The Impact of Heat Load on Behaviour and Physiology of Beef Cattle: Preliminary Validation of Non-Invasive Diagnostic Indicators
Simple Summary
Abstract
1. Introduction
2. Materials and Methods
2.1. Animals and Treatments
2.2. Animal Housing and Management
2.3. Behaviour and Other Key Measurements
2.4. Infrared Eye Temperature
2.5. Climatic Data
2.6. Statistical Analyses
3. Results
3.1. Stepping, Standing and Lying
3.2. Ears
3.3. Head
3.4. Tail
3.5. Nutritional Behaviours
3.6. Scratching and Grooming
3.7. Respiration and Behaviour Correlations with Panting, Respiration, and Eye Temperature
3.8. Infrared Eye Temperature and Correlation with Behaviour
3.9. Feedlot Behaviour and Correlations with Behaviour in the HOT Period
4. Discussion
4.1. Standing, Lying, and Stepping
4.2. Ears
4.3. Head
4.4. Tail
4.5. Nutritional Behaviours
4.6. Self-Grooming
4.7. Respiration
4.8. Infrared Eye Temperature
4.9. Limitations
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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| Day | Treatment Phase | Min TA (°C) | Max TA (°C) | Mean TA (°C) | Min RH (%) | Max RH (%) | Mean RH (%) | Min THI | Max THI | Mean THI |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | TN (ACC) | 18.9 | 21.2 | 19.9 | 57.6 | 93.8 | 68.9 | 64.8 | 69.7 | 66.1 |
| 2 | TN (ACC) | 19.0 | 21.2 | 20.0 | 39.5 | 91.6 | 68.4 | 63.4 | 66.2 | 66.2 |
| 3 | TN (ACC) | 19.1 | 22.5 | 20.2 | 52.6 | 91.9 | 69.4 | 65.1 | 71.4 | 66.5 |
| 4 | TN | 19.3 | 21.3 | 20.3 | 54.4 | 89.0 | 68.6 | 65.4 | 68.9 | 66.6 |
| 5 | TN | 19.6 | 21.3 | 20.4 | 53.9 | 89.6 | 68.1 | 65.6 | 69.6 | 66.8 |
| 6 | TN | 19.7 | 21.4 | 20.4 | 53.2 | 90.2 | 66.9 | 65.3 | 69.8 | 66.8 |
| 7 | TN | 19.1 | 21.5 | 20.3 | 55.1 | 91.2 | 68.6 | 64.9 | 70.0 | 66.7 |
| 8 | TP1 | 19.2 | 25.1 | 20.9 | 52.6 | 88.2 | 67.8 | 64.8 | 74.3 | 67.5 |
| Transition to HOT phase occurs from 2100 h on d 8 | ||||||||||
| 9 | HOT | 24.7 | 36.7 | 31.2 | 48.9 | 90.0 | 73.8 | 73.1 | 90.4 | 83.5 |
| 10 | HOT | 27.8 | 36.8 | 31.6 | 46.9 | 87.0 | 73.7 | 78.9 | 90.4 | 84.1 |
| 11 | HOT | 27.0 | 36.9 | 31.6 | 47.2 | 92.4 | 73.2 | 77.9 | 90.8 | 84.1 |
| 12 | HOT | 28.1 | 37.3 | 31.8 | 48.7 | 87.1 | 72.4 | 78.9 | 89.9 | 84.1 |
| 13 | HOT | 28.1 | 37.2 | 31.8 | 47.4 | 85.7 | 72.5 | 78.6 | 90.6 | 84.2 |
| 14 | HOT | 25.7 | 35.1 | 30.4 | 46.9 | 90.4 | 72.3 | 74.9 | 87.5 | 82.1 |
| 15 | HOT | 27.1 | 35.3 | 30.4 | 47.4 | 87.1 | 72.5 | 77.4 | 88.8 | 82.1 |
| 16 | TP2 | 19.4 | 28.7 | 21.2 | 49.9 | 87.2 | 64.8 | 65.1 | 80.6 | 67.8 |
| 17 | Recovery | 19.3 | 21.1 | 20.0 | 53.0 | 89.1 | 65.6 | 65.2 | 68.8 | 66.1 |
| 18 | Recovery | 19.3 | 21.1 | 20.1 | 56.9 | 88.3 | 65.6 | 64.9 | 68.4 | 66.2 |
| 19 | Recovery | 19.2 | 21.0 | 20.1 | 59.8 | 88.2 | 67.7 | 65.0 | 68.4 | 66.2 |
| 20 | Recovery | 19.3 | 20.9 | 19.9 | 61.6 | 97.3 | 68.7 | 65.0 | 68.9 | 66.1 |
| 21 | Recovery | 19.1 | 21.5 | 19.9 | 61.8 | 90.3 | 74.0 | 64.9 | 69.7 | 66.4 |
| 22 | Recovery | 18.7 | 21.6 | 21.0 | 25.0 | 88.6 | 70.0 | 62.8 | 69.6 | 67.7 |
| Item | Finisher Diet | Substituted Diet |
