Evidence map›Paper›PMID 40372201›Full record

ArticleJournal of animal science2025

Genotype-by-environment interaction for yearling weight of Nellore cattle in pasture and feedlot conditions using a "double" genomic reaction norm model.

Mário L Santana, Annaiza B Bignardi, Gustavo R D Rodrigues, Joslaine N S G Cyrillo, Luiz F Brito, Maria E Z Mercadante

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Article in Journal of animal science, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

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0cells of the map it votes in
3citing papers in PubMed
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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

3 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

6 authors.

Mário L SantanaAnimal Breeding Group of the Mato Grosso State (GMAT), Institute of Agricultural and Technological Sciences, Federal University of Rondonópolis (UFR), Rondonópolis, MT, Brazil.ORCID 0000-0001-8392-1304
Annaiza B BignardiAnimal Breeding Group of the Mato Grosso State (GMAT), Institute of Agricultural and Technological Sciences, Federal University of Rondonópolis (UFR), Rondonópolis, MT, Brazil.
Gustavo R D RodriguesSão Paulo State University (UNESP), School of Agriculture and Veterinary Sciences, Department of Animal Science, Jaboticabal, SP, Brazil.
Joslaine N S G CyrilloInstitute of Animal Science (IZ), Beef Cattle Research Center, Sertãozinho, SP, Brazil.
Luiz F BritoDepartment of Animal Sciences, Purdue University, West Lafayette, IN 47907, USA.ORCID 0000-0002-5819-0922
Maria E Z MercadanteInstitute of Animal Science (IZ), Beef Cattle Research Center, Sertãozinho, SP, Brazil.ORCID 0000-0002-1218-5378

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In many tropical climate countries, beef cattle are typically raised in extensive pasture-based systems and exposed to harsh environmental conditions. A portion of these animals is then confined for 3 to 4 mo prior to slaughter. Thus, the main objectives of this study were to estimate variance components and genetic parameters to assess the level of genotype-by-environment interactions (G×E) in Nellore cattle raised on pasture until weaning and finished in feedlot conditions, evaluate genetic trends, and perform a genome-wide association study to identify genomic regions associated with the animals' responses to different production environments. We analyzed the body weight measured at approximately 378 d of age (W378) of 5,070 Nellore males from an experimental herd. The heritability estimates for W378 varied considerably between pasture and feedlot environments (0.33 ± 0.05 to 0.62 ± 0.05), indicating potential differential responses to selection across environments. Overall, the genetic correlation estimates for W378 across environments were high (>0.80) but reached values around 0.60 between certain levels of pasture and feedlot environments (e.g., "good" pasture vs. "poor" feedlot and vice versa). Reaction norms for sires and single nucleotide polymorphism highlighted the existence of G×E, showing divergent genetic responses to pasture and feedlot conditions. Genetic trends revealed a gradual improvement in feedlot environments at the cost of reduced performance in optimal pasture conditions, indicating a moderate genetic antagonism. Genomic regions explaining significant percentage (1% to 11%) of the total additive genetic variance for responses to pasture and feedlot were identified, with distinct loci contributing to the genetic architecture of W378 in each environment. Therefore, G×E between pasture and feedlot environments should be considered in breeding programs. The genomic regions identified provide potential targets for further exploration to enhance beef cattle performance across production system conditions.

Indexed as

Animal HusbandryBody WeightGene-Environment InteractionAnimalsCattleGenome-Wide Association StudyGenotypeMaleModels, GeneticPolymorphism, Single Nucleotidegenetic antagonismgenetic correlationgenotype-by-environment interactionGWASreaction norm

Identifiers

PMID40372201
PMCPMC12188200

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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.