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Agriculture and Agri-Food Canada Research Centre, Lethbridge, Alberta T1J 4B1, Canada
2 Correspondence:
5403 1st Avenue South (phone: 403-317-2288; fax: 403-382-3156; e-mail:
dcrews{at}agr.gc.ca).
| Abstract |
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Key Words: Accuracy Beef Cattle Carcass Composition Ultrasound
| Introduction |
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Studies have shown that preharvest RTU measurements are highly repeatable (e.g., Brethour, 1992; Herring et al., 1994) and correlate with corresponding carcass measurements (e.g., Perkins et al., 1992; Herring et al., 1994; Hassen et al., 1998). There is a lack of recent literature, however, comparing accuracy of RTU measurements taken at ages other than shortly before harvest.
Bergen et al. (1997) reported that RTU traits in performance-tested beef bulls had sufficiently large variance and heritability to be valuable in genetic improvement programs for carcass traits. Effective evaluation and selection programs for replacement beef cattle should be based on accurate RTU measurements; however, research characterizing RTU accuracy among cattle of different genders is limited.
Research is needed that evaluates RTU in breeding as well as slaughter animals, including measurements taken prior to making selection decisions. The objective of this study, therefore, was to characterize the accuracy of RTU measurements from beef bulls, heifers, and steers at weaning, yearling, and preharvest.
| Materials and Methods |
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Intact bulls and heifers were placed in drylot at weaning and fed a growing ration resulting in ADG of 1.07 and 0.70 kgd-1, respectively. The postweaning growth period continued for 196 d, after which bulls and heifers were transported to the Lethbridge Research Centre (LRC) feedlot and fed a finishing ration for 70 to 100 d prior to harvest. Steers were transported following weaning to the LRC feedlot and fed a growing ration (150 d, 1.13 kgd-1) followed by a finishing ration (90 to 120 d, 1.34 kgd-1) until designated for harvest when live weight reached a minimum of 500 kg.
Real-time ultrasound images were collected on all animals three times, including approximately 60 d following weaning after acclimation to postweaning facilities, near 1 yr of age, and 3 to 7 d prior to harvest. Images were collected using an Aloka SSD-1100 Flexus RTU unit (Aloka Co. Ltd., Tokyo, Japan) with a 17.2-cm, 3.5-MHz probe. The probe used is identical to that used by the Aloka 500V RTU unit (e.g., Hassen et al., 1998). Animal preparation and image collection procedures were according to Beef Improvement Federation guidelines (BIF, 1996). Digitized images were interpreted using Jandel Sigma Scan Pro (Jandel Scientific, San Rafael, CA) image analysis software. Subcutaneous fat thickness was measured at the 12 to 13th rib interface over the longissimus muscle, two-thirds the distance from the spine between the medial and lateral muscle ends, corresponding to the Canadian carcass grading site. The perimeter of the longissimus muscle was traced from the digitized image and muscle area was computed by the software. All RTU images were taken by a single technician and were subsequently interpreted by a second technician.
Bulls and heifers were processed at a commercial packing facility and steers were processed at the Lacombe Research Centre. Following routine processing procedures, whole carcass data were collected 24 to 40 h postmortem on all animals, including subcutaneous fat thickness and longissimus muscle area by a certified beef grader according to standards of the Canadian Meat Grading Agency.
Data Editing and Analyses
The final data set consisted of RTU and carcass observations (n = 597) on bulls (n = 224), heifers (n = 257), and steers (n = 116). All analyses were conducted using SAS (Ver. 8.2, SAS Inst., Inc., Cary, NC). Weaning and yearling RTU measurements were used as predictors of corresponding carcass measurements. The prediction model included the main effects of birth year and gender. The interaction of birth year with gender accounted for relatively small portions (P > 0.10) of observed variance in response variables; therefore, this effect was dropped from the final model. Ultrasound and carcass variables were adjusted for the linear effects of age at measurement. Because genders were harvested at different ages, linear age adjustments were made within gender.
