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Sanglard LP, Snelling WM, Kuehn LA, Thallman RM, Freetly HC, Wheeler TL, Shackelford SD, King DA, Spangler ML. Genetic and phenotypic associations of mitochondrial DNA copy number, SNP, and haplogroups with growth and carcass traits in beef cattle. J Anim Sci 2022; 101:6960704. [PMID: 36566464 PMCID: PMC9841156 DOI: 10.1093/jas/skac415] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Accepted: 12/23/2022] [Indexed: 12/26/2022] Open
Abstract
Mitochondrial DNA copy number (mtDNA CN) is heritable and easily obtained from low-pass sequencing (LPS). This study investigated the genetic correlation of mtDNA CN with growth and carcass traits in a multi-breed and crossbred beef cattle population. Blood, leucocyte, and semen samples were obtained from 2,371 animals and subjected to LPS that resulted in nuclear DNA (nuDNA) and mtDNA sequence reads. Mitochondrial DNA CN was estimated as the ratio of mtDNA to nuDNA coverages. Variant calling was performed from mtDNA, and 11 single nucleotide polymorphisms (SNP) were identified in the population. Samples were classified in taurine haplogroups. Haplogroup and mtDNA type were further classified based on the 11 segregating SNP. Growth and carcass traits were available for between 7,249 and 60,989 individuals. Associations of mtDNA CN, mtDNA haplogroups, mtDNA types, and mtDNA SNP with growth and carcass traits were estimated with univariate animal models, and genetic correlations were estimated with a bivariate animal model based on pedigree. Mitochondrial DNA CN tended (P-value ≤0.08) to be associated with birth weight and weaning weight. There was no association (P-value >0.10) between mtDNA SNP, haplogroups, or types with growth and carcass traits. Genetic correlation estimates of mtDNA CN were -0.30 ± 0.16 with birth weight, -0.31 ± 0.16 with weaning weight, -0.15 ± 0.14 with post-weaning gain, -0.11 ± 0.19 with average daily dry-matter intake, -0.04 ± 0.22 with average daily gain, -0.29 ± 0.13 with mature cow weight, -0.11 ± 0.13 with slaughter weight, -0.14 ± 0.13 with carcass weight, -0.07 ± 0.14 with carcass backfat, 0.14 ± 0.14 with carcass marbling, and -0.06 ± 0.14 with ribeye area. In conclusion, mtDNA CN was negatively correlated with most traits investigated, and the genetic correlation was stronger with growth traits than with carcass traits.
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Affiliation(s)
| | - Warren M Snelling
- USDA, ARS, Roman L Hruska US Meat Animal Research Center, Clay Center, NE 68933, USA
| | - Larry A Kuehn
- USDA, ARS, Roman L Hruska US Meat Animal Research Center, Clay Center, NE 68933, USA
| | - R Mark Thallman
- USDA, ARS, Roman L Hruska US Meat Animal Research Center, Clay Center, NE 68933, USA
| | - Harvey C Freetly
- USDA, ARS, Roman L Hruska US Meat Animal Research Center, Clay Center, NE 68933, USA
| | - Tommy L Wheeler
- USDA, ARS, Roman L Hruska US Meat Animal Research Center, Clay Center, NE 68933, USA
| | - Steven D Shackelford
- USDA, ARS, Roman L Hruska US Meat Animal Research Center, Clay Center, NE 68933, USA
| | - D Andy King
- USDA, ARS, Roman L Hruska US Meat Animal Research Center, Clay Center, NE 68933, USA
| | - Matthew L Spangler
- Department of Animal Science, University of Nebraska, Lincoln, NE 68583, USA
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2
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Duarte TL, Bolkenov B, Klopatek SC, Oltjen JW, King DA, Shackelford SD, Wheeler TL, Yang X. Evaluating the Shelf Life and Sensory Properties of Beef Steaks from Cattle Raised on Different Grass Feeding Systems in the Western United States. Foods 2022; 11:foods11142141. [PMID: 35885384 PMCID: PMC9315754 DOI: 10.3390/foods11142141] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2022] [Revised: 07/08/2022] [Accepted: 07/14/2022] [Indexed: 11/16/2022] Open
Abstract
Consumer interest in grass-fed beef has been steadily rising due to consumer perception of its potential benefits. This interest has led to a growing demand for niche market beef, particularly in the western United States. Therefore, the objective of this study was to assess the impact of feeding systems on the change in microbial counts, color, and lipid oxidation of steaks during retail display, and on their sensory attributes. The systems included: conventional grain-fed (CON), 20 months-grass-fed (20GF), 25-months-grass-fed (25GF) and 20-months-grass-fed + 45-day-grain-fed (45GR). The results indicate that steaks in the 20GF group displayed a darker lean and fat color, and a lower oxidation state than those in the 25GF group. However, the feeding system did not have an impact on pH or objective tenderness of beef steaks. In addition, consumers and trained panelist did not detect a difference in taste or flavor between the 20GF or 25GF steaks but expressed a preference for the CON and 45GR steaks, indicating that an increased grazing period may improve the color and oxidative stability of beef, while a short supplementation with grain may improve eating quality.
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Affiliation(s)
- Toni L. Duarte
- Department of Animal Sciences, University of California—Davis, Davis, CA 95616, USA; (T.L.D.); (B.B.); (S.C.K.); (J.W.O.)
| | - Bakytzhan Bolkenov
- Department of Animal Sciences, University of California—Davis, Davis, CA 95616, USA; (T.L.D.); (B.B.); (S.C.K.); (J.W.O.)
| | - Sarah C. Klopatek
- Department of Animal Sciences, University of California—Davis, Davis, CA 95616, USA; (T.L.D.); (B.B.); (S.C.K.); (J.W.O.)
| | - James W. Oltjen
- Department of Animal Sciences, University of California—Davis, Davis, CA 95616, USA; (T.L.D.); (B.B.); (S.C.K.); (J.W.O.)
| | - D. Andy King
- U.S. Meat Animal Research Center, USDA-ARS, Clay Center, NE 68933, USA; (D.A.K.); (S.D.S.); (T.L.W.)
| | - Steven D. Shackelford
- U.S. Meat Animal Research Center, USDA-ARS, Clay Center, NE 68933, USA; (D.A.K.); (S.D.S.); (T.L.W.)
| | - Tommy L. Wheeler
- U.S. Meat Animal Research Center, USDA-ARS, Clay Center, NE 68933, USA; (D.A.K.); (S.D.S.); (T.L.W.)
| | - Xiang Yang
- Department of Animal Sciences, University of California—Davis, Davis, CA 95616, USA; (T.L.D.); (B.B.); (S.C.K.); (J.W.O.)
- Correspondence:
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3
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Price HE, Barkley KE, Lerner AB, Harsh BN, Woodworth JC, Tokach MD, Dritz SS, Goodband RD, DeRouchey JM, O'Quinn TG, Allerson MW, Fields B, King DA, Wheeler TL, Shackelford SD, Boler DD, Dilger AC. Differences in carcass chilling rate underlie differences in sensory traits of pork chops from pigs with heavier carcass weights. J Anim Sci 2022; 100:6612615. [PMID: 35727741 DOI: 10.1093/jas/skac206] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Accepted: 06/01/2022] [Indexed: 11/12/2022] Open
Abstract
Pork hot carcass weights (HCW) have been increasing 0.6 kg per year, and if they continue to increase at this rate, are projected to reach an average weight of 118 kg by the year 2050. This projection in weight is a concern for pork packers and processors given the challenges in product quality from heavier carcasses of broiler chickens. However, previous work demonstrated that pork chops from heavier carcasses were more tender than those from lighter carcasses. Therefore, the objective was to determine the effects of pork hot carcass weights, ranging from 90 to 145 kg with an average of 119 kg, on slice shear force and sensory traits of Longissimus dorsi chops when cooked to 63°C or 71°C, and to assess if differences in chilling rate can explain differences in sensory traits. Carcasses were categorized retrospectively into fast, medium, or slow chilling-rates based on their chilling rate during the first 17 h postmortem. Loin chops cut from 95 boneless loins were cooked to either 63°C or 71°C and evaluated for slice shear force and trained sensory panel traits (tenderness, juiciness, and flavor) using two different research laboratories. Slopes of regression lines and coefficients of determination between HCW and sensory traits were calculated using the REG procedure in SAS and considered different from 0 at P ≤ 0.05. As hot carcass weight increased, chops became more tender as evidenced by a decrease in SSF (63°C ß = -0.0412, P = 0.01; 71°C ß = -0.1005, P < 0.001). Further, HCW explained 25% (R 2 = 0.2536) of the variation in chilling rate during the first 5 h of chilling and 32% (R 2 = 0.3205) of the variation in chilling rate from 5 h to 13 h postmortem. Slow and medium-rate chilling carcasses were approximately 12 kg heavier (P < 0.05) than fast chilling carcasses. Slice shear force of chops cooked to 63° and 71°C was reduced in slow and medium chilling compared with fast chilling carcasses. Carcass temperature at 5 h postmortem explained the greatest portion of variation (R 2 = 0.071) in slice shear force of chops cooked to 63°C. These results suggest that carcasses tend to chill slower as weight increases, which resulted in slight improvements in sensory traits of boneless pork chops regardless of final degree of doneness cooking temperature.
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Affiliation(s)
- Hannah E Price
- Department of Animal Sciences, University of Illinois, Urbana-Champaign, IL, USA
| | - Kayla E Barkley
- Department of Animal Sciences, University of Illinois, Urbana-Champaign, IL, USA
| | - Annie B Lerner
- Department of Animal Sciences and Industry, Kansas State University, Manhattan, KS, USA
| | - Bailey N Harsh
- Department of Animal Sciences, University of Illinois, Urbana-Champaign, IL, USA
| | - Jason C Woodworth
- Department of Animal Sciences and Industry, Kansas State University, Manhattan, KS, USA
| | - Mike D Tokach
- Department of Animal Sciences and Industry, Kansas State University, Manhattan, KS, USA
| | - Steve S Dritz
- Department of Diagnostic Medicine/Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan, KS, USA
| | - Robert D Goodband
- Department of Animal Sciences and Industry, Kansas State University, Manhattan, KS, USA
| | - Joel M DeRouchey
- Department of Animal Sciences and Industry, Kansas State University, Manhattan, KS, USA
| | - Travis G O'Quinn
- Department of Animal Sciences and Industry, Kansas State University, Manhattan, KS, USA
| | | | | | - David A King
- USDA, ARS, U.S. Meat Animal Research Center, Clay Center, NE, USA
| | - Tommy L Wheeler
- USDA, ARS, U.S. Meat Animal Research Center, Clay Center, NE, USA
| | | | - Dustin D Boler
- Department of Animal Sciences, University of Illinois, Urbana-Champaign, IL, USA
| | - Anna C Dilger
- Department of Animal Sciences, University of Illinois, Urbana-Champaign, IL, USA
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Artegoitia VM, Newman JW, Foote AP, Shackelford SD, King DA, Wheeler TL, Lewis RM, Freetly HC. Non-invasive metabolomics biomarkers of production efficiency and beef carcass quality traits. Sci Rep 2022; 12:231. [PMID: 34997076 PMCID: PMC8742028 DOI: 10.1038/s41598-021-04049-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/31/2021] [Accepted: 12/14/2021] [Indexed: 11/25/2022] Open
Abstract
The inter-cattle growth variations stem from the interaction of many metabolic processes making animal selection difficult. We hypothesized that growth could be predicted using metabolomics. Urinary biomarkers of cattle feed efficiency were explored using mass spectrometry-based untargeted and targeted metabolomics. Feed intake and weight-gain was measured in steers (n = 75) on forage-based growing rations (stage-1, 84 days) followed by high-concentrate finishing rations (stage-2, 84 days). Urine from days 0, 21, 42, 63, and 83 in each stage were analyzed from steers with the greater (n = 14) and least (n = 14) average-daily-gain (ADG) and comparable dry-matter-intake (DMI; within 0.32 SD of the mean). Steers were slaughtered after stage-2. Adjusted fat-thickness and carcass-yield-grade increased in greater-ADG-cattle selected in stage-1, but carcass traits did not differ between ADG-selected in stage-2. Overall 85 untargeted metabolites segregated greater- and least-ADG animals, with overlap across diets (both stages) and breed type, despite sampling time effects. Total 18-bile acids (BAs) and 5-steroids were quantified and associated with performance and carcass quality across ADG-classification depending on the stage. Stepwise logistic regression of urinary BA and steroids had > 90% accuracy identifying efficient-ADG-steers. Urine metabolomics provides new insight into the physiological mechanisms and potential biomarkers for feed efficiency.
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Affiliation(s)
- Virginia M Artegoitia
- USDA, ARS, Western Human Nutrition Research Center, 430 West Health Sciences Drive, Davis, CA, 95616, USA. .,USDA, ARS, Meat Animal Research Center, Clay Center, NE, 68933, USA. .,Animal Science, University Nebraska, Lincoln, NE, 68583, USA.
| | - J W Newman
- USDA, ARS, Western Human Nutrition Research Center, 430 West Health Sciences Drive, Davis, CA, 95616, USA
| | - A P Foote
- USDA, ARS, Meat Animal Research Center, Clay Center, NE, 68933, USA.,Animal Science, Oklahoma State University, Stillwater, OK, 74078, USA
| | - S D Shackelford
- USDA, ARS, Meat Animal Research Center, Clay Center, NE, 68933, USA
| | - D A King
- USDA, ARS, Meat Animal Research Center, Clay Center, NE, 68933, USA
| | - T L Wheeler
- USDA, ARS, Meat Animal Research Center, Clay Center, NE, 68933, USA
| | - R M Lewis
- Animal Science, University Nebraska, Lincoln, NE, 68583, USA
| | - H C Freetly
- USDA, ARS, Meat Animal Research Center, Clay Center, NE, 68933, USA
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5
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Nonneman D, Keel BN, Lindholm-Perry AK, Rohrer G, Wheeler TL, Shackelford SD, King DA. Transcriptomic analysis for pork color – the ham halo effect in biceps femoris. Meat and Muscle Biology 2021. [DOI: 10.22175/mmb.13050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
Pork color is a major indicator of product quality that guides consumerpurchasing decisions. Recently, industry has received an increase in consumercomplaints about the lightness and non-uniformity of ham color, primarilylighter color in the periphery termed “ham halo” that is not caused bymanufacturing procedures. This effect is seen in fresh and processed hams andthe outer, lighter muscle is associated with lower myoglobin concentration, pHand type I fibers. The objective of this study was to identify differences ingene expression profiles between light and normal colored portions of biceps femoris muscle from pork hams.RNA-sequencing was performed for paired light and normal colored muscle samplesfrom 10 animals showing the ham halo effect. Over 50 million paired-end reads(2x75bp) per library were obtained. An average of 99.74% of trimmed high-qualityreads were mapped to the Sscrofa 11.1 genome assembly. Differentially expressedgenes (DEGs) were identified using both the DESeq2 and GFOLD software packages.A total of 14,049 genes were expressed in bicepsfemoris; 13,907 were expressed in both light and normal muscle, while 56and 86 genes were only expressed in light and normal muscle, respectively. Analysiswith DESeq2 identified 392 DEGs with 359 genes being more highly expressed innormal colored muscle. A total of 61 DEGs were identified in the DESeq2analysis and also were identified in at least 7 of the 10 individual animalanalyses. All 61 of these DEGs were up-regulated in normal colored muscle. Geneontology (GO) enrichment analysis of DEGs identified the transition betweenfast and slow fibers, and skeletal muscle adaptation and contraction as themost significant biological process terms. The evaluation of gene expression byRNA-Seq identified DEGs between regions of the biceps femoris with the ham halo effect that are associated with thevariation in pork color.
