| Literature DB >> 31064159 |
Raúl A Alegría-Morán1, Sergio A Guzmán-Pino2, Juan Ignacio Egaña3, Carem Muñoz4, Jaime Figueroa5.
Abstract
A ten-year food preference database (2007-2017) was used to relate food selection in dogs to the nutritional components of diets by doing a principal component analysis (PCA) and a linear regression between components obtained and dogs' preferences. Intake and preference of preferred diets were analyzed by dogs' sex, breed, age, body weight, and the season of the year (hot or cold). The fourth component after PCA presented a relation with food preferences (OR = -2.699, p = 0.026), showing negative correlations with crude fiber (rho = -0.196; P = 0.038) and dry matter (rho = -0.184; p = 0.049). Weight (OR = -1.35; p < 0.001), breed, both Boxer (OR = 10.62; p = 0.003) and Labrador Retriever (OR = 26.30; p < 0.001), and season (hot season) (OR = -5.27; p < 0.001) all influenced animals' intake. Boxers presented a lower food preference compared to the other breeds (OR = -44.3; p < 0.001), while animals' weight influenced preferences only in Boxers (OR = 2.02; p < 0.001). Finally, age and sex did not affect dogs' preference or intake of preferred diets. Thus dry matter and fiber content have a negative impact on dogs' food choices. Dogs' weight, breed, and season affected food intake, but only breed affected dogs' preferences, which is probably explained by adaptive changes in the detection, metabolization, and learning of nutritive food cues.Entities:
Keywords: domestic dog; food preference; intrinsic variables; nutrients; pet food
Year: 2019 PMID: 31064159 PMCID: PMC6562821 DOI: 10.3390/ani9050219
Source DB: PubMed Journal: Animals (Basel) ISSN: 2076-2615 Impact factor: 2.752
Summary table of principal component analysis (PCA), indicating importance of each nutritional component in the diets preferred in kennel dogs, standard deviation, and the percentage of explanation of variation linked to each principal component.
| Principal Component Eigenvectors | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Nutritional Components1 | PC1 | PC2 | PC3 | PC4 | PC5 | PC6 | PC7 | PC8 | PC9 | PC10 |
| DM | 0.32 | −0.07 | 0.56 | 0.29 | −0.40 | 0.03 | 0.19 | −0.15 | −0.39 | −0.35 |
| CP | 0.39 | −0.09 | −0.34 | −0.18 | −0.58 | 0.01 | 0.39 | 0.14 | 0.06 | 0.43 |
| CF | −0.14 | −0.09 | −0.20 | 0.90 | 0.03 | 0.10 | 0.17 | 0.22 | 0.13 | 0.13 |
| EE | 0.46 | −0.14 | −0.11 | 0.13 | 0.27 | 0.05 | −0.47 | −0.05 | −0.52 | 0.41 |
| NFE | −0.37 | −0.09 | 0.59 | −0.08 | 0.08 | 0.06 | 0.21 | 0.03 | −0.08 | 0.66 |
| ASH | 0.14 | 0.54 | 0.08 | 0.22 | −0.12 | −0.29 | −0.13 | −0.59 | 0.32 | 0.26 |
| Ca | 0.12 | 0.55 | 0.10 | 0.00 | 0.13 | −0.47 | 0.11 | 0.61 | −0.21 | −0.01 |
| P | 0.14 | 0.52 | 0.08 | −0.04 | 0.04 | 0.82 | −0.01 | 0.14 | 0.06 | 0.01 |
| LIP | 0.42 | −0.10 | 0.03 | −0.04 | 0.62 | −0.01 | 0.60 | −0.19 | 0.15 | −0.05 |
| ME | 0.38 | −0.27 | 0.39 | 0.01 | −0.01 | −0.04 | −0.36 | 0.35 | 0.62 | 0.01 |
|
| ||||||||||
| SD | 1.91 | 1.59 | 1.12 | 1.02 | 0.79 | 0.58 | 0.46 | 0.44 | 0.36 | 0.18 |
| % of Variance | 36.61 | 25.26 | 12.53 | 10.31 | 6.30 | 3.36 | 2.08 | 1.90 | 1.33 | 0.32 |
| Cumulative % | 36.61 | 61.87 | 74.40 | 84.70 | 91.01 | 94.36 | 96.44 | 98.35 | 99.68 | 100.0 |
1 Principal component (PC), dry matter (DM), crude protein (CP), crude fiber (CF), ether extract (EE), nitrogen-free extract (NFE), ash, calcium (Ca), phosphorus (P), total lipids (LIP), metabolizable energy (ME), standard deviation (SD).
