Identifying Genetic Architecture of Carcass and Meat Quality Traits in a Ningxiang Indigenous Pig Population

Ningxiang pig is a breed renowned for its exceptional meat quality, but it possesses suboptimal carcass traits. To elucidate the genetic architecture of meat quality and carcass traits in Ningxiang pigs, we assessed heritability and executed a genome-wide association study (GWAS) concerning carcass length, backfat thickness, meat color parameters (L.LD, a.LD, b.LD), and pH at two postmortem intervals (45 min and 24 h) within a Ningxiang pig population. Heritability estimates ranged from moderate to high (0.30~0.80) for carcass traits and from low to high (0.11~0.48) for meat quality traits. We identified 21 significant SNPs, the majority of which were situated within previously documented QTL regions. Furthermore, the GRM4 gene emerged as a pleiotropic gene that correlated with carcass length and backfat thickness. The ADGRF1, FKBP5, and PRIM2 genes were associated with carcass length, while the NIPBL gene was linked to backfat thickness. These genes hold the potential for use in selective breeding programs targeting carcass traits in Ningxiang pigs.

[1]  Xinyun Li,et al.  HIBLUP: an integration of statistical models on the BLUP framework for efficient genetic evaluation using big genomic data , 2023, Nucleic acids research.

[2]  A. Cuadrado,et al.  Different NIPBL requirements of cohesin-STAG1 and cohesin-STAG2 , 2022, bioRxiv.

[3]  Yuanzheng He,et al.  Structural basis of adhesion GPCR GPR110 activation by stalk peptide and G-proteins coupling , 2022, Nature Communications.

[4]  Shaoxiong Lu,et al.  Genome-wide association study identifying genetic variants associated with carcass backfat thickness, lean percentage and fat percentage in a four-way crossbred pig population using SLAF-seq technology , 2022, BMC Genomics.

[5]  K. Nakahama,et al.  GPR110, a receptor for synaptamide, expressed in osteoclasts negatively regulates osteoclastogenesis. , 2022, Prostaglandins, leukotrienes, and essential fatty acids.

[6]  Pinghua Li,et al.  Genome-Wide Association Study and FST Analysis Reveal Four Quantitative Trait Loci and Six Candidate Genes for Meat Color in Pigs , 2022, Frontiers in Genetics.

[7]  M. Zhang,et al.  Targeting metabotropic glutamate receptor 4 for cancer immunotherapy , 2021, Science advances.

[8]  Jinzhi Zhang,et al.  Transcriptome analysis in comparing carcass and meat quality traits of jiaxing black pig and duroc x duroc x berkshire x jiaxing black pig crosses. , 2021, Gene.

[9]  M. Johnsson,et al.  Genetic architecture and major genes for backfat thickness in pig lines of diverse genetic backgrounds , 2021, Genetics Selection Evolution.

[10]  Yulong Yin,et al.  Comparisons of carcass traits, meat quality, and serum metabolome between Shaziling and Yorkshire pigs , 2021, Animal nutrition.

[11]  Yi Zhao,et al.  KOBAS-i: intelligent prioritization and exploratory visualization of biological functions for gene enrichment analysis , 2021, Nucleic Acids Res..

[12]  Jie Zhou,et al.  High‐mobility group AT‐Hook 1 mediates the role of nuclear factor I/X in osteogenic differentiation through activating canonical Wnt signaling , 2021, Stem cells.

[13]  Ilija Djekic,et al.  Recent advances in meat color research , 2021 .

[14]  K. Thakali,et al.  Comparison of Growth Performance and Meat Quality Traits of Commercial Cross-Bred Pigs versus the Large Black Pig Breed , 2021, Animals : an open access journal from MDPI.

[15]  Xiangdong Ding,et al.  A Single-Step Genome Wide Association Study on Body Size Traits Using Imputation-Based Whole-Genome Sequence Data in Yorkshire Pigs , 2020, Frontiers in Genetics.

[16]  Shan-Shan Dong,et al.  LDBlockShow: a fast and convenient tool for visualizing linkage disequilibrium and haplotype blocks based on variant call format files , 2020, bioRxiv.

[17]  Ting-ting Yang,et al.  Dihydroartemisinin Inhibits the Proliferation, Colony Formation and Induces Ferroptosis of Lung Cancer Cells by Inhibiting PRIM2/SLC7A11 Axis , 2020, OncoTargets and therapy.

[18]  Shuhong Zhao,et al.  rMVP: A Memory-efficient, Visualization-enhanced, and Parallel-accelerated Tool for Genome-wide Association Study , 2020, bioRxiv.

[19]  C. Rodríguez,et al.  Genetic parameter estimation and gene association analyses for meat quality traits in open-air free-range Iberian pigs. , 2020, Journal of animal breeding and genetics = Zeitschrift fur Tierzuchtung und Zuchtungsbiologie.

