Acknowledgement
This study was supported by a National Research Foundation of Korea (NRF) grant funded by the Korean government (MSIT) (2022R1A2C1004449).
References
- Sakowski T, Grodkowski G, Golebiewski M, et al. Genetic and environmental determinants of beef quality-A Review. Front Vet Sci 2022;9:819605. https://doi.org/10.3389/fvets.2022.819605
- Park SJ, Beak SH, Jung DJS, et al. Genetic, management, and nutritional factors affecting intramuscular fat deposition in beef cattle - A review. Asian-Australas J Anim Sci 2018;31:1043-61. https://doi.org/10.5713/ajas.18.0310
- Polkinghorne RJ, Thompson JM. Meat standards and grading. A world view. Meat Sci 2010;86:227-35. https://doi.org/10.1016/j.meatsci.2010.05.010
- Baik M, Kang HJ, Park SJ, et al. Triennial growth and development symposium: Molecular mechanisms related to bovine intramuscular fat deposition in the longissimus muscle. J Anim Sci 2017;95:2284-303. https://doi.org/10.2527/jas.2016.1160
- Wu G, Cross HR, Gehring KB, Savell JW, Arnold AN, McNeill SH. Composition of free and peptide-bound amino acids in beef chuck, loin, and round cuts. J Anim Sci 2016;94:2603-13. https://doi.org/10.2527/jas.2016-0478
- Piao MY, Yong HI, Lee HJ, et al. Comparison of fatty acid profiles and volatile compounds among quality grades and their association with carcass characteristics in longissimus dorsi and semimembranosus muscles of Korean cattle steer. Livest Sci 2017;198:147-56. https://doi.org/10.1016/j.livsci.2017.02.021
- Russo GL. Dietary n - 6 and n - 3 polyunsaturated fatty acids: From biochemistry to clinical implications in cardiovascular prevention. Biochem Pharmacol 2009;77:937-46. https://doi.org/10.1016/j.bcp.2008.10.020
- Calder PC. Functional roles of fatty acids and their effects on human health. J Parenter Enteral Nutr 2015;39:18S-32S. https://doi.org/10.1177/0148607115595980
- Davis H, Magistrali A, Butler G, Stergiadis S. Nutritional benefits from fatty acids in organic and grass-fed beef. Foods 2022;11:646. https://doi.org/10.3390/foods11050646
- Piao MY, Jo C, Kim HJ, et al. Comparison of carcass and sensory traits and free amino acid contents among quality grades in loin and rump of Korean cattle steer. Asian-Australas J Anim Sci 2015;28:1629-40. https://doi.org/10.5713/ajas.15.0128
- Hwang YH, Joo ST. Fatty acid profiles of ten muscles from high and low marbled (Quality Grade 1++ and 2) hanwoo steers. Food Sci Anim Resour 2016;36:679-88. https://doi.org/10.5851/kosfa.2016.36.5.679
- Brooks MA, Choi CW, Lunt DK, Kawachi H, Smith SB. Subcutaneous and intramuscular adipose tissue stearoyl-coenzyme A desaturase gene expression and fatty acid composition in calf- and yearling-fed Angus steers. J Anim Sci 2011;89:2556-70. https://doi.org/10.2527/jas.2010-3369
- Beak SH, Park SJ, Fassah DM, et al. Relationships among carcass traits, auction price, and image analysis traits of marbling characteristics in Korean cattle beef. Meat Sci 2021;171:108268. https://doi.org/10.1016/j.meatsci.2020.108268
- Hocquette JF, Gondret F, Baza E, Mdale F, Jurie C, Pethick DW. Intramuscular fat content in meat-producing animals: Development, genetic and nutritional control, and identification of putative markers. Animal 2010;4:303-19. https://doi.org/10.1017/S1751731109991091
- Konarska M, Kuchida K, Tarr G, Polkinghorne RJ. Relationships between marbling measures across principal muscles. Meat Sci 2017;123:67-78. https://doi.org/10.1016/j.meatsci.2016.09.005
- Lee B, Yoon S, Lee Y, et al. Comparison of marbling fleck characteristics and objective tenderness parameters with different marbling coarseness within longissimus thoracis muscle of high-marbled hanwoo steer. Food Sci Anim Resour 2018;38: 606-14. https://doi.org/10.5851/kosfa.2018.38.3.606
