Evidence mapPaperPMID 42074142Full record

ReviewInternational journal of molecular sciences2026

Potential Applications of Genome-Wide Association Studies in Establishing Climate Resilience in Livestock: A Comprehensive Review.

Gajendirane Kalaignazhal, Mullakkalparambil Velayudhan Silpa, Chinmoy Mishra, Ebenezer Binuni Rebez, Santhi Priya Voggu, Pasuvalingam Visha, Guru D V Pandiyan, Artabandhu Sahoo, Christopher Browne, Umberto Bernabucci and 2 more

Abstract readReview
In one paragraph

Review in International journal of molecular sciences, 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. Article
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

12 authors.

Gajendirane KalaignazhalCollege of Veterinary Science and Animal Husbandry, Odisha University of Agriculture and Technology, Bhubaneshwar 751003, India.ORCID 0000-0003-1639-0296
Mullakkalparambil Velayudhan SilpaDepartment of Animal Genetics and Breeding, Rajiv Gandhi Institute of Veterinary Education and Research, Kurumbapet, Puducherry 605009, India.ORCID 0000-0001-8078-4789
Chinmoy MishraCollege of Veterinary Science and Animal Husbandry, Odisha University of Agriculture and Technology, Bhubaneshwar 751003, India.ORCID 0000-0002-2275-2815
Ebenezer Binuni RebezDepartment of Agricultural and Forestry Sciences, The University of Tuscia, 01100 Viterbo, Italy.ORCID 0000-0002-6360-2581
Santhi Priya VogguDepartment of Animal Science, University of Connecticut, Storrs, CT 06269, USA.
Pasuvalingam VishaDepartment of Veterinary Physiology and Biochemistry, Veterinary College and Research Institute, Tamil Nadu Veterinary and Animal Sciences University, Salem 636112, India.
Guru D V PandiyanDepartment of Veterinary Physiology, Madras Veterinary College, Tamil Nadu Veterinary and Animal Sciences University, Chennai 600007, India.ORCID 0000-0002-6815-7296
Artabandhu SahooCentre for Climate Resilient Animal Adaptation Studies, ICAR-National Institute of Animal Nutrition and Physiology, Adugodi, Bangalore 560030, India.ORCID 0000-0002-6758-6929
Christopher BrowneCompassion in World Farming International, Surrey GU71EZ, UK.
Umberto BernabucciDepartment of Agricultural and Forestry Sciences, The University of Tuscia, 01100 Viterbo, Italy.ORCID 0000-0002-8126-3042
Frank Rowland DunsheaFaculty of Science, School of Agriculture, Food and Ecosystem Sciences, The University of Melbourne, Parkville, Melbourne, VIC 3010, Australia.ORCID 0000-0003-3998-1240
Veerasamy SejianCentre for Climate Resilient Animal Adaptation Studies, ICAR-National Institute of Animal Nutrition and Physiology, Adugodi, Bangalore 560030, India.ORCID 0000-0002-8224-4521

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Given livestock's crucial role in global food security and economic stability, the alarming threat of climate change calls for the implementation of effective mitigation strategies for climate-resilient livestock production. Management and nutritional strategies offer temporary relief, whereas genetic approaches represent a permanent solution. The role of genetic tools in enabling the development of climate-resilient livestock breeds is widely recognized. Genetic tools like microarrays, RNA-seq, omics, and GWAS can improve the understanding of livestock's climate adaptability at a molecular level. These tools facilitate the identification of biomarkers for thermo-tolerance, bordering on climate-resilient livestock breeding. Among them, studies employing genome-wide association studies (GWAS) have increased in recent years. GWAS have the potential to improve the genetic basis of thermo-tolerance in heat-stressed livestock populations. GWAS have been used to identify candidate genes for complex and economically important traits in livestock. These include growth, reproduction, disease resistance, milk, meat, and wool production traits under heat stress conditions. This makes GWAS a useful tool for identifying biomarkers that can be incorporated in breeding programs through marker-assisted selection (MAS). The integration of these potential biomarkers into selection and breeding programs would allow GWAS to substantially refine breeding strategies, thereby advancing the climate-resilient potential and sustainability of the livestock sector. Furthermore, GWAS, when utilized along with emerging technologies like Artificial Intelligence (AI), machine learning (ML), and deep learning (DL) for genomic prediction, can predict genetic aspects of livestock adaptation more efficiently and precisely. Thus, future studies should focus on integrated modeling approaches for improving the climate resilience of livestock without jeopardizing their production potential. Such an effort will contribute to sustainable livestock production as well as ensure food security for the growing human population amid changing climate conditions.

Indexed as

Climate ChangeGenome-Wide Association StudyLivestockAnimalsArtificial IntelligenceBreedingThermotoleranceadaptationbiomarkersclimate resilienceGWASlivestock breedingsustainability

Identifiers

PMID42074142
PMCPMC13115979

What Socratic holds

Textmetadata
LicenceCC BY
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 Socratic graph.