Prediction models were fit whereby portions of variance in carcass traits accounted for by RTU measurements at weaning, yearling, or both, were estimated. Residual correlations, bias, and standard errors of prediction have been used to characterize the accuracy of preharvest RTU measurements in several recent studies (Hassen et al., 1998; Herring et al., 1994; Perkins et al., 1992). In addition to these variables, the percentages of animals of each gender that had absolute values for the difference between RTU and carcass measures less than 6.45 cm2 for muscle area, or 3 mm for fat thickness, were calculated. Similarly, in the case of prediction models including weaning and/or yearling RTU measurements, animals with predicted and actual carcass measurements that differed by less than 6.45 cm2 for muscle area or 3 mm for fat thickness were classified as accurate, whereas those with greater differences were classified as inaccurate.
| Results and Discussion |
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When weaning scans were collected, steers had been consuming a higher energy diet than bulls and heifers for approximately 60 d. Steer fat thickness (5.73 mm) was greater (P < 0.01) than both bull (3.12 mm) and heifer (3.31 mm) fat thickness at weaning. The differences noted for weaning measurements were greater at yearling when steers (10.1 mm) had more (P < 0.01) fat than bulls (3.06 mm) or heifers (4.36 mm). Yearling heifers had more (P < 0.05) fat than did yearling bulls. Least squares means indicated that weaning and yearling RTU fat thickness measurements of bulls were not different (P > 0.10). It appears from these results that nutritional level was limiting fat deposition in bulls. Wilson (1992) noted that the small amount and low variability of fat thickness among young beef bulls, due to management and level of nutrition, may lead to difficulties in accurately predicting genetic differences in fat deposition potential. Prior to harvest, steers were fatter (P < 0.01) than bulls and heifers, even though steers were younger when preharvest measurements were collected. Gender rankings were similar for yearling and preharvest RTU and carcass measures of fat thickness with steers fattest, heifers intermediate, and bulls leanest.
Correlations Among Ultrasound and Carcass Measures.
Table 2
contains residual correlations among RTU and carcass measures of muscle area and fat thickness. Residual correlations are adjusted for effects in the model (namely, year, gender, and age at measurement). Muscle area measurements taken at weaning, yearling, and prior to harvest had high and positive residual correlations ranging from 0.79 to 0.86, indicating that repeated measures of muscle area from the same animal are similar. The overall repeatability of two preharvest RTU muscle area measures in young bulls was 0.94 in the report of Bergen et al. (1996). However, in that study, the two measures were taken within a very short interval. Similarly, Hassen et al. (1998) reported repeatability estimates for RTU muscle area of 0.97 when the two measurements were taken on consecutive days prior to harvest. Weaning and yearling RTU muscle area measurements had residual correlations of 0.86 with carcass muscle area, indicating a highly positive and similar association between carcass muscle area and its RTU indicators at weaning and yearling. The residual correlation between preharvest RTU and carcass muscle area was 0.87. These results compare favorably with those of previous studies showing moderate to high correlations between preharvest RTU and carcass measurements of muscle area. Smith et al. (1992) reported simple correlations of 0.43 and 0.63 between preharvest and carcass muscle area measurements in two studies. Hassen et al. (1998) reported simple and rank correlations of 0.48 and 0.44, respectively, between preharvest and carcass muscle area. Higher correlations of 0.60 (Perkins et al., 1992) and 0.52 to 0.72 for multiple technicians (Herring et al., 1994) have also been reported between RTU and carcass muscle area. The similarity among correlations of RTU measurements with carcass muscle area indicates that RTU measurements collected between weaning and harvest may give similarly accurate predictions of carcass muscle area. Rank correlations among RTU and carcass muscle area measurements (not reported) were high and positive, and followed the same trend as the residual correlations reported in Table 2
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0.60), and increased as ultrasound and carcass measurements were less separated in time. Faulkner et al. (1990) reported a correlation of 0.89 between preharvest RTU and carcass fat thickness in steers and heifers. Further, the regression of carcass fat thickness on the preharvest RTU measurement yielded a regression coefficient not different from 1, indicating a near perfect linear relationship between carcass and RTU measures taken immediately prior to harvest (Faulkner et al., 1990). High simple correlations (0.70 to 0.82) between preharvest RTU and carcass fat thickness have also been reported in several studies (Perkins et al., 1992; Smith et al., 1992; Herring et al., 1994; Hassen et al., 1998).
