INTRODUCTION
Dietary β-adrenergic agonists (β-AA) are used in livestock to increase muscle protein accretion and decrease adipose deposition during the last 20 to 40 d of the finishing period (Johnson et al., 2014). These β-AA act through specific seven transmembrane receptors and are classified by the receptor isoform to which they primarily bind (Mersmann, 1998). Two β-AA are approved for use in beef cattle in the United States: ractopamine HCl (RAC, β1 agonist) and zilpaterol HCl (ZH, β2 agonist) (Johnson et al., 2014). Supplementation of β-AA increases efficiency of the animal and results in a leaner carcass (Elam et al., 2009). However, the skeletal muscle’s genomic response to these treatments is not well understood. Heat stress (HS) has long been a major concern in the livestock industry. HS occurs when an animal’s body temperature rises above its thermoneutral zone, at which point the heat load exceeds the animal’s capacity for heat dissipation (Bernabucci et al., 2010), resulting in decreased feed intake and poor performance (Marai et al., 2007). Therefore, growth and production decrease during HS, affecting economically important carcass and reproductive traits. As a result, millions of dollars are lost each year due to HS (Renaudeau et al., 2012). Individually, HS and β-AA supplementation have antagonistic effects on muscle growth. However, there is a gap in understanding of the genomic mechanisms through which animals respond to these factors individually and in concert. The purpose of this study is to investigate the effects of β-AA, HS, and their interaction in skeletal muscle using transcriptomic analyses.
MATERIALS AND METHODS
Animals and experimental design
This study was approved by the Institutional Animal Care and Use Committee at the University of Nebraska–Lincoln, an AAALAC International accredited institution. Forty-nine crossbred (Columbia × Suffolk) wether lambs were acclimated to individual pens, environment, and diet. Animals were randomly assigned to one of three dietary supplements: RAC, ZH, or no supplement (control). In addition, they were assigned to one of two environmental conditions: thermoneutral (TN; 25 °C, 15% relative humidity) or HS (40 °C, 35% relative humidity). In total, eight lambs were subjected to each environmental condition × dietary supplement treatment, with the exception of one additional lamb in the TN control group. Lambs were fed for 21 d. On day 3, a biopsy (5 g) was taken from the semitendinosus muscle of the left hindlimb of each animal and flash frozen in liquid nitrogen. On d 22, all lambs were harvested at the Loeffel Meat Lab at the University of Nebraska—Lincoln.
Tissue Collection and RNA Isolation
RNA was isolated from each muscle sample following the Direct-zol RNA MiniPrep Plus kit (Zymo Research) with the addition of chloroform precipitation after homogenization in Trizol. RNA was quantified, and integrity evaluated using the Agilent Bio-analyzer. RNA samples were sent to the University of California, Davis Genome Center (Davis, CA) for QuantSeq 3′ mRNA library prep and sequencing on an Illumina HiSeq 4000.
Bioinformatic Analysis
Sequence quality was accessed (FastQC; Andrews, 2010) and poly-A tails and adapters trimmed (BBMap; Bushnell, 2016). The trimmed sequences were pseudoaligned to the Ovine Oar_v3.1 reference genome incorporating the flag—noLengthCorrection, and quantified in Salmon (Patro et al., 2017). After the removal of lowly expressed transcripts (count < 8), differential expression (DE) analysis was performed using limma-voom (Ritchie et al., 2015; Law et al., 2014). Transcripts with an adjusted P ≤ 0.05 were considered significant and analyzed using Ingenuity Pathway Analysis (QIAGEN Inc.; IPA) to predict altered pathways. For transcripts without annotated gene IDs, human or mouse orthologs were input when possible.
RESULTS
An average of 4 million reads per sample was obtained. After quality control and trimming, 10,644 transcripts were observed in the data set. No interaction was found between temperature and supplement, therefore only main effects (HS vs. TN; RAC, ZH vs. control) were evaluated. Analyses showed that 435 transcripts were DE (P ≤ 0.05) between HS and TN lambs (Table 1), and 48 were DE (P ≤ 0.05) between ZH and control lambs (Table 2). No transcripts were DE between RAC and control lambs. In total, 78 pathways were identified as differently impacted between HS and TN lambs, and 12 pathways were identified as differently impacted between ZH and control lambs (Table 3).