- Chung KY, Lee SH, Cho SH, Kwon EG, Lee JH. Current situation and future prospects for beef production in South Korea - A review. Asian-Australas J Anim Sci 2018;31:951-60. https://doi.org/10.5713/ajas.18.0187
- Motoyama M, Sasaki K, Watanabe A. Wagyu and the factors contributing to its beef quality: A Japanese industry overview. Meat Sci 2016;120:10-8. https://doi.org/10.1016/j.meatsci.2016.04.026
- Beak SH, Baik M. Comparison of transcriptome between high- and low-marbling fineness in longissimus thoracis muscle of Korean cattle. Anim Biosci 2022;35:196-203. https://doi.org/10.5713/ab.21.0150
- Mancini RA, Hunt MC. Current research in meat color. Meat Sci 2005;71:100-21. https://doi.org/10.1016/j.meatsci.2005.03.003
- Suman SP, Joseph P. Myoglobin chemistry and meat color. Annu Rev Food Sci Technol 2013;4:79-99. https://doi.org/10.1146/annurev-food-030212-182623
- Ramanathan R, Hunt MC, Mancini RA, et al. Recent updates in meat color research: integrating traditional and high-throughput approaches. Meat Muscle Biol 2020;4:7. https://doi.org/10.22175/mmb.9598
- Commission Internationale de l'Eclairage (CIE). Recommendations on uniform color spaces-color difference equations, psychometric color terms. Color Res Appl 1977;2:5-6. https://doi.org/10.1002/j.1520-6378.1977.tb00102.x
- Gagaoua M, Picard B, Monteils V. Associations among animal, carcass, muscle characteristics, and fresh meat color traits in Charolais cattle. Meat Sci 2018;140:145-56. https://doi.org/10.1016/j.meatsci.2018.03.004
- French P, O'Riordan EG, Monahan FJ, et al. The eating quality of meat of steers fed grass and/or concentrates. Meat Sci 2001; 57:379-86. https://doi.org/10.1016/S0309-1740(00)00115-7
- Bruce HL, Stark JL, Beilken SL. The effects of finishing diet and postmortem ageing on the eating quality of the M. longissimus thoracis of electrically stimulated Brahman steer carcasses. Meat Sci 2004;67:261-8. https://doi.org/10.1016/j.meatsci.2003.10.014
- Faustman C, Chan WKM, Schaefer DM, Havens A. Beef color update: The role for vitamin E. J Anim Sci 1998;76:1019-26. https://doi.org/10.2527/1998.7641019x
- Adhikari K, Chambers IV E, Miller R, Vazquez-Araujo L, Bhumiratana N, Philip C. Development of a lexicon for beef flavor in intact muscle. J Sens Stud 2011;26:413-20. https://doi.org/10.1111/j.1745-459X.2011.00356.x
- Huffman KL, Miller MF, Hoover LC, Wu CK, Brittin HC, Ramsey CB. Effect of beef tenderness on consumer satisfaction with steaks consumed in the home and restaurant. J Anim Sci 1996;74:91-7. https://doi.org/10.2527/1996.74191x
- Liu J, Ellies-oury MP, Stoyanchev T, Hocquette JF. Consumer perception of beef quality and how to control, improve and predict it? Focus on eating quality. Foods 2022;11:1732. https://doi.org/10.3390/foods11121732
- Lu X, Yang Y, Zhang Y, et al. The relationship between myofiber characteristics and meat quality of Chinese Qinchuan and Luxi cattle. Anim Biosci 2021;34:743-50. https://doi.org/10.5713/ajas.20.0066
- Purslow PP, Gagaoua M, Warner RD. Insights on meat quality from combining traditional studies and proteomics. Meat Sci 2021;174:108423. https://doi.org/10.1016/j.meatsci.2020.108423
- Delwiche J. The impact of perceptual interactions on perceived flavor. Food Qual Prefer 2004;15:137-46. https://doi.org/10.1016/S0950-3293(03)00041-7
- Korean Beef Carcass Grading System [Internet]. Korea institute for animal products quality evaluation. 2022. [cited 2022 Dec 13]. Available from: https://www.ekape.or.kr/index.do
- Japan Meat Grading Association. Beef carcass grading standard. Tokyo, Japan: Japan Meat Grading Association; 2000 [cited 2022 Dec 13]. Available from: https://wagyu.org/uploads/page/JMGA%20Meat%20Grading%20Brochure_english.pdf
- Meat Evaluation Handbook. 1st ed. Iowa, USA: American Meat Science Association; 2001.