[20]  Shan-Shan Dong,et al.  LDBlockShow: a fast and convenient tool for visualizing linkage disequilibrium and haplotype blocks based on variant call format files , 2020, bioRxiv.

[21]  Lusheng Huang,et al.  A large-scale comparison of meat quality and intramuscular fatty acid composition among three Chinese indigenous pig breeds. , 2020, Meat science.

[22]  Yinglong Zhang,et al.  GRM4 inhibits the proliferation, migration, and invasion of human osteosarcoma cells through interaction with CBX4 , 2020, Bioscience, biotechnology, and biochemistry.

[23]  Guangbin Li,et al.  TINAG mutation as a genetic cause of pectus excavatum. , 2020, Medical hypotheses.

[24]  P. Purslow,et al.  Meat color is determined not only by chromatic heme pigments but also by the physical structure and achromatic light scattering properties of the muscle. , 2020, Comprehensive reviews in food science and food safety.

[25]  Weiyun Zhang,et al.  Glutamate metabotropic receptor 4 (GRM4) inhibits cell proliferation, migration and invasion in breast cancer and is regulated by miR-328-3p and miR-370-3p , 2019, BMC Cancer.

[26]  C. Maltecca,et al.  Genetic parameters of meat quality, carcass composition and growth traits in commercial swine. , 2019, Journal of animal science.

[27]  Lusheng Huang,et al.  Genome-wide association and evolutionary analyses reveal the formation of swine facial wrinkles in Chinese Erhualian pigs , 2019, Aging.

[28]  J. Tetens,et al.  GWAS for Meat and Carcass Traits Using Imputed Sequence Level Genotypes in Pooled F2-Designs in Pigs , 2019, G3: Genes, Genomes, Genetics.

[29]  P. Conn,et al.  Neuropharmacological Insight from Allosteric Modulation of mGlu Receptors. , 2019, Trends in pharmacological sciences.

[30]  O. Andreassen,et al.  A global overview of pleiotropy and genetic architecture in complex traits , 2019, Nature Genetics.

[31]  Wanbo Li,et al.  Unravelling the genetic loci for growth and carcass traits in Chinese Bamaxiang pigs based on a 1.4 million SNP array , 2018, Journal of animal breeding and genetics = Zeitschrift fur Tierzuchtung und Zuchtungsbiologie.

[32]  Brian L Browning,et al.  A One-Penny Imputed Genome from Next-Generation Reference Panels. , 2018, American journal of human genetics.

[33]  Rutjawate Taharnklaew,et al.  The identification of novel regions for reproduction trait in Landrace and Large White pigs using a single step genome-wide association study , 2018, Asian-Australasian journal of animal sciences.

[34]  C. Wang,et al.  Genome‐wide association study for reproductive traits in a Large White pig population , 2018, Animal genetics.

[35]  Jinmin Zhao,et al.  To Explore the Mechanism of the GRM4 Gene in Osteosarcoma by RNA Sequencing and Bioinformatics Approach , 2018, Medical science monitor basic research.

[36]  C. Greenwood,et al.  Genetic architecture: the shape of the genetic contribution to human traits and disease , 2017, Nature Reviews Genetics.

[37]  Y. Jiao,et al.  A FKBP5 mutation is associated with Paget's disease of bone and enhances osteoclastogenesis , 2017, Experimental &Molecular Medicine.

[38]  Lusheng Huang,et al.  Possible introgression of the VRTN mutation increasing vertebral number, carcass length and teat number from Chinese pigs into European pigs , 2016, Scientific Reports.

[39]  J. Ruberte,et al.  HMGA1 overexpression in adipose tissue impairs adipogenesis and prevents diet-induced obesity and insulin resistance , 2015, Scientific Reports.

[40]  H. Lee,et al.  Genetic Parameters of Reproductive and Meat Quality Traits in Korean Berkshire Pigs , 2015, Asian-Australasian journal of animal sciences.

[41]  M. Rothschild,et al.  Identification of signatures of selection for intramuscular fat and backfat thickness in two Duroc populations. , 2015, Journal of animal science.

[42]  Sang-Hyun Han,et al.  Genome-wide QTL analysis of meat quality-related traits in a large F2 intercross between Landrace and Korean native pigs , 2015, Genetics Selection Evolution.

[43]  Xiangdong Ding,et al.  Targeted resequencing of GWAS loci reveals novel genetic variants for milk production traits , 2014, BMC Genomics.

[44]  David M. Thomas,et al.  Translational biology of osteosarcoma , 2014, Nature Reviews Cancer.

[45]  Xin Liu,et al.  Genome-Wide Association Studies Identify the Loci for 5 Exterior Traits in a Large White × Minzhu Pig Population , 2014, PloS one.

[46]  U. Hodoğlugil,et al.  A polymorphism of HMGA1 is associated with increased risk of metabolic syndrome and related components , 2013, Scientific Reports.

[47]  C. Baes,et al.  A two-step approach to map quantitative trait loci for meat quality in connected porcine F(2) crosses considering main and epistatic effects. , 2013, Animal genetics.

