Literature DB >> 29869182

Relationship between climatic variables and the variation in bulk tank milk composition using canonical correlation analysis.

Morgana Stürmer1, Marcos Busanello2, João Pedro Velho3, Vanessa Isabel Heck1, Ione Maria Pereira Haygert-Velho4.   

Abstract

A number of studies have addressed the relations between climatic variables and milk composition, but these works used univariate statistical approaches. In our study, we used a multivariate approach (canonical correlation) to study the impact of climatic variables on milk composition, price, and monthly milk production at a dairy farm using bulk tank milk data. Data on milk composition, price, and monthly milk production were obtained from a dairy company that purchased the milk from the farm, while climatic variable data were obtained from the National Institute of Meteorology (INMET). The data are from January 2014 to December 2016. Univariate correlation analysis and canonical correlation analysis were performed. Few correlations between the climatic variables and milk composition were found using a univariate approach. However, using canonical correlation analysis, we found a strong and significant correlation (rc = 0.95, p value = 0.0029). Lactose, ambient temperature measures (mean, minimum, and maximum), and temperature-humidity index (THI) were found to be the most important variables for the canonical correlation. Our study indicated that 10.2% of the variation in milk composition, pricing, and monthly milk production can be explained by climatic variables. Ambient temperature variables, together with THI, seem to have the most influence on variation in milk composition.

Entities:  

Keywords:  Bovine milk; Fat; Milk quality; Protein; Somatic cell count; Total bacterial count

Mesh:

Year:  2018        PMID: 29869182     DOI: 10.1007/s00484-018-1566-7

Source DB:  PubMed          Journal:  Int J Biometeorol        ISSN: 0020-7128            Impact factor:   3.787


  16 in total

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Journal:  J Dairy Sci       Date:  2015-10-21       Impact factor: 4.034

2.  Influence of weather conditions on milk production and rectal temperature of Holsteins fed two levels of concentrate.

Authors:  J D Kabuga; K Sarpong
Journal:  Int J Biometeorol       Date:  1991-03       Impact factor: 3.787

Review 3.  Adaptation to hot climate and strategies to alleviate heat stress in livestock production.

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Journal:  Animal       Date:  2012-05       Impact factor: 3.240

4.  Climatic effects in Central Europe on the frequency of medical treatments of dairy cows.

Authors:  C Sanker; C Lambertz; M Gauly
Journal:  Animal       Date:  2012-10-04       Impact factor: 3.240

5.  Dairy cattle in a temperate climate: the effects of weather on milk yield and composition depend on management.

Authors:  D L Hill; E Wall
Journal:  Animal       Date:  2014-10-15       Impact factor: 3.240

Review 6.  Invited review: Effects of heat stress on dairy cattle welfare.

Authors:  Liam Polsky; Marina A G von Keyserlingk
Journal:  J Dairy Sci       Date:  2017-09-13       Impact factor: 4.034

7.  Interactions of climatic factors affecting milk yield and composition.

Authors:  A K Sharma; L A Rodriguez; C J Wilcox; R J Collier; K C Bachman; F G Martin
Journal:  J Dairy Sci       Date:  1988-03       Impact factor: 4.034

8.  Short communication: comparison of the effects of heat stress on milk and component yields and somatic cell score in Holstein and Jersey cows.

Authors:  D L Smith; T Smith; B J Rude; S H Ward
Journal:  J Dairy Sci       Date:  2013-03-15       Impact factor: 4.034

9.  Influence of various climatic factors on milk production in cattle in Tanzania.

Authors:  J K Msechu; M Mgheni; O Syrstad
Journal:  Trop Anim Health Prod       Date:  1995-05       Impact factor: 1.559

Review 10.  Metabolic responses and "omics" technologies for elucidating the effects of heat stress in dairy cows.

Authors:  Li Min; Shengguo Zhao; He Tian; Xu Zhou; Yangdong Zhang; Songli Li; Hongjian Yang; Nan Zheng; Jiaqi Wang
Journal:  Int J Biometeorol       Date:  2016-11-30       Impact factor: 3.787

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  2 in total

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Journal:  Trop Anim Health Prod       Date:  2019-07-12       Impact factor: 1.559

2.  A robust multivariate structure of interindividual covariation between psychosocial characteristics and arousal responses to visual narratives.

Authors:  Jinyoung Kim; Eunseong Bae; Yeonhwa Kim; Chae Young Lim; Ji-Won Hur; Jun Soo Kwon; Sang-Hun Lee
Journal:  PLoS One       Date:  2022-02-16       Impact factor: 3.240

  2 in total

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