- Bonny SPF, O'Reilly RA, Pethick DW, Gardner GE, Hocquette JF, Pannier L. Update of Meat Standards Australia and the cuts based grading scheme for beef and sheepmeat. J Integr Agric 2018;17:1641-54. https://doi.org/10.1016/S2095-3119(18)61924-0
- Coria MS, Pighin D, Grigioni G, Palma GA. Feeding strategies and ageing time alter calpain system proteins activities and meat quality of Braford steers. Anim Biosci 2022;35:272-80. https://doi.org/10.5713/ab.21.0227
- Conto M, Cifuni GF, Iacurto M, Failla S. Effect of pasture and intensive feeding systems on the carcass and meat quality of buffalo. Anim Biosci 2022;35:105-14. https://doi.org/10.5713/ab.21.0141
- Shahrai NN, Babji AS, Maskat MY, Razali AF, Yusop SM. Effects of marbling on physical and sensory characteristics of ribeye steaks from four different cattle breeds. Anim Biosci 2021;34:904-13. https://doi.org/10.5713/ajas.20.0201
- Annual report [Internet].Ministry of Agriculture Forestry and Fisheries; 2022 [cited 2022 Dec 13]. Available from: https://www.maff.go.jp/e/data/publish/index.html#Annual
- Meat Price Spreads [Internet]. Department of Agriculture Economic Research Service; 2022 [cited 2022 Dec 13]. Available from: https://www.ers.usda.gov/data-products/meat-pricespreads/
- Australian Retail Meat Prices [Internet]. Meat & Livestock Australia; 2022 [cited 2022 Dec 13]. Available from: https://www.mla.com.au/prices-markets/statistics/australian-retailmeat-prices/
- Piao MY, Lee HJ, Yong HI, et al. Comparison of reducing sugar content, sensory traits, and fatty acids and volatile compound profiles of the longissimus thoracis among Korean cattle, Holsteins, and Angus steers. Asian-Australas J Anim Sci 2019; 32:126-36. https://doi.org/10.5713/ajas.18.0065
- Joo ST, Kim GD, Hwang YH, Ryu YC. Control of fresh meat quality through manipulation of muscle fiber characteristics. Meat Sci 2013;95:828-36. https://doi.org/10.1016/j.meatsci.2013.04.044
- Van Ba H, Amna T, Hwang I. Significant influence of particular unsaturated fatty acids and pH on the volatile compounds in meat-like model systems. Meat Sci 2013;94:480-8. https://doi.org/10.1016/j.meatsci.2013.04.029
- Mandell IB, Buchanan-Smith JG, Campbell CP. Effects of forage vs grain feeding on carcass characteristics, fatty acid composition, and beef quality in Limousin-Cross steers when time on feed is controlled. J Anim Sci 1998;76:2619-30. https://doi.org/10.2527/1998.76102619x
- Melton SL, Amiri M, Davis GW, Backus WR. Flavor and chemical characteristics of ground beef from grass-, forage-grain- and grain-finished steers. J Anim Sci 1982;55:77-87. https://doi.org/10.2527/jas1982.55177x
- Bong JJ, Jeong JY, Rajasekar P, et al. Differential expression of genes associated with lipid metabolism in longissimus dorsi of Korean bulls and steers. Meat Sci 2012;91:284-93. https://doi.org/10.1016/j.meatsci.2012.02.004
