Evidence map›Paper›PMID 37899827›Full record

ArticleFrontiers in nutrition2023

Genotypic and environmental effects on quality and nutritional attributes of Moroccan barley cultivars and elite breeding lines.

Fadwa Elouadi, Ahmed Amri, Adil El-Baouchi, Zakaria Kehel, Abderrazek Jilal, Mohammed Ibriz

Abstract read
In one paragraph

Article in Frontiers in nutrition, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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

What it found

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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

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Effects of Traditional MoroccanFoods (Basel, Switzerland) · 2026
    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

6 authors.

Fadwa ElouadiPlant Animal Productions and Agro-Industry Laboratory, Ibn Tofail University, Kenitra, Morocco.
Ahmed AmriInternational Center for Agricultural Research in the Dry Areas (ICARDA), Rabat, Morocco.
Adil El-BaouchiAgroBioSciences, Mohammed VI Polytechnic University, Ben Guerir, Morocco.
Zakaria KehelInternational Center for Agricultural Research in the Dry Areas (ICARDA), Rabat, Morocco.
Abderrazek JilalNational Institute for Agricultural Research, Regional Center of Rabat, Rabat Institutes, Rabat, Morocco.
Mohammed IbrizPlant Animal Productions and Agro-Industry Laboratory, Ibn Tofail University, Kenitra, Morocco.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Although barley is mainly used for livestock feed and beverages, its use as human feed can enrich human diets with some health benefits. The development of new hulless varieties rich in β-glucans and micronutrients can enhance the use of barley as food, but little is known about the effects of the environment on these nutritional traits. In this study, we evaluated five Moroccan varieties and two elite breeding lines of barley at four locations in Morocco during the 2016-2017 and 2017-2018 cropping seasons. The results showed highly significant differences between genotypes for β-glucan, protein, iron, and selenium contents, as well as 1000 kernel weight, but not zinc content; significant to highly significant differences between environments for all traits except β-glucan content; and significant to highly significant interactions for all traits. The highest level of β-glucan content has reached 11.57% observed at the Sidi El Aydi site during the growing season 2017-2018 for the hulless variety Chifaa. This variety has shown the highest content of β-glucan (6.2-11.57%) over all environments except at Tassaout during the 2016-2017 seasons. The breeding line M9V5 has achieved significantly higher protein content at all the locations during the two growing seasons, ranging from 12.38 to 20.14%. Most hulless lines had significantly higher β-glucan and protein contents, but lower 1000 kernel weight. For micronutrients, the content ranges were 28.94 to 38.23 ppm for Fe, 28.78 to 36.49 ppm for Zn, and 0.14 to 0.18 ppm for Se, with the highest content for Fe and Zn shown by the breeding line M9V5 and Chifaa showing average contents of 33.39 ppm, 35.34 ppm, and 0.18 ppm for Fe, Zn, and Se, respectively. The GGE biplot confirmed the high and relatively stable content of β-glucan and acceptable micronutrient contents of the Chifaa variety and identified Marchouch as the most discriminant site to breed for biofortified barley varieties.

Indexed as

barleyfoodgenetic × environmentGGE biplotmicronutrientsnutritional valuestability analysisβ-glucan

Identifiers

PMID37899827
PMCPMC10602734

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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.