Evidence map›Paper›PMID 36977987›Full record

ArticleBMC plant biology2023

Characterization of grain carotenoids in global sorghum germplasm to guide genomics-assisted breeding strategies.

Clara Cruet-Burgos, Geoffrey P Morris, Davina H Rhodes

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Article in BMC plant biology, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
3.8field-weighted citation impact, top 7% of its field
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

The trial behind it

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3 · Its place in the literature

Who cites it

10 citing papers in PubMed, 12 citations in OpenAlex.

  1. Review
  2. Advancing provitamin A biofortification in sorghum: from allele mining and marker development to prebreeding and breeding.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2026
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4 · The record

Corrections and comments

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5 · Who and what money

Authors and funding

3 authors at 1 institution in 1 country.

Clara Cruet-BurgosDepartment of Horticulture & Landscape Architecture, Colorado State University, Fort Collins, CO, 80523, USA.
Geoffrey P MorrisDepartment of Soil & Crop Science, Colorado State University, Fort Collins, CO, 80523, USA. davina.rhodes@colostate.edu.
Davina H RhodesDepartment of Horticulture & Landscape Architecture, Colorado State University, Fort Collins, CO, 80523, USA.
Colorado State University · US

Funding

Foundation for Food and Agriculture Research FF-NIA20-0000000036
6 · The paper itself

Abstract

backgroundCrop biofortification is a successful strategy to ameliorate Vitamin A deficiency. Sorghum is a good candidate for vitamin A biofortification, as it is a staple food in regions with high prevalence of vitamin A deficiency. β-carotene-the main provitamin A carotenoid-is below the target concentration in sorghum grain, therefore biofortification breeding is required. Previous studies found evidence that sorghum carotenoid variation is oligogenic, suggesting that marker-assisted selection can be an appropriate biofortification method. However, we hypothesize that sorghum carotenoids have both oligogenic and polygenic components of variation. Genomics-assisted breeding could accelerate breeding efforts, but there exists knowledge gaps in the genetics underlying carotenoid variation, as well as appropriate germplasm to serve as donors.

resultsIn this study, we characterized carotenoids in 446 accessions from the sorghum association panel and carotenoid panel using high-performance liquid chromatography, finding high carotenoid accessions not previously identified. Genome-wide association studies conducted with 345 accessions, confirmed that zeaxanthin epoxidase is a major gene underlying variation for not only zeaxanthin, but also lutein and β-carotene. High carotenoid lines were found to have limited genetic diversity, and originated predominantly from only one country. Potential novel genetic diversity for carotenoid content was identified through genomic predictions in 2,495 accessions of unexplored germplasm. Oligogenic variation of carotenoids was confirmed, as well as evidence for polygenic variation, suggesting both marker-assisted selection and genomic selection can facilitate breeding efforts.

conclusionsSorghum vitamin A biofortification could be beneficial for millions of people who rely on it as a dietary staple. Carotenoid content in sorghum is low, but high heritability suggests that increasing concentrations through breeding is possible. Low genetic diversity among high carotenoid lines might be the main limitation for breeding efforts, therefore further germplasm characterization is needed to assess the feasibility of biofortification breeding. Based on germplasm here evaluated, most countries' germplasm lacks high carotenoid alleles, thus pre-breeding will be needed. A SNP marker within the zeaxanthin epoxidase gene was identified as a good candidate for use in marker-assisted selection. Due to the oligogenic and polygenic variation of sorghum grain carotenoids, both marker-assisted selection and genomic selection can be employed to accelerate breeding efforts.

Indexed as

SorghumVitamin A Deficiencybeta CaroteneCarotenoidsEdible GrainGenome-Wide Association StudyGenomicsPlant BreedingVitamin Abeta CaroteneCarotenoidsVitamin ABiofortificationCarotenoidGenomic predictionsGenomics-assisted breedingGWASSorghumVitamin A

Identifiers

PMID36977987
PMCPMC10045421
OpenAlexW4361205398

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Textfull text, public
LicenceCC BY
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identifiers read1
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.