- Pogorzelska-Przybylek P, Nogalski Z, Sobczuk-Szul M, Momot M. The effect of gender status on the growth performance, carcass and meat quality traits of young crossbred Holstein-Friesian×Limousin cattle. Anim Biosci 2021;34:914-21. https://doi.org/10.5713/ajas.20.0085
- Hoa VB, Song DH, Seol KH, et al. Half-castration is a newly effective method for increasing yield and tenderness of male cattle meat. Anim Biosci 2022;35:1258-69. https://doi.org/10.5713/ab.21.0536
- Piao MY, Baik M. Seasonal variation in carcass characteristics of Korean cattle steers. Asian-Australas J Anim Sci 2015;28:442-50. https://doi.org/10.5713/ajas.14.0650
- Kang HJ, Lee J, Park SJ, et al. Effects of cold temperature and fat supplementation on growth performance and rumen and blood parameters in early fattening stage of Korean cattle steers. Anim Feed Sci Technol 2020;269:114624. https://doi.org/10.1016/j.anifeedsci.2020.114624
- Young BA. Cold stress as it affects animal production. J Anim Sci 1981;52:154-63. https://doi.org/10.2527/jas1981.521154x
- Ames DR, Brink DR, Willims CL. Adjusting protein in feedlot diets during thermal stress. J Anim Sci 1980;50:1-6. https://doi.org/10.2527/jas1980.5011
- Yu Y, Qiu J, Cao J, et al. Effects of prolonged photoperiod on growth performance, serum lipids and meat quality of Jinjiang cattle in winter. Anim Biosci 2021;34:1569-78. https://doi.org/10.5713/ab.20.0750
- Smith SB, Crouse JD. Relative contributions of acetate, lactate and glucose to lipogenesis in bovine intramuscular and subcutaneous adipose tissue. J Nutr 1984;114:792-800. https://doi.org/10.1093/jn/114.4.792
- Nafikov RA, Beitz DC. Carbohydrate and lipid metabolism in farm animals. J Nutr 2007;137:702-5. https://doi.org/10.1093/jn/137.3.702
- Ballard FJ, Hanson RW, Kronfeld DS. Gluconeogenesis and lipogenesis in tissue from ruminant and nonruminant animals. Fed Proc 1969;28:218-31.
- Smith SB, Prior RL. Evidence for a functional ATP-citrate lyase:NADP-malate dehydrogenase pathway in bovine adipose tissue: Enzyme and metabolite levels. Arch Biochem Biophys 1981;211:192-201. https://doi.org/10.1016/0003-9861(81)90444-6
- Nayananjalie WAD, Wiles TR, Gerrard DE, McCann MA, Hanigan MD. Acetate and glucose incorporation into subcutaneous, intramuscular, and visceral fat of finishing steers. J Anim Sci 2015;93:2451-9. https://doi.org/10.2527/jas.2014-8374
- Abo-Zeid HM, El-Zaiat HM, Morsy AS, Attia MFA, Abaza MA, Sallam SMA. Effects of replacing dietary maize grains with increasing levels of sugar beet pulp on rumen fermentation constituents and performance of growing buffalo calves. Anim Feed Sci Technol 2017;234:128-38. https://doi.org/10.1016/j.anifeedsci.2017.09.011
- Marounek M, Bartos S, Brezina P. Hemicellulose, Pectin and starch by mixed culture of rumen. Inst Anim Physiol Genet 1985;53:50-8.
