Evidence map›Paper›PMID 33341904›Full record

ArticleTAG. Theoretical and applied genetics. Theoretische und angewandte Genetik2021

Genetic diversity of Ethiopian sorghum reveals signatures of climatic adaptation.

T Menamo, B Kassahun, A K Borrell, D R Jordan, Y Tao, C Hunt, E Mace

Abstract read
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In one paragraph

Article in TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.

0numbers the graph read from it
0cells of the map it votes in
25citing papers in PubMed
4.5field-weighted citation impact, top 5% 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

25 citing papers in PubMed, 67 citations in OpenAlex.

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  10. The origins and spread of the opium poppy (Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2025
    Article
  11. Article
  12. Review
  13. Sorghum as a monocot model for drought research.Frontiers in plant science · 2025
    Review
  14. Article
  15. Article
  16. Article
  17. Genetic dissection of root architecture in Ethiopian sorghum landraces.TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik · 2023
    Article
  18. Article
  19. Article
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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 3 institutions in 2 countries.

T MenamoCollege of Agriculture and Veterinary Medicine, Jimma University, P.O. Box 307, Jimma, Ethiopia.ORCID http://orcid.org/0000-0003-4856-3147
B KassahunCollege of Agriculture and Veterinary Medicine, Jimma University, P.O. Box 307, Jimma, Ethiopia.ORCID http://orcid.org/0000-0003-4970-145X
A K BorrellQueensland Alliance for Agriculture and Food Innovation (QAAFI), Hermitage Research Facility, University of Queensland, Warwick, QLD, 4370, Australia.ORCID http://orcid.org/0000-0002-6356-6533
D R JordanQueensland Alliance for Agriculture and Food Innovation (QAAFI), Hermitage Research Facility, University of Queensland, Warwick, QLD, 4370, Australia.ORCID http://orcid.org/0000-0002-8128-1304
Y TaoQueensland Alliance for Agriculture and Food Innovation (QAAFI), Hermitage Research Facility, University of Queensland, Warwick, QLD, 4370, Australia.ORCID http://orcid.org/0000-0001-9096-7407
C HuntDepartment of Agriculture and Fisheries, Hermitage Research Facility, Agri-Science Queensland, Warwick, QLD, 4370, Australia.ORCID http://orcid.org/0000-0001-8359-5318
E MaceQueensland Alliance for Agriculture and Food Innovation (QAAFI), Hermitage Research Facility, University of Queensland, Warwick, QLD, 4370, Australia. emma.mace@daf.qld.gov.au.ORCID http://orcid.org/0000-0002-5337-8168
The University of Queensland · AUJimma University · ETDepartment of Primary Industries · AU

Funding

Bill and Melinda Gates Foundation Program for Emerging Agricultural Leaders
6 · The paper itself

Abstract

key messageA large collection of Ethiopian sorghum landraces, characterized by agro-ecology and racial-group, was found to contain high levels of diversity and admixture, with significant SNP associations identified for environmental adaptation. Sorghum [Sorghum bicolor L. (Moench)] is a major staple food crop in Ethiopia, exhibiting extensive genetic diversity with adaptations to diverse agroecologies. The environmental and climatic drivers, as well as the genomic basis of adaptation, are poorly understood in Ethiopian sorghum and are critical elements for the development of climate-resilient crops. Exploration of the genome-environment association (GEA) is important for identifying adaptive loci and predicting phenotypic variation. The current study aimed to better understand the GEA of a large collection of Ethiopian sorghum landraces (n = 940), characterized with genome-wide SNP markers, to investigate key traits related to adaptation to temperature, precipitation and altitude. The Ethiopian sorghum landrace collection was found to consist of 12 subpopulations with high levels of admixture (47%), representing all the major racial groups of cultivated sorghum with the exception of kafir. Redundancy analysis indicated that agroecology explained up to 10% of the total SNP variation, and geographical location up to 6%. GEA identified 18 significant SNP markers for environmental variables. These SNPs were found to be significantly enriched (P < 0.05) for a priori QTL for drought and cold adaptation. The findings from this study improve our understanding of the genetic control of adaptive traits in Ethiopian sorghum. Further, the Ethiopian sorghum germplasm collection provides sources of adaptation to harsh environments (cold and/or drought) that could be deployed in breeding programs globally for abiotic stress adaptation.

Indexed as

Adaptation, PhysiologicalClimateGenetic VariationPhenotypePlant BreedingCrops, AgriculturalEthiopiaGenome, PlantGenome-Wide Association StudyPlant ProteinsSorghumPlant Proteins

Identifiers

PMID33341904
OpenAlexW3114889400

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.