Evidence map›Paper›PMID 39461923›Full record

ArticleTAG. Theoretical and applied genetics. Theoretische und angewandte Genetik2024

Genetic loci associated with sorghum drought tolerance in multiple environments and their sensitivity to environmental covariables.

Karine da Costa Bernardino, José Henrique Soler Guilhen, Cícero Beserra de Menezes, Flavio Dessaune Tardin, Robert Eugene Schaffert, Edson Alves Bastos, Milton José Cardoso, Rodrigo Gazaffi, João Ricardo Bachega Feijó Rosa, Antônio Augusto Franco Garcia and 4 more

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Article in TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

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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

14 authors.

Karine da Costa Bernardino *Embrapa Maize and Sorghum, Rodovia MG 424, Km 65, Sete Lagoas, MG, 35701-970, Brazil.ORCID http://orcid.org/0000-0002-0027-4218
José Henrique Soler Guilhen *Embrapa Maize and Sorghum, Rodovia MG 424, Km 65, Sete Lagoas, MG, 35701-970, Brazil.ORCID http://orcid.org/0000-0002-2889-8428
Cícero Beserra de MenezesEmbrapa Maize and Sorghum, Rodovia MG 424, Km 65, Sete Lagoas, MG, 35701-970, Brazil.ORCID http://orcid.org/0000-0001-9437-6946
Flavio Dessaune TardinEmbrapa Maize and Sorghum, Rodovia MG 424, Km 65, Sete Lagoas, MG, 35701-970, Brazil.ORCID http://orcid.org/0000-0001-5755-2728
Robert Eugene SchaffertEmbrapa Maize and Sorghum, Rodovia MG 424, Km 65, Sete Lagoas, MG, 35701-970, Brazil.ORCID http://orcid.org/0000-0002-9388-8031
Edson Alves BastosEmbrapa Mid-North, Av. Duque de Caxias, nº 5.650, Teresina, PI, 64008-780, Brazil.ORCID http://orcid.org/0000-0002-6910-8162
Milton José CardosoEmbrapa Mid-North, Av. Duque de Caxias, nº 5.650, Teresina, PI, 64008-780, Brazil.ORCID http://orcid.org/0000-0003-2144-0104
Rodrigo GazaffiLuiz de Queiroz College of Agriculture (ESALQ), University of São Paulo (USP), Piracicaba, SP, 13418-900, Brazil.ORCID http://orcid.org/0000-0001-6549-4222
João Ricardo Bachega Feijó RosaLuiz de Queiroz College of Agriculture (ESALQ), University of São Paulo (USP), Piracicaba, SP, 13418-900, Brazil.ORCID http://orcid.org/0000-0002-9584-1691
Antônio Augusto Franco GarciaLuiz de Queiroz College of Agriculture (ESALQ), University of São Paulo (USP), Piracicaba, SP, 13418-900, Brazil.ORCID http://orcid.org/0000-0003-0634-3277
Claudia Teixeira GuimarãesEmbrapa Maize and Sorghum, Rodovia MG 424, Km 65, Sete Lagoas, MG, 35701-970, Brazil.ORCID http://orcid.org/0000-0002-4406-4968
Leon KochianGlobal Institute for Food Security, University of Saskatchewan, Saskatoon, SK, S7N 4J8, Canada.ORCID http://orcid.org/0000-0003-3416-089X
Maria Marta PastinaEmbrapa Maize and Sorghum, Rodovia MG 424, Km 65, Sete Lagoas, MG, 35701-970, Brazil. marta.pastina@embrapa.br.ORCID http://orcid.org/0000-0002-9112-3457
Jurandir Vieira MagalhaesEmbrapa Maize and Sorghum, Rodovia MG 424, Km 65, Sete Lagoas, MG, 35701-970, Brazil. jurandir.magalhaes@embrapa.br.ORCID http://orcid.org/0000-0002-6673-6497

Funding

Embrapa Embrapa SEGFundação de Amparo à Pesquisa do Estado de Minas Gerais RED-00205-22National Council for Scientific and Technological Development (CNPq) PQ2022
6 · The paper itself

Abstract

key messageClimate change can limit yields of naturally resilient crops, like sorghum, challenging global food security. Agriculture under an erratic climate requires tapping into a reservoir of flexible adaptive loci that can lead to lasting yield stability under multiple abiotic stress conditions. Domesticated in the hot and dry regions of Africa, sorghum is considered a harsh crop, which is adapted to important stress factors closely related to climate change. To investigate the genetic basis of drought stress adaptation in sorghum, we used a multi-environment multi-locus genome-wide association study (MEML-GWAS) in a subset of a diverse sorghum association panel (SAP) phenotyped for performance both under well-watered and water stress conditions. We selected environments in Brazil that foreshadow agriculture where both drought and temperature stresses coincide as in many tropical agricultural frontiers. Drought reduced average grain yield (Gy) by up to 50% and also affected flowering time (Ft) and plant height (Ph). We found 15 markers associated with Gy on all sorghum chromosomes except for chromosomes 7 and 9, in addition to loci associated with phenology traits. Loci associated with Gy strongly interacted with the environment in a complex way, while loci associated with phenology traits were less affected by G × E. Studying environmental covariables potentially underpinning G × E, increases in relative humidity and evapotranspiration favored and disfavored grain yield, respectively. High temperatures influenced G × E and reduced sorghum yields, with a ~ 100 kg ha

Indexed as

DroughtsSorghumAdaptation, PhysiologicalBrazilClimate ChangeDrought ResistanceGene-Environment InteractionGenetic Association StudiesGenetic LociGenome-Wide Association StudyPhenotypeQuantitative Trait LociStress, PhysiologicalClimate changeDrought stressG × EGWASTemperature

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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.