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Affiliation(s)
- Dan Nonneman
- US Meat Animal Research Center Reproduction Research Unit
| | | | | | - Gary Rohrer
- US Meat Animal Research Center Reproduction Research Unit
| | - Tommy L. Wheeler
- USDA, Agricultural Research Service Meat Safety and Quality Research Unit, U.S. Meat Animal Research Center
| | | | - D. Andy King
- USDA, Agricultural Research Service U.S. Meat Animal Research Center
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Lucherk LW, O'Quinn T, Legako JF, Shackelford SD, Brooks JC, Miller M. Palatability of high-quality New Zealand grass-finished and American grain-finished beef strip steaks. Meat and Muscle Biology 2021. [DOI: 10.22175/mmb.12601] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
The objective of this study was to evaluate palatability of strip loin steaks from grass- and grain-fed beef across five United States Department of Agriculture (USDA) quality grades and three wet aging periods. Beef strip loins (N = 200; 20 per USDA quality grade/fed cattle type) representing five USDA quality grades [USDA Prime, Top Choice (Average and High Choice), Low Choice, Select and Standard] and two fed cattle types [New Zealand grass-finished and United States (U.S.) grain-finished] were used in the study. Each strip loin was equally portioned into thirds and randomly assigned to one of three wet aging periods (7 d, 21 d or 42 d). Consumer panelists (N = 600; 120/location: Texas, California, Florida, Kansas, and Pennsylvania) evaluated eight grilled beef steak samples for palatability traits, acceptability, and eating quality. All palatability traits were impacted by the interaction of diet × quality grade (P < 0.05). Although similar (P > 0.05) to grass-fed Prime steaks for juiciness, tenderness and overall liking, grain-fed Prime steaks rated greater (P < 0.05) than all other grass- and grain-finished treatments for all palatability attributes. Grass-finished Top Choice, Low Choice, and Standard steaks were rated greater (P < 0.05) than the respective grain-finished quality grades for juiciness and tenderness. Grain-finished Standard steaks rated lower (P < 0.05) than all other grass- and grain-finished treatments for juiciness, tenderness, and overall liking; but were similar (P > 0.05) to grass-finished Standard steaks for flavor liking. Our results indicate beef strip loin steaks of similar quality grades from grass-finished New Zealand cattle produce similar eating experiences when compared to those from U.S. grain-finished beef, even following extended post-mortem aging. This indicates improved palatability for consumers based on marbling without respect to grass- or grain-finishing diets.
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Affiliation(s)
| | | | | | | | | | - Mark Miller
- Texas Tech University Department of Animal and Food Sciences
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King DA, Shackelford SD, Cushman RA, Wheeler TL. Extended Aging and Marbling Class Effects on Color Stability of Beef Longissimus lumborum, Gluteus medius, and Biceps femoris Steaks. Meat and Muscle Biology 2021. [DOI: 10.22175/mmb.11139] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
Postmortem aging improves palatability of various muscles, especially those from lower quality grades. This study evaluated postmortem aging and marbling class effects on the color stability of longissimus lumborum, gluteus medius, and biceps femoris steaks. Carcasses were selected at grading to have Lower Small (Small00 to Small50; n = 50) or Upper Slight (Slight50 to Slight90; n = 50) marbling scores. Strip loin and top sirloin subprimals from each carcass side were assigned to aging treatments (14, 21, 28, or 35 d) in an incomplete block arrangement. After aging, subprimals were cut into longissimus lumborum, gluteus medius, and biceps femoris steaks, respectively. Steaks were placed in a simulated retail display for 11 d. Changes in redness (a* and hue angle) were much slower and less extensive (P < 0.001) in longissimus lumborum steaks than in gluteus medius steaks, which had slightly slower and less extensive (P < 0.01) redness changes than biceps femoris. Increasing aging time increased (P < 0.001) the rate and extent of overall color change (ΔE) during simulated retail display. Steaks from Lower Small carcasses had higher (P < 0.01) L* values than steaks from Upper Slight carcasses at 14, 28, and 35 d postmortem. In steaks from Upper Slight carcasses, L* values were lower (P < 0.01) in steaks aged for 28 d compared to other aging times. In steaks from Lower Small carcasses, L* values were highest (P < 0.001) when aged for 14 d. Increased aging time generally decreased (P < 0.05) a*, b*, and chroma values. However, within each aging time, only b* values of steaks aged for 35 d differed (P = 0.01) with regard to marbling class. Results indicate that increasing aging time decreased color life of beef muscles, and that marbling class had minimal impact on lean color stability.
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King DA, Shackelford SD, Wheeler TL. Postmortem Aging Time and Marbling Class Effects on Flavor of Three Muscles From Beef Top Loin and Top Sirloin Subprimals. Meat and Muscle Biology 2021. [DOI: 10.22175/mmb.10939] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
This study evaluated postmortem aging time and marbling class effects on flavor attributes of longissimus lumborum, gluteus medius, and biceps femoris steaks. Carcasses selected to have Lower Small (Small00 to Small49; n = 50) or Upper Slight (Slight50 to Slight99; n = 50) marbling were assigned to aging treatments (14, 21, 28, or 35 d) in an incomplete block arrangement. A trained sensory panel evaluated longissimus lumborum, gluteus medius, and biceps femoris steaks for tenderness, juiciness, and 31 flavor notes. Tenderness increases with aging time were linear (P < 0.001) in longissimus lumborum and gluteus medius steaks and quadratic (P = 0.001) in biceps femoris steaks. Aging response of rancid flavor in longissimus lumborum steaks was cubic (P = 0.01), whereas the aging response of bloody/serumy flavor in biceps femoris steaks was quadratic (P = 0.03). Compared with Upper Slight marbling, carcasses with Lower Small marbling produced longissimus lumborum steaks with greater (P < 0.01) beef flavor and lesser (P = 0.001) bitter flavor, gluteus medius steaks with greater (P = 0.05) brown/roasted flavor, and biceps femoris steaks with greater (P = 0.02) fat-like flavor, although differences were small. Principal component analysis indicated that bloody/serumy, sour, metallic, and bitter flavor attributes were the strongest contributors to a factor explaining 38% of longissimus lumborum flavor variation. Barnyard, bitter, sour, rancid, and bloody/serumy were the greatest contributors to a principal component explaining 41% of gluteus medius flavor. Barnyard, rancid, sour, bloody/serumy, and bitter were contributors to a component explaining 63% of biceps femoris sirloin cap flavor variance. Sample score plots indicated that neither aging time nor marbling class was associated with principal components and identified production lot as contributing to principal components explaining flavor variation in all 3 muscles. Results indicate that, in strip loin and top sirloin subprimals from carcasses with Upper Slight and Lower Small marbling scores, aging time and marbling class had little impact on beef flavor. Thus, increased aging times could be used to enhance tenderness with no adverse effects on other important palatability attributes.
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Affiliation(s)
- D. Andy King
- USDA-ARS Roman L. Hruska US Meat Animal Research Center, Meat Safety and Quality Research Unit
| | - Steven D. Shackelford
- USDA-ARS Roman L. Hruska US Meat Animal Research Center, Meat Safety and Quality Research Unit
| | - Tommy L. Wheeler
- USDA-ARS Roman L. Hruska US Meat Animal Research Center, Meat Safety and Quality Research Unit
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Nastasijevic I, Schmidt JW, Boskovic M, Glisic M, Kalchayanand N, Shackelford SD, Wheeler TL, Koohmaraie M, Bosilevac JM. Seasonal Prevalence of Shiga Toxin-Producing Escherichia coli on Pork Carcasses for Three Steps of the Harvest Process at Two Commercial Processing Plants in the United States. Appl Environ Microbiol 2020; 87:e01711-20. [PMID: 33067201 PMCID: PMC7755256 DOI: 10.1128/aem.01711-20] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Accepted: 10/08/2020] [Indexed: 12/30/2022] Open
Abstract
Shiga toxin-producing Escherichia coli (STEC) is a foodborne pathogen that has a significant impact on public health, with strains possessing the attachment factor intimin referred to as enterohemorrhagic E. coli (EHEC) and associated with life-threatening illnesses. Cattle and beef are considered typical sources of STEC, but their presence in pork products is a growing concern. Therefore, carcasses (n = 1,536) at two U.S. pork processors were sampled once per season at three stages of harvest (poststunning skins, postscald carcasses, and chilled carcasses) and then examined using PCR for Shiga toxin genes (stx), intimin genes (eae), aerobic plate count (APC), and Enterobacteriaceae counts (EBC). The prevalence of stx on skins, postscald, and chilled carcasses was 85.3, 17.5, and 5.4%, respectively, with 82.3, 7.8, and 1.7% of swabs, respectively, having stx and eae present. All stx-positive samples were subjected to culture isolation that resulted in 368 STEC and 46 EHEC isolates. The most frequently identified STEC were serogroups O121, O8, and O91 (63, 6.7, and 6.0% of total STEC, respectively). The most frequently isolated EHEC was serotype O157:H7 (63% of total EHEC). Results showed that scalding significantly reduced (P < 0.05) carcass APC and EBC by 3.00- and 2.50-log10 CFU/100 cm2, respectively. A seasonal effect was observed, with STEC prevalence lower (P < 0.05) in winter. The data from this study show significant (P < 0.05) reduction in the incidence of STEC (stx) from 85.3% to 5.4% and of EHEC (stx plus eae) from 82.3% to 1.7% within the slaughter-to-chilling continuum, respectively, and that potential EHEC can be confirmed present throughout using culture isolation.IMPORTANCE Seven serogroups of STEC are responsible for most (>75%) cases of severe illnesses caused by STEC and are considered adulterants of beef. However, some STEC outbreaks have been attributed to pork products, although the same E. coli are not considered adulterants in pork because little is known of their prevalence along the pork chain. The significance of the work presented here is that it identifies disease-causing STEC, EHEC, demonstrating that these same organisms are a food safety hazard in pork as well as beef. The results show that most STEC isolated from pork are not likely to cause severe disease in humans and that processes used in pork harvest, such as scalding, offer a significant control point to reduce contamination. The results will assist the pork processing industry and regulatory agencies to optimize interventions to improve the safety of pork products.
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Affiliation(s)
| | - John W Schmidt
- USDA ARS, U.S. Meat Animal Research Center, Clay Center, Nebraska, USA
| | - Marija Boskovic
- Faculty of Veterinary Medicine, University of Belgrade, Belgrade, Serbia
| | - Milica Glisic
- Faculty of Veterinary Medicine, University of Belgrade, Belgrade, Serbia
| | | | | | - Tommy L Wheeler
- USDA ARS, U.S. Meat Animal Research Center, Clay Center, Nebraska, USA
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Abstract
A study was conducted to examine genetic variation in the ham halo condition. The distal portion of the biceps femoris was sampled by taking cores (2.54-cm diameter) from progeny (n = 1,016) from a Duroc meat quality–focused line. Commission Internationale de l ́Éclairage (CIE; “International Commission on Illumination”) color-space values (L*, a*, and b*) and myoglobin concentration were measured on the halo (“Halo”) and inside (“Inside”) portion of each core. The Halo portion of the biceps femoris had greater L* and b* and lesser a* and myoglobin content (all P < 0.001) than the Inside portion. Sires with 11 or more progeny were compared. The sire × muscle-location interaction affected (P < 0.001), L*, a*, and myoglobin concentration. Sire progeny groups differed for each trait in both portions of the muscle, but differences in the Halo portion of the muscle were not mirrored in the Inside portion of the muscle. Similarly, sire group affected the magnitude of the difference in L* (P = 1.4 × 10−4) and a* (P = 9.0 × 10−6) between the Halo and Inside portions of the muscle and tended (P = 0.08) to affect myoglobin content. However, the largest sire-group differences were not necessarily seen in the sires with the highest means for these attributes. Thus, selecting for myoglobin concentration, L*, or a* content in the Halo portion of the biceps femoris muscle would be an effective strategy for reducing the severity of the ham halo condition.
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Affiliation(s)
- D. Andy King
- USDA, Agricultural Research Service U.S. Meat Animal Research Center
| | | | - Dan Nonneman
- USDA, Agricultural Research Service U.S. Meat Animal Research Center
| | - Gary A. Rohrer
- USDA, Agricultural Research Service U.S. Meat Animal Research Center
| | - Tommy L. Wheeler
- USDA, Agricultural Research Service U.S. Meat Animal Research Center
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11
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Lerner AB, Rice EA, Tokach MD, DeRouchey JM, Dritz SS, Goodband RD, Woodworth JC, O'Quinn TG, Gonzalez JM, Allerson MW, Dilger AC, Boler DD, Price HE, Lowell JE, Richardson E, Barkley KE, Honegger LT, Harsh BN, Shackelford SD, Wheeler TL, King DA, Fields B. Effects of space allowance and marketing strategy on growth performance of pigs raised to 165 kg. Transl Anim Sci 2020; 4:txaa065. [PMID: 32705060 PMCID: PMC7277694 DOI: 10.1093/tas/txaa065] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/17/2020] [Accepted: 05/10/2020] [Indexed: 11/14/2022] Open
Abstract
A total of 976 pigs (PIC 327 × Camborough; PIC, Hendersonville, TN; initially 22.0 ± 1.53 kg body weight [BW]) were used in a 160-d growth study to evaluate the effects of increasing space allowance and varying marketing strategies on growth performance of pigs raised to market weights of ~165 kg. Pens of pigs were blocked by location within the barn and allotted to one of six treatments. Pen served as the experimental unit, and there were eight replicate pens per treatment. The first four treatments consisted of increased initial stocking density and did not utilize topping strategies: (1) 14 pigs/pen (1.17 m2/pig), (2) 17 pigs/pen (0.97 m2/pig), (3) 20 pigs/pen (0.82 m2/pig), and (4) 23 pigs/pen (0.71 m2/pig). The fifth treatment began with 25 pigs/pen (0.66 m2/pig) and had four marketing events with the heaviest 3 pigs/pen removed on day 93, and additional pigs removed to a common inventory of 20 pigs/pen on day 122 and 17 pigs/pen on day 147 with final marketing on day 160. The final treatment began the experiment with 23 pigs/pen (0.71 m2/pig) with three marketing events to achieve a common inventory of 20 pigs/pen on day 108 and 17 pigs/pen on day 147. Pens of pigs were weighed and feed disappearance measured on days 0, 55, 93, 108, 122, 135, 147, and 160. As space allowance decreased from 1.17 to 0.71 m2/pig via increased initial pen inventory (treatments 1 to 4), overall average daily gain (ADG) and average daily feed intake (ADFI) decreased (linear, P < 0.001), while gain:feed ratio (G:F) did not differ (P > 0.05). The treatments with multiple marketing events were compared with each other and with the treatment that began with 0.71 m2/pig and only marketed once at the end of the study. Overall ADG and ADFI were not different (P > 0.05) among these three treatments. Marketing pigs three or four times improved (P < 0.05) G:F compared with the treatment that began the study with 0.71 m2/pig and marketed only once. Reducing floor space allowance for heavy weight pigs decreased intake, which resulted in lower growth rate and final BW, with these reductions occurring before the critical k-value was reached. Total weight gain per pen was maximized with the lowest space allowance and the multiple marketing treatments. Thus, strategic use of pig removals prior to final marketing may allow producers to maximize both number of pigs and total weight marketed through a barn when feeding to heavy weights.
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Affiliation(s)
- Annie B Lerner
- Department of Animal Sciences and Industry, College of Agriculture, Kansas State University, Manhattan
| | - Emily A Rice
- Department of Animal Sciences and Industry, College of Agriculture, Kansas State University, Manhattan
| | - Mike D Tokach
- Department of Animal Sciences and Industry, College of Agriculture, Kansas State University, Manhattan
| | - Joel M DeRouchey
- Department of Animal Sciences and Industry, College of Agriculture, Kansas State University, Manhattan
| | - Steve S Dritz
- Department of Diagnostic Medicine/Pathobiology, College of Veterinary Medicine, Kansas State University, Manhattan
| | - Robert D Goodband
- Department of Animal Sciences and Industry, College of Agriculture, Kansas State University, Manhattan
| | - Jason C Woodworth
- Department of Animal Sciences and Industry, College of Agriculture, Kansas State University, Manhattan
| | - Travis G O'Quinn
- Department of Animal Sciences and Industry, College of Agriculture, Kansas State University, Manhattan
| | - John M Gonzalez
- Department of Animal Sciences and Industry, College of Agriculture, Kansas State University, Manhattan
| | | | - Anna C Dilger
- Department of Animal Sciences, University of Illinois, Urbana, IL
| | - Dustin D Boler
- Department of Animal Sciences, University of Illinois, Urbana, IL
| | - Hannah E Price
- Department of Animal Sciences, University of Illinois, Urbana, IL
| | - Jessica E Lowell
- Department of Animal Sciences, University of Illinois, Urbana, IL
| | | | - Kayla E Barkley
- Department of Animal Sciences, University of Illinois, Urbana, IL
| | | | - Bailey N Harsh
- Department of Animal Sciences, University of Illinois, Urbana, IL
| | | | | | - David A King
- USDA-ARS, U.S. Meat Animal Research Center, Clay Center, NE
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12
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Shackelford SD, King A, Snelling W, McDaneld TG, Kuehn LA, Bennett GL, Wheeler T. 118 Awardee Talk - Genomic control of fatty acid profile in beef. J Anim Sci 2019. [DOI: 10.1093/jas/skz258.222] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Abstract
Steers (n = 868) were raised, feedlot-finished with ad libitum access to a high-energy diet and harvested to determine if there is genomic control of fatty acid profile traits in beef breeds common to the United States. Cattle included purebred and crossbred progeny of Angus, Red Angus, Hereford, Shorthorn, Simmental, Charolais, Limousin, Gelbvieh, Maine Anjou, Chiangus, Braunvieh, Salers, Brahman, Brangus, Santa Gertrudis, and Beefmaster as well as three composite lines. Either directly or through imputation, genotypes were determined for > 133,000 functional single nucleotide polymorphisms (SNP). At approximately 38 h postmortem, a 2.54-cm-thick longissimus steak was obtained from the 13th rib region of the left side of each carcass. At 14 d postmortem, steaks were cooked and subsequently longissimus was pulverized in liquid nitrogen. Fatty acid profile was determined by gas chromatography and mass spectrometry. A genome-wide association study was conducted for fatty acid profile traits expressed as a deviation from the contemporary group mean using the Mixed Linear Model Analysis of SNP & Variation Suite 8.8.3 (Golden Helix) and Pre-computed Kinship Matrix using the GBLUP Genomic Relationship Matrix. A SNP in coiled coil domain containing 57 (CCDC57; Chromosome 19 at 51,349,695) affected the percentage of C14:0 (P < 10–46), short-chain fatty acids (P < 10–36), and saturated fatty acids (P < 10–17). Also, a SNP in thyroid hormone responsive (THRSP; Chromosome 29 at 18,090,403) affected the percentage of C14:0 (P < 10–16) and short-chain fatty acids (P < 10-10). The percentage of polyunsaturated fatty acids was affected by SNP in myostatin (Chromosome 2 at 6,213,980; P < 10–15). These results show that fatty acid profile of beef can be changed through genetic selection but, it is not clear if the level of change will be great enough to impact human health.
