Evidence map›Paper›PMID 42082587›Full record

ArticleScientific reports2026

Integrative multi-criteria decision analysis reveals thyroid-mediated metabolic regulation as a key driver of heat stress resilience in cattle.

Akeem Babatunde Sikiru, Choo Yee Yu, Hafandi Ahmad, Nurulfiza Mat Isa

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Article in Scientific reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Akeem Babatunde SikiruLaboratory of Molecular, Cellular and Integrative Physiology, Department of Animal Science, Federal University of Agriculture Zuru, Zuru, 872101, Kebbi, Nigeria.
Choo Yee YuLaboratory of Vaccine and Biomolecules, Institute of Bioscience, Universiti Putra Malaysia, 43400 UPM, Serdang, Selangor, Malaysia.
Hafandi AhmadDepartment of Veterinary Preclinical Sciences, Faculty of Veterinary Medicine, Universiti Putra Malaysia, 43400 UPM, Serdang, Selangor, Malaysia.
Nurulfiza Mat IsaLaboratory of Vaccine and Biomolecules, Institute of Bioscience, Universiti Putra Malaysia, 43400 UPM, Serdang, Selangor, Malaysia. nurulfiza@upm.edu.my.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Climate change-induced heat stress threatens tropical livestock production. While indigenous breeds are known to be thermotolerant, the underlying physiological mechanisms remain poorly characterized. This study comprehensively evaluated the haematological, biochemical, and hormonal responses of three cattle genotypes (n = 40/group) Holstein Friesian (HF), Brangus (BR), and Kedah-Kelantan (KK) maintained under severe natural heat stress (Temperature-Humidity Index: 79-88). During the peak thermal challenge, HF cattle exhibited significantly elevated leukocyte counts (15.87 ± 0.94 vs. 8.33 ± 0.68 × 10⁹/L in KK; p < 0.001), indicating heightened inflammation, as well as elevated hepatic enzymes and disrupted electrolyte homeostasis (p < 0.05). In contrast, KK cattle maintained stable erythrocyte parameters and displayed the highest FT4 concentrations (13.69 ± 0.88 vs. 10.17 ± 0.40 pmol/L in HF; p = 0.005) and FT4/FT3 ratios (3.69 ± 0.27 vs. 2.60 ± 0.14 in HF; p = 0.002), suggesting adaptive metabolic down regulation. Integrating these multidimensional parameters through Multi-Criteria Decision Analysis (MCDA) revealed a consistent thermotolerance hierarchy where indigenous KK ranked most resilient, followed by composite BR, while exotic HF were most susceptible (KK > BR > HF; p < 0.001 for both TOPSIS and VIKOR methods). Linear Discriminant Analysis confirmed this robust breed-specific differentiation (88.9% classification accuracy; Wilks' λ = 0.18, p < 0.001). These findings establish thyroid hormone regulation and immune modulation as pivotal determinants of thermal resilience and demonstrate that the applied MCDA framework is a suitable approach for identifying climate-resilient cattle breeds.

Indexed as

Heat-Shock ResponseHeat Stress DisordersThyroid GlandAnimalsCattleHot TemperatureThermotoleranceCattle breedingClimate resilienceHeat stressThermotoleranceThyroid hormonesTOPSISTropical adaptationVIKOR

Identifiers

PMID42082587
PMCPMC13334047

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LicenceCC BY-NC-ND
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Registered trials

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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.