|---|---|---|
| Ingredients, % of diet | ||
| Sub-batch grain mix * | 86.8 | 78.7 |
| Whole cottonseed | 9.0 | 9.0 |
| Alfalfa (Lucerne) hay | 4.2 | 12.3 |
| Nutrient composition | ||
| DM, g/kg fresh weight | 887 | 886 |
| ADF, g/kg DM | 119 | 177 |
| NDF, g/kg DM | 229 | 253 |
| NEg, MJ/kg DM | 30 | 30 |
| ME, MJ/kg DM | 132 | 131 |
| DE, MJ/kg DM | 163 | 162 |
| Crude Fibre, g/kg DM | 87 | 124 |
| Nitrogen Free Extract, g/kg DM | 678 | 685 |
| Fat, g/kg DM | 46 | 43 |
| Feed Digestibility, g/kg DM | 861 | 868 |
| Digestible DM, g/kg DM | 763 | 769 |
| Digestible Protein g/kg DM | 130 | 131 |
| Starch, g/kg DM | 432 | 432 |
| Item | Description |
|---|---|
| Respiration rate | Time taken for 10 breaths, determined from flank movement |
| Panting score | Animal visually scored for extent of panting based on 0 to 4.5 score scale [23] |
| Standing | Animal standing with limb positioned upright |
| Lying | Animal resting on the floor with its limbs laterally or sternally recumbent |
| Eating | Animal consuming feed at the trough |
| Chews while eating | Chews counted during one minute at the time of morning feed |
| Rumination | Animal chewing a bolus or regurgitating bolus |
| Self-grooming | Grooming or scratching, behaviour performed by animal on itself |
| Grooming | Animal licking any part of the body or striking one part with another part of the body |
| Scratching | Animal rubbing or striking any part of the body against fixture of the pen |
| Ear positions | |
| Ear raised | Both ears being held upright above the neck with the ear pinnae facing forwards or to the side |
| Ear forward | Both ear pinnae being directed forwards in front of the focal animal and the ear being held horizontally |
| Ear backward | Both ears being held backwards on the animal’s head |
| Ear downward | Both ears being loosely hung downwards, falling perpendicular to the head |
| Ear specific | Ear pinnae (right and left) oriented in opposite directions, or perpendicular to head rump axis, failing to satisfy raised, forward, backward, and downward ear positions |
| Ear axial | Ears straight out to the side, perpendicular to the head-rump axis [16] |
| Head positions | |
| Head raised | The head held upright above withers or body top-line |
| Head neutral | The head held horizontally at the level of withers or body top-line |
| Head downwards | The head held downwards below withers or body top-line |
| Stepping | |
| Front right (FR) limb | Animal raising a front right limb and replacing it forthwith on the surface of pen |
| Front left (FL) limb | Animal raising a front left limb and replacing it forthwith on the surface of pen |
| Back right (BR) limb | Animal raising a back right limb and replacing it forthwith on the surface of pen |
| Back left (BL) limb | Animal raising a back left limb and replacing it forthwith on the surface of pen |
| Tail positions | |
| Tail raised | Tail held in a fixed position, at 45 degrees from the vertical |