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Affiliation(s)
| | - Andy King
- USDA-ARS-US Meat Animal Research Center
| | | | | | | | - Gary L Bennett
- USDA, Agricultural Research Service, US Meat Animal Research Center
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13
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Rice EA, Lerner AB, Olson BA, Prill LL, Drey LN, Price HE, Lowell JE, Harsh BN, Barkley KE, Honegger LT, Richardson E, Woodworth JC, Gonzalez JM, Tokach MD, DeRouchey JM, Dritz SS, Goodband RD, Allerson MW, Fields B, Shackelford SD, King DA, Wheeler TL, Dilger AC, Boler DD, O’Quinn TG. Effects of Increased Pork Hot Carcass Weights. II: Loin Quality Characteristics and Palatability Ratings. Meat and Muscle Biology 2019. [DOI: 10.22175/mmb2019.07.0027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
The objective of this study was to evaluate the effects of increased pork hot carcass weight on loin quality and palatability of top loin chops. Pork loins (N = 200) were collected from 4 different hot carcass weight groups: A light weight (LT; less than 111.8 kg), medium-light weight (MLT; 111.8 to 119.1 kg), medium-heavy weight (MHVY; 119.1 to 124.4), and a heavyweight group (HVY; 124.4 and greater). Following fabrication, chops were assigned to fat and moisture analysis, Warner-Bratzler shear force (WBSF), consumer sensory panels, or trained sensory panels. Chops from the HVY group were rated as more (P < 0.05) tender compared to chops from the LT carcasses. Additionally, chops from the HVY weight group had greater (P < 0.05) consumer overall like ratings compared to chops from both the LT and MLT groups. Carcass weight did not affect (P > 0.05) consumer flavor liking ratings. Hot carcass weight treatment did not contribute (P > 0.05) to the percentage of chops rated acceptable for flavor and overall liking. The greatest (P < 0.05) percentage of samples were rated acceptable for juiciness for chops from the HVY weight group, and the lowest (P < 0.05) percentage of acceptable ratings for tenderness were for chops from the LT weight group. Both initial and sustained juiciness from MHVY carcasses were rated as more (P < 0.05) juicy compared to chops from both MLT and LT carcasses by trained sensory panelists. Additionally, chops from the LT carcasses had the lowest (P < 0.05) myofibrillar tenderness ratings. Chops from MHVY and HVY carcasses were similar (P > 0.05), with greater (P < 0.05) overall tenderness ratings compared to chops from LT carcasses. These results indicate chops from heavier weight carcasses may have improved tenderness and juiciness compared to chops from lighter carcasses.
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Affiliation(s)
- Emily A. Rice
- Kansas State University Department of Animal Sciences and Industry
| | - Annie B. Lerner
- Kansas State University Department of Animal Sciences and Industry
| | | | - Lauren L. Prill
- Kansas State University Department of Animal Sciences and Industry
| | - Lindsey N. Drey
- Kansas State University Department of Animal Sciences and Industry
| | - Hannah E. Price
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Jessica E. Lowell
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Bailey N. Harsh
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Kayla E. Barkley
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Lauren T. Honegger
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Elaine Richardson
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | | | | | - Mike D. Tokach
- Kansas State University Department of Animal Sciences and Industry
| | | | - Steve S. Dritz
- Kansas State University Department of Diagnostic Medicine/Pathobiology
| | | | | | | | - Steven D. Shackelford
- U.S. Department of Agriculture Agricultural Research Service, U.S. Meat Animal Research Center
| | - David A. King
- U.S. Department of Agriculture Agricultural Research Service, U.S. Meat Animal Research Center
| | - Tommy L. Wheeler
- U.S. Department of Agriculture Agricultural Research Service, U.S. Meat Animal Research Center
| | | | - Dustin D. Boler
- University of Illinois at Urbana-Champaign Department of Animal Sciences
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14
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Rice EA, Lerner AB, Olson BA, Prill LL, Drey LN, Price HE, Lowell JE, Harsh BN, Barkley KE, Honegger LT, Richardson E, Woodworth JC, Gonzalez JM, Tokach MD, DeRouchey JM, Dritz SS, Goodband RD, Allerson MW, Fields B, Shackelford SD, King DA, Wheeler TL, Dilger AC, Boler DD, O’Quinn TG. Effects of Increased Pork Hot Carcass Weights. I: Chop Thickness Impact on Consumer Visual Ratings. Meat and Muscle Biology 2019. [DOI: 10.22175/mmb2019.07.0026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
The objective of this study was to evaluate the effect of increased pork hot carcass weights on consumer visual acceptability and purchase intent ratings of top loin chops cut to various thicknesses in a price labeled versus unlabeled retail display scenario. Pork loins (N = 200) were collected from 4 different hot carcass weight groups: light weight (LT; less than 111.8 kg), medium-light weight (MLT; 111.8 to 119. kg), medium-heavy weight (MHVY; 119.1 to 124.4 kg), and a heavy weight group (HVY; 124.4 kg and greater). Loins were fabricated into 4 pairs of chops of specified thicknesses (1.27, 1.91, 2.54, and 3.18 cm). One chop from each pair was assigned to be packaged with or without a label. Consumers assessed chops for appearance, desirability, and purchase intent. For both appearance and purchase intent ratings, chops from HVY carcasses were given more desirable (P < 0.05) ratings compared to LT chops. Consumers gave greater (P < 0.05) appearance ratings to thicker cut chops. There was a hot carcass weight × chop thickness interaction (P < 0.05) for the percentage of consumers that indicated the chop was desirable overall. Regardless of hot carcass weight group, chops with a thickness of 1.27 cm had the lowest (P < 0.05) percentage of consumers indicate they were desirable overall. A greater (P < 0.05) percentage of consumers indicated “yes” they would purchase chops cut to a thickness of 2.54 cm compared to all other thicknesses. Additionally, there was a greater (P < 0.05) percentage of consumers who indicated they would purchase unlabeled chops compared to labeled chops. These results, within the population sampled, indicate that carcass weight and chop thickness can affect consumer preference and thus should be considered by retailers when marketing fresh pork loin chops.
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Affiliation(s)
- Emily A. Rice
- Kansas State University Department of Animal Sciences and Industry
| | - Annie B. Lerner
- Kansas State University Department of Animal Sciences and Industry
| | | | - Lauren L. Prill
- Kansas State University Department of Animal Sciences and Industry
| | - Lindsey N. Drey
- Kansas State University Department of Animal Sciences and Industry
| | - Hannah E. Price
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Jessica E. Lowell
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Bailey N. Harsh
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Kayla E. Barkley
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Lauren T. Honegger
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Elaine Richardson
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | | | | | - Mike D. Tokach
- Kansas State University Department of Animal Sciences and Industry
| | | | - Steve S. Dritz
- Kansas State University Department of Diagnostic Medicine/Pathobiology
| | | | | | | | - Steven D. Shackelford
- U.S. Department of Agriculture Agricultural Research Service, U.S. Meat Animal Research Center
| | - David A. King
- U.S. Department of Agriculture Agricultural Research Service, U.S. Meat Animal Research Center
| | - Tommy L. Wheeler
- U.S. Department of Agriculture Agricultural Research Service, U.S. Meat Animal Research Center
| | - Anna C. Dilger
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Dustin D. Boler
- University of Illinois at Urbana-Champaign Department of Animal Sciences
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15
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Price HE, Lerner AB, Rice EA, Lowell JE, Harsh BN, Barkley KE, Honegger LT, Richardson E, Woodworth JC, Tokach MD, Dritz SS, Goodband RD, DeRouchey JM, O’Quinn TG, Allerson MW, Fields B, King DA, Wheeler TL, Shackelford SD, Dilger AC, Boler DD. Characterizing Ham and Loin Quality as Hot Carcass Weight Increases to an Average of 119 Kilograms. Meat and Muscle Biology 2019. [DOI: 10.22175/mmb2019.06.0019] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
The objective was to characterize ham and loin quality of carcasses ranging from 78 to 145 kg (average ∼119 kg). Hot carcass weight (HCW), back fat depth, and loin depth was measured on 666 carcasses. Loin pH, instrumental and visual color and iodine value of clear plate fat (all 3 layers) was measured on approximately 90% of the population. Quality measurements of the ham, 14 d aged loin and chop, and loin chop shear force (SSF) were evaluated on approximately 30% of the population. Myosin heavy chain fiber type determination was completed on 49 carcasses. Slopes of regression lines and coefficients of determination between HCW and quality traits were calculated using the REG procedure in SAS and considered significantly different from 0 at P ≤ 0.05. As HCW increased, loin depth (b1 = 0.2496, P < 0.0001), back fat depth (b1 = 0.1374, P < 0.0001), loin weight (b1 = 0.0345, P < 0.0001), and ham weight (b1 = 0.1044, P < 0.0001) increased. Estimated lean (b1 = –0.0751, P < 0.0001) and iodine value (b1 = –0.0922, P < 0.0001) decreased as HCW increased, where HCW accounted for 24% (R2 = 0.24) of the variation in estimated lean and 7% (R2 = 0.07) of the variation in iodine value. However, HCW did not explain variation in ham quality traits (P > 0.15) and did not explain more than 1% (R2 ≤ 0.01) of the variation in 1 d loin color or pH. Loins from heavier carcasses were more tender (decreased SSF; b1 = –0.0674, P < 0.0001), although HCW only explained 9% of the variation in SSF. Hot carcass weight did not alter (P > 0.22) muscle fiber type percentage or area. These results suggest that increasing HCW to an average of 119 kg did not compromise pork quality.
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Affiliation(s)
- Hannah E. Price
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Annie B. Lerner
- Kansas State University Department of Animal Sciences and Industry
| | - Emily A. Rice
- Kansas State University Department of Animal Sciences and Industry
| | - Jessica E. Lowell
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Bailey N. Harsh
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Kayla E. Barkley
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Lauren T. Honegger
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Elaine Richardson
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | | | - Mike D. Tokach
- Kansas State University Department of Animal Sciences and Industry
| | - Steve S. Dritz
- Kansas State University Department of Diagnostic Medicine/Pathobiology
| | | | | | | | | | | | - David A. King
- U.S. Department of Agriculture Agricultural Research Service, U.S. Meat Animal Research Center
| | - Tommy L. Wheeler
- U.S. Department of Agriculture Agricultural Research Service, U.S. Meat Animal Research Center
| | - Steven D. Shackelford
- U.S. Department of Agriculture Agricultural Research Service, U.S. Meat Animal Research Center
| | - Anna C. Dilger
- University of Illinois at Urbana-Champaign Department of Animal Sciences
| | - Dustin D. Boler
- University of Illinois at Urbana-Champaign Department of Animal Sciences
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16
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Lerner AB, Tokach MD, DeRouchey JM, Dritz SS, Goodband RD, O’Quinn TG, Gonzalez JM, Rice EA, Allerson MW, Price HE, Boler DD, Dilger AC, Shackelford SD, Fields B, Woodworth JC. PSV-3 Effects of space allowance and marketing strategy on growth performance of pigs raised to heavy market weights. J Anim Sci 2019. [DOI: 10.1093/jas/skz122.277] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Abstract
A total of 976 pigs (PIC 327×L42, initially 22 ± 1.5 kg BW) were used in a 160-d study to determine the influence of space allowance and marketing strategy on performance of pigs raised to heavy market weights (165 kg). Pens were blocked by location and allotted to 1 of 6 treatments with 8 pens/treatment. The first four treatments reduced space allowance/pig via initial pen stocking density: 14 pigs/pen (1.20 m2/pig), 17 pigs/pen (0.98 m2/pig), 20 pigs/pen (0.84 m2/pig), or 23 pigs/pen (0.73 m2/pig). The fifth treatment began with 25 pigs/pen (0.67 m2/pig) and the heaviest 3 pigs/pen were removed on d 93, then on d 122 pens were marketed to a common inventory of 20 pigs/pen, and on d 147 marketed to a common pen inventory of 17 pigs/pen. The sixth treatment began with 23 pigs/pen (0.73 m2/pig) and were marketed to a common inventory of 20 pigs/pen on d 108 and marketed to a common inventory of 17 pigs/pen on d 147. Data were analyzed using PROC GLIMMIX with pen as the experimental unit. Overall (d 0 to 160) ADG, ADFI, and final BW decreased (linear, P < 0.001) and G:F increased (quadratic, P = 0.042) as space allowance decreased. When comparing treatments with multiple marketing events (treatments 5 and 6) to treatment 4, there was no evidence for differences (P > 0.05) for overall ADG or ADFI; however, overall G:F was improved (P < 0.05) for pigs initially stocked at 0.67 m2/pig and marketed four times compared to both treatments that initially allowed 0.73 m2/pig, regardless of marketing structure. These results indicate that decreasing space allowance of heavy weight pigs reduces growth, feed intake and final BW, although use of multiple marketing events prior to final marketing may allow for increased number of pigs marketed/pen while balancing reduced growth performance often associated with increased stocking density. http://www.conferenceharvester.com/
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17
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Overholt MF, Arkfeld EK, Bryan EE, King DA, Wheeler TL, Dilger AC, Shackelford SD, Boler DD. Effect of hot carcass weight on the rate of temperature decline of pork hams and loins in a blast-chilled commercial abattoir123. J Anim Sci 2019; 97:2441-2449. [PMID: 30985876 PMCID: PMC6541802 DOI: 10.1093/jas/skz131] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Accepted: 04/12/2019] [Indexed: 11/13/2022] Open
Abstract
Adequate carcass chilling is required to optimize pork quality and food safety. The rate at which carcasses chill is dependent on their mass. Hot carcass weight has increased steadily over the years, certainly affecting the chilling rate of the average carcass in contemporary abattoirs. Therefore, the objective was to model the effect of HCW on temperature decline of a contemporary population of pork carcasses slaughtered at a commercial abattoir that used a blast-chilling method. In addition, carcasses were sorted into HCW classes, and the effect of HCW group was tested on the rate of temperature decline of the longissimus dorsi and semimembranosus. Hot carcass weight, internal temperature of the loin muscle (at the 10th rib) and ham, as well as ambient temperature, were recorded from 40 to 1,320 min postmortem (45 time points) on 754 pork carcasses. An exponential decay model based on Newton's law of cooling, T(t)=Ta+(T0-Ta)e-kt, was fit to temperature decline of the ham and loin of the whole population using PROC MODEL of SAS. The initial models for the decline of both ham and loin temperature displayed significant autocorrelation of errors based on evaluation of the autocorrelation function plots and Durbin-Watson test (P < 0.0001). Therefore, second- and third-order autocorrelation parameters were tested. Based on Durbin-Watson test, the use of second-order autocorrelation model with lags of 1 and 2 was deemed adequate and was therefore included in all subsequent models. This base model and its respective parameter estimates were all significant (P < 0.01) for the whole population. Carcasses approximating 85, 90, 95, 100, and 105 kg (± 1 kg) were selected and binned into their respective weight classes. Dummy variables were used to compare the effect of HCW class on parameter estimate of ham and loin models. The developed model significantly fit all weight classes (P < 0.01) for both ham and loin temperature decline. For both loin and ham models, estimates of the rate constant (k) generally decreased as HCW increased. For loin temperature, k estimate for 105-kg carcasses was 0.00124 less (P = 0.02) than 85-kg carcasses, with the intermediate HCW classes not differing from the 85-kg class. For ham temperature, estimates of k for 90, 95, 100, and 105 kg HCW were all significantly and successively less than the k estimate for 85 kg class. For perspective, loins of 95-kg carcasses were estimated to reach 2 °C in 17 h, whereas loins from 105-kg carcasses would not reach 2 °C until 27 h. For hams, 95-kg carcasses were projected to reach 2 °C in 21 h, whereas those from 105-kg carcasses would take 28 h. Overall, HCW significantly affects the rate of temperature decline of pork hams, but not loins from pork carcasses weighing between 85 and 100 kg.