Table 1.
Gene name | LogFC | Adjusted P value |
---|---|---|
METTL21E | 1.56 | 0.0002 |
PDE4B | 1.19 | 0.0003 |
SLC25A25 | 0.98 | 0.0004 |
ENHO | 1.30 | 0.0006 |
ADCK3 | −0.97 | 0.0007 |
NRAP | −0.62 | 0.0015 |
PALLD | 0.68 | 0.0015 |
TTC7A | 1.06 | 0.0015 |
SMTNL1 | −1.07 | 0.0015 |
CXADR | 0.70 | 0.0015 |
Table 2.
Gene name | LogFC | Adjusted P value |
---|---|---|
RBM3 | −1.20 | 1.63E-7 |
POLR1D | 0.56 | 3.5E-5 |
AHSA1 | 0.56 | 3.5E-5 |
CENPF | −1.28 | 0.0001 |
CCDC117 | 0.55 | 0.0001 |
ACOT9 | −0.80 | 0.0004 |
ZBED5 | −0.56 | 0.0004 |
MCM4 | −0.84 | 0.0004 |
REPIN1 | −1.01 | 0.0004 |
NUSAP1 | −1.18 | 0.0004 |
Table 3.
HS vs. TN | ZH vs. control |
---|---|
Cholesterol biosynthesis | Cellular effects of sildenafil |
NRF2-mediated oxidative stress response | Catecholamine biosynthesis |
Cell cycle: DNA damage regulation | Serotonin and melatonin biosynthesis |
Protein ubiquitination pathway | Glutaryl-CoA degradation |
Stearate biosynthesis | Cardiac β-adrenergic signaling |
DISCUSSION
The purpose of this study was to evaluate the interaction between β-AA and HS on lambs fed feedlot diets. These findings indicate there were no interacting effects on the semitendinosus, a widely studied hindlimb skeletal muscle. Moreover, it is worth noting that the most substantial impacts were due to HS. Interestingly, analyses of semitendinosus at harvest show only 13 of the 435 DE transcripts at day 3 remained DE after 21 d, indicating the acute response due to HS after 3 d is transient (R.M. Kubik, unpublished data) potentially due to acclimation to the environment. Substantial changes in the semitendinosus transcriptome were also observed in ZH lambs, but no changes were observed in RAC lambs. The presence of skeletal muscle response to ZH but not to RAC reflects metabolic studies in these same lambs that show skeletal muscle glucose oxidation is increased in ZH animals, but RAC did not affect muscle metabolism (Barnes et al., 2017). Activator of HSP90 ATPase Activity (AHSA1) was DE in HS vs. TN, and HSP90AA1 (activated by AHSA1) is a chaperone that is involved in structural maintenance, maturation, and regulation of target proteins involved in cell-cycle control. Additionally, Vihervaara et al., (2013) showed AHSA1 increased 3-fold in cell cultures exposed to HS, which would coincide with our findings in this study. Pathway analysis shows cholesterol biosynthesis is decreased in heat-stressed animals, indicating a possible decrease in steroidogenesis. An increase in NRF2-mediated oxidative stress response was also observed. Oxidative stress can impair the response to HS and ultimately cause a delay in protein recovery (Adachi et al., 2009). Protein ubiquitination removes damaged protein within cells, a need for which increases during HS. Transcripts for genes within the ubiquitination pathway (HSPB1, UBB, USB25, USP43), which increase monoubiquitination and polyubiquitination, were increased in lambs under HS. Interestingly, in chronically heat-stressed lambs, there was a decrease in monoubiquitination and polyubiquitination, suggesting possible acclimation to the environment.