| Tail vertical | Tail hanging downward in vertical line from the body with no movements |
| Tail swishing | Swift movement of the tail in any direction around the hind quarters from its base in a side-to-side flicking manner |
| Tail tucked | Tail held tightly pressed in a fixed position against the rump, with a tip of the tail tucked in the hind limb |
| Behaviour | Periods | SED | F-Value (1, 43 d.f. †) | p-Value | |
|---|---|---|---|---|---|
| TN | HOT | Period (P) | |||
| Stepping | |||||
| FR limb, Log10 + 1 counts/5 min (counts/5 min) | 0.66 b (3.55) | 0.85 a (6.08) | 0.101 | 11 | 0.002 |
| FL limb, Log10 + 1 counts/5 min (counts/5 min) | 0.58 b (2.80) | 0.79 a (5.17) | 0.0991 | 14 | ≤0.001 |
| BR limb, Log10 + 1 counts/5 min (counts/5 min) | 0.64 b (3.38) | 0.89 a (6.69) | 0.0991 | 19 | ≤0.001 |
| BL limb, Log10 + 1 counts/5 min (counts/5 min) | 0.59 b (2.86) | 0.84 a (5.92) | 0.101 | 20 | ≤0.001 |
| Total Stepping, Log10 + 1 counts/5 min (counts/5 min) | 1.12 b (12.28) | 1.39 a (23.66) | 0.113 | 18 | ≤0.001 |
| R/L limb ratio, Log10 + 1 (ratio of counts/5 min) | 0.35 a (1.24) | 0.33 b (1.15) | 0.0159 | 4 | 0.05 |
| F/B limb ratio, Log10 + 1 (ratio of counts/5 min) | 0.31 a (1.05) | 0.28 b (0.91) | 0.0196 | 8 | 0.01 |
| Standing/Lying | |||||
| Standing, Log10 + 1 prop. time (prop. time) | 0.12 b (0.32) | 0.16 a (0.46) | 0.0237 | 11 | 0.002 |
| Lying, Log10 + 1 prop. time (prop. time) | 0.23 a (0.68) | 0.18 b (0.53) | 0.0248 | 8.98 | 0.004 |
| Ears, head, and tail | |||||
| Ear backward, Log10 + 1 prop. time (prop. time) | 0.14 b (0.37) | 0.17 a (0.47) | 0.0157 | 11 | 0.002 |
| Ear forward, Log10 + 1 prop. time (prop. time) | 0.032 b (0.077) | 0.046 a (0.11) | 0.0103 | 5 | 0.03 |
| Ear axial, Log10 + 1 prop. time (prop. time) | 0.108 (0.28) | 0.109 (0.29) | 0.0259 | 0.01 | 0.9 |
| Head downward, Log10 + 1 prop. time (prop. time) | 0.018 (0.043) | 0.024 (0.057) | 0.0113 | 3 | 0.11 |
| Head neutral, Log10 + 1 prop. time (prop. time) | 0.28 (0.89) | 0.28 (0.89) | 0.0121 | 0.33 | 0.9 |
| Tail vertical, Log10 + 1 prop. time (prop. time) | 0.27 b (0.87) | 0.29 a (0.93) | 0.00889 | 6.56 (1, 50) | 0.01 |
| Tail swishing, Log10 + 1 prop. time (prop. time) | 0.0067 (0.016) | 0.0059 (0.014) | 0.00637 | 0.14 (1, 41) | 0.7 |
| Oral behaviours | |||||
| Groom, Log10 + 1 prop. time (prop. time) | 0.0052 (0.012) | 0.0039 (0.0091) | 0.00254 | 0.80 | 0.4 |
| Scratch, Log10 + 1 prop. time (prop. time) | 0.0028 a (0.0065) | 0.0012 b (0.0028) | 0.00138 | 4 | 0.05 |
| Rumination, Log10 + 1 prop. time (prop. time) | 0.075 a (0.19) | 0.027 b (0.064) | 0.0109 | 62 (1, 42) | ≤0.001 |
| Eating, Log10 + 1 prop. time (prop. time) | 0.026 a (0.061) | 0.0036 b (0.0083) | 0.00595 | 42 | ≤0.001 |
| Chewing while eating, Log10 + 1 chews/minute (chews/minute) | 1.98 a (94.94) | 1.89 b (77.16) | 0.0178 | 78 (1, 59) | ≤0.001 |
| Dry matter intake, Log10 + 1 kg/day (kg/day) | 1.07 a (10.83) | 0.82 b (5.56) | 0.0781 | 30 (1, 68) | ≤0.001 |
| Respiration rate, Log10 + 1 breaths/min (breaths/min) | 1.84 b (68.66) | 2.08 a (119.23) | 0.0214 | 395 (1, 75) | ≤0.001 |
