Rumen Microbiome from Steers Differing in Feed Efficiency
RESEARCH ARTICLE
Rumen Microbiome from Steers Differing in
Feed Efficiency
Phillip R. Myer☯, Timothy P. L. Smith☯, James E. Wells☯, Larry A. Kuehn☯,
Harvey C. Freetly*☯
USDA, ARS, U.S. Meat Animal Research Center, Clay Center, Nebraska, United States of America
☯ These authors contributed equally to this work.
*
a11111
OPEN ACCESS
Citation: Myer PR, Smith TPL, Wells JE, Kuehn LA,
Freetly HC (2015) Rumen Microbiome from Steers
Differing in Feed Efficiency. PLoS ONE 10(6):
e0129174. doi:10.1371/journal.pone.0129174
Academic Editor: Robert J Forster, Agriculture and
Agri-Food Canada, CANADA
Received: October 9, 2014
Accepted: May 5, 2015
Published: June 1, 2015
Copyright: This is an open access article, free of all
copyright, and may be freely reproduced, distributed,
transmitted, modified, built upon, or otherwise used
by anyone for any lawful purpose. The work is made
available under the Creative Commons CC0 public
domain dedication.
Data Availability Statement: Sequence data is
available from the NCBI Sequence Read Archive
(SRA Accession SRP047292). Additional descriptive
information is associated with NCBI BioProject
PRJNA261425.
Funding: This project was supported by Agriculture
and Food Research Initiative Competitive Grant No.
2011-68004-30214 from the USDA National Institute
of Food Agriculture as well as the USDA, Agricultural
Research Service.
Competing Interests: The authors have declared
that no competing interests exist.
Abstract
The cattle rumen has a diverse microbial ecosystem that is essential for the host to digest
plant material. Extremes in body weight (BW) gain in mice and humans have been associated with different intestinal microbial populations. The objective of this study was to characterize the microbiome of the cattle rumen among steers differing in feed efficiency. Two
contemporary groups of steers (n=148 and n=197) were fed a ration (dry matter basis) of
57.35% dry-rolled corn, 30% wet distillers grain with solubles, 8% alfalfa hay, 4.25% supplement, and 0.4% urea for 63 days. Individual feed intake (FI) and BW gain were determined.
Within contemporary group, the four steers within each Cartesian quadrant were sampled
(n=16/group) from the bivariate distribution of average daily BW gain and average daily FI.
Bacterial 16S rRNA gene amplicons were sequenced from the harvested bovine rumen
fluid samples using next-generation sequencing technology. No significant changes in diversity or richness were indicated, and UniFrac principal coordinate analysis did not show
any separation of microbial communities within the rumen. However, the abundances of relative microbial populations and operational taxonomic units did reveal significant differences with reference to feed efficiency groups. Bacteroidetes and Firmicutes were the
dominant phyla in all ruminal groups, with significant population shifts in relevant ruminal
taxa, including phyla Firmicutes and Lentisphaerae, as well as genera Succiniclasticum,
Lactobacillus, Ruminococcus, and Prevotella. This study suggests the involvement of the
rumen microbiome as a component influencing the efficiency of weight gain at the 16S
level, which can be utilized to better understand variations in microbial ecology as well as
host factors that will improve feed efficiency.
Introduction
The bovine gastrointestinal (GI) tract is a complex system that is responsible for animal nutrient uptake and overall health. Rumen function and the microbiology of culturable rumen microorganisms has been well-studied, but it has only been since the advent of next-generation
sequencing technology in the last decade that research on total microbial diversity, microbial
PLOS ONE | DOI:10.1371/journal.pone.0129174 June 1, 2015
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Rumen Microbiome Feed Efficiency
community function, and their effects on the host could be quantitatively examined at a higher
resolution. These new technologies have enabled a thorough examination of the host microbiota, independent of culture-based methods.
The gastrointestinal tract is host to a diverse microbial ecosystem that can vary depending
on both host genetic and environmental factors [1]. Studies have shown that even minor shifts
in these populations can have a tremendous impact on livestock nutrition and productivity
[2–4]. Changes in the composition and diversity of the ruminal microbiota have been linked
with diet and age [5]. Extremes in body weight (BW) gain in mice and humans have been associated with different intestinal microbial populations [6–7]. However, the majority of research
in cattle has focused on the microbial responses to changes in external parameters, such as diet
influences, and management practices [8–9]. Little has been done to examine the effect of differing microbial populations on host phenotypes, specifically related to performance and feed
efficiency. Furthermore, many of these studies lack adequate sample size; examining only a few
subjects. With advances in sequencing technology, researchers can examine these relationships
with greater depth and coverage than has previously been reported.
Feed costs remain the largest variable cost in beef production [10]. Optimizing feed efficiency in cattle has long been an effort devoted to host genetics, management, and diet. Yet, data
supports possible microbial interactions within the host, influencing a multitude of processes
pertaining to digestion and the host GI tract. We hypothesize that variable microbial populations have differential abilities to degrade feedstuffs in the rumen into nutrients available for
absorption, as a possible route to impacting feed efficiency. This study aimed to characterize
the microbiome, specifically the bacterial community, of the cattle rumen among steers differing in feed intake and growth, in order to assess the association of the ruminal microbial community profile with variation in bovine feed efficiency.
Materials and Methods
Ethics Statement
This experiment was approved by the U.S. Meat Animal Research Center Animal Care and
Use Committee.
Experimental design and rumen sampling
Steers selected for this study came from a populations of cattle being developed to have a high
percentage of the following breeds: Angus, Beefmaster, Brahman, Brangus, Braunvieh, Charolais, Chiangus, Gelbvieh, Hereford, Limousin, Maine Anjou, Red Angus, Salers, Santa Gertrudis, Shorthorn, Simmental, South Devon, and Tarentaise. Each year heifers and cows were
artificially inseminated with semen from prominent industry bulls of their dominant breed.
This program resulted in offspring ranging from 50% to 75% of the same breed as their sire
with the exception of Angus and Hereford which ranged from 50% to 100% of the same breed
as their sire. Individual feed intake was measured using an Insentec feeding system (Marknesse,
The Netherlands). Steers were fed a ration (dry matter basis) of 57.35% dry-rolled corn, 30%
wet distillers grain with solubles, 8% alfalfa hay, 4.25% supplement (containing (...truncated)