Of the transcripts DE in ZH vs. control, those of the greatest interest include METTL21E, PDE4B, and SLC25A25. METTL21E is a protein–lysine methyltransferase, and in cattle, it encodes a domain similar to members of the S-adenosylmethionine family (Marchler-Baueret al., 2007). Although the effect of β-AA on METTL21E is unstudied, it was upregulated in hypertrophied muscle associated with the callipyge mutation (Yu, 2013). METTL21E was upregulated in our lambs, which supports a possible functional role of METTL21E in muscle growth. PDE4B is a cAMP-specific, cyclic nucleotide phosphodiesterase that regulates the cellular concentration of cyclic nucleotides and plays a role in signal transduction (Smith et al., 2005). In a preliminary study, cultured myoblasts from steers treated with ZH showed upregulated PDE4B relative to controls (J.L. Petersen, unpublished data); this was also observed in the present study and points to a possible role of PDE4B in response to β2 supplementation. Finally, SLC25A25, a mitochondrial membrane solute transporter that possibly controls ATP homeostasis as a calcium-regulated shuttle, has been hypothesized to play a role in metabolic efficiency linked to muscle function (Anunciado-Koza et al., 2011). In mice lacking SLC25A25, ATP production required for skeletal muscle function was decreased. In our lambs fed ZH as well as in biceps femoris of cattle fed ZH (R.M. Kubik, unpublished data), SLC25A25 was increased. These three genes are candidates for identifying specific mechanisms through which lean mass is increased due to ZH supplementation. With the transcript DCC DE, catecholamine biosynthesis is predicted to be downregulated in ZH fed lambs. β-AA bind to the same receptor as catecholamines. An increase in β-AA could signal a decrease in catecholamine biosynthesis. With DE in the transcripts PDE4B, MYH3, and PRKG1, there is a decrease in the pathway associated with the cellular effects of sildenafil (Viagra). β2-AA, as well as Viagra, are known vasodilators. In terms of muscle growth, an increase in vasodilation results in an increase in nutrient delivery and waste removal. These properties could contribute to altered muscle metabolism (Barnes et al., 2017).
IMPLICATIONS
β-AA supplementation is common in livestock production. Further, HS is both costly to the industry and impacts animal wellbeing. While no interaction between environment and supplement was identified, differentially expressed transcripts due to HS or to ZH supplementation revealed potential mechanisms through which animals respond to these treatments. Surprisingly, no impact of RAC was observed, indicating it has an alternative mode of action compared with ZH and reinforcing the need for additional molecular studies to elucidate its specific impacts. A greater understanding of how animals respond to these supplements and environmental conditions has the potential to improve management practices and may lead to means in which to select for more efficient animals.
Footnotes
This project was partially supported by the Nebraska Agricultural Experiment Station with funding from the Hatch Multistate Research capacity funding program (Accession Number 1011055) from USDA National Institute of Food and Agriculture as well as from a Layman Award from the University of Nebraska–Lincoln.
LITERATURE CITED
- Adachi M., Liu Y., Fujii K., Calderwood S. K., Nakai A., Imai K., and Shinomura Y.. 2009. Oxidative stress impairs the heat stress response and delays unfolded protein recovery. PLoS One 4:e7719. doi:10.1371/journal.pone.0007719 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Andrews S. 2010. FastQC: a quality control tool for high throughput sequence data, [accessed September 22, 2017] http://www.bioinformatics.babraham.ac.uk/projects/fastqc.
- Anunciado-Koza R. P., Zhang J., Ukropec J., Bajpeyi S., Koza R. A., Rogers R. C., Cefalu W. T., Mynatt R. L., and Kozak L. P.. 2011. Inactivation of the mitochondrial carrier SLC25A25 (ATP-Mg2+/Pi transporter) reduces physical endurance and metabolic efficiency in mice. Journal of Biological Chemistry 286:11659–11671. doi:10.1074/jbc.M110.203000 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Barnes T. L., Kubik R. M., Cadaret C. N., Beede K. A., Merrick E. M., Chung S., Schmidt T. S., Petersen J. L., and Yates D. T.. 2017. Identifying hyperthermia in heat-stressed lambs and its effects on β agonist–stimulated glucose oxidation in muscle. Proc. West. Sec. Amer. Soc. Anim. Sci. 63:25–29. doi:10.2527/asasws.2017.0038 [Google Scholar]
- Bernabucci U., Lacetera N., Baumgard L. H., Rhoads R. P., Ronchi B., and Nardone A.. 2010. Metabolic and hormonal acclimation to heat stress in domesticated ruminants. Animal 4:1167–1183. doi:10.1017/S175173111000090X [DOI] [PubMed] [Google Scholar]
- Bushnell B. 2016. BBMap short read aligner, [accessed October 03, 2017] http://sourceforge net/projects/bbmap.