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Affiliation(s)
- Martin F Overholt
- Department of Animal Sciences, University of Illinois, Urbana–Champaign, IL 61801
| | - Emily K Arkfeld
- Department of Animal Sciences, University of Illinois, Urbana–Champaign, IL 61801
| | - Erin E Bryan
- Department of Animal Sciences, University of Illinois, Urbana–Champaign, IL 61801
| | - David A King
- USDA, ARS, U.S. Meat Animal Research Center, Clay Center, NE 68933
| | - Tommy L Wheeler
- USDA, ARS, U.S. Meat Animal Research Center, Clay Center, NE 68933
| | - Anna C Dilger
- Department of Animal Sciences, University of Illinois, Urbana–Champaign, IL 61801
| | | | - Dustin D Boler
- Department of Animal Sciences, University of Illinois, Urbana–Champaign, IL 61801
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18
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Bennett GL, Tait RG, Shackelford SD, Wheeler TL, King DA, Casas E, Smith TPL. Enhanced estimates of carcass and meat quality effects for polymorphisms in myostatin and µ-calpain genes. J Anim Sci 2019; 97:569-577. [PMID: 30476168 DOI: 10.1093/jas/sky451] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2018] [Accepted: 11/21/2018] [Indexed: 01/20/2023] Open
Abstract
The objective of this study was to enhance estimates of additive, dominance, and epistatic effects of marker polymorphisms on beef carcass and quality traits. Myostatin (MSTN) F94L SNP and the µ-calpain (CAPN1) 316 and 4751 SNP haplotype have previously been associated with fat and muscle traits in beef cattle. Multiyear selection in a composite population segregating these polymorphisms increased minor allele (F94L L) and chosen haplotype (CAPN1 CC and GT) frequencies to intermediate levels resulting in more precise estimates of additive and nonadditive genetic effects. During the 3 yr after selection, 176 steers were evaluated for growth, carcass, meat quality, tenderness (n = 103), and meat color traits. The statistical model included year, age of dam, age of the steer, and genotype in a random animal model. The 9 genotypes (3 CAPN1 diplotypes × 3 F94L genotypes) affected marbling score, ribeye area, adjusted fat thickness, vision yield grade (all P < 0.001), slice shear force (P = 0.03), and CIE L* reflectance (P = 0.01). Linear contrasts of the 9 genotypes estimated additive, recessive, and epistatic genetic effects. Significant additive effects of the F94L L allele decreased marbling score, adjusted fat thickness, vision yield grade, and slice shear force; and increased ribeye area and CIE L* reflectance. The homozygous F94L FF and LL genotypes differed by 1.3 to 1.9 phenotypic SD for most carcass traits and by 0.8 to 0.9 SD for slice shear force and CIE L* reflectance but carcass weight differed by only 3 kg (0.1 SD). The L allele was partially recessive to F for ribeye area (P = 0.02) and the heterozygous FL means tended to be closer to the FF genotype than the LL genotype for other carcass traits but differences from additive were not significant. The CAPN1 additive × F94L additive effect on slice shear force was the only significant epistatic estimate. The F94L L allele is prevalent in Limousin but nearly absent in other U.S. purebreds. This allele had about half of the effects on birth weight, muscle, and fat traits reported for severe MSTN mutations in Belgian Blue and Piedmontese breeds. The interaction between MSTN and CAPN1 genotypes may reflect the strong additive effects of MSTN F94L L allele on fat and muscle traits interfering with the phenotypic effect of CAPN1 genotype on meat tenderness.
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Affiliation(s)
- Gary L Bennett
- USDA, Agricultural Research Service, Roman L. Hruska US Meat Animal Research Center, Clay Center, NE
| | - Richard G Tait
- USDA, Agricultural Research Service, Roman L. Hruska US Meat Animal Research Center, Clay Center, NE
| | - Steven D Shackelford
- USDA, Agricultural Research Service, Roman L. Hruska US Meat Animal Research Center, Clay Center, NE
| | - Tommy L Wheeler
- USDA, Agricultural Research Service, Roman L. Hruska US Meat Animal Research Center, Clay Center, NE
| | - David A King
- USDA, Agricultural Research Service, Roman L. Hruska US Meat Animal Research Center, Clay Center, NE
| | - Eduardo Casas
- USDA, Agricultural Research Service, Roman L. Hruska US Meat Animal Research Center, Clay Center, NE
| | - Timothy P L Smith
- USDA, Agricultural Research Service, Roman L. Hruska US Meat Animal Research Center, Clay Center, NE
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Gredell DA, Schroeder AR, Belk KE, Broeckling CD, Heuberger AL, Kim SY, King DA, Shackelford SD, Sharp JL, Wheeler TL, Woerner DR, Prenni JE. Comparison of Machine Learning Algorithms for Predictive Modeling of Beef Attributes Using Rapid Evaporative Ionization Mass Spectrometry (REIMS) Data. Sci Rep 2019; 9:5721. [PMID: 30952873 PMCID: PMC6450883 DOI: 10.1038/s41598-019-40927-6] [Citation(s) in RCA: 36] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2018] [Accepted: 02/26/2019] [Indexed: 11/26/2022] Open
Abstract
Ambient mass spectrometry is an analytical approach that enables ionization of molecules under open-air conditions with no sample preparation and very fast sampling times. Rapid evaporative ionization mass spectrometry (REIMS) is a relatively new type of ambient mass spectrometry that has demonstrated applications in both human health and food science. Here, we present an evaluation of REIMS as a tool to generate molecular scale information as an objective measure for the assessment of beef quality attributes. Eight different machine learning algorithms were compared to generate predictive models using REIMS data to classify beef quality attributes based on the United States Department of Agriculture (USDA) quality grade, production background, breed type and muscle tenderness. The results revealed that the optimal machine learning algorithm, as assessed by predictive accuracy, was different depending on the classification problem, suggesting that a “one size fits all” approach to developing predictive models from REIMS data is not appropriate. The highest performing models for each classification achieved prediction accuracies between 81.5–99%, indicating the potential of the approach to complement current methods for classifying quality attributes in beef.
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Affiliation(s)
- Devin A Gredell
- Center for Meat Safety and Quality, Department of Animal Sciences, Colorado State University, Fort Collins, CO, 80523, USA
| | - Amelia R Schroeder
- Department of Mathematics and Statistics, East Tennessee State University, Johnson City, TN, 37614, USA
| | - Keith E Belk
- Center for Meat Safety and Quality, Department of Animal Sciences, Colorado State University, Fort Collins, CO, 80523, USA
| | - Corey D Broeckling
- Proteomics and Metabolomics Facility, Colorado State University, Fort Collins, CO, 80523, USA
| | - Adam L Heuberger
- Department of Horticulture and Landscape Architecture, Colorado State University, Fort Collins, CO, 80523, USA
| | - Soo-Young Kim
- Department of Statistics, Colorado State University, Fort Collins, CO, 80523, USA
| | - D Andy King
- USDA-ARS U.S. Meat Animal Research Center, Clay Center, NE, 68933, USA
| | | | - Julia L Sharp
- Department of Statistics, Colorado State University, Fort Collins, CO, 80523, USA
| | - Tommy L Wheeler
- USDA-ARS U.S. Meat Animal Research Center, Clay Center, NE, 68933, USA
| | - Dale R Woerner
- Center for Meat Safety and Quality, Department of Animal Sciences, Colorado State University, Fort Collins, CO, 80523, USA
| | - Jessica E Prenni
- Department of Horticulture and Landscape Architecture, Colorado State University, Fort Collins, CO, 80523, USA.
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King DA, Shackelford SD, Broeckling CD, Prenni JE, Belk KE, Wheeler TL. Metabolomic Investigation of Tenderness and Aging Response in Beef Longissimus Steaks. Meat and Muscle Biology 2019. [DOI: 10.22175/mmb2018.09.0027] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
A study was conducted to identify molecular changes reflective of beef tenderness variation and tenderization during postmortem aging. Carcasses (U.S. Select) were selected to represent extremes in tenderness (n = 20; 10 per class). Two pairs of adjacent longissimus lumborum steaks from each strip loin were blocked by location and assigned to each aging time (2, 7, 14, or 28 d postmortem). One steak from each pair was designated for slice shear force determination and the other was used for sarcomere length, western blotting for desmin, and non-targeted LC- and GC–MS metabolite profiling. Tough steaks had higher (P < 0.001) slice shear force values than tender steaks, and increasing aging time decreased (P < 0.001) slice shear force values. Tender steaks had a greater (P < 10–4) proportion of desmin degraded than tough steaks, and increasing aging time increased (P < 10–22) desmin degradation in steaks from both classes. From 2,562 profiled metabolites, 102 metabolites were included in the final analysis after statistical screening. Twenty-eight metabolites could be annotated and loosely categorized into amino acids/peptides (n = 16), metabolism intermediates (n = 7), glycosides (n = 4), and fatty acids and phospholipids (n = 3). Amino acids were primarily associated with desmin degradation. Increased glucose levels were strongly associated to the tender classification and moderately associated to increased proteolysis, while increased glucose-6-phosphate was strongly related to the tender class but was related to decreased proteolysis. Increased malic acid was strongly associated to the tough classification, increased slice shear force, and decreased proteolysis. Increased levels of 3-phosphoglyceric acid and glycerol-3-phosphate was moderately associated with increased slice shear force and decreased proteolysis. These data indicate that accumulation of amino acids during aging is strongly related to postmortem proteolysis and may provide evidence of the fate of proteins degraded postmortem. Measures of glucose, glucose-6-phosphate, and malic acid concentrations may provide a metabolic fingerprint indicative of tenderness differences in beef longissimus.
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Affiliation(s)
- D. Andy King
- U.S. Department of Agriculture Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center
| | - Steven D. Shackelford
- U.S. Department of Agriculture Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center
| | | | | | - Keith E. Belk
- Colorado State University Department of Animal Science
| | - Tommy L. Wheeler
- U.S. Department of Agriculture Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center
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Harsh BN, Boler DD, Shackelford SD, Dilger AC. Determining the relationship between early postmortem loin quality attributes and aged loin quality attributes using meta-analyses techniques. J Anim Sci 2018; 96:3161-3172. [PMID: 29762689 DOI: 10.1093/jas/sky183] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2018] [Accepted: 05/09/2018] [Indexed: 11/12/2022] Open
Abstract
Meta-analyses techniques using 11 independent datasets were used to determine correlations between pork loin quality evaluated at 1-d postmortem and quality evaluated at 12- to 28-d postmortem. Datasets encompassed approximately 3,957 loins. The effects of aging on ventral loin surface quality were determined using a paired-T test. Ventral loin surfaces become 8% lighter (P < 0.0001), 44.5% redder (P < 0.0001), and 46% more yellow (P < 0.0001) during the aging period. Therefore, it is apparent that loin quality changes during postmortem aging. Because of this, it becomes necessary to determine the correlation between early and aged pork quality parameters. Pearson correlation coefficients within original datasets were calculated, and then sample-weighted mean correlations r¯ and variances [Var(r)] were calculated across datasets. Early postmortem ventral instrumental lightness (L*) was moderately correlated with aged ventral L* r¯ = 0.50), aged ventral visual color r¯ = -0.38), aged chop face (freshly cut) L* r¯ = 0.44), and aged chop face visual color r¯ = -0.38). Early postmortem ventral instrumental redness (a*) was moderately correlated with aged ventral a* r¯ = 0.49) and aged chop face a* r¯ = 0.46). Early postmortem ventral visual color was moderately correlated with aged ventral L* r¯ = -0.51), aged ventral color (r¯ = 0.50), aged chop face L* r¯ = -0.43), and aged chop face visual color r¯ = 0.43). However, no instrumental or visual color parameters were moderately or strongly correlated with instrumental tenderness or sensory panel ratings of tenderness and juiciness (|r¯| ≤ 0.36). Early postmortem ventral visual marbling was moderately correlated with aged ventral marbling r¯ = 0.63) and aged chop face visual marbling r¯ = 0.56). Visual marbling was not (|r¯| ≤ 0.12) correlated with instrumental tenderness or sensory panel ratings of tenderness and juiciness. Stepwise regression, using a holo-analysis approach, was used to determine the predictive ability of early postmortem ventral color, marbling, firmness, and pH on sensory panels ratings of tenderness (R2 = 0.13), juiciness (R2 = 0.09), and flavor (R2 = 0.28). Early postmortem color and marbling are important pork quality traits in consumers purchasing decisions, but are poorly related to traits associated with eating experience. Still, they may be predicative of traits associated with purchasing intent.
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Affiliation(s)
- Bailey N Harsh
- Department of Animal Sciences, University of Illinois, Urbana-Champaign, IL
| | | | - Steven D Shackelford
- United States Department of Agriculture, ARS, U.S. Meat Animal Research Center, Clay Center, NE
| | - Anna C Dilger
- Department of Animal Sciences, University of Illinois, Urbana-Champaign, IL
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22
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King DA, Shackelford SD, Schnell T, Pierce L, Wheeler TL. Characterizing the Ham Halo Condition: A Color Defect in Fresh Pork Biceps Femoris Muscle. Meat and Muscle Biology 2018. [DOI: 10.22175/mmb2018.02.0001] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
This experiment characterized a color defect called halo, involving pale tissue in the superficial portion of ham muscles, causing a two-toned appearance. Biceps femoris muscles (n = 200) were obtained from the ham-boning line of a large processor. Instrumental color attributes were determined on the medial (inside) and lateral (halo) surfaces of the muscle. Muscles were sliced (2.54-cm-thick) perpendicular to the long axis of the muscle. Slices were numbered from the proximal end of the muscle so that slice numbers represented anatomical location. Severity of the defect was greatest on the distal end of the muscle corresponding to slices 6 and 7 (9 locations). The halo and inside portions of slices 6 and 7 were separated for myoglobin concentration and muscle pH determination. The inside portion of muscle had lower (P < 0.001) L* (53.1 versus 63.4) and greater (P < 0.001) a* (23.2 versus 15.3) and b* (18.5 versus 15.4) values than the halo portion. Compared to the halo portion, the inside portion of the muscle had greater (P < 0.001) muscle pH (5.7 versus 5.5) and myoglobin concentration (1.97 versus 0.85 mg/g). Four minimally and 5 severely affected muscles were sampled in the halo and inside portions for muscle fiber typing. Fiber type distribution did not differ (P > 0.05) between locations within minimally affected muscles. In severely affected muscles, the inside portion had increased (P < 0.001) proportion of type I fibers, and concomitant decrease (P < 0.001) in type IIB fibers relative to the halo portion. These data indicate that the halo portion of the muscle is much lighter and less red in color, resulting from reduced myoglobin concentration in this portion of the muscle associated with a shift in muscle fiber type. These results should contribute to solutions to mitigate the ham halo color defect.