| Panting Score (PS), Log10 + 1 PS score (PS score) | 0.31 b (1.02) | 0.46 a (1.90) | 0.0133 | 450 (1, 75) | ≤0.001 |
| Infrared eye temperature (°C) | |||||
| Right eye temperature, Log10 + 1 °C (°C) | 1.57 b (35.73) | 1.59 a (37.91) | 0.00982 | 46 (1, 217) | ≤0.001 |
| Left eye temperature, Log10 + 1 °C (°C) | 1.57 b (35.73) | 1.59 a (37.99) | 0.00982 | 55 (1, 213) | ≤0.001 |
| Mean eye temperature, Log10 + 1 °C (°C) | 1.57 b (35.81) | 1.59 a (37.91) | 0.00981 | 64 (1, 239) | ≤0.001 |
| Right/left eye ratio, Log10 + 1 (ratio of eye temperature; °C) | 0.30 (1.00) | 0.30 (0.99) | 0.00981 | 0.54 (1, 192) | 0.50 |
| Behaviour | Periods | SED | F-Value (1, 53 d.f. †) | p-Value | |
|---|---|---|---|---|---|
| HOT | Recovery | Period (P) | |||
| Stepping | |||||
| FR limb, Log10 + 1 counts/5 min (counts/5 min) | 0.85 a (6.05) | 0.70 b (3.97) | 0.0768 | 22 | ≤0.001 |
| FL limb, Log10 + 1 counts/5 min (counts/5 min) | 0.79 a (5.15) | 0.66 b (3.53) | 0.0745 | 18 | ≤0.001 |
| BR limb, Log10 + 1 counts/5 min (counts/5 min) | 0.89 a (6.73) | 0.74 b (4.55) | 0.0756 | 20 | ≤0.001 |
| BL limb, Log10 + 1 counts/5 min (counts/5 min) | 0.84 a (5.93) | 0.701 b (4.02) | 0.0783 | 18 | ≤0.001 |
| Total Stepping, Log10 + 1 counts/5 min (counts/5 min) | 1.39 a (25.55) | 1.23 b (15.98) | 0.0849 | 21 | ≤0.001 |
| R/L limb ratio, Log10 + 1 (ratio of counts/5 min) | 0.332 (1.15) | 0.327 (1.12) | 0.0107 | 1.25 (1, 51) | 0.3 |
| F/B limb ratio, Log10 + 1 (ratio of counts/5 min) | 0.279 (0.90) | 0.277 (0.89) | 0.0191 | 0.03 (1, 51) | 0.9 |
| Standing/Lying | |||||
| Standing, Log10 + 1 prop. time (prop. time) | 0.16 a (0.45) | 0.14 b (0.38) | 0.0202 | 6 | 0.02 |
| Lying, Log10 + 1 prop. time (prop. time) | 0.19 b (0.53) | 0.21 a (0.61) | 0.0208 | 5 | 0.02 |
| Ears, head, and tail | |||||
| Ear backward, Log10 + 1 prop. time (prop. time) | 0.17 a (0.47) | 0.14 b (0.39) | 0.0146 | 15 | ≤0.001 |
| Ear forward, Log10 + 1 prop. time (prop. time) | 0.046 (0.11) | 0.038 (0.091) | 0.00987 | 3.4 | 0.07 |
| Ear axial, Log10 + 1 prop. time (prop. time) | 0.11 (0.29) | 0.12 (0.31) | 0.0175 | 1.2 | 0.3 |
| Head downward, Log10 + 1 prop. time (prop. time) | 0.027 a (0.063) | 0.016 b (0.038) | 0.00982 | 6 | 0.02 |
| Head neutral, Log10 + 1 prop. time (prop. time) | 0.276 (0.89) | 0.275 (0.88) | 0.00690 | 0.25 (1, 49) | 0.6 |
| Tail vertical, Log10 + 1 prop. time (prop. time) | 0.29 a (0.93) | 0.28 b (0.88) | 0.0056 | 17 (1, 51) | ≤0.001 |
| Tail swishing, Log10 + 1 prop. time (prop. time) | 0.0064 b (0.015) | 0.012 a (0.027) | 0.00473 | 7 (1, 57) | 0.01 |
| Oral behaviours | |||||
| Groom, Log10 + 1 prop. time (prop. time) | 0.0046 b (0.011) | 0.016 a (0.037) | 0.00352 | 57 | ≤0.001 |
| Scratch, Log10 + 1 prop. time (prop. time) | 0.0014 b (0.0031) | 0.0046 a (0.011) | 0.00229 | 11 (1, 54) | 0.001 |
| Rumination, Log10 + 1 prop. time (prop. time) | 0.027 b (0.063) | 0.044 a (0.11) | 0.00999 | 17 (1, 52) | ≤0.001 |
