title: QTLs associated with dry matter intake, metabolic mid-test weight, growth and feed efficiency have little overlap across 4 beef cattle studies.
abstract: BACKGROUND
  The identification of genetic markers associated with complex traits that are expensive to record such as feed intake or feed efficiency would allow these traits to be included in selection programs. To identify large-effect QTL, we performed a series of genome-wide association studies and functional analyses using 50 K and 770 K SNP genotypes scored in 5,133 animals from 4 independent beef cattle populations (Cycle VII, Angus, Hereford and Simmental×Angus) with phenotypes for average daily gain, dry matter intake, metabolic mid-test body weight and residual feed intake.
  
  
  RESULTS
  A total of 5, 6, 11 and 10 significant QTL (defined as 1-Mb genome windows with Bonferroni-corrected P-value<0.05) were identified for average daily gain, dry matter intake, metabolic mid-test body weight and residual feed intake, respectively. The identified QTL were population-specific and had little overlap across the 4 populations. The pleiotropic or closely linked QTL on BTA 7 at 23 Mb identified in the Angus population harbours a promising candidate gene ACSL6 (acyl-CoA synthetase long-chain family member 6), and was the largest effect QTL associated with dry matter intake and mid-test body weight explaining 10.39% and 14.25% of the additive genetic variance, respectively. Pleiotropic or closely linked QTL associated with average daily gain and mid-test body weight were detected on BTA 6 at 38 Mb and BTA 7 at 93 Mb confirming previous reports. No QTL for residual feed intake explained more than 2.5% of the additive genetic variance in any population. Marker-based estimates of heritability ranged from 0.21 to 0.49 for residual feed intake across the 4 populations.
  
  
  CONCLUSIONS
  This GWAS study, which is the largest performed for feed efficiency and its component traits in beef cattle to date, identified several large-effect QTL that cumulatively explained a significant percentage of additive genetic variance within each population. Differences in the QTL identified among the different populations may be due to differences in power to detect QTL, environmental variation, or differences in the genetic architecture of trait variation among breeds. These results enhance our understanding of the biology of growth, feed intake and utilisation in beef cattle.
authors.forename: Mahdi
authors.initials: M
authors.lastname: Saatchi
authors.forename: Jonathan E
authors.initials: JE
authors.lastname: Beever
authors.forename: Jared E
authors.initials: JE
authors.lastname: Decker
authors.forename: Dan B
authors.initials: DB
authors.lastname: Faulkner
authors.forename: Harvey C
authors.initials: HC
authors.lastname: Freetly
authors.forename: Stephanie L
authors.initials: SL
authors.lastname: Hansen
authors.forename: Helen
authors.initials: H
authors.lastname: Yampara-Iquise
authors.forename: Kristen A
authors.initials: KA
authors.lastname: Johnson
authors.forename: Stephen D
authors.initials: SD
authors.lastname: Kachman
authors.forename: Monty S
authors.initials: MS
authors.lastname: Kerley
authors.forename: JaeWoo
authors.initials: J
authors.lastname: Kim
authors.forename: Daniel D
authors.initials: DD
authors.lastname: Loy
authors.forename: Elisa
authors.initials: E
authors.lastname: Marques
authors.forename: Holly L
authors.initials: HL
authors.lastname: Neibergs
authors.forename: E John
authors.initials: EJ
authors.lastname: Pollak
authors.forename: Robert D
authors.initials: RD
authors.lastname: Schnabel
authors.forename: Christopher M
authors.initials: CM
authors.lastname: Seabury
authors.forename: Daniel W
authors.initials: DW
authors.lastname: Shike
authors.forename: Warren M
authors.initials: WM
authors.lastname: Snelling
authors.forename: Matthew L
authors.initials: ML
authors.lastname: Spangler
authors.forename: Robert L
authors.initials: RL
authors.lastname: Weaber
authors.affiliation: Department of Animal Science, Iowa State University, Ames 50011, USA. dorian@iastate.edu.
authors.forename: Dorian J
authors.initials: DJ
authors.lastname: Garrick
authors.forename: Jeremy F
authors.initials: JF
authors.lastname: Taylor
mesh_terms: D000821:Animal Feed; D000818:Animals; D001835:Body Weight / Q000235:genetics*; D002417:Cattle / Q000235:genetics* / Q000378:metabolism*; D005247:Feeding Behavior; D005260:Female; D058685:Genetic Pleiotropy; D016678:Genome; D055106:Genome-Wide Association Study; D048788:Growth and Development; D040582:Inheritance Patterns / Q000235:genetics; D008297:Male; D008460:Meat; D040641:Quantitative Trait Loci / Q000235:genetics*