Metabolomics evidences plasma and serum biomarkers differentiating two heavy pig breeds

被引:32
作者
Bovo, S. [1 ]
Mazzoni, G. [1 ]
Galimberti, G. [2 ]
Calo, D. G. [2 ]
Fanelli, F. [3 ]
Mezzullo, M. [3 ]
Schiavo, G. [1 ]
Manisi, A. [2 ]
Trevisi, P. [1 ]
Bosi, P. [1 ]
Dall'Olio, S. [1 ]
Pagotto, U. [3 ]
Fontanesi, L. [1 ]
机构
[1] Univ Bologna, Div Anim Sci, Dept Agr & Food Sci, Viale G Fanin 46, I-40127 Bologna, Italy
[2] Univ Bologna, Dept Stat Sci Paolo Fortunati, Via Belle Arti, I-40126 Bologna, Italy
[3] Univ Bologna, Dept Surg & Med Sci, Endocrinol Unit, Massarenti 9, I-40138 Bologna, Italy
关键词
pig breeding; metabolites; molecular phenotypes; metabolic pathway; production traits; ESCHERICHIA-COLI; GROWING PIGS; TRYPTOPHAN; REGRESSION; MODEL;
D O I
10.1017/S1751731116000483
中图分类号
S8 [畜牧、 动物医学、狩猎、蚕、蜂];
学科分类号
0905 ;
摘要
In pigs, many production traits are known to vary among breeds or lines. These traits can be considered end phenotypes or external traits as they are the final results of complex biological interactions and processes whose fine biological mechanisms are still largely unknown. This study was designed to compare plasma and serum metabolomic profiles between animals of two heavy pig breeds (12 Italian Large White and 12 Italian Duroc), testing indirectly the hypothesis that different genetic backgrounds might be the determining factors of differences observed on the level of metabolites in the analyzed biofluids between breeds. We used a targeted metabolomic approach based on mass spectrometric detection of about 180 metabolites and applied a statistical validation pipeline to identify differences in the metabolomic profiles of the two heavy pig breeds. Blood samples were collected after jugulation at the slaughterhouse and prepared for metabolomics analysis that was carried out using the Biocrates AbsoluteIDQ p180 Kit, covering five different biochemical classes: glycerophospholipids, amino acids, biogenic amines, hexoses and acylcarnitines. A statistical pipeline that included the selection of the most relevant metabolites differentiating the two breeds by sparse Partial Least Squares Discriminant Analysis (sPLS-DA) was coupled with a stability test and significance test determined with leave one out and permutation procedures. sPLS-DA plots clearly separated the pigs of the two investigated breeds. A few metabolites (a total of five metabolites considering the two biofluids) involved in key metabolic pathways largely contributed to these differences between breeds. In particular, a higher level of the sphingomyelins SM (OH) C14:1 (both in plasma and serum), SM (OH) C16:1 (in serum) and SM C16:0 (in serum) were observed in Italian Duroc than in Italian Large White pigs and the inverse was for the biogenic amine kynurenine (in plasma). The level of another biogenic amine (acetylornithine) was higher in Italian Large White than in Italian Duroc pigs in both analysed biofluids. These results provided biomarkers that could be important to understand the biological differences between these two heavy pig breeds. In particular, according to the functional role played by sphingomyelins in obesity-induced inflammatory responses, it could be possible to speculate that a higher level of sphingomyelins in Italian Duroc might be related to the higher interrmuscular fat deposition of this breed compared with the Italian Large White. Additional studies will be needed to evaluate the relevance of these biomarkers for practical applications in pig breeding and nutrition.
引用
收藏
页码:1741 / 1748
页数:8
相关论文
共 37 条
[1]   Tryptophan-catabolizing enzymes - party of three [J].
Ball, Helen J. ;
Jusof, Felicita F. ;
Bakmiwewa, Supun M. ;
Hunt, Nicholas H. ;
Yuasa, Hajime J. .
FRONTIERS IN IMMUNOLOGY, 2014, 5
[2]   Statistical methods for the analysis of high-throughput metabolomics data [J].
Bartel, Joerg ;
Krumsiek, Jan ;
Theis, Fabian J. .
COMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL, 2013, 4 (05)
[3]   NMR HRMAS Spectroscopy of Lung Biopsy Samples: Comparison Study Between Human, Pig, Rat, and Mouse Metabolomics [J].
Benahmed, Malika A. ;
Elbayed, Karim ;
Daubeuf, Francois ;
Santelmo, Nicola ;
Frossard, Nelly ;
Namer, Izzie J. .
MAGNETIC RESONANCE IN MEDICINE, 2014, 71 (01) :35-43
[4]   Targeted Metabolomics Identifies Reliable and Stable Metabolites in Human Serum and Plasma Samples [J].
Breier, Michaela ;
Wahl, Simone ;
Prehn, Cornelia ;
Fugmann, Marina ;
Ferrari, Uta ;
Weise, Michaela ;
Banning, Friederike ;
Seissler, Jochen ;
Grallert, Harald ;
Adamski, Jerzy ;
Lechner, Andreas .
PLOS ONE, 2014, 9 (02)
[5]  
Buchanan DS, 2011, GENETICS OF THE PIG, 2ND EDITION, P445, DOI 10.1079/9781845937560.0445
[6]   Factors in pig production that impact the quality of dry-cured ham: a review [J].
Candek-Potokar, M. ;
Skrlep, M. .
ANIMAL, 2012, 6 (02) :327-338
[7]   An increased ratio of dietary tryptophan to lysine improves feed efficiency and elevates plasma tryptophan and kynurenine in the absence of antimicrobials and regardless of infection with enterotoxigenic Escherichia coli in weaned pigs [J].
Capozzalo, M. M. ;
Kim, J. C. ;
Htoo, J. K. ;
de lange, C. F. M. ;
Mullan, B. P. ;
Hansen, C. F. ;
Resink, J. W. ;
Stumbles, P. A. ;
Hampson, D. J. ;
Pluske, J. R. .
JOURNAL OF ANIMAL SCIENCE, 2012, 90 :191-193
[8]   Sparse partial least squares regression for simultaneous dimension reduction and variable selection [J].
Chun, Hyonho ;
Keles, Suenduez .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 2010, 72 :3-25
[9]   Meat quality of the longissimus lumborum muscle of Casertana and Large White pigs: Metabolomics and proteomics intertwined [J].
D'Alessandro, Angelo ;
Marrocco, Cristina ;
Zolla, Valerio ;
D'Andrea, Mariasilvia ;
Zolla, Lello .
JOURNAL OF PROTEOMICS, 2011, 75 (02) :610-627
[10]   Metabolomics - the link between genotypes and phenotypes [J].
Fiehn, O .
PLANT MOLECULAR BIOLOGY, 2002, 48 (1-2) :155-171