Figure 1Distribution of food preference of kennel dogs, on the first two principal components extracted from estimate contents of dry matter (DM), crude protein (CP), crude fiber (CF), ether extract (EE), nitrogen-free extract (NFE), ash, calcium (Ca), phosphorus (P), total lipids (LIP), and metabolizable energy (ME) by proximal chemical analysis, acid hydrolysis, and calorimetric pump food decomposition.
Multiple linear regression with selected components from PCA in relation with food preference of kennel dogs.
| Variable | OR1 | SE2 | |
|---|---|---|---|
| (Intercept) | 69.7055 | 1.2082 | <2e−16 ** |
| PC1 | 0.1554 | 0.6343 | 0.8070 |
| PC2 | 0.8522 | 0.7636 | 0.2669 |
| PC3 | −1.7891 | 1.0843 | 0.1019 |
| PC4 | −2.6996 | 1.1952 | 0.0259 * |
Significance codes: ‘**’ p < 0.001; ‘*’ p < 0.05; 1 Odds ratio or estimation of the impact of the component over food preference; 2 Standard error.
Odds ratio and associated statistic of fixed effects included in the final intake model of kennel dogs.
| Variable | OR1 | SE2 | |
|---|---|---|---|
| (Intercept) | 59.63 | 3.51 | <0.001** |
| Weight | −1.35 | 0.15 | <0.001** |
| Sex | |||
| Male | 2.62 | 3.27 | 0.427 |
| Breed | |||
| Boxer | 10.62 | 3.47 | 0.003 |
| Labrador Retriever | 26.30 | 5.16 | <0.001** |
| Season | |||
| Hot season | −5.27 | 0.72 | <0.001** |
Significance codes: ‘**’ p < 0.001; 1 Odds ratio or estimation of the impact of each variable over food intake; 2 Standard error.
Adjusted mean comparison between different kennel dog breeds and seasons for food intake previously corrected by their body weight (intake g/animals weight0.75).
| Variable | Mean | SE1 |
|---|---|---|
| Breed | ||
| Beagle | 36.06a | 0.84 |
| Boxer | 45.92b | 1.12 |
| Labrador Retriever | 50.97c | 1.90 |
| Season | ||
| Hot | 41.34a | 0.88 |
| Cold | 46.65b | 0.76 |
Means followed by different superscript in a column indicate significant differences at p < 0.05; 1 Standard error.
Odds ratio and associated statistics of fixed effects included in the final preference model.
| Variable | OR1 | SE2 | |
|---|---|---|---|
| (Intercept) | 77.02 | 3.5 | <0.001** |
| Weight | −0.09 | 0.21 | 0.683 |
| Sex | |||
| Male | −0.99 | 2.33 | 0.674 |
| Breed | |||
| Boxer | −44.3 | 12.77 | <0.001** |
| Labrador Retriever | 13.72 | 11.74 | 0.246 |
| Season | |||
| Hot Season | −1.73 | 1.26 | 0.168 |
| Weight:Breed | |||
| Boxer | 2.02 | 0.56 | <0.001** |
| Labrador Retriever | −0.29 | 0.45 | 0.518 |
Significance codes: ‘**’ p < 0.001; 1 Odds ratio or estimation of the impact of each variable over food preference; 2 Standard error.
Adjusted mean comparison between different breeds for food preference (%) of kennel dogs.
| Variable | Mean | SE1 |
|---|---|---|
| Breed | ||
| Beagle | 75.69a | 1.22 |
| Boxer | 74.51a | 1.63 |
| Labrador Retriever | 76.81a | 2.77 |
Means followed by different superscript in a column indicate significant differences at p < 0.05; 1 Standard error.