Weaning and Yearling Ultrasound Prediction Models.
Table 3
contains a summary of the RTU models used to predict carcass measures of muscle area and fat thickness. It was of interest to investigate the predictive power of RTU measurements taken at weaning and yearling ages. In the case of bulls and heifers, these predictions would potentially be of use in making selection decisions. Weaning and yearling RTU measurements may be used to place steers into more uniform management groups during the postweaning period. Prediction models for carcass traits using weaning and yearling RTU predictors were evaluated on the basis of total model R2 as well as root mean square error (RMSE), where higher R2 and lower RMSE are indicative of models that result in more accurate predictions of carcass measurements.
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The single-trait prediction model for carcass fat thickness, which included only weaning RTU measurements, resulted in model R2 of 0.73 and RMSE of 1.70 mm. The partial R2 of 0.59 for weaning RTU fat thickness indicates that slightly more than half of the variance in carcass fat thickness was attributable to variance in the weaning RTU measurement. Yearling RTU fat thickness provided a better single-trait prediction of carcass fat thickness, with higher model R2 (0.80) and lower RMSE (1.44 mm) than that for the weaning prediction model. Additionally, the partial R2 associated with yearling RTU fat thickness was 0.72, suggesting that a higher proportion of carcass fat thickness variation was due to the yearling RTU measurement compared to the weaning RTU measurement. The inclusion of both weaning and yearling RTU fat thickness measurements increased R2 to 0.83 and decreased RMSE by 7% to 1.34 mm vs the single-trait yearling prediction model. The relative amount of carcass fat thickness variance attributable to the yearling RTU measurement was more than four times that attributable to the weaning measurement, as evidenced by partial R2 values of 0.15 and 0.61 for the weaning and yearling RTU measurements, respectively. Similar to correlation results noted previously, yearling RTU measurements provided better predictions of carcass fat thickness, and when both weaning and yearling RTU measurements were available, significantly higher portions of carcass fat thickness variance were attributed to the yearling RTU measurement. These results suggest that yearling RTU fat thickness measurements are preferable to RTU measurements taken at weaning for the prediction of carcass fat thickness. Bergen et al. (1997) showed that end-of-test RTU fat thickness was better predicted by RTU measurements that were taken nearer to the end of test in young beef bulls. Prediction model minimum residual standard deviations decreased and average R2 increased across five breeds of bulls as end-of-test fat thickness was predicted by RTU measurements taken later in the test in that study. Bergen et al. (1997) concluded that fat thickness development during the postweaning test was less predictable and therefore it was difficult to predict end-of-test RTU fat thickness from measurements taken earlier in the test.
Percentages of animals receiving accurate carcass predictions with the prediction models are presented in Table 4
. Muscle area predictions that differed from carcass muscle area by less than 6.45 cm2 and fat thickness predictions that differed from carcass fat thickness by less than 2.5 mm respectively, were considered accurate. There was a numerical trend for the percentage of animals with accurate predictions to increase as the RTU predictor was taken nearer to harvest. Whereas 80.2% of animals had accurate muscle area predictions based on weaning RTU measurements, 81.1% had accurate predictions based on the yearling RTU measurement. The percentage of animals with accurate fat thickness predicted values increased from 90.3 to 93.5% when yearling RTU fat thickness replaced the weaning RTU measurement in a single-trait model. Further, predicted carcass values were accurate for 88.9 and 95% of animals for muscle area and fat thickness, respectively, when both weaning and yearling RTU measurements were used to predict carcass measurements.
