Gene set enrichment analysis for feed efficiency in beef cattle

نویسندگان

  • H. L. Neibergs
  • J. L. Mutch
  • M. Neupane
  • C. M. Seabury
  • J. F. Taylor
  • D. J. Garrick
  • M. S. Kerley
  • D. W. Shike
  • J. E. Beever
  • K. A. Johnson
چکیده

Selection for improved feed efficiency in cattle would decrease the amount of feed consumed for the same or greater levels of production resulting in enhanced profitability and sustainability. Selection for feed efficient cattle has been hampered by a lack of phenotypic data on feed intake and weights from cattle in production due to the cost and difficulty in collecting these data. The aim of this study was to better understand the molecular functions and biological processes associated with residual feed intake (RFI) by identifying gene sets (biological pathways) associated with RFI in Hereford cattle and to use this information to facilitate genomic selection for RFI. Feed intake and body weight were measured on 847 Herefords at Olsen Ranches in Harrisburg, NE. Animals were genotyped with the Illumina BovineSNP50 or BovineHD Bead Chips. Genome-wide association analysis was conducted with GRAMMAR mixed model software as part of the gene set enrichment analysis (GSEA). Single nucleotide polymorphisms were mapped to 19,723 genes based on the UMD 3.1 reference genome assembly based on coordinates within 8.5 kb either side of each gene. Gene sets (4,389) were compiled from Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), Reactome, Biocarta and Panther for the GSEA. Gene sets associated (Normalized Enrichment Score > 3.0) with RFI after 10,000 permutations in GenABEL were centrosome (5) (GO:0005813), cytoskeleton organization (4) and peroxisome (KEGG:04146). Most (191) of the identified genes enriched within the gene set for RFI (leading edge genes) were unique to a single gene set although 15 leading edge genes were shared between centrosome (5) and cytoskeleton organization (4) and one gene was shared between cytoskeleton organization and peroxisome gene sets. Further GSEA are being conducted with Angus, Angus x Simmental and crossbred beef cattle to validate these results.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Bivariate Genome-Wide Association Analysis of the Growth and Intake Components of Feed Efficiency

Single nucleotide polymorphisms (SNPs) associated with average daily gain (ADG) and dry matter intake (DMI), two major components of feed efficiency in cattle, were identified in a genome-wide association study (GWAS). Uni- and multi-SNP models were used to describe feed efficiency in a training data set and the results were confirmed in a validation data set. Results from the univariate and bi...

متن کامل

Transcriptomic analysis by RNA sequencing reveals that hepatic interferon-induced genes may be associated with feed efficiency in beef heifers.

In beef cattle, production feedstuffs are the largest variable input cost. Beef cattle also have a large carbon footprint, raising concern about their environmental impact. Unfortunately, only a small proportion of dietary energy is directed toward protein deposition and muscle growth whereas the majority supports body maintenance. Improving feed efficiency would, therefore, have important cons...

متن کامل

Genomic selection for feed efficiency traits

Introduction Feed costs comprise the majority of variable expenses in beef cattle systems making feed efficiency an important economic consideration within the beef industry (Koch et al ., 1963; Dickerson et al ., 1974) . Aside from the direct economic impact of this trait complex at the individual producer level, the projections of global population growth provide extra pressure for efficient ...

متن کامل

Systems genetics and genome-wide association approaches for analysis of feed intake, feed efficiency, and performance in beef cattle.

Feed intake, feed efficiency, and weight gain are important economic traits of beef cattle in feedlots. In the present study, we investigated the physiological processes underlying such traits from the point of view of systems genetics. Firstly, using data from 1334 Nellore (Bos indicus) cattle and 943,577 single nucleotide polymorphisms (SNPs), a genome-wide association analysis was performed ...

متن کامل

Defining Feed Efficiency in Beef Cattle

Most breeding programs have focused on improving economically relevant output traits such as growth, carcass quality and fertility to enhance the economic viability of beef production systems. Generally absent from current breeding programs in the U.S. are avenues for exploiting genetic variation in feed efficiency, even though reductions in feed inputs would substantially improve profitability...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2016