Accurate prediction and genome-wide association analysis of digital intramuscular fat content in longissimus muscle of pigs

被引:16
|
作者
Xie, L. [1 ]
Qin, J. [1 ]
Rao, L. [1 ]
Tang, X. [1 ]
Cui, D. [1 ]
Chen, L. [1 ]
Xu, W. [1 ]
Xiao, S. [1 ]
Zhang, Z. [1 ]
Huang, L. [1 ]
机构
[1] Jiangxi Agr Univ, Natl Key Lab Swine Genet Improvement & Prod Techn, Minist Sci & Technol China, Nanchang 330045, Jiangxi, Peoples R China
基金
中国国家自然科学基金;
关键词
computer vision system; image analysis; intramuscular fat pork longissimus muscle; COMPUTER VISION SYSTEM; MEAT QUALITY TRAITS; CARCASS; IDENTIFICATION; FEATURES; DUROC; COLOR;
D O I
10.1111/age.13121
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
Intramuscular fat (IMF) content is a critical indicator of pork quality that affects directly the purchasing desire of consumers. However, to measure IMF content is both laborious and costly, preventing our understanding of its genetic determinants and improvement. In the present study, we constructed an accurate and fast image acquisition and analysis system, to extract and calculate the digital IMF content, the proportion of fat areas in the image (PFAI) of the longissimus muscle of 1709 animals from multiple pig populations. PFAI was highly significantly correlated with marbling scores (MS; 0.95, r(2) = 0.90), and also with IMF contents chemically defined for 80 samples (0.79, r(2) = 0.63; more accurate than direct analysis between IMF contents and MS). The processing time for one image is only 2.31 s. Genome-wide association analysis on PFAI for all 1709 animals identified 14 suggestive significant SNPs and 1 genome-wide significant SNP. On MS, we identified nine suggestive significant SNPs, and seven of them were also identified in PFAI. Furthermore, the significance (-log P) values of the seven common SNPs are higher in PFAI than in MS. Novel candidate genes of biological importance for IMF content were also discovered. Our imaging systems developed for prediction of digital IMF content is closer to IMF measured by Soxhlet extraction and slightly more accurate than MS. It can achieve fast and high-throughput IMF phenotype, which can be used in improvement of pork quality.
引用
收藏
页码:633 / 644
页数:12
相关论文
共 50 条
  • [21] Genome-Wide Association Study Singles Out SCD and LEPR as the Two Main Loci Influencing Intramuscular Fat Content and Fatty Acid Composition in Duroc Pigs
    Ros-Freixedes, Roger
    Gol, Sofia
    Pena, Ramona N.
    Tor, Marc
    Ibanez-Escriche, Noelia
    Dekkers, Jack C. M.
    Estany, Joan
    [J]. PLOS ONE, 2016, 11 (03):
  • [22] Data from proteomic analysis of bovine Longissimus dorsi muscle associated with intramuscular fat content
    Poleti, Mirele D.
    Regitano, Luciana C. A.
    Souza, Gustavo H. M. F.
    Cesar, Aline S. M.
    Simas, Rosineide C.
    Silva-Vignato, Barbara
    Oliveira, Gabriella B.
    Andrade, Sonia C. S.
    Cameron, Luiz C.
    Coutinho, Luiz L.
    [J]. DATA IN BRIEF, 2018, 19 : 1314 - 1317
  • [23] Genome-wide association study of concentrations of iron and other minerals in longissimus muscle of Angus cattle
    Mateescu, R. G.
    Garrick, D. J.
    Tait, R. G., Jr.
    Garmyn, A. J.
    Duan, Q.
    Liu, Q.
    Mayes, M. S.
    Van Eenennaam, A. L.
    VanOverbeke, D. L.
    Hilton, G. G.
    Beitz, D. C.
    Reecy, J. M.
    [J]. JOURNAL OF ANIMAL SCIENCE, 2013, 91 (08) : 3593 - 3600
  • [24] Genome-Wide Association Study and Genomic Prediction of Oxalate Content in Spinach
    Xiong, Haizheng
    Shi, Ainong
    Mou, Beiquan
    [J]. HORTSCIENCE, 2023, 58 (09) : S138 - S138
  • [25] Genome-wide scan for common variants associated with intramuscular fat and moisture content in rainbow trout
    Ali Ali
    Rafet Al-Tobasei
    Daniela Lourenco
    Tim Leeds
    Brett Kenney
    Mohamed Salem
    [J]. BMC Genomics, 21
  • [26] Genome-wide scan for common variants associated with intramuscular fat and moisture content in rainbow trout
    Ali, Ali
    Al-Tobasei, Rafet
    Lourenco, Daniela
    Leeds, Tim
    Kennet, Brett
    Salem, Mohamed
    [J]. BMC GENOMICS, 2020, 21 (01)
  • [27] Identification of differentially expressed genes in longissimus muscle of pigs with high and low intramuscular fat content using RNA sequencing
    Lim, K. S.
    Lee, K. T.
    Park, J. E.
    Chung, W. H.
    Jang, G. W.
    Choi, B. H.
    Hong, K. C.
    Kim, T. H.
    [J]. ANIMAL GENETICS, 2017, 48 (02) : 166 - 174
  • [28] Genome-wide association study for loin muscle area of commercial crossbred pigs
    Luan, Menghao
    Ruan, Donglin
    Qiu, Yibin
    Ye, Yong
    Zhou, Shenping
    Yang, Jifei
    Sun, Ying
    Ma, Fucai
    Wu, Zhenfang
    Yang, Jie
    Yang, Ming
    Zheng, Enqin
    Cai, Gengyuan
    Huang, Sixiu
    [J]. ANIMAL BIOSCIENCE, 2023, 36 (06) : 861 - 868
  • [29] Relationship between proteome changes of Longissimus muscle and intramuscular fat content in finishing pigs fed conjugated linoleic acid
    Zhong, Weijing
    Jiang, Zongyong
    Zheng, Chuntian
    Lin, Yingcai
    Yang, Lin
    Zou, Shutong
    [J]. BRITISH JOURNAL OF NUTRITION, 2011, 105 (01) : 1 - 9
  • [30] Effect of growth rate on the intramuscular fat content of longissimus dorsi muscle in Polish Large White and Polish Landrace pigs
    Orzechowska, Barbara
    Tyra, Miroslaw
    Migdal, Wladyslaw
    Wojtysiak, Dorota
    [J]. ANNALS OF ANIMAL SCIENCE, 2008, 8 (03) : 263 - 270