| Eating, Log10 + 1 prop. time (prop. time) | 0.0027 b (0.0063) | 0.0058 a (0.013) | 0.00329 | 5 (1, 51) | 0.04 |
| Chewing while eating, Log10 + 1 chews/minute (chews/minute) | 1.89 b (76.63) | 1.96 a (90.20) | 0.0162 | 87 (1, 58) | ≤0.001 |
| Dry matter intake, Log10 + 1 kg/day (kg/day) | 0.81 b (5.52) | 1.004 a (9.09) | 0.0514 | 91 (1, 72) | ≤0.001 |
| Respiration rate, Log10 + 1 breaths/min (breaths/min) | 2.07 a (116.50) | 1.65 b (43.67) | 0.0191 | 3214 (1, 77) | ≤0.001 |
| Panting Score (PS), Log10 + 1 PS score (PS score) | 0.46 a (1.87) | 0.23 b (0.71) | 0.0156 | 1393 (1, 77) | ≤0.001 |
| Infrared eye temperature (°C) | |||||
| Right eye temperature, Log10 + 1 °C (°C) | 1.59 a (37.91) | 1.57 b (35.81) | 0.00866 | 86 (1, 155) | ≤0.001 |
| Left eye temperature, Log10 + 1 °C (°C) | 1.59 a (38.17) | 1.57 b (35.81) | 0.00808 | 141 (1, 185) | ≤0.001 |
| Mean eye temperature, Log10 + 1 °C (°C) | 1.59 a (38.08) | 1.57 b (35.90) | 0.00831 | 179 (1, 261) | ≤0.001 |
| Right/left eye ratio, Log10 + 1 °C (ratio of eye temperature; °C) | 0.30 (0.99) | 0.30 (1.00) | 0.00101 | 0.06 (1, 100) | 0.8 |
| Behaviour in the Hot Period—TN Period | Differential Mean ± SE (Prop. Time) for the 2 Periods | Feedlot Behaviour | Correlation Coefficient Between the Differential and the Feedlot Behaviour | p-Value |
|---|---|---|---|---|
| Standing | 0.14 ± 0.03 | Ear axial | −0.859 | ≤0.001 |
| Lying | 0.14 ± 0.03 | Ear axial | 0.841 | 0.001 |
| Ear backwards | 0.101 ± 0.04 | Head neutral | −0.673 | 0.02 |
| Ear forward | 0.031 ± 0.01 | Ear backwards | −0.663 | 0.02 |
| Eat | −0.057 ± 0.02 | Ear downwards | 0.71 | 0.01 |
| Eat | −0.057 ± 0.02 | Head downwards | −0.639 | 0.034 |
| Eat | −0.057 ± 0.02 | Ear forward | 0.636 | 0.035 |
| Eat | −0.057 ± 0.02 | Scratch | 0.604 | 0.049 |
| Eat | −0.057 ± 0.02 | Tail vertical | 0.603 | 0.05 |
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© 2026 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license.
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Idris, M.; Sullivan, M.; Gaughan, J.B.; Phillips, C.J.C. The Impact of Heat Load on Behaviour and Physiology of Beef Cattle: Preliminary Validation of Non-Invasive Diagnostic Indicators. Animals 2026, 16, 308. https://doi.org/10.3390/ani16020308
Idris M, Sullivan M, Gaughan JB, Phillips CJC. The Impact of Heat Load on Behaviour and Physiology of Beef Cattle: Preliminary Validation of Non-Invasive Diagnostic Indicators. Animals. 2026; 16(2):308. https://doi.org/10.3390/ani16020308
Chicago/Turabian StyleIdris, Musadiq, Megan Sullivan, John B. Gaughan, and Clive J. C. Phillips. 2026. "The Impact of Heat Load on Behaviour and Physiology of Beef Cattle: Preliminary Validation of Non-Invasive Diagnostic Indicators" Animals 16, no. 2: 308. https://doi.org/10.3390/ani16020308
APA StyleIdris, M., Sullivan, M., Gaughan, J. B., & Phillips, C. J. C. (2026). The Impact of Heat Load on Behaviour and Physiology of Beef Cattle: Preliminary Validation of Non-Invasive Diagnostic Indicators. Animals, 16(2), 308. https://doi.org/10.3390/ani16020308