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Affiliation(s)
- David A. King
- U.S. Department of Agriculture Roman L. Hruska US Meat Animal Research Center, Meat Safety and Quality Research Unit, Agricultural Research Service
| | - Steven D. Shackelford
- U.S. Department of Agriculture Roman L. Hruska US Meat Animal Research Center, Meat Safety and Quality Research Unit, Agricultural Research Service
| | | | | | - Tommy L. Wheeler
- U.S. Department of Agriculture Roman L. Hruska US Meat Animal Research Center, Meat Safety and Quality Research Unit, Agricultural Research Service
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23
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Kalchayanand N, Arthur TM, Bosilevac JM, Schmidt JW, Shackelford SD, Brown T, Wheeler TL. Surface pH of Fresh Beef as a Parameter To Validate Effectiveness of Lactic Acid Treatment against Escherichia coli O157:H7 and Salmonella. J Food Prot 2018; 81:1126-1133. [PMID: 29939790 DOI: 10.4315/0362-028x.jfp-17-469] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
The U.S. beef industry must provide documentation to the U.S. Department of Agriculture, Food Safety and Inspection Service (USDA-FSIS) that the antimicrobial interventions implemented or any subsequent changes in the process are effective under the actual conditions that apply in its operation. The main objective of this study was to determine whether surface pH after application of diluted lactic acid solution on surfaces of fresh meat can be used as a control measure indicator for the reduction of E. coli O157:H7 and Salmonella. Samples (240 each) of lean and adipose beef tissues were inoculated with cocktail mixtures of Escherichia coli O157:H7 and Salmonella. Application parameters were varied such that lean and adipose tissues were spray treated with either 2 or 4.5% lactic acid solution at either 38 or 60°C for 1 to 10 s. Lean and adipose tissues were collected before and after spray treatments for enumeration of the pathogens. Based on the conditions of this study, there was no difference between spray treatments at 38 or 60°C, but 4.5% lactic acid solution reduced pathogens more effectively ( P ≤ 0.05) than did 2% lactic acid solution. Spray treatment with lactic acid solution for 1 to 10 s reduced surface pH values of lean tissues (3 to 3.8) and adipose tissues (2.75 to 3.65). At surface pH values of 3.0 and 2.75, lactic acid reduced E. coli O157:H7 on surfaces of lean and adipose tissues by approximately 1.60 and 1.54 log CFU/cm2, respectively. At surface pH values of 3.8 and 3.65, lactic acid reduced E. coli O157:H7 on lean and adipose tissues by approximately 0.3 and 0.42 log CFU/cm2, respectively. The surface pH values after lactic acid treatment and the reductions of both pathogens showed a strong linear relationship; this indicates that a surface pH of 3.1 would provide at least 1-log reduction of E. coli O157:H7 and Salmonella, regardless of lactic acid application parameters. Therefore, surface pH after spray treatment with lactic acid could be used to validate pathogen reduction.
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Affiliation(s)
- Norasak Kalchayanand
- 1 U.S. Department of Agriculture, Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center, P.O. Box 166, Clay Center, Nebraska 68933-0166 (ORCID: http://orcid.org/0000-0001-9035-0474 [T.M.A.] and http://orcid.org/000-0003-0494-2436 [J.W.S.])
| | - Terrance M Arthur
- 1 U.S. Department of Agriculture, Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center, P.O. Box 166, Clay Center, Nebraska 68933-0166 (ORCID: http://orcid.org/0000-0001-9035-0474 [T.M.A.] and http://orcid.org/000-0003-0494-2436 [J.W.S.])
| | - Joseph M Bosilevac
- 1 U.S. Department of Agriculture, Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center, P.O. Box 166, Clay Center, Nebraska 68933-0166 (ORCID: http://orcid.org/0000-0001-9035-0474 [T.M.A.] and http://orcid.org/000-0003-0494-2436 [J.W.S.])
| | - John W Schmidt
- 1 U.S. Department of Agriculture, Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center, P.O. Box 166, Clay Center, Nebraska 68933-0166 (ORCID: http://orcid.org/0000-0001-9035-0474 [T.M.A.] and http://orcid.org/000-0003-0494-2436 [J.W.S.])
| | - Steven D Shackelford
- 1 U.S. Department of Agriculture, Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center, P.O. Box 166, Clay Center, Nebraska 68933-0166 (ORCID: http://orcid.org/0000-0001-9035-0474 [T.M.A.] and http://orcid.org/000-0003-0494-2436 [J.W.S.])
| | - Ted Brown
- 2 Cargill Meat Solutions, 151 North Main Street, Wichita, Kansas 67202, USA
| | - Tommy L Wheeler
- 1 U.S. Department of Agriculture, Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center, P.O. Box 166, Clay Center, Nebraska 68933-0166 (ORCID: http://orcid.org/0000-0001-9035-0474 [T.M.A.] and http://orcid.org/000-0003-0494-2436 [J.W.S.])
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Arkfeld EK, Mohrhauser DA, King DA, Wheeler TL, Dilger AC, Shackelford SD, Boler DD. Characterization of variability in pork carcass composition and primal quality,. J Anim Sci 2018; 95:697-708. [PMID: 29432540 DOI: 10.2527/jas.2016.1097] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2016] [Accepted: 12/22/2016] [Indexed: 11/13/2022] Open
Abstract
The objective was to characterize the factors and production practices that contribute to variation in pork composition and quality. It is possible the variation in pork quality traits, such as color, marbling, and tenderness, contributes to reduced customer confidence in the predictability of finished product quality and, therefore, pork products becoming less competitive for consumer dollars. Pigs raised in 8 different barns representing 2 seasons (hot and cold) and 2 production focuses (lean and quality) were used in this study. Pigs were marketed in 3 groups from each barn and marketing procedures followed commercial marketing procedures. Data were collected on a total of 7,684 pigs. The mivque0 option of the VARCOMP procedure in SAS was used to evaluate the proportion of variation each independent variable (season, production focus, marketing group, sex, and random variation) contributed to total variance. Random variation including inherent biological differences, as well as factors not controlled in this study, contributed the greatest proportion to total variation for each carcass composition and quality trait. Pig and other factors contributed to 93.5% of the variation in HCW, and marketing group, sex, season, and production focus accounted for 4.1, 1.4, 0.8, and 0.3%, respectively. Variation in percent carcass lean was attributed to production focus (36.4%), sex (15.8%), and season (10.2%). Pig and other factors contributed the greatest percentage of total variation (39.4%). Loin weight variation was attributed to production focus (21.4%), sex (5.4%), season (2.7%), marketing group (1.8%), and pig (68.7%). Belly weight variation was attributed to pig (88.9%), sex (4.1%), marketing group (3.8%), production focus (3.0%), and season (0.1%). Variation in ham weight was attributed to pig and other factors (93.9%), marketing group (2.8%), production focus (2.2%), and season (1.1%). Ultimate pH variation was attributed to pig (88.5%), season (6.2%), production focus (2.4%), marketing group (2.2%), and sex (0.7%). Aside from pig (71.9%), production focus (14.0%) was the next largest contributor to variation in iodine value followed by sex (13.2%) and marketing group (0.9%). Variation in carcass quality and composition could be accounted for, but the greatest percentage of variation was due to factors not accounted for in normal marketing practices.
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Affiliation(s)
- E K Arkfeld
- Department of Animal Sciences, University of Illinois, Urbana-Champaign 61801
| | | | - D A King
- USDA, ARS, U.S. Meat Animal Research Center, Clay Center, NE 68933
| | - T L Wheeler
- USDA, ARS, U.S. Meat Animal Research Center, Clay Center, NE 68933
| | - A C Dilger
- Department of Animal Sciences, University of Illinois, Urbana-Champaign 61801
| | - S D Shackelford
- USDA, ARS, U.S. Meat Animal Research Center, Clay Center, NE 68933
| | - D D Boler
- Department of Animal Sciences, University of Illinois, Urbana-Champaign 61801
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Cox-O'Neill JL, Hales KE, Ulmer KM, Rasby RJ, Parsons J, Shackelford SD, Freetly HC, Drewnoski ME. The effects of backgrounding system on growing and finishing performance and carcass characteristics of beef steers. J Anim Sci 2018; 95:5309-5319. [PMID: 29293802 DOI: 10.2527/jas2017.1934] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The objective of this 2-yr study was to evaluate growing and finishing performance as well as carcass characteristics of spring-born steers backgrounded on 3 different systems, using feedstuffs readily available in the Midwest: 1) grazing corn residue and being supplemented with dried distillers plus solubles at 2.68 kg DM/steer 6 d/wk (RESIDUE), 2) grazing a late summer-planted oat-brassica forage mix (CCROP), or 3) being fed a corn silage-based diet in a drylot (DRYLOT). Steers ( = 715) were stratified by BW (278 kg ± 23 in yr 1 and 291 kg ± 91 in yr 2) and assigned to treatment and replicate (4 replications per treatment per yr). Steers assigned to DRYLOT were fed a corn silage-based diet for 54 d in yr 1 and 52 d in yr 2 before being transitioned to the finishing diet. Steers assigned to RESIDUE and those assigned to CCROP grazed 65 d in yr 1 and 66 d in yr 2 and then were fed a corn silage-based diet for 21 d in yr 1 and 33 d in yr 2 before being transitioned to the finishing diet. During backgrounding, the ADG (SEM 0.022) of steers assigned to DRYLOT (1.48 kg/d) was greater ( < 0.01) than that of steers assigned to both CCROP (1.05 kg/d) and RESIDUE (0.87 kg/d) and ADG of steers assigned to CCROP was greater ( < 0.01) than that of steers assigned to RESIDUE. At the start of the finishing period, BW of steers assigned to CCROP (381 kg) was greater ( < 0.01, SEM 2.5) than that of steers assigned to DRYLOT (361 kg) and RESIDUE (366 kg). The finishing period lasted 160 d for all treatments. Both 12th-rib fat ( = 0.89) and calculated yield grade ( = 0.39) did not differ among treatments. Finishing G:F of steers assigned to DRYLOT (0.162 kg/kg) was greater ( < 0.01, SEM 0.0015) than that of steers assigned to RESIDUE (0.153 kg/kg) and CCROP (0.153 kg/kg), which did not differ ( = 0.79). In yr 1, HCW of steers assigned to CCROP (402 kg) was greater ( < 0.01, SEM 2.1) than that of steers assigned to both RESIDUE (389 kg) and DRYLOT (391 kg), which did not differ ( = 0.40). This difference in HCW is most likely a result of differences in BW at the start of the finishing phase in yr 1. However in yr 2, HCW of steers assigned to CCROP (400 kg) and RESIDUE (397 kg) did not differ ( = 0.26, SEM 2.1) but were greater ( < 0.01) than that of steers assigned to DRYLOT (367 kg), despite the fact that steers assigned to RESIDUE entered the finishing phase at a lighter BW than steers assigned to CCROP. Marbling was greater ( = 0.01, SEM 3.9) for steers assigned to DRYLOT (429) than for steers assigned to RESIDUE (414), although steers assigned to CCROP (424) were not different ( ≥ 0.10) from steers assigned to DRYLOT or RESIDUE. When cost and price scenarios from the last 5 yr were conducted, no treatment appeared to be consistently superior in terms of cost of gain or net return. Therefore, all 3 systems appear to be viable options for producers.
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Cross AJ, King DA, Shackelford SD, Wheeler TL, Nonneman DJ, Keel BN, Rohrer GA. Genome-Wide Association of Myoglobin Concentrations in Pork Loins. Meat and Muscle Biology 2018. [DOI: 10.22175/mmb2017.08.0042] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022] Open
Abstract
Lean color is a major focus for identifying pork loins for export markets, and myoglobin is the primary pigment driving pork color. Thus, increasing myoglobin concentration should increase redness of pork products and the number of loins acceptable for exportation. Therefore, understanding genetic variation and parameters affecting myoglobin concentration is critical for improving pork color. The objective of this study was to identify genetic markers associated with myoglobin concentration in pork loin muscle. Ultimate pH and myoglobin concentrations were measured in longissimus thoracis et lumborum samples of pigs (n = 599) from two different commercial finishing swine facilities. A Bayes-C model implemented in GenSel identified regions within 7 chromosomes that explained greater than 63% of the genetic variance in myoglobin concentration. Chromosome 7 had 1 significant region which accounted for 37% of the genetic variance, while chromosome 14 had 4 significant regions accounting for 9.8% of the genetic variance. Candidate genes in the region on chromosome 7 were involved in iron homeostasis, and genes in the significant regions on chromosome 14 were involved in calcium regulation. Genes identified in this study represent potential biomarkers that could be used to select for higher myoglobin concentrations in pork, which may improve lean meat color.
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Affiliation(s)
| | - David A. King
- U.S. Department of Agriculture U.S. Meat Animal Research Center, Agricultural Research Service
| | - Steven D. Shackelford
- U.S. Department of Agriculture U.S. Meat Animal Research Center, Agricultural Research Service
| | - Tommy L. Wheeler
- U.S. Department of Agriculture U.S. Meat Animal Research Center, Agricultural Research Service
| | - Dan J. Nonneman
- U.S. Department of Agriculture U.S. Meat Animal Research Center, Agricultural Research Service
| | - Brittney N. Keel
- U.S. Department of Agriculture U.S. Meat Animal Research Center, Agricultural Research Service
| | - Gary A. Rohrer
- U.S. Department of Agriculture U.S. Meat Animal Research Center, Agricultural Research Service
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Santos CC, Zhao J, Dong X, Lonergan SM, Huff-Lonergan E, Outhouse A, Carlson KB, Prusa KJ, Fedler CA, Yu C, Shackelford SD, King DA, Wheeler TL. Predicting aged pork quality using a portable Raman device. Meat Sci 2018; 145:79-85. [PMID: 29908446 DOI: 10.1016/j.meatsci.2018.05.021] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2018] [Revised: 04/19/2018] [Accepted: 05/28/2018] [Indexed: 11/29/2022]
Abstract
The utility of Raman spectroscopic signatures of fresh pork loin (1 d & 15 d postmortem) in predicting fresh pork tenderness and slice shear force (SSF) was determined. Partial least square models showed that sensory tenderness and SSF are weakly correlated (R2 = 0.2). Raman spectral data were collected in 6 s using a portable Raman spectrometer (RS). A PLS regression model was developed to predict quantitatively the tenderness scores and SSF values from Raman spectral data, with very limited success. It was discovered that the prediction accuracies for day 15 post mortem samples are significantly greater than that for day 1 postmortem samples. Classification models were developed to predict tenderness at two ends of sensory quality as "poor" vs. "good". The accuracies of classification into different quality categories (1st to 4th percentile) are also greater for the day 15 postmortem samples for sensory tenderness (93.5% vs 76.3%) and SSF (92.8% vs 76.1%). RS has the potential to become a rapid on-line screening tool for the pork producers to quickly select meats with superior quality and/or cull poor quality to meet market demand/expectations.
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Affiliation(s)
- C C Santos
- Department of Animal Science, Iowa State University, Ames, IA 50010, United States
| | - J Zhao
- Department of Agricultural and Biosystems Engineering, Iowa State University, Ames, IA 50010, United States; School of Engineering, Jiangxi Agricultural University, Nanchang, China
| | - X Dong
- Department of Agricultural and Biosystems Engineering, Iowa State University, Ames, IA 50010, United States; School of Food Sciences and Technology, Dalian Polytechnic University, Dalian, China
| | - S M Lonergan
- Department of Animal Science, Iowa State University, Ames, IA 50010, United States
| | - E Huff-Lonergan
- Department of Animal Science, Iowa State University, Ames, IA 50010, United States
| | - A Outhouse
- Department of Animal Science, Iowa State University, Ames, IA 50010, United States
| | - K B Carlson
- Department of Animal Science, Iowa State University, Ames, IA 50010, United States
| | - K J Prusa
- Department of Food Science and Human Nutrition, Iowa State University, Ames, IA 50010, United States
| | - C A Fedler
- Department of Food Science and Human Nutrition, Iowa State University, Ames, IA 50010, United States
| | - C Yu
- Department of Agricultural and Biosystems Engineering, Iowa State University, Ames, IA 50010, United States.
| | | | - D A King
- USDA-ARS, Clay Center, NE 68933, United States
| | - T L Wheeler
- USDA-ARS, Clay Center, NE 68933, United States
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Klehm BJ, King DA, Dilger AC, Shackelford SD, Boler DD. Effect of packaging type during postmortem aging and degree of doneness on pork chop sensory traits of loins selected to vary in color and marbling. J Anim Sci 2018; 96:1736-1744. [PMID: 29509888 PMCID: PMC6140933 DOI: 10.1093/jas/sky084] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2018] [Accepted: 03/01/2018] [Indexed: 11/14/2022] Open
Abstract
The objective was to determine the interactions between packaging type and degree of doneness on sensory traits of pork loins classified based on the newly proposed USDA quality grades. A total of 144 loins were selected from 2 groups of pigs (lean growth or meat quality production focus) to represent as much variation in visual color and marbling as possible. Selection was achieved with a VQG grading camera. The ventral surface of the loins was evaluated for loin quality traits at 1 d postmortem. At 2 d postmortem loins were sliced into 28-mm-thick chops. Chop within each loin was randomly assigned to either individual vacuum packages or to individual Styrofoam trays and overwrapped in polyvinyl chloride (PVC) oxygen permeable film. Overwrapped PVC packages were then placed in bulk packages and flushed with a gas mixture that contained approximately 0.4% carbon monoxide, 30% carbon dioxide, and 80% nitrogen. Vacuum-packaged chops were aged until 14 d postmortem. Chops packaged in PVC overwrap were aged until 9 d postmortem in the bulk packages, then placed on simulated retail display until 14 d postmortem. Chops from each packaging type were cooked to an internal temperature of either 63 °C or 71 °C for the evaluation of slice shear force (SSF) or for evaluation of tenderness, juiciness, and flavor by a trained panel. Data were analyzed as split-split plot design with production focus of the pigs, proposed USDA quality grade, packaging type, and degree of doneness as fixed effects. While there were main effect differences between production focuses, there were no interactions with production focus. There were also no 3-way (P ≥ 0.19) interactions and only one 2-way interaction among quality grade, packaging type, or degree of doneness. There were no differences in sensory tenderness (P = 0.30), juiciness (P = 0.49), flavor (P = 0.89), SSF (P = 0.13), or cook loss (P = 0.06) among USDA quality grades. There were no differences in sensory tenderness (P = 0.06), juiciness (P = 0.32), flavor (P = 0.74), SSF (P = 0.99), or cook loss (P = 0.12) between chops aged in vacuum packages or PVC packages. Chops cooked to 63 °C were 4.6% more tender (P < 0.0001), 10.1% juicier (P < 0.0001), and 2.9% less flavorful (P = 0.01) than chops cooked to 71 °C. These data suggest that cooking chops to 63 °C rather than 71 °C was a more effective way to improve tenderness and juiciness than selecting chops of a certain quality grade or altering packaging postmortem.