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When expressed as a percentage of carcass muscle area, the absolute value of bias was between 4 and 6% of the carcass measurement in this study. Similar absolute bias ratios (5 to 9.4%) for muscle area were reported by Perkins et al. (1992) and Hassen et al. (1998).
Standard errors of prediction for muscle area were similar among steers (4.49 cm2), bulls (4.93 cm2), and heifers (4.75 cm2). In this case, two-thirds of all animals would have preharvest muscle area measurements that were within 4.49 to 4.93 cm2 of carcass measurements. Muscle area standard errors of prediction between 5.95 and 9.52 cm2 have been reported in steers and heifers (Herring et al., 1994; Bergen et al., 1996; Hassen et al., 1998). The percentage of steers, bulls, and heifers with preharvest RTU muscle area measurements that differed from carcass measurements by less than 6.45 cm2 was 100, 100, and 99.6%, respectively. In the study by Perkins et al. (1992), 53% of steers and heifers had absolute muscle area bias values less than 6.5 cm2. Similarly, Smith et al. (1992) showed that 47 and 54% of steers had absolute muscle area bias values less than 6.45 cm2 in two experiments.
Preharvest RTU fat thickness measures were, on average, lower than carcass measures for steers, but were higher than carcass measurements for bulls and heifers. However, the negative mean bias of steers was not different (P > 0.05) from zero. The mean bias of -0.21 mm for steers compares favorably with the value of -0.17 cm reported by Hassen et al. (1998), but was higher than the values of 0.01 cm for steers and -0.01 cm for heifers reported by Perkins et al. (1992).
Absolute bias was 1.53, 1.07, and 1.32 mm for steers, bulls, and heifers, respectively. Based on RTU data from 616 beef bulls, Bergen et al. (1996) reported an absolute bias value for fat thickness of 1.2 mm, similar to the results in this study for bulls. Absolute bias values for fat thickness were 0.20 cm and 0.17 cm for steers and heifers, respectively, in Perkins et al. (1992). Similar absolute bias or deviation values (0.20 to 0.29 cm) were reported for fat thickness among steers and heifers by Herring et al. (1994) and Hassen et al. (1998).
The percentage of carcass fat thickness represented by absolute fat thickness bias ranged from 12.02% for steers to 32.02% for bulls, indicating that error in fat thickness prediction with preharvest RTU measurements was larger than that previously noted for muscle area. Similar trends were reported by Perkins et al. (1992) and Hassen et al., (1998).
Standard errors of prediction for fat thickness were 1.40, 0.87, and 1.51 mm for steers, bulls, and heifers, respectively. The fat thickness standard error of prediction reported for bulls by Bergen et al. (1996) was 1.6 mm, nearly twice that of this study. However, the bulls in Bergen et al. (1996) had average carcass fat thickness of 6.0 mm, which was approximately 1.5 mm greater than the bulls in this study. Standard errors of prediction for steers and heifers in the reports of Herring et al. (1994) and Hassen et al. (1998) were higher (0.25 to 0.33 cm) than the values in this study (0.87 to 1.51 mm).
The difference between preharvest RTU and carcass fat thickness was less than 2.5 mm for more than 98% of steers and bulls, and was less than 2.5 mm for 84.8% of heifers. Faulkner et al. (1990) found that 72% of steers and heifers had absolute bias values for fat thickness less than 2 mm. Similar results were reported by Smith et al. (1992), where 74 and 62% of steers had preharvest RTU and carcass fat thickness measurements that differed by less than 2.54 mm. In the study by Perkins et al. (1992), 75% of steers and heifers had absolute bias values for fat thickness that were less than 2.5 mm. These results support previous studies indicating that preharvest RTU measurements provide accurate predictions of carcass traits.
| Implications |
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| Footnotes |
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Received for publication February 18, 2002. Accepted for publication July 9, 2002.
| Literature Cited |
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