| Literature DB >> 28405433 |
C R Pierozan1, P S Agostini2, J Gasa2, A K Novais1, C P Dias1, R S K Santos1, M Pereira1, J G Nagi1, J B Alves1, C A Silva1.
Abstract
BACKGROUND: The aim of this study was to use mathematical modeling to identify and quantify the main factors that affect daily feed intake (DFI) and feed conversion ratio (FCR) in grow-finishing (GF) pig units. We evaluated the production records of 93 GF farms between 2010 and 2013, linked to a company, working in a cooperative system, located in western Paraná State, Brazil. A total of 683 batches, consisting of approximately 495,000 animals, were used. Forty production factors related to the management, health, plant and equipment, nutrition, genetics and environment were considered. The number of pigs per pen, type of feeder, origin and sex (the last two variables were combined in the models) of the animals and initial and final body weights were included in the final models to predict DFI and FCR (dependent variables). Additionally, the duration of the GF phase was included for the parameter FCR. All factors included in the final models had significant effects for both dependent variables.Entities:
Keywords: Feed conversion ratio; Feed intake; Grow-finishing pigs; Production factors
Year: 2016 PMID: 28405433 PMCID: PMC5382519 DOI: 10.1186/s40813-016-0023-4
Source DB: PubMed Journal: Porcine Health Manag ISSN: 2055-5660
Descriptive values of dependent and independent continuous variables selected for the final models
| Variable | N° batches | Mean | SD | Minimum | 1st quartile | Median | 3rd quartile | Maximum |
|---|---|---|---|---|---|---|---|---|
| Number of pigs | 683 | 726 | 430 | 200 | 499 | 608 | 919 | 2393 |
| IW (kg) | 683 | 22.7 | 1.2 | 18.9 | 22.2 | 22.8 | 23.4 | 27.6 |
| FW (kg) | 683 | 117 | 5 | 100 | 113 | 117 | 120 | 132 |
| DGF (day) | 683 | 107 | 4 | 96 | 104 | 107 | 110 | 120 |
| DFI (kg/pig) | 682 | 2.15 | 0.10 | 1.82 | 2.09 | 2.15 | 2.22 | 2.48 |
| FCR (kg/kg) | 682 | 2.45 | 0.12 | 2.15 | 2.36 | 2.45 | 2.54 | 2.86 |
SD standard deviation, IW initial weight, FW final weight; DGF duration of growing-finishing phase, DFI daily feed intake, FCR feed conversion ratio
Description of independent categorical variables and their percentage of occurrence in the company
| Variable | Percentage of batches in each category |
|---|---|
| Semester of placementb,e | Summer / autumn (48.76 %); winter / spring (51.24 %) |
| Number of animals placedb,f | < 500 (20.78 %); 500–1000 (55.04 %); > 1000 (24.18 %) |
| Number of barnsb,f | One (42.14 %); two or more (57.86 %) |
| Stall ageb,f | < 5 years (20.78 %); 5 to 10 years (53.26 %); > 10 years (25.96 %) |
| Reform of facilitiesb,f | Yes (21.07 %); no (78.93 %) |
| Number of pigs per pen b,c,f | < 20 (21.81 %); > 20 (78.19 %) |
| Building material/ barna,f | Masonry (97.48 %); wood and mixed (2.52 %) |
| Type of feederb,c,f | Conical semiautomatic (81.75 %); others (18.25 %)d |
| Type of drinkera,f | Nipple (98.66 %); water cup (1.34 %) |
| Water sourceb,f | Well / headwater (55.19 %); treated water (44.81 %) |
| Water pipes materiala,f | Hose (1.48 %); PVC pipe (97.18 %); mixed (1.34 %) |
| Roof materialb,f | Clay (87.39 %); asbestos / zinc (12.61 %) |
| Material used to separate the pensb,f | Wood or masonry (18.69 %); mixed (81.31 %) |
| Floor materiala,f | Concrete (100 %) |
| Pens with shallow poolsa,f | Yes (99.85 %); no (0.15 %) |
| Slurry tanka,f | Yes (100 %) |
| Electricity supplya,f | Yes (100 %) |
| Waste lagoonsa,f | Yes (100 %) |
| Ventilation fansa,f | Yes (2.52 %); no (97.48 %) |
| Exhaust fansa,f | No (100 %) |
| Humidifiers / nebulizersb,g | Yes (25.71 %); no (74.29 %) |
| Compostersa,f | Yes (98.37 %); no (1.63 %) |
| Trees around the facilitiesb,f | Yes (43.62 %); no (56.38 %) |
| Barn’s position relative to the sunb,f | Diagonal / contrary (44.07 %); parallel (55.93 %) |
| Number of feed useda,f | Five (100 %) |
| Different feeds according to the sexa,f | No (100 %) |
| Feed forma,f | Pelleted (100 %) |
| Shock with antibioticsa,f | Yes (100 %) |
| Routes used to administer antibioticsa,f | Water (1.19 %); water and feed (98.81 %) |
| Programs useda,f | Ractopamine / immunocastration (100 %) |
| Labour forceb,f | Unfamiliar (24.48 %); familiar (75.52 %) |
| Number of employed genetica,f | Three (100 %) |
| Breeds useda,e | Large White / Landrace / Pietrain (100 %) |
| Sexed batchesa,f | No (100 %) |
