Reaction norm model to describe environmental sensitivity across first lactation in dairy cattle under tropical conditions
Reaction norm models have been widely used to study genotype by environment interaction (G × E) in animal breeding. The objective of this study was to describe environmental sensitivity across first lactation in Brazilian Holstein cows using a reaction norm approach. A total of 50,168 individual mon...
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Veröffentlicht in: | Tropical animal health and production 2015-10, Vol.47 (7), p.1405-1410 |
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creator | Bignardi, Annaiza Braga El Faro, Lenira Pereira, Rodrigo Junqueira Ayres, Denise Rocha Machado, Paulo Fernando Albuquerque, Lucia Galvão de Santana, Mário Luiz |
description | Reaction norm models have been widely used to study genotype by environment interaction (G × E) in animal breeding. The objective of this study was to describe environmental sensitivity across first lactation in Brazilian Holstein cows using a reaction norm approach. A total of 50,168 individual monthly test day (TD) milk yields (10 test days) from 7476 complete first lactations of Holstein cattle were analyzed. The statistical models for all traits (10 TDs and for 305-day milk yield) included the fixed effects of contemporary group, age of cow (linear and quadratic effects), and days in milk (linear effect), except for 305-day milk yield. A hierarchical reaction norm model (HRNM) based on the unknown covariate was used. The present study showed the presence of G × E in milk yield across first lactation of Holstein cows. The variation in the heritability estimates implies differences in the response to selection depending on the environment where the animals of this population are evaluated. In the average environment, the heritabilities for all traits were rather similar, in range from 0.02 to 0.63. The scaling effect of G × E predominated throughout most of lactation. Particularly during the first 2 months of lactation, G × E caused reranking of breeding values. It is therefore important to include the environmental sensitivity of animals according to the phase of lactation in the genetic evaluations of Holstein cattle in tropical environments. |
doi_str_mv | 10.1007/s11250-015-0878-4 |
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The objective of this study was to describe environmental sensitivity across first lactation in Brazilian Holstein cows using a reaction norm approach. A total of 50,168 individual monthly test day (TD) milk yields (10 test days) from 7476 complete first lactations of Holstein cattle were analyzed. The statistical models for all traits (10 TDs and for 305-day milk yield) included the fixed effects of contemporary group, age of cow (linear and quadratic effects), and days in milk (linear effect), except for 305-day milk yield. A hierarchical reaction norm model (HRNM) based on the unknown covariate was used. The present study showed the presence of G × E in milk yield across first lactation of Holstein cows. The variation in the heritability estimates implies differences in the response to selection depending on the environment where the animals of this population are evaluated. In the average environment, the heritabilities for all traits were rather similar, in range from 0.02 to 0.63. The scaling effect of G × E predominated throughout most of lactation. Particularly during the first 2 months of lactation, G × E caused reranking of breeding values. It is therefore important to include the environmental sensitivity of animals according to the phase of lactation in the genetic evaluations of Holstein cattle in tropical environments.</description><identifier>ISSN: 0049-4747</identifier><identifier>EISSN: 1573-7438</identifier><identifier>DOI: 10.1007/s11250-015-0878-4</identifier><identifier>PMID: 26143280</identifier><language>eng</language><publisher>Dordrecht: Springer Netherlands</publisher><subject>Animal breeding ; Animals ; Biomedical and Life Sciences ; Brazil ; Cattle - genetics ; Cattle - physiology ; Dairy cattle ; Dairying ; Environment ; Female ; Genetic Variation ; Lactation - physiology ; Life Sciences ; Milk ; Milk - chemistry ; Models, Statistical ; Regular Articles ; Statistical models ; Tropical Climate ; Tropical environments ; Veterinary Medicine/Veterinary Science ; Zoology</subject><ispartof>Tropical animal health and production, 2015-10, Vol.47 (7), p.1405-1410</ispartof><rights>Springer Science+Business Media Dordrecht 2015</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c499t-73bfc58f775b1ecb51e1e187a123074bce71e9fefce464cab76ba2312a97caae3</citedby><cites>FETCH-LOGICAