRA), Avenue Ennasr, P.O. Box 415, Rabat 10080, Morocco.
Driss IraqiInstitut National de Recherche Agronomique (INRA), Avenue Ennasr, P.O. Box 415, Rabat 10080, Morocco.
Mohammed IbrizFaculty of Sciences, Ibn Tofail University, University Campus, P.O. Box 133, Kénitra 14000, Morocco.ORCID 0000-0002-9024-912X
Sujan MamidiHudson Alpha Institute for Biotechnology, 601 Genome Way Northwest, Huntsville, AL 35806, USA.ORCID 0000-0002-3837-6121
Sripada M UdupaInternational Center for Agriculture Research in Dry Areas (ICARDA), Rue Hafiane Chekaoui, P.O. Box 6299, Rabat 10000, Morocco.ORCID 0000-0003-3846-7039
Université Ibn-Tofail · MAHudsonAlpha Institute for Biotechnology · US

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Micronutrient deficiency affects half of the world’s population, mostly in developing countries. Severe health issues such as anemia and inadequate growth in children below five years of age and pregnant women have been linked to mineral deficiencies (mostly zinc and iron). Improving the mineral content in staple crops, also known as mineral biofortification, remains the best approach to address mineral malnutrition. Barley is a staple crop in some parts of the world and is a healthy choice since it contains β-glucan, a high dietary protein. Barley mineral biofortification, especially with zinc and iron, can be beneficial since barley easily adapts to marginalized areas and requires less input than other frequently consumed cereals. In this study, we analyzed zinc and iron content in 496 barley samples. The samples were genotyped with an Illumina 50 K SNP chip. Genome-wide association studies (GWAS) identified 62 SNPs and 68 SNPs (p < 0.001) associated with iron and zinc content in grains, respectively. After a Bonferroni correction (p < 0.005), there were 12 SNPs (single-nucleotide polymorphism) associated with Zn and 6 for iron. SNP annotations revealed proteins involved in membrane transport, Zn and Fe binding, linked to nutrient remobilization in grains. These results can be used to develop biofortified barley via marker-assisted selection (MAS), which could alleviate mineral malnutrition.

Indexed as

association mappingbarleybiofortificationGWASHordeum vulgare L.ironmicronutrientsSNPzinc

Identifiers

PMID35631775
PMCPMC9148054
OpenAlexW4280489134

What OpenQuestion holds

Textmetadata
LicenceCC BY
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.