| Sex segregation in pensa,f | Yes (100 %) |
| Ileitis, enzootic pneumonia, meningitisa,e | Yes (100 %) |
| Glasser’s disease, erysipelaa,e | No (100 %) |
| Originb,c,e,i | SPU (42.9 %); farrow-to-finish units (57.1 %) |
| Sexb,c,h | Barrows (11.85 %); females (12.92 %); mixed (75.23 %) |
aVariables initially rejected to the statistical analysis due to the absence of variability among its categories
bVariables initially considered to the statistical analysis
cVariables included in the final models
dOthers: composed mostly by linear dump type (17.2 %) and a few farms with a linear semiautomatic one (1.1 %)
eConsidering 683 batches as experimental units (n)
f n = 674
g n = 669
h n = 650
iPercentage of batches composed by animals coming either from a specialized piglet production unit (SPU) or from different farrow-to-finish units
Estimates of the effects of the factors studied on daily feed intake (in kilograms per pig) in 683 batches from 93 grow-finishing pig farms
| Variable | Category | Mean (kg) | Estimate (s.e.) | 95 % CL | ||
|---|---|---|---|---|---|---|
| Low | Upper |
| ||||
| Intercept | − | 0.73 (0.07) | 0.58 | 0.88 | < 0.001 | |
| No pigs per pen | < 20 | 2.11 | −0.04 (0.01) | −0.06 | −0.02 | < 0.001 |
| > 20 | 2.16 | 0 | – | – | – | |
| Type of feeder | Others (linear dump) | 2.12 | −0.03 (0.01) | −0.05 | −0.003 | 0.03 |
| Conical semiautomatic | 2.15 | 0 | – | – | – | |
| ORIGSEX | SPU / barrows | 2.15 | 0.02 (0.01) | 0.005 | 0.04 | 0.009 |
| SPU / females | 2.12 | −0.01 (0.01) | −0.03 | 0.003 | 0.12 | |
| SPU / mixed | 2.13 | 0.0004 (0.0071) | −0.013 | 0.014 | 0.95 | |
| Farrow-to-finish / mixed | 2.13 | 0 | – | – | – | |
| IW | – | 0.008 (0.002) | 0.004 | 0.013 | < 0.001 | |
| FW | – | 0.01 (0.00) | 0.01 | 0.01 | < 0.001 | |
s.e. standard error, CL confidence level, ORIGSEX variables ¨origin ¨ and ¨sex¨ combined, SPU specialized piglet production unit, IW initial weight, FW final weight
Variance observed between farms and between batches within a farm for model without predictors (null model) and multivariate model (full model) and percentage of variance explained by the variables included in the final model for daily feed intake
| Null model | Full model | Variance explained (%) | |||
|---|---|---|---|---|---|
| Effect | Variance | % | Variance | % | |
| Farm | 0.00346 | 36.3 | 0.00136 | 28.2 | 60.8 |
| Batches (Farm) | 0.00608 | 63.7 | 0.00345 | 71.8 | 43.3 |
| Total | 0.00954 | 100.0 | 0.00481 | 100.0 | 49.6 |
Fig. 1Residual distribution of the effects of the factors studied on daily feed intake in 683 batches from 93 grow-finishing pig farms
Estimates of the effects of the factors studied on feed conversion ratio in 683 batches from 93 grow-finishing pig farms
| Variable | Category | Mean (kg/kg) | Estimate (s.e.) | 95 % CL | ||
|---|---|---|---|---|---|---|
| Low | Upper |
| ||||
| Intercept | – | 1.43 (0.10) | 1.23 | 1.62 | < 0.001 | |
| No pigs per pen | < 20 | 2.40 | −0.05 (0.01) | −0.07 | −0.03 | < 0.001 |
| > 20 | 2.45 | 0 | – | – | – | |
| Type of feeder | Others (linear dump) | 2.41 | −0.03 (0.01) | −0.06 | −0.00 | 0.04 |
| Conical semiautomatic | 2.44 | 0 | – | – | – | |
| ORIGSEX | SPU/barrows | 2.43 | −0.02 (0.01) | −0.03 | 0.00 | 0.09 |
| SPU/females | 2.40 | −0.05 (0.01) | −0.07 | −0.03 | < 0.001 | |
| SPU/mixed | 2.42 | −0.03 (0.01) | −0.04 | −0.01 | < 0.001 | |
| Farrow-to-finish/mixed | 2.44 | 0 | – | – | – | |
| IW | – | 0.035 (0.002) | 0.03 | 0.04 | < 0.001 | |
| FW | – | −0.01 (0.00) | −0.01 | −0.01 | < 0.001 | |
| DGF | – | 0.015 (0.001) | 0.01 | 0.02 | < 0.001 | |
s.e. standard error, CL confidence level, ORIGSEX variables ¨origin ¨ and ¨sex¨ combined, SPU specialized piglet production unit, IW initial weight, FW final weight, DGF duration of the grow-finishing phase
Variance observed between farms and between batches within a farm for model without predictors (null model) and multivariate model (full model) and percentage of variance explained by the variables included in the final model for feed conversion ratio
| Null model | Full model | Variance explained (%) | |||
|---|---|---|---|---|---|
| Effect | Variance | % | Variance | % | |
| Farm | 0.00233 | 15.3 | 0.00155 | 28.1 | 33.5 |
| Batches (Farm) | 0.01293 | 84.7 | 0.00397 | 71.9 | 69.3 |
| Total | 0.01526 | 100.0 | 0.00552 | 100.0 | 63.9 |
Fig. 2Residual distribution of the effects of the factors studied on feed conversion ratio in 683 batches from 93 grow-finishing pig farms