- Jeong I, Na SW, Kang HJ, et al. Partial substitution of corn grain in the diet with beet pulp reveals increased ruminal acetate proportion and circulating insulin levels in Korean cattle steers. Animals 2022;12:1419. https://doi.org/10.3390/ani12111419
- Pethick DW, Harper GS, Oddy VH. Growth, development and nutritional manipulation of marbling in cattle: A review. Aust J Exp Agric 2004;44:705-15. https://doi.org/10.1071/EA02165
- Jo C, Cho SH, Chang J, Nam KC. Keys to production and processing of Hanwoo beef: A perspective of tradition and science. Anim Front 2012;2:32-8. https://doi.org/10.2527/af.2012-0060
- Kang DH, Chung KY, Park BH, et al. Effects of feeding high-energy diet on growth performance, blood parameters, and carcass traits in Hanwoo steers. Anim Biosci 2022;35:1545-55. https://doi.org/10.5713/ab.22.0014
- Gotoh T, Nishimura T, Kuchida K, Mannen H. The Japanese Wagyu beef industry: Current situation and future prospects - A review. Asian-Australas J Anim Sci 2018;31:933-50. https://doi.org/10.5713/ajas.18.0333
- Drouillard JS. Current situation and future trends for beef production in the United States of America - A review. Asian-Australas J Anim Sci 2018;31:1007-16. https://doi.org/10.5713/ajas.18.0428
- Barido FH, Lee CW, Park YS, Kim DY, Lee SK. The effect of a finishing diet supplemented with γ-aminobutyric acids on carcass characteristics and meat quality of Hanwoo steers. Anim Biosci 2021;34:621-32. https://doi.org/10.5713/ajas.20.0224
- Hausman GJ, Dodson MV, Ajuwon K, et al. Board-invited review: The biology and regulation of preadipocytes and adipocytes in meat animals. J Anim Sci 2009;87:1218-46. https://doi.org/10.2527/jas.2008-1427
- Rafols ME. Adipose tissue: Cell heterogeneity and functional diversity. Endocrinol Nutr 2014;61:100-12. https://doi.org/10.1016/j.endonu.2013.03.011
- May SG, Savell JW, Lunt DK, Wilson JJ, Laurenz JC, Smith SB. Evidence for preadipocyte proliferation during culture of subcutaneous and intramuscular adipose tissues from Angus and Wagyu crossbred steers. J Anim Sci 1994;72:3110-7. https://doi.org/10.2527/1994.72123110x
- Schiavetta AM, Miller MF, Lunt DK, Davis SK, Smith SB. Adipose tissue cellularity and muscle growth in young steers fed the beta-adrenergic agonist clenbuterol for 50 days and after 78 days of withdrawal. J Anim Sci 1990;68:3614-23. https://doi.org/10.2527/1990.68113614x
- Cianzio DS, Topel DG, Whitehurst GB, Beitz DC, Self HL. Adipose tissue growth and cellularity: changes in bovine adipocyte size and number. J Anim Sci 1985;60:970-6. https://doi.org/10.2527/jas1985.604970x
- Robelin J. Cellularity of bovine adipose tissues: Developmental changes from 15 to 65 percent mature weight. J Lipid Res 1981;22:452-7. https://doi.org/10.1016/S0022-2275(20)34959-2
- Harper GS, Pethick DW. How might marbling begin? Aust J Exp Agric 2004;44:653-62. https://doi.org/10.1071/EA02114
- Jeong J, Kwon EG, Im SK, Seo KS, Baik M. Expression of fat deposition and fat removal genes is associated with intramuscular fat content in longissimus dorsi muscle of Korean cattle steers. J Anim Sci 2012;90:2044-53. https://doi.org/10.2527/jas.2011-4753
- Jeong J, Bong J, Kim GD, Joo ST, Lee HJ, Baik M. Transcriptome changes favoring intramuscular fat deposition in the longissimus muscle following castration of bulls. J Anim Sci 2013;91:4692-704. https://doi.org/10.2527/jas.2012-6089
- Na SW, Park SJ, Hong SJ, Baik M. Transcriptome changes associated with fat deposition in the longissimus thoracis of Korean cattle following castration. J Anim Physiol Anim Nutr (Berl) 2020;104:1637-46. https://doi.org/10.1111/jpn.13393
