Comparative Proteomic Profiling of Divergent Phenotypes for Water Holding Capacity across the Post Mortem Ageing Period in Porcine Muscle Exudate

被引:32
作者
Di Luca, Alessio [1 ]
Hamill, Ruth M. [1 ]
Mullen, Anne Maria [1 ]
Slavov, Nikolai [2 ]
Elia, Giuliano [3 ]
机构
[1] TEAGASC, Food Res Ctr, Dublin 15, Ireland
[2] Northeastern Univ, Dept Bioengn, Boston, MA 02115 USA
[3] UCD Conway Inst Biomol & Biomed Res, Mass Spectrometry Resource, Dublin 4, Ireland
关键词
HEAT-SHOCK PROTEINS; VACUUM-PACKAGED PORK; MEAT QUALITY; REFRIGERATED STORAGE; DRIP LOSS; COLOR STABILITY; POST-MORTEM; MU-CALPAIN; STRESS; IDENTIFICATION;
D O I
10.1371/journal.pone.0150605
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Two dimensional Difference Gel Electrophoresis (2-D DIGE) and mass spectrometry were applied to investigate the changes in metabolic proteins that occur over a seven day (day 1, 3 and 7) post mortem ageing period in porcine centrifugal exudate from divergent meat quality phenotypes. The objectives of the research were to enhance our understanding of the phenotype (water holding capacity) and search for biomarkers of this economically significant pork quality attribute. Major changes in protein abundance across nine phenotype-by-time conditions were observed. Proteomic patterns were dominated by post mortem ageing timepoint. Using a machine learning algorithm (l1-regularized logistic regression), a model was derived with the ability to discriminate between high drip and low drip phenotypes using a subset of 25 proteins with an accuracy of 63%. Models discriminating between divergent phenotypes with accuracy of 72% and 73% were also derived comparing respectively, high drip plus intermediate phenotype (considered as one phenotype) versus low drip and comparing low drip plus intermediate phenotype (considered as one phenotype) versus high drip. In all comparisons, the general classes of discriminatory proteins identified include metabolic enzymes, stress response, transport and structural proteins. In this research we have enhanced our understanding of the protein related processes underpinning this phenotype and provided strong data to work toward development of protein biomarkers for water holding capacity.
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页数:25
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