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Milk Metabolomics Data Reveal the Energy Balance of Individual Dairy Cows in Early Lactation
- Source :
- Scientific Reports, Scientific Reports, Vol 8, Iss 1, Pp 1-11 (2018), Scientific Reports 8 (2018), Scientific Reports, 8
- Publication Year :
- 2018
-
Abstract
- In early lactation, dairy cows typically have a negative energy balance which has been related to metabolic disorders, compromised health and fertility, and reduced productive lifespan. Assessment of the energy balance, however, is not easy on the farm. Our aims were to investigate the milk metabolic profiles of dairy cows in early lactation, and to obtain models to estimate energy balance from milk metabolomics data and milk production traits. Milk samples were collected in week 2 and 7 after calving from 31 dairy cows. For each cow, the energy balance was calculated from energy intake, milk production traits and body weight. A total of 52 milk metabolites were detected using LC-QQQ-MS. Data from different lactation weeks was analysed by partial least squares analysis, the top 15 most relevant variables from the metabolomics data related to energy balance were used to develop reduced linear models to estimate energy balance by forward selection regression. Milk fat yield, glycine, choline and carnitine were important variables to estimate energy balance (adjusted R2: 0.53 to 0.87, depending on the model). The relationship of these milk metabolites with energy balance is proposed to be related to their roles in cell renewal. ispartof: Scientific reports vol:8 issue:1 pages:1-11 ispartof: location:England status: published
- Subjects :
- 0301 basic medicine
Energy balance
Ice calving
Biochemistry
Individual Dairy Cows
Pregnancy
Lactation
Partial least squares analysis
Systems and Synthetic Biology
Forward selection
Systeem en Synthetische Biologie
Principal Component Analysis
Multidisciplinary
Lactation Week
food and beverages
04 agricultural and veterinary sciences
Dairying
Parity
medicine.anatomical_structure
Milk
Milk fat
Metabolome
Medicine
Adaptation Physiology
Female
Science
Biochemie
Biology
Body weight
Article
03 medical and health sciences
Animal science
medicine
Life Science
Animals
Metabolomics
Adaptatiefysiologie
VLAG
0402 animal and dairy science
040201 dairy & animal science
Metabolomics data
Early Lactation
030104 developmental biology
Milk Metabolites
Multivariate Analysis
WIAS
Cattle
Milk Production Traits
Energy Metabolism
Subjects
Details
- ISSN :
- 20452322
- Volume :
- 8
- Issue :
- 1
- Database :
- OpenAIRE
- Journal :
- Scientific reports
- Accession number :
- edsair.doi.dedup.....0d34758c4c07caf38b504ac821c625ee