[48]  Huijiang Gao,et al.  Effects of DGAT1 gene on meat and carcass fatness quality in Chinese commercial cattle , 2013, Molecular Biology Reports.

[49]  X. W. Li,et al.  Carcass and meat quality traits of four commercial pig crossbreeds in China. , 2012, Genetics and molecular research : GMR.

[50]  X.W. Li,et al.  Carcass composition and meat quality of indigenous Yanan pigs of China. , 2012, Genetics and molecular research : GMR.

[51]  J. Tschopp,et al.  The death domain-containing protein Unc5CL is a novel MyD88-independent activator of the pro-inflammatory IRAK signaling cascade , 2011, Cell Death and Differentiation.

[52]  Hongbing Shen,et al.  Genome-wide association study identifies three new susceptibility loci for esophageal squamous-cell carcinoma in Chinese populations , 2011, Nature Genetics.

[53]  A. Stewart,et al.  Identification of a Novel Muscle A-type Lamin-interacting Protein (MLIP) , 2011, The Journal of Biological Chemistry.

[54]  O. Vangen,et al.  Genetic parameters of meat quality traits in two pig breeds measured by rapid methods. , 2010, Animal : an international journal of animal bioscience.

[55]  J. Jeon,et al.  The Relationship between Meat Color (CIE L* and a*), Myoglobin Content, and Their Influence on Muscle Fiber Characteristics and Pork Quality , 2010 .

[56]  Tanya M. Teslovich,et al.  Biological, Clinical, and Population Relevance of 95 Loci for Blood Lipids , 2010, Nature.

[57]  M. Bernardi,et al.  Reproductive performance of gilts according to growth rate and backfat thickness at mating. , 2010, Animal reproduction science.

[58]  P. VanRaden,et al.  Efficient methods to compute genomic predictions. , 2008, Journal of dairy science.

[59]  Manuel A. R. Ferreira,et al.  PLINK: a tool set for whole-genome association and population-based linkage analyses. , 2007, American journal of human genetics.

[60]  D E Gerrard,et al.  Mechanisms controlling pork quality development: The biochemistry controlling postmortem energy metabolism. , 2007, Meat science.

[61]  K Schellander,et al.  A genome scan reveals QTL for growth, fatness, leanness and meat quality in a Duroc-Pietrain resource population. , 2007, Animal genetics.

[62]  M. Rothschild,et al.  Associations of DNA markers with meat quality traits in pigs with emphasis on drip loss. , 2007, Meat science.

[63]  K. S. Kim,et al.  Association of melanocortin 4 receptor (MC4R) and high mobility group AT-hook 1 (HMGA1) polymorphisms with pig growth and fat deposition traits. , 2006, Animal genetics.

[64]  D. Reich,et al.  Principal components analysis corrects for stratification in genome-wide association studies , 2006, Nature Genetics.

[65]  M. McMullen,et al.  A unified mixed-model method for association mapping that accounts for multiple levels of relatedness , 2006, Nature Genetics.

[66]  D. Milan,et al.  Exclusion of the swine leukocyte antigens as candidate region and reduction of the position interval for the Sus scrofa chromosome 7 QTL affecting growth and fatness. , 2005, Journal of animal science.

[67]  K. Suzuki,et al.  Genetic parameter estimates of meat quality traits in Duroc pigs selected for average daily gain, longissimus muscle area, backfat thickness, and intramuscular fat content. , 2005, Journal of animal science.

[68]  C. Croce,et al.  Lack of the architectural factor HMGA1 causes insulin resistance and diabetes in humans and mice , 2005, Nature Medicine.

[69]  P. Visscher,et al.  QTL detection and allelic effects for growth and fat traits in outbred pig populations , 2004, Genetics Selection Evolution.

[70]  T. Mackay The genetic architecture of quantitative traits. , 2001, Annual review of genetics.

[71]  K. D. Miller,et al.  The effect of the Halothane and Rendement Napole genes on carcass and meat quality characteristics of pigs. , 2000, Journal of animal science.

[72]  T. Meuwissen,et al.  Genetic parameters and trends of meat quality, carcass composition and performance traits in two selected lines of large white pigs , 1998 .

[73]  J. Keele,et al.  Identification of quantitative trait loci affecting carcass composition in swine: II. Muscling and wholesale product yield traits. , 1998, Journal of animal science.

[74]  Swarkar Sharma,et al.  Newly identified genetic variant rs2294693 in UNC5CL gene is associated with decreased risk of esophageal carcinoma in the J&K Population–India , 2021, BIOCELL.

[75]  David M. Thomas,et al.  Infiltrating Myeloid Cells Drive Osteosarcoma Progression via GRM4 Regulation of IL23. , 2019, Cancer discovery.

[76]  Pale soft exudative ( PSE ) and dark firm dry ( DFD ) meats : causes and measures to reduce these incidences-a mini review , 2022 .