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Affiliation(s)
- B J Klehm
- Department of Animal Sciences, University of Illinois, Urbana-Champaign, IL
| | - D A King
- USDA, ARS, U.S. Meat Animal Research Center, Clay Center, NE
| | - A C Dilger
- Department of Animal Sciences, University of Illinois, Urbana-Champaign, IL
| | - S D Shackelford
- USDA, ARS, U.S. Meat Animal Research Center, Clay Center, NE
| | - D D Boler
- Department of Animal Sciences, University of Illinois, Urbana-Champaign, IL
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Klehm BJ, Overholt MF, Mohrhauser DA, King DA, Dilger AC, Shackelford SD, Boler DD. 186 Comparisons of Correlations Among Early and Aged Pork Quality Traits for Loin Chops Aged As Intact Loins or in Case-Ready Packages. J Anim Sci 2018. [DOI: 10.1093/jas/sky073.183] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Affiliation(s)
| | | | | | - D A King
- USDA, ARS, U.S. Meat Animal Research Center, Clay Center, NE
| | | | - S D Shackelford
- USDA, ARS, U.S. Meat Animal Research Center, Clay Center, NE
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Freking BA, King DA, Shackelford SD, Wheeler TL, Smith TPL. Effects and interactions of myostatin and callipyge mutations: I. Growth and carcass traits. J Anim Sci 2018; 96:454-461. [PMID: 29401324 DOI: 10.1093/jas/skx055] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/25/2022] Open
Abstract
Objectives were to document effects of the Texel myostatin mutation (MSTN) on growth and carcass traits and also test whether or not interactions with the callipyge mutation (CLPG) could be detected. Twelve rams heterozygous at both loci on the two different chromosomes were mated to 215 terminal-sire type composite crossbred ewes genotyped as non-carriers for both loci. A total of 365 lambs were born, 362 of those were genotyped and 236 lambs contributed carcass data to estimate effects and interactions among the four genotype combinations produced. The four genotype combinations were defined as follows: ++/++ for wild-type at both loci; ++/C+ for wild-type at MSTN and heterozygous at CLPG; M+/++ for heterozygous at MSTN and wild-type at CLPG; and M+/C+ for heterozygous at both loci. The two independently segregating sire-derived alleles represent different breed-of-origin contrasts at each locus (Texel vs. composite origin for MSTN and Dorset vs. Texel origin for CLPG). Birth weight was recorded on all lambs, and subsequent body weights were adjusted to 56 (weaning), 70, and 140 d of age. Within sire-sex-genotype subgroups, naturally reared lambs were assigned to one of eight slaughter groups accounting for variation in birth date. Lambs were serially slaughtered at weekly intervals, 30 lambs per group, from roughly 26 to 33 wk of age. In addition to standard carcass traits, subjective leg scores were assigned and widths of carcasses were measured at the widest points of the shoulder and rump. Differences in birth weight were detected (P < 0.01) for the combination of the two loci and birth type, with single-born differences among genotypes exceeding differences among twin born progeny. Those interaction differences among genotypes were not as important at weaning (P = 0.36). Impact on growth rate differences among the genotypes during the post-weaning period were variable and dependent on sex of the lamb (P < 0.01). A synergistic interaction between MSTN and CLPG was observed for leg muscling scores (P < 0.05) but no other measures of carcass shape were affected. One copy of MSTN had a more modest impact on fat deposition and muscle conformation than did CLPG and did not interact (all values P > 0.20). Although some non-additive interactions that vary by trait and sex were detected, in general the data are consistent with the two mutations acting on muscle growth through independent pathways.
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Affiliation(s)
- Brad A Freking
- USDA, ARS, U.S. Meat Animal Research Center, Clay Center, NE
| | - David A King
- USDA, ARS, U.S. Meat Animal Research Center, Clay Center, NE
| | | | - Tommy L Wheeler
- USDA, ARS, U.S. Meat Animal Research Center, Clay Center, NE
| | - Tim P L Smith
- USDA, ARS, U.S. Meat Animal Research Center, Clay Center, NE
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Webb HE, Brichta-Harhay DM, Brashears MM, Nightingale KK, Arthur TM, Bosilevac JM, Kalchayanand N, Schmidt JW, Wang R, Granier SA, Brown TR, Edrington TS, Shackelford SD, Wheeler TL, Loneragan GH. Salmonella in Peripheral Lymph Nodes of Healthy Cattle at Slaughter. Front Microbiol 2017; 8:2214. [PMID: 29170662 PMCID: PMC5684184 DOI: 10.3389/fmicb.2017.02214] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2017] [Accepted: 10/27/2017] [Indexed: 11/13/2022] Open
Abstract
To more fully characterize the burden of Salmonella enterica in bovine peripheral lymph nodes (PLN), PLN (n = 5,450) were collected from healthy cattle at slaughter in 12 commercial abattoirs that slaughtered feedlot-fattened (FF) cattle exclusively (n = 7), cattle removed (or culled) from breeding herds (n = 3), or both FF and cull cattle (n = 2). Qualitative and quantitative methods were used to estimate prevalence and concentration of Salmonella in PLN. Isolates were subjected to a variety of phenotypic, serological, and molecular assays. Overall, Salmonella prevalence in PLN from FF and cull cattle was 7.1 and 1.8%. However, burden varied by season in that observed prevalence in PLN collected in cooler or warmer seasons was 2.4 and 8.2%, respectively. Prevalence in PLN from cull cattle in the southwest region of the US was 2.1 and 1.1% for cool and warm seasons, respectively; however, prevalence in FF PLN was far greater in that it was 6.5 and 31.1%, respectively. Salmonella was recovered from 289 (5.6%) PLN and 2.9% (n = 160) of all PLN tested had quantifiable concentrations that varied from 1.6 to 4.9 log10 colony forming units/PLN. The most common serotypes isolated from PLN were Montevideo (26.9%), Lille (14.9%), Cerro (13.0%), Anatum (12.8%), and Dublin (6.9%). In all, 376 unique isolates were collected from the 289 Salmonella-positive PLN. Antimicrobial susceptibility testing revealed the majority (80.6%) of these isolates were pansusceptible; however, 10.7% of isolates were found to be resistant to two or more antimicrobial classes. We were able to document an observed increased in prevalence of Salmonella in PLN during the warmer season, particularly in FF cattle from the southwest region of the US. The mechanisms underlying the observed association between season, region, and production source have yet to be elucidated. Nevertheless, these findings increase our understanding of the sources of contamination of beef products and shed light on transmission dynamics that may be useful in targeting these sources.
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Affiliation(s)
- Hattie E Webb
- International Center for Food Industry Excellence, Texas Tech University, Lubbock, TX, United States
| | - Dayna M Brichta-Harhay
- U.S. Department of Agriculture, Agricultural Research Service, U.S. Meat Animal Research Center, Clay Center, NE, United States
| | - Mindy M Brashears
- International Center for Food Industry Excellence, Texas Tech University, Lubbock, TX, United States
| | - Kendra K Nightingale
- International Center for Food Industry Excellence, Texas Tech University, Lubbock, TX, United States
| | - Terrance M Arthur
- U.S. Department of Agriculture, Agricultural Research Service, U.S. Meat Animal Research Center, Clay Center, NE, United States
| | - Joseph M Bosilevac
- U.S. Department of Agriculture, Agricultural Research Service, U.S. Meat Animal Research Center, Clay Center, NE, United States
| | - Norasak Kalchayanand
- U.S. Department of Agriculture, Agricultural Research Service, U.S. Meat Animal Research Center, Clay Center, NE, United States
| | - John W Schmidt
- U.S. Department of Agriculture, Agricultural Research Service, U.S. Meat Animal Research Center, Clay Center, NE, United States
| | - Rong Wang
- U.S. Department of Agriculture, Agricultural Research Service, U.S. Meat Animal Research Center, Clay Center, NE, United States
| | - Sophie A Granier
- Laboratory for Food Safety, ANSES, Université Paris-Est, Maisons-Alfort, France
| | | | | | - Steven D Shackelford
- U.S. Department of Agriculture, Agricultural Research Service, U.S. Meat Animal Research Center, Clay Center, NE, United States
| | - Tommy L Wheeler
- U.S. Department of Agriculture, Agricultural Research Service, U.S. Meat Animal Research Center, Clay Center, NE, United States
| | - Guy H Loneragan
- International Center for Food Industry Excellence, Texas Tech University, Lubbock, TX, United States
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32
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Wells JE, Berry ED, Kim M, Shackelford SD, Hales KE. Evaluation of Commercial β-Agonists, Dietary Protein, and Shade on Fecal Shedding of Escherichia coli O157:H7 from Feedlot Cattle. Foodborne Pathog Dis 2017; 14:649-655. [DOI: 10.1089/fpd.2017.2313] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Affiliation(s)
- James E. Wells
- U.S. Meat Animal Research Center, Agricultural Research Service, U.S. Department of Agriculture, Clay Center, Nebraska
| | - Elaine D. Berry
- U.S. Meat Animal Research Center, Agricultural Research Service, U.S. Department of Agriculture, Clay Center, Nebraska
| | - Minseok Kim
- U.S. Meat Animal Research Center, Agricultural Research Service, U.S. Department of Agriculture, Clay Center, Nebraska
| | - Steven D. Shackelford
- U.S. Meat Animal Research Center, Agricultural Research Service, U.S. Department of Agriculture, Clay Center, Nebraska
| | - Kristin E. Hales
- U.S. Meat Animal Research Center, Agricultural Research Service, U.S. Department of Agriculture, Clay Center, Nebraska
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Hales KE, Shackelford SD, Wells JE, King DA, Pyatt NA, Freetly HC, Wheeler TL. Effects of dietary protein concentration and ractopamine hydrochloride on performance and carcass characteristics of finishing beef steers. J Anim Sci 2017; 94:2097-102. [PMID: 27285706 DOI: 10.2527/jas.2015-0225] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Ractopamine hydrochloride (RAC) is used in the feedlot industry to increase daily gain, improve feed efficiency, and increase HCW. However, little work has been done to determine whether additional protein is needed in the diet to maximize the benefit of RAC in beef cattle. Objectives of our experiment were to determine if feeding additional CP in conjunction with RAC would improve animal performance and carcass characteristics. Therefore, an experiment was conducted using finishing diets containing 13.5 or 17.5% CP with 0 or 300 mg of RAC for 30 to 33 d at the end of the finishing period. Beef steers ( = 438; 387.8 ± 1.9 kg initial BW) were randomly assigned to 1 of 4 treatments in a 2 × 2 factorial arrangement (16 pens total, 4 pens/treatment). No interactions between feeding RAC and CP level were detected ( > 0.19) for animal performance or carcass traits. Final BW did not differ among treatment ( = 0.37); however, final BW had a tendency to be 2% greater ( = 0.07) when the 13.5% CP diet was fed. Dry matter intake was not different between steers fed 0 or 300 mg/d of RAC ( = 0.20), yet DMI was 12% greater for cattle fed the 13.5% CP compared with steers fed the 17.5% CP diet ( < 0.01). Daily gain did not differ for cattle fed different levels of RAC or CP ( > 0.16). The G:F was 3.6% greater for cattle fed 300 vs. 0 mg/d of RAC ( = 0.04). The G:F was 8.7% greater for cattle fed the 17.5% diet vs. the 13.5% CP diet ( < 0.01), which can be attributed to the decreased DMI for cattle fed the 17.5% CP diet. Hot carcass weight was not different for steers fed 0 or 300 mg/d of RAC ( = 0.36) or for steers fed the 13.5% diet vs. 17.5% CP diet ( = 0.93). Dressing percentage was 1.5% greater for cattle fed 300 vs. 0 mg/d of RAC ( = 0.05) but was not different between cattle fed the different CP levels in the diet ( = 0.16). Longissimus area, adjusted 12th-rib fat, and marbling score did not differ across RAC or CP treatments ( > 0.26). Additionally, no differences in USDA yield grade or percentage of cattle grading USDA Choice were detected for RAC or CP treatments ( > 0.26), which also supports the idea that quality grade of cattle fed RAC at the same level of fatness is not impacted. Our data indicate excess protein did not enhance the response to RAC, and furthermore, the improved performance from RAC reported by others was not observed other than a small increase in G:F.
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Grayson AL, Shackelford SD, King DA, McKeith RO, Miller RK, Wheeler TL. The effects of degree of dark cutting on tenderness and sensory attributes of beef. J Anim Sci 2017; 94:2583-91. [PMID: 27285934 DOI: 10.2527/jas.2016-0388] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The objective of this study was to determine the effect of degree of dark cutting (DC) on the tenderness, juiciness, and flavor attributes of beef. During carcass grading at a large U.S. commercial beef harvesting facility, DC carcasses ( = 160) and matching normal control (NC) carcasses ( = 160) were selected. Longissimus lumborum (LL) pH was determined and DC carcasses were classified as severe (severe dark cutter [SEDC]; mean pH = 6.9; = 40), moderate (moderate dark cutter [MODC]; mean pH = 6.6; n = 40), mild (mild dark cutter [MIDC]; mean pH = 6.4; = 40), or shady (shady dark cutter [SHDC]; mean pH = 6.1; = 40). Strip loins were obtained from the left carcass sides, vacuum-packaged, and aged at 1°C. Slice shear force (SSF) was measured (14 d postmortem) fresh (never frozen), and trained descriptive sensory analysis of tenderness, juiciness, and flavor was measured (13 d postmortem) on frozen/thawed LL steaks. Cooked SSF pieces were frozen and used for western blotting of desmin to determine extent of postmortem proteolysis. Thaw and cook loss decreased as intensity of DC increased, with SEDC having the lowest loss (1.83 and 10.1%, respectively) compared with NC (3.37 and 14.9%, respectively). Slice shear force was higher (P < 0.05) for SHDC (25.6 kg) and MIDC (22.9 kg) compared with SEDC (16.8 kg), MODC (19.4 kg), and NC (17.8 kg). Sarcomere length was shorter ( < 0.05) between DC class (1.66, 1.67, 1.71, and 1.73 μm for SEDC, MODC, MIDC, and SHDC, respectively) and NC (1.86 μm). Postmortem proteolysis of desmin was greater ( < 0.05) for NC compared with all DC classes (59.83% vs. 49.20, 40.31, 42.07, and 43.30% for SEDC, MODC, MIDC, and SHDC, respectively). Trained sensory panel ratings for tenderness differed ( < 0.05) among DC class with SEDC (6.51) the most tender followed by MODC (6.04) and then MIDC (5.19), whereas SHDC (4.66) and NC (4.93) were the toughest. Juiciness ratings differed ( < 0.05) among each DC class (5.9, 5.7, 5.4, and 5.2 for SEDC, MODC, MIDC, and SHDC, respectively), with no difference between MIDC or SHDC compared with NC (5.23). Fat-like, rancid, heated oil, chemical, and musty/earthy/hummus flavors increased ( < 0.05) whereas metallic, sour, and salty flavors decreased as severity of DC increased. This study showed DC and NC differed in LL tenderness, juiciness, and flavor. The direction and/or magnitude of those differences were greatly dependent on severity of DC. Steaks with intermediate pH (SHDC and MIDC) are most likely to be tough and are regularly included in U.S. Select and U.S. Choice product lines.