- Elam N. A., Vasconcelos J. T., Hilton G., VanOverbeke D. L., Lawrence T. E., Montgomery T. H., Nichols W. T., Streeter M. N., Hutcheson J. P., Yates D. A., et al. 2009. Effect of zilpaterol hydrochloride duration of feeding on performance and carcass characteristics of feedlot cattle. J. Anim. Sci. 87:2133–2141. doi:10.2527/jas.2008-1563 [DOI] [PubMed] [Google Scholar]
- Johnson B. J., Smith S. B., and Chung K. Y.. 2014. Historical overview of the effect of β-adrenergic agonists on beef cattle production. Asian-Australas. J. Anim. Sci. 27:757–766. doi:10.5713/ajas.2012.12524 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Law C. W., Chen Y., Shi W., and Smyth G. K.. 2014. Voom: precision weights unlock linear model analysis tools for RNA-seq read counts. Genome Biol. 15:R29. doi:10.1186/gb-2014-15-2-r29 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Marai I., El-Darawany A., Fadiel A., and Abdel-Hafez M.. 2007. Physiological traits as affected by heat stress in sheep—a review. Small Rumin. Res. 71(1):1–12. doi:10.1016/j.smallrumres.2006.10.003 [Google Scholar]
- Marchler-Bauer A., Anderson J. B., Derbyshire M. K., DeWeese-Scott C., Gonzales N. R., Gwadz M., Hao L., He S., Hurwitz D. I., Jackson J. D., et al. 2007. CDD: a conserved domain database for interactive domain family analysis. Nucleic Acids Res. 35:D237–D240. doi:10.1093/nar/gkl951 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mersmann H. J. 1998. Overview of the effects of beta-adrenergic receptor agonists on animal growth including mechanisms of action. J. Anim. Sci. 76:160–172. doi:10.2527/1998.761160x [DOI] [PubMed] [Google Scholar]
- Patro R., Duggal G., Love M. I., Irizarry R. A., and Kingsford C.. 2017. Salmon provides fast and bias-aware quantification of transcript expression. Nat. Methods 14:417–419. doi:10.1038/nmeth.4197 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Renaudeau D., Collin A., Yahav S., de Basilio V., Gourdine J. L., and Collier R. J.. 2012. Adaptation to hot climate and strategies to alleviate heat stress in livestock production. Animal 6:707–728. doi:10.1017/S1751731111002448 [DOI] [PubMed] [Google Scholar]
- Ritchie M. E., Phipson B., Wu D., Hu Y., Law C. W., Shi W., and Smyth G. K.. 2015. Limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Res. 43:e47. doi:10.1093/nar/gkv007 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Smith P. G., Wang F., Wilkinson K. N., Savage K. J., Klein U., Neuberg D. S., Bollag G., Shipp M. A., and Aguiar R. C.. 2005. The phosphodiesterase PDE4B limits cAMP-associated PI3K/AKT-dependent apoptosis in diffuse large B-cell lymphoma. Blood 105:308–316. doi:10.1182/blood-2004-01-0240 [DOI] [PubMed] [Google Scholar]
- Vihervaara A., Sergelius C., Vasara J., Blom M. A., Elsing A. N., Roos-Mattjus P., and Sistonen L.. 2013. Transcriptional response to stress in the dynamic chromatin environment of cycling and mitotic cells. Proc. Natl. Acad. Sci. USA 110:E3388–E3397. doi:10.1073/pnas.1305275110 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Yu Hui. 2013. Genes with Physiological Roles in Callipyge Muscle Hypertrophy. Open Access Dissertations. 10. https://docs.lib.purdue.edu/open_access_dissertations/10 [Google Scholar]