- Park SJ, Kang HJ, Na S, Lee SH, Baik M. Differential expression of extracellular matrix and integrin genes in the longissimus thoracis between bulls and steers and their association with intramuscular fat contents. Meat Sci 2018;136:35-43. https://doi.org/10.1016/j.meatsci.2017.10.008
- Chaosap C, Sivapirunthep P, Sitthigripong R, et al. Meat quality, post-mortem proteolytic enzymes, and myosin heavy chain isoforms of different Thai native cattle muscles. Anim Biosci 2021;34:1514-24. https://doi.org/10.5713/ab.20.0798
- Baik M, Jeong JY, Vu TTT, Piao MY, Kang HJ. Effects of castration on the adiposity and expression of lipid metabolism genes in various fat depots of Korean cattle. Livest Sci 2014; 168:168-76. https://doi.org/10.1016/j.livsci.2014. 08.013
- Baik M, Nguyen TH, Jeong JY, Piao MY, Kang HJ. Effects of castration on expression of lipid metabolism genes in the liver of Korean cattle. Asian-Australas J Anim Sci 2015;28: 127-34. https://doi.org/10.5713/ajas.14.0582
- Jeong JY, Kim JS, Nguyen TH, Lee HJ, Baik M. Wnt/β-catenin signaling and adipogenic genes are associated with intramuscular fat content in the longissimus dorsi muscle of Korean cattle. Anim Genet 2013;44:627-35. https://doi.org/10.1111/age.12061
- Jung DJS, Baik M. Up-regulation of bone morphogenetic protein and its signaling molecules following castration of bulls and their association with intramuscular fat content in Korean cattle. Sci Rep 2019;9:19807. https://doi.org/10.1038/s41598-019-56439-2
- Costa V, Casamassimi A, Ciccodicola A. Nutritional genomics era: Opportunities toward a genome-tailored nutritional regimen. J Nutr Biochem 2010;21:457-67. https://doi.org/10.1016/j.jnutbio.2009.10.012
- Haro D, Marrero PF, Relat J. Nutritional regulation of gene expression: Carbohydrate-, fat- and amino acid-dependent modulation of transcriptional activity. Int J Mol Sci 2019;20:1386. https://doi.org/10.3390/ijms20061386
- Mutch DM, Wahli W, Williamson G. Nutrigenomics and nutrigenetics: the emerging faces of nutrition. FASEB J 2005; 19:1602-16. https://doi.org/10.1096/fj.05-3911rev
- Muller M, Kersten S. Nutrigenomics: goals and strategies. Nat Rev Genet 2003;4:315-22. https://doi.org/10.1038/nrg1047
- Moisa SJ, Shike DW, Shoup L, Rodriguez-Zas SL, Loor JJ. Maternal plane of nutrition during late gestation and weaning age alter Angus × Simmental offspring longissimus muscle transcriptome and intramuscular fat. PLoS One 2015;10:e0131478. https://doi.org/10.1371/journal.pone.0131478
- Carrillo JA, He Y, Li Y, et al. Integrated metabolomic and transcriptome analyses reveal finishing forage affects metabolic pathways related to beef quality and animal welfare. Sci Rep 2016;6:25948. https://doi.org/10.1038/srep25948
- Ordovas JM, Mooser V. Nutrigenomics and nutrigenetics. Curr Opin Lipidol 2004;15:101-8. https://doi.org/10.1097/00041433-200404000-00002
- Molotkov A, Duester G. Genetic evidence that retinaldehyde dehydrogenase Raldh1 (Aldh1a1) functions downstream of alcohol dehydrogenase Adh1 in metabolism of retinol to retinoic acid. J Biol Chem 2003;278:36085-90. https://doi.org/10.1074/jbc.M303709200
- Ward AK, Mckinnon JJ, Hendrick S, Buchanan FC. The impact of vitamin a restriction and ADH1C genotype on marbling in feedlot steers. J Anim Sci 2012;90:2476-83. https://doi.org/10.2527/jas.2011-4404
- Farmer LJ, Farrell DT. Review: Beef-eating quality: A European journey. Animal 2018;12:2424-33. https://doi.org/10.1017/S1751731118001672
- Joo ST, Hwang YH, Frank D. Characteristics of Hanwoo cattle and health implications of consuming highly marbled Hanwoo beef. Meat Sci 2017;132:45-51. https://doi.org/10.1016/j.meatsci.2017.04.262
- Kuchida K, Osawa T, Hori T, Kotaka H, Maruyama S. Evaluation and genetics of carcass cross section of beef carcass by computer image analysis. J Anim Genet 2006;34:45-52. https://doi.org/10.5924/abgri2000.34.2_45