Evidence map›Paper›PMID 42108447›Full record

ReviewBMC genomics2026

Causal variants in animal genomes: approaches to identification, phenotypic impact, and implications for selective breeding.

Viktor Balatsky, Artem Saienko, Mykyta Peka

Abstract readReview
In one paragraph

Review in BMC genomics, 2026. 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

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

1 citing paper in PubMed.

  1. Review
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

3 authors.

Viktor BalatskyInstitute of Pig Breeding and Agroindustrial Production, National Academy of Agrarian Sciences of Ukraine, 1 Shvedska Mohyla St, Poltava, 36009, Ukraine.
Artem SaienkoInstitute of Pig Breeding and Agroindustrial Production, National Academy of Agrarian Sciences of Ukraine, 1 Shvedska Mohyla St, Poltava, 36009, Ukraine.
Mykyta PekaInstitute of Pig Breeding and Agroindustrial Production, National Academy of Agrarian Sciences of Ukraine, 1 Shvedska Mohyla St, Poltava, 36009, Ukraine. pekapoltava@gmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This review provides a comprehensive analysis of causal variants as the most informative genetic markers in livestock breeding, highlighting their potential to enhance the precision and efficiency of animal selection strategies. It discusses the types and classifications of genetic variants arising in animal genomes, addresses complex issues related to genetic variant terminology, and evaluates their prevalence and significance in phenotypic variability and evolution. The review explores the molecular mechanisms underlying genetic causality, detailing how variants in both regulatory and coding regions can influence gene expression regulation and the structural and functional properties of transcripts and proteins. It also outlines the diversity of methodological approaches used to identify causal variants and assess their functional impact, incorporating both experimental techniques and bioinformatic tools. Prominent examples of causal variants identified in the genomes of mammals and birds are presented, demonstrating their influence on traits such as growth rate, body conformation, milk and meat production and quality, reproductive performance, coat color, and disease resistance. In addition, the review describes current strategies and future prospects for the use of causal variants as genetic markers to improve animal productivity traits within marker-assisted and genomic selection frameworks. Finally, it addresses the conceptual and practical challenges in distinguishing truly causal variants from those merely statistically associated with traits, emphasizing the need for more rigorous criteria and methodological standards in this area of research.

Indexed as

BreedingGenetic VariationGenomeGenomicsSelective BreedingAnimalsGenetic MarkersLivestockPhenotypeSelection, GeneticGenetic MarkersCausalityGenetic MarkerGenetic VariationGenome-Wide Association StudyGenomic SelectionLinkage DisequilibriumMarker-Assisted SelectionMutationPolymorphismQuantitative Trait LociSelective Breeding

Identifiers

PMID42108447
PMCPMC13508294

What OpenQuestion holds

Textmetadata
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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.