# Blood biomarkers, infrared thermography, and meat quality in Nellore bulls under tropical conditions

**Authors:** Guilherme Agostinis Ferreira, Amanda Gobeti Barro, Daniela Kaizer Terto, Karina Keller Marques da Costa Flaiban, Sérgio Bertelli Pflanzer, Ana Maria Bridi

PMC · DOI: 10.1007/s11250-026-05009-6 · Tropical Animal Health and Production · 2026-03-26

## TL;DR

The study explores how blood biomarkers and infrared thermography can predict meat quality in Nellore cattle under tropical conditions.

## Contribution

The integration of blood biomarkers and infrared thermography for early detection of DFD meat in tropical beef cattle is novel.

## Key findings

- Typical DFD meat was associated with higher cortisol, LDH, and CK levels.
- IRT showed higher minimum eye temperatures in typical DFD cattle.
- Regression models showed strong predictive relationships between biomarkers and pHu.

## Abstract

This study investigated the use of stress-related blood biomarkers (cortisol, creatine kinase - CK, and lactate dehydrogenase - LDH) and infrared thermography (IRT) to predict meat quality in Nellore cattle under tropical conditions. These biomarkers reflect metabolic and stress pathways that influence muscle glycogen depletion before slaughter, contributing to elevated pHu and increased dark, firm, and dry (DFD) incidence. A total of 389 bulls from seven batches on the same farm were assessed at slaughter. Carcasses were classified by ultimate pH (pHu) as normal (pHu < 5.8), atypical DFD (5.8 ≤ pHu < 6.0), or typical DFD (pHu ≥ 6.0). The incidence of typical and atypical DFD meat was 20.8%. The typical DFD group showed significantly higher levels of cortisol, LDH, and CK. IRT images revealed that animals in the typical DFD group exhibited a higher minimum eye temperature (P < 0.003). In comparison, the atypical DFD group showed a higher maximum eye temperature compared to the normal group. Regression models demonstrated a strong predictive relationship (R² > 0.8) between cortisol, glucose, lactate, and pHu. We conclude that integrating blood biomarker analysis (specifically cortisol, glucose, and lactate) and IRT offers a practical tool for the early identification of DFD carcasses, which could enhance quality management in the beef industry.

## Full-text entities

- **Genes:** MB (myoglobin) [NCBI Gene 280695] {aka GLNG}, CMPK1 (cytidine/uridine monophosphate kinase 1) [NCBI Gene 509965] {aka CK, CMPK}, LDH (Muscle lactate dehydrogenase activity) [NCBI Gene 101409728], BOLA-DMB (major histocompatibility complex, class II, DM beta) [NCBI Gene 282491] {aka DMB}
- **Diseases:** fatigue (MESH:D005221), muscle trauma (MESH:D019042), DFD (MESH:D014202), bleeding (MESH:D006470), water loss (MESH:D000069578), Injuries (MESH:D014947), tissue injury (MESH:D017695), tenderness (MESH:D063806)
- **Chemicals:** ATP (MESH:D000255), sucrose (MESH:D013395), pyruvate (MESH:D019289), glutaraldehyde (MESH:D005976), polyamide (MESH:D009757), Glucose (MESH:D005947), phosphocreatine (MESH:D010725), water (MESH:D014867), ADP (MESH:D000244), creatine (MESH:D003401), Cor (-), Cortisol (MESH:D006854), hydrogen (MESH:D006859), glycogen (MESH:D006003), Blood glucose (MESH:D001786), catecholamines (MESH:D002395), sodium fluoride (MESH:D012969), Mb (MESH:D008751), Glu (MESH:D018698), polyethylene (MESH:D020959), oxygen (MESH:D010100), Lactate (MESH:D019344)
- **Species:** Homo sapiens (human, species) [taxon 9606], Metazoa (animals, kingdom) [taxon 33208], Bos taurus (bovine, species) [taxon 9913], Bos indicus (Indicine cattle, species) [taxon 9915]

## Full text

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## Figures

2 figures with captions in the complete paper: https://tomesphere.com/paper/PMC13021707/full.md

## References

3 references — full list in the complete paper: https://tomesphere.com/paper/PMC13021707/full.md

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Source: https://tomesphere.com/paper/PMC13021707