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Overholt MF, Arkfeld EK, Mohrhauser DA, King DA, Wheeler TL, Dilger AC, Shackelford SD, Boler DD. Comparison of variability in pork carcass composition and quality between barrows and gilts. J Anim Sci 2017; 94:4415-4426. [PMID: 27898864 DOI: 10.2527/jas.2016-0702] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Pigs ( = 8,042) raised in 8 different barns representing 2 seasons (cold and hot) and 2 production focuses (lean growth and meat quality) were used to characterize variability of carcass composition and quality traits between barrows and gilts. Data were collected on 7,684 pigs at the abattoir. Carcass characteristics, subjective loin quality, and fresh ham face color (muscles) were measured on a targeted 100% of carcasses. Fresh belly characteristics, boneless loin weight, instrumental loin color, and ultimate loin pH measurements were collected from 50% of the carcasses each slaughter day. Adipose tissue iodine value (IV), 30-min loin pH, LM slice shear force, and fresh ham muscle characteristic measurements were recorded on 10% of carcasses each slaughter day. Data were analyzed using the MIXED procedure of SAS as a 1-way ANOVA in a randomized complete block design with 2 levels (barrows and gilts). Barn (block), marketing group, production focus, and season were random variables. A 2-variance model was fit using the REPEATED statement of the MIXED procedure, grouped by sex for analysis of least squares means. Homogeneity of variance was tested on raw data using Levene's test of the GLM procedure. Hot carcass weight of pigs (94.6 kg) in this study was similar to U.S. industry average HCW (93.1 kg). Therefore, these data are representative of typical U.S. pork carcasses. There was no difference ( ≥ 0.09) in variability of HCW or loin depth between barrow and gilt carcasses. Back fat depth and estimated carcass lean were more variable ( ≤ 0.0001) and IV was less variable ( = 0.05) in carcasses from barrows than in carcasses from gilts. Fresh belly weight and thickness were more variable ( ≤ 0.01) for bellies of barrows than bellies of gilts, but there was no difference in variability for belly length, width, or flop distance ( ≥ 0.06). Fresh loin subjective color was less variable ( < 0.01) and subjective marbling was more variable ( < 0.0001) in loins from barrows than in those from gilts, but there were no differences ( ≥ 0.08) in variability for any other loin traits or fresh ham traits. Overall, traits associated with carcass fatness, including back fat depth, belly thickness, and marbling, but not IV, were more variable in carcasses from barrows than in carcasses from gilts, whereas minimal differences in variability existed between carcasses of barrows and carcasses of gilts for traits associated with carcass muscling and lean quality.
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Arkfeld EK, Wilson KB, Overholt MF, Harsh BN, Lowell JE, Hogan EK, Klehm BJ, Bohrer BM, Kroscher KA, Peterson BC, Stites CR, Mohrhauser DA, King DA, Wheeler TL, Dilger AC, Shackelford SD, Boler DD. Effects of marketing group on the quality of fresh and cured hams sourced from a commercial processing facility. J Anim Sci 2017; 94:5144-5154. [PMID: 28046148 DOI: 10.2527/jas.2016-0884] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The objective was: 1) to characterize the effect of marketing group on fresh and cured ham quality, and 2) to determine which fresh ham traits correlated to cured ham quality traits. Pigs raised in 8 barns representing 2 seasons (hot and cold) and 2 production focuses (lean and quality) were used. Three groups were marketed from each barn. A total of 7,684 carcasses were used for data collection at the abattoir. Every tenth carcass was noted as a select carcass for in-depth ham quality analyses. Leg primal weight and instrumental color were measured on 100% of the population. On the select 10% of the population, hams were fabricated into sub-primal pieces, and 3-piece hams were manufactured to evaluate cured ham quality and processing yield. Data were analyzed as a split-plot design in the MIXED procedure of SAS with production focus as the whole-plot factor, and marketing group as the split-plot factor. Pearson correlation coefficients between fresh and cured ham traits were computed. There were no differences ( ≥ 0.15) in instrumental color or ultimate pH ( ≥ 0.14) among fresh ham muscles from any marketing group. The only exception was the semimembranosus of marketing group 2 was lighter than marketing group 1 ( = 0.03) and the dark portion of the semitendinosus muscle from group 1 was lighter than from group 3 ( = 0.01). There were no differences ( ≥ 0.33) in ultimate pH of fresh ham muscles between production focuses, but several muscles from quality focus pigs were lighter in color than ham muscles from lean focus pigs. The lack of differences in fresh ham quality lead to few differences in cured ham quality. Cured hams from the quality focus pigs had greater lipid content ( < 0.01) than hams from lean focus pigs. Cured lightness values of hams from marketing group 1 and 2 were 1.52 units lighter than hams from marketing group 3 ( 0.01). Overall, marketing group did not impact ham quality. Fresh ham quality was not strongly related to cured ham quality. Some correlations were present between fresh and cured ham traits, but those relationships were likely not strong enough to be used as a sorting tool for fresh hams to generate high quality cured hams.
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Bernal Rubio YL, Gualdrón Duarte JL, Bates RO, Ernst CW, Nonneman D, Rohrer GA, King DA, Shackelford SD, Wheeler TL, Cantet RJC, Steibel JP. Implementing meta-analysis from genome-wide association studies for pork quality traits. J Anim Sci 2016; 93:5607-17. [PMID: 26641170 DOI: 10.2527/jas.2015-9502] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Pork quality plays an important role in the meat processing industry. Thus, different methodologies have been implemented to elucidate the genetic architecture of traits affecting meat quality. One of the most common and widely used approaches is to perform genome-wide association (GWA) studies. However, a limitation of many GWA in animal breeding is the limited power due to small sample sizes in animal populations. One alternative is to implement a meta-analysis of GWA (MA-GWA) combining results from independent association studies. The objective of this study was to identify significant genomic regions associated with meat quality traits by performing MA-GWA for 8 different traits in 3 independent pig populations. Results from MA-GWA were used to search for genes possibly associated with the set of evaluated traits. Data from 3 pig data sets (U.S. Meat Animal Research Center, commercial, and Michigan State University Pig Resource Population) were used. A MA was implemented by combining -scores derived for each SNP in every population and then weighting them using the inverse of estimated variance of SNP effects. A search for annotated genes retrieved genes previously reported as candidates for shear force (calpain-1 catalytic subunit [] and calpastatin []), as well as for ultimate pH, purge loss, and cook loss (protein kinase, AMP-activated, γ 3 noncatalytic subunit []). In addition, novel candidate genes were identified for intramuscular fat and cook loss (acyl-CoA synthetase family member 3 mitochondrial []) and for the objective measure of muscle redness, CIE a* (glycogen synthase 1, muscle [] and ferritin, light polypeptide []). Thus, implementation of MA-GWA allowed integration of results for economically relevant traits and identified novel genes to be tested as candidates for meat quality traits in pig populations.
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Hales KE, Foote AP, Jones SA, Shackelford SD, Boyd BM, Erickson GE. The effects of zilpaterol hydrochloride and shade on blood metabolites of finishing beef steers1. J Anim Sci 2016; 94:2937-41. [PMID: 27482680 DOI: 10.2527/jas.2015-9967] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
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Foote AP, Hales KE, Kuehn LA, Keisler DH, King DA, Shackelford SD, Wheeler TL, Freetly HC. Relationship of leptin concentrations with feed intake, growth, and efficiency in finishing beef steers. J Anim Sci 2016; 93:4401-7. [PMID: 26440340 DOI: 10.2527/jas.2015-9339] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
The objective of this experiment was to determine the association of serum leptin concentrations with production measures including DMI, ADG, and G:F as well as carcass characteristics in genetically diverse finishing beef steers. Three cohorts of steers ( = 473 total) were individually fed a finishing ration for 92, 64, and 84 d for cohort 1, 2, and 3, respectively. Serum was collected on d 42, 22, and 19 of the experiment for cohort 1, 2, and 3, respectively. Leptin concentrations were positively correlated to DMI ( = 0.21, < 0.01) but negatively correlated to grams DMI per kilogram initial BW ( = -0.21, < 0.01). Leptin concentrations were also negatively correlated to ADG and G:F ( < 0.01). Leptin concentrations were positively correlated to 12th-rib fat thickness, yield grade, and marbling score ( < 0.01) and negatively correlated to LM area ( < 0.01). Using a mixed model analysis (SAS 9.3; SAS Inst. Inc., Cary, NC) to account for breed effects, leptin concentrations were positively associated with DMI ( = 0.01) and accounted for 1.10% of the variance. However, if initial BW and yield grade were included as covariates to account for body size and fatness, leptin was negatively associated with DMI ( = 0.02) and accounted for 0.54% of the variance. Regardless of covariates included in the model, leptin was negatively associated with ADG ( < 0.01) and G:F ( < 0.01) and accounted for 2.62 and 7.87% of the variance for ADG and G:F, respectively. Leptin concentrations were also positively associated with 12th-rib fat thickness, yield grade, and marbling score ( < 0.01) and accounted for 14.74, 12.74, and 6.99% of the variance for 12th-rib fat, yield grade, and marbling score, respectively. Leptin concentrations could be a useful physiological marker for growth and feed efficiency of finishing beef cattle. Genetic influences on the biology of leptin also need to be considered when using leptin as physiological marker for production measures.
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McKeith RO, King DA, Grayson AL, Shackelford SD, Gehring KB, Savell JW, Wheeler TL. Mitochondrial abundance and efficiency contribute to lean color of dark cutting beef. Meat Sci 2016; 116:165-73. [DOI: 10.1016/j.meatsci.2016.01.016] [Citation(s) in RCA: 43] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2015] [Revised: 11/23/2015] [Accepted: 01/18/2016] [Indexed: 11/27/2022]
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Keele JW, Kuehn LA, McDaneld TG, Tait RG, Jones SA, Smith TPL, Shackelford SD, King DA, Wheeler TL, Lindholm-Perry AK, McNeel AK. Genomewide association study of lung lesions in cattle using sample pooling. J Anim Sci 2016; 93:956-64. [PMID: 26020874 DOI: 10.2527/jas.2014-8492] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Bovine respiratory disease complex (BRDC) is the most expensive disease in beef cattle in the United States costing the industry at least US$1 billion annually. Bovine respiratory disease complex causes damage to lung tissue resulting in persistent lung lesions observable at slaughter. Severe lung lesions at harvest have been associated with decreased preharvest ADG and increased clinical BRDC in the feedlot. Our objective was to identify SNP that are associated with severe lung lesions observed at harvest in feedlot cattle. We conducted a genomewide association study (GWAS) using a case-control design for severe lung lesions in fed cattle at slaughter using the Illumina Bovine HD array (approximately 770,000 SNP) and sample pooling. Lung samples were collected from 11,520 young cattle, a portion of which had not been treated with antibiotics (participating in a "natural" marketing program), at a large, commercial beef processing plant in central Nebraska. Lung samples with lesions (cases) and healthy lungs (controls) were collected when both phenotypes were in close proximity on the viscera (offal) table. We constructed 60 case and 60 control pools with 96 animals per pool. Pools were constructed by sampling sequence to ensure that case and control pool pairs were matched by proximity on the processing line. The Bovine HD array (770,000 SNP) was run on all pools. Fourteen SNP on BTA 2, 3, 4, 9, 11, 14, 15, 22, 24, and 25 were significant at the genomewide experiment-wise error rate of 5% ( ≤ 1.49 × 10). Eighty-five SNP on 28 chromosomes achieved a false discovery rate of 5% ( ≤ 5.38 × 10). Significant SNP were near (±100 kb) genes involved in tissue repair and regeneration, tumor suppression, cell proliferation, apoptosis, control of organ size, and immunity. Based on 85 significantly associated SNP in or near a collection of genes with diverse function on 28 chromosomes, we conclude that the genomic footprint of lung lesions is complex. A complex genomic footprint (genes and regulatory elements that affect the trait) is consistent with what is known about the cause of the disease: complex interactions among multiple viral and bacterial pathogens along with several environmental factors including dust, commingling, transportation, and stress. Characterization of sequence variation near significant SNP will enable accurate and cost effective genome-enhanced genetic evaluations for BRDC resistance in AI bulls and seed stock populations.
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Bernal Rubio YL, Gualdrón Duarte JL, Bates RO, Ernst CW, Nonneman D, Rohrer GA, King A, Shackelford SD, Wheeler TL, Cantet RJC, Steibel JP. Meta-analysis of genome-wide association from genomic prediction models. Anim Genet 2015; 47:36-48. [PMID: 26607299 PMCID: PMC4738412 DOI: 10.1111/age.12378] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/11/2015] [Indexed: 12/21/2022]
Abstract
Genome-wide association (GWA) studies based on GBLUP models are a common practice in animal breeding. However, effect sizes of GWA tests are small, requiring larger sample sizes to enhance power of detection of rare variants. Because of difficulties in increasing sample size in animal populations, one alternative is to implement a meta-analysis (MA), combining information and results from independent GWA studies. Although this methodology has been used widely in human genetics, implementation in animal breeding has been limited. Thus, we present methods to implement a MA of GWA, describing the proper approach to compute weights derived from multiple genomic evaluations based on animal-centric GBLUP models. Application to real datasets shows that MA increases power of detection of associations in comparison with population-level GWA, allowing for population structure and heterogeneity of variance components across populations to be accounted for. Another advantage of MA is that it does not require access to genotype data that is required for a joint analysis. Scripts related to the implementation of this approach, which consider the strength of association as well as the sign, are distributed and thus account for heterogeneity in association phase between QTL and SNPs. Thus, MA of GWA is an attractive alternative to summarizing results from multiple genomic studies, avoiding restrictions with genotype data sharing, definition of fixed effects and different scales of measurement of evaluated traits.
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Affiliation(s)
- Y L Bernal Rubio
- Departamento de Producción Animal, Facultad de Agronomía, UBA, Buenos Aires, 1417, Argentina.,Department of Animal Science, Michigan State University, East Lansing, MI, 48824-1225, USA
| | - J L Gualdrón Duarte
- Departamento de Producción Animal, Facultad de Agronomía, UBA, Buenos Aires, 1417, Argentina
| | - R O Bates
- Departamento de Producción Animal, Facultad de Agronomía, UBA, Buenos Aires, 1417, Argentina
| | - C W Ernst
- Departamento de Producción Animal, Facultad de Agronomía, UBA, Buenos Aires, 1417, Argentina
| | - D Nonneman
- USDA/ARS, U.S. Meat Animal Research Center, Clay Center, NE, 68933-0166, USA
| | - G A Rohrer
- USDA/ARS, U.S. Meat Animal Research Center, Clay Center, NE, 68933-0166, USA
| | - A King
- USDA/ARS, U.S. Meat Animal Research Center, Clay Center, NE, 68933-0166, USA
| | - S D Shackelford
- USDA/ARS, U.S. Meat Animal Research Center, Clay Center, NE, 68933-0166, USA
| | - T L Wheeler
- USDA/ARS, U.S. Meat Animal Research Center, Clay Center, NE, 68933-0166, USA
| | - R J C Cantet
- Department of Animal Science, Michigan State University, East Lansing, MI, 48824-1225, USA.,Consejo Nacional de Investigaciones Cientificas y Tecnicas - CONICET, Buenos Aires, Argentina
| | - J P Steibel
- Departamento de Producción Animal, Facultad de Agronomía, UBA, Buenos Aires, 1417, Argentina.,Department of Fisheries and Wildlife, Michigan State University, East Lansing, MI, 48824-1225, USA
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Duan Q, Tait RG, Schneider MJ, Beitz DC, Wheeler TL, Shackelford SD, Cundiff LV, Reecy JM. Sire breed effect on beef longissimus mineral concentrations and their relationships with carcass and palatability traits. Meat Sci 2015; 106:25-30. [PMID: 25866932 DOI: 10.1016/j.meatsci.2015.03.020] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2014] [Revised: 12/10/2014] [Accepted: 03/20/2015] [Indexed: 11/19/2022]
Abstract
The objective of this study was to evaluate sire breed effect on mineral concentration in beef longissimus thoracis (LT) and investigate the correlations between beef mineral concentrations and carcass and palatability traits. Steer progeny (N=246) from the Germplasm Evaluation project-Cycle VIII were used in this study. In addition to carcass traits, LT was evaluated for mineral concentrations, Warner-Bratzler shear force, and palatability traits. A mixed linear model estimated breed effects on mineral concentrations. No significant sire breed (P≥0.43) or dam breed (P≥0.20) effects were identified for mineral concentrations. Pearson correlation coefficients were calculated among mineral concentrations, carcass, and sensory traits. Zinc concentration was positively correlated (P≤0.05) with total iron (r=0.14), heme iron (r=0.13), and magnesium (r=0.19). Significant (P<0.05) correlations were identified between non-heme or heme iron and most traits in this study. Magnesium concentration was correlated with all carcass and palatability traits.
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Affiliation(s)
- Q Duan
- Department of Biochemistry, Biophysics and Molecular Biology, Iowa State University, 313 Kildee Hall, Ames, IA 50011, United States.
| | - R G Tait
- Department of Animal Science, Iowa State University, 2255 Kildee Hall, Ames, IA 50011, United States; USDA, ARS, U.S. Meat Animal Research Center, P.O. Box 166, Clay Center, NE 68933, United States.
| | - M J Schneider
- Department of Animal Science, Iowa State University, 2255 Kildee Hall, Ames, IA 50011, United States.
| | - D C Beitz
- Department of Biochemistry, Biophysics and Molecular Biology, Iowa State University, 313 Kildee Hall, Ames, IA 50011, United States; Department of Animal Science, Iowa State University, 2255 Kildee Hall, Ames, IA 50011, United States.
| | - T L Wheeler
- USDA, ARS, U.S. Meat Animal Research Center, P.O. Box 166, Clay Center, NE 68933, United States.
| | - S D Shackelford
- USDA, ARS, U.S. Meat Animal Research Center, P.O. Box 166, Clay Center, NE 68933, United States.
| | - L V Cundiff
- USDA, ARS, U.S. Meat Animal Research Center, P.O. Box 166, Clay Center, NE 68933, United States.
| | - J M Reecy
- Department of Animal Science, Iowa State University, 2255 Kildee Hall, Ames, IA 50011, United States.
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Canto AC, Suman SP, Nair MN, Li S, Rentfrow G, Beach CM, Silva TJ, Wheeler TL, Shackelford SD, Grayson A, McKeith RO, King DA. Differential abundance of sarcoplasmic proteome explains animal effect on beef Longissimus lumborum color stability. Meat Sci 2015; 102:90-8. [DOI: 10.1016/j.meatsci.2014.11.011] [Citation(s) in RCA: 59] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2014] [Revised: 11/24/2014] [Accepted: 11/25/2014] [Indexed: 10/24/2022]
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Schmidt JW, Agga GE, Bosilevac JM, Brichta-Harhay DM, Shackelford SD, Wang R, Wheeler TL, Arthur TM. Occurrence of Antimicrobial-Resistant Escherichia coli and Salmonella enterica in the Beef Cattle Production and Processing Continuum. Appl Environ Microbiol 2015; 81:713-25. [PMID: 25398858 PMCID: PMC4277590 DOI: 10.1128/aem.03079-14] [Citation(s) in RCA: 65] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2014] [Accepted: 11/06/2014] [Indexed: 01/22/2023] Open
Abstract
Specific concerns have been raised that third-generation cephalosporin-resistant (3GC(r)) Escherichia coli, trimethoprim-sulfamethoxazole-resistant (COT(r)) E. coli, 3GC(r) Salmonella enterica, and nalidixic acid-resistant (NAL(r)) S. enterica may be present in cattle production environments, persist through beef processing, and contaminate final products. The prevalences and concentrations of these organisms were determined in feces and hides (at feedlot and processing plant), pre-evisceration carcasses, and final carcasses from three lots of fed cattle (n = 184). The prevalences and concentrations were further determined for strip loins from 103 of the carcasses. 3GC(r) Salmonella was detected on 7.6% of hides during processing and was not detected on the final carcasses or strip loins. NAL(r) S. enterica was detected on only one hide. 3GC(r) E. coli and COT(r) E. coli were detected on 100.0% of hides during processing. Concentrations of 3GC(r) E. coli and COT(r) E. coli on hides were correlated with pre-evisceration carcass contamination. 3GC(r) E. coli and COT(r) E. coli were each detected on only 0.5% of final carcasses and were not detected on strip loins. Five hundred and 42 isolates were screened for extraintestinal pathogenic E. coli (ExPEC) virulence-associated markers. Only two COT(r) E. coli isolates from hides were ExPEC, indicating that fed cattle products are not a significant source of ExPEC causing human urinary tract infections. The very low prevalences of these organisms on final carcasses and their absence on strip loins demonstrate that current sanitary dressing procedures and processing interventions are effective against antimicrobial-resistant bacteria.
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Affiliation(s)
- John W Schmidt
- U.S. Department of Agriculture, Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center, Clay Center, Nebraska, USA
| | - Getahun E Agga
- U.S. Department of Agriculture, Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center, Clay Center, Nebraska, USA
| | - Joseph M Bosilevac
- U.S. Department of Agriculture, Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center, Clay Center, Nebraska, USA
| | - Dayna M Brichta-Harhay
- U.S. Department of Agriculture, Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center, Clay Center, Nebraska, USA
| | - Steven D Shackelford
- U.S. Department of Agriculture, Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center, Clay Center, Nebraska, USA
| | - Rong Wang
- U.S. Department of Agriculture, Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center, Clay Center, Nebraska, USA
| | - Tommy L Wheeler
- U.S. Department of Agriculture, Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center, Clay Center, Nebraska, USA
| | - Terrance M Arthur
- U.S. Department of Agriculture, Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center, Clay Center, Nebraska, USA
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Hales KE, Freetly HC, Shackelford SD, King DA. Effects of roughage concentration in dry-rolled corn-based diets containing wet distillers grains with solubles on performance and carcass characteristics of finishing beef steers. J Anim Sci 2014; 91:3315-21. [PMID: 23798521 DOI: 10.2527/jas.2012-5942] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Distillers grains and distillers solubles are by-products of grain fermentation used to produce ethanol and contain greater concentrations of NDF and ADF, compared with other grains and concentrates they replace in feedlot diets. Typical finishing diets in the United States contain 8.3% and 9.0% roughage. Therefore, it is plausible that the dietary concentration of roughage can be altered when distillers grains are included in feedlot diets. The effects of roughage concentration in dry-rolled, corn-based diets containing wet distillers grains with solubles (WDGS) were evaluated in steers (n = 128; initial BW = 339 kg), using Calan gates. Each diet was based on dry-rolled corn and contained 25% WDGS with coarsely ground alfalfa hay (AH), replacing corn at 2% (AH-2), 6% (AH-6), 10% (AH-10), and 14% (AH-14) of DM. Feed offered was recorded daily, orts were measured weekly, and BW was measured on d 0, 1, 35, 70, 105, 140, 174, and 175. After commercial harvest and chilling, carcasses were evaluated on-line with a beef carcass grading camera to assess marbling and yield grade traits. The data were analyzed using the Mixed Procedure of SAS, in which contrast statements were used to separate linear and quadratic effects of AH inclusion. Decreasing concentrations of AH in the finishing diet resulted in a tendency for a quadratic response (P = 0.07) in final BW, where BW increased from 2 to 6% AH inclusion but then decreased from 6 to 14% inclusion. Similarly, ADG from d 0 to end responded quadratically (P < 0.01), in which ADG increased from 2 to 6% yet subsequently decreased from 6 to 14% AH inclusion. Dry matter intake from d 0 to end increased linearly (P = 0.02) as AH inclusion increased in the diet, whereas G:F increased from 2 to 6% AH inclusion and then decreased linearly (P < 0.01) from 6 to 14% AH inclusion. Concentration of AH in the finishing diet did not affect HCW, marbling score, or the proportion of cattle grading USDA choice (P ≥ 0.18). However, dressing percent and LM area did respond in a quadratic manner (P < 0.02), in which they decreased from 2 to 10% AH inclusion and increased from 10 to 14% AH in the diet. Yield grade and adjusted 12th rib fat responded quadratically (P < 0.01), in which both increased from 2 to 6% AH inclusion and decreased from 6 to 14% inclusion. Analysis of responses of G:F and ADG on AH predict the apex at 3% and 7% for G:F and ADG, respectively, when fed in diets containing 25% WDGS.
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Affiliation(s)
- K E Hales
- USDA, ARS, U.S. Meat Animal Research Center, Clay Center, NE 68933, USA.
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Casas E, Duan Q, Schneider MJ, Shackelford SD, Wheeler TL, Cundiff LV, Reecy JM. Polymorphisms in calpastatin and mu-calpain genes are associated with beef iron content. Anim Genet 2013; 45:283-4. [PMID: 24303986 DOI: 10.1111/age.12108] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/16/2013] [Indexed: 01/19/2023]
Abstract
The objective of this study was to assess the association of markers in the calpastatin and mu-calpain loci with iron in beef cattle muscle. The population consisted of 259 cross-bred steers from Beefmaster, Brangus, Bonsmara, Romosinuano, Hereford and Angus sires. Total iron and heme iron concentrations were measured. Markers in the calpastatin (referred to as CAST) and mu-calpain (referred to as CAPN4751) genes were used to assess their association with iron levels. The mean and standard error for iron and heme iron content in the population was 35.6 ± 1.3 μg and 27.1 ± 1.4 μg respectively. Significant associations (P < 0.01) of markers were observed for both iron and heme iron content. For CAST, animals with the CC genotype had higher levels of iron and heme iron in longissimus dorsi muscle. For CAPN4751, individuals with the TT genotype had higher concentrations of iron and heme iron than did animals with the CC and CT genotypes. Genotypes known to be associated with tougher meat were associated with higher levels of iron concentration.
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Affiliation(s)
- E Casas
- National Animal Disease Center, USDA, ARS, Ames, IA, 50010, USA
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Gragg SE, Loneragan GH, Brashears MM, Arthur TM, Bosilevac JM, Kalchayanand N, Wang R, Schmidt JW, Brooks JC, Shackelford SD, Wheeler TL, Brown TR, Edrington TS, Brichta-Harhay DM. Cross-sectional study examining Salmonella enterica carriage in subiliac lymph nodes of cull and feedlot cattle at harvest. Foodborne Pathog Dis 2013; 10:368-74. [PMID: 23566273 DOI: 10.1089/fpd.2012.1275] [Citation(s) in RCA: 74] [Impact Index Per Article: 6.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Bovine peripheral lymph nodes (LNs), including subiliac LNs, have been identified as a potential source of human exposure to Salmonella enterica, when adipose trim containing these nodes is incorporated into ground beef. In order to gain a better understanding of the burden of S. enterica in peripheral LNs of feedlot and cull cattle, a cross-sectional study was undertaken in which 3327 subiliac LNs were collected from cattle at harvest in seven plants, located in three geographically distinct regions of the United States. Samples were collected in three seasons: Fall 2010, Winter/Spring 2011, and Summer/Fall 2011. A convenience sample of 76 LNs per day, 2 days per season (approximately 1 month apart), was collected per plant, from carcasses held in the cooler for no less than 24 h. Every 10(th) carcass half on a rail was sampled, in an attempt to avoid oversampling any single cohort of cattle. Median point estimates of S. enterica contamination were generally low (1.3%); however, median Salmonella prevalence was found to be greater in subiliac LNs of feedlot cattle (11.8%) compared to those of cull cattle (0.65%). Enumeration analysis of a subset of 618 feedlot cattle LNs showed that 67% of those harboring S. enterica (97 of 144) did so at concentrations ranging from <0.1 to 1.8 log10 CFU/g, while 33% carried a higher burden of S. enterica, with levels ranging from 1.9 to >3.8 log10 CFU/g. Serotyping of S. enterica isolated identified 24 serotypes, with the majority being Montevideo (44.0%) and Anatum (24.8%). Antimicrobial susceptibility phenotypes were determined for all isolates, and the majority (86.1%) were pansusceptible; however, multidrug-resistant isolates (8.3%) were also occasionally observed. As Salmonella contained within LNs are protected from carcass interventions, research is needed to define opportunities for mitigating the risk of Salmonella contamination in LNs of apparently healthy cattle.
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Affiliation(s)
- Sara E Gragg
- International Center for Food Industry Excellence, Texas Tech University, Department of Animal and Food Sciences, Lubbock, Texas, USA
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Kalchayanand N, Arthur TM, Bosilevac JM, Brichta-Harhay DM, Shackelford SD, Wells JE, Wheeler TL, Koohmaraie M. Isolation and characterization of Clostridium difficile associated with beef cattle and commercially produced ground beef. J Food Prot 2013; 76:256-64. [PMID: 23433373 DOI: 10.4315/0362-028x.jfp-12-261] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
The incidence of Clostridium difficile infection has recently increased in North American and European countries. This pathogen has been isolated from retail pork, turkey, and beef products and reported associated with human illness. This increase in infections has been attributed to the emergence of a toxigenic strain designated North America pulsed-field gel electrophoresis type 1 (NAP1). The NAP1 strain has been isolated from calves as well as ground meat products, leading to speculation of illness from consumption of contaminated meat products. However, information on C. difficile associated with beef cattle during processing and commercially produced ground beef is limited. To address this data gap, samples from various steps during beef production were collected. Samples from hides (n = 525), preevisceration carcasses (n = 475), postintervention carcasses (n = 471), and 956 commercial ground beef samples were collected from across the United States. The prevalence of C. difficile spores on hides was 3.2%. C. difficile spores were not detected on preevisceration and postintervention carcasses or in commercially produced ground beef. Phenotypic and genetic characterizations were carried out for all 18 isolates collected from hide samples. Twenty-two percent of the isolates were nontoxigenic strains, while 78% of the isolates were toxigenic. Toxinotyping and PCR ribotyping patterns revealed that 6 and 33% of the isolates were identified as NAP1 and NAP7 strains, respectively. This article evidences that the prevalence of C. difficile, specifically pathogenic strains, in the U.S. beef production chain is low.
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Affiliation(s)
- Norasak Kalchayanand
- U.S. Department of Agriculture, Agricultural Research Service, Roman L. Hruska U.S. Meat Animal Research Center, Clay Center, NE 68933-0166, USA.
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Bennett GL, Shackelford SD, Wheeler TL, King DA, Casas E, Smith TPL. Selection for genetic markers in beef cattle reveals complex associations of thyroglobulin and casein1-s1 with carcass and meat traits. J Anim Sci 2012; 91:565-71. [PMID: 23148258 DOI: 10.2527/jas.2012-5454] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Abstract
Genetic markers in casein (CSN1S1) and thyroglobulin (TG) genes have previously been associated with fat distribution in cattle. Determining the nature of these genetic associations (additive, recessive, or dominant) has been difficult, because both markers have small minor allele frequencies in most beef cattle populations. This results in few animals homozygous for the minor alleles. selection to increase the frequencies of the minor alleles for 2 SNP markers in these genes was undertaken in a composite population. The objective was to obtain better estimates of genetic effects associated with these markers and determine if there were epistatic interactions. Selection increased the frequencies of minor alleles for both SNP from <0.30 to 0.45. Bulls (n = 24) heterozygous for both SNP were used in 3 yr to produce 204 steer progeny harvested at an average age of 474 d. The combined effect of the 9 CSN1S1 × TG genotypes was associated with carcass-adjusted fat thickness (P < 0.06) and meat tenderness predicted at the abattoir by visible and near-infrared reflectance spectroscopy (P < 0.04). Genotype did not affect BW from birth through harvest, ribeye area, marbling score, slice shear force, or image-based yield grade (P > 0.10). Additive, dominance, and epistatic SNP association effects were estimated from genotypic effects for adjusted fat thickness and predicted meat tenderness. Adjusted fat thickness showed a dominance association with TG SNP (P < 0.06) and an epistatic additive CSN1S1 × additive TG association (P < 0.03). For predicted meat tenderness, heterozygous TG meat was more tender than meat from either homozygote (P < 0.002). Dominance and epistatic associations can result in different SNP allele substitution effects in populations where SNP have the same linkage disequilibrium with causal mutations but have different frequencies. Although the complex associations estimated in this study would contribute little to within-population selection response, they could be important for marker-assisted management or reciprocal selection schemes.
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Affiliation(s)
- G L Bennett
- USDA-ARS, Roman L. Hruska U.S. Meat Animal Research Center, Clay Center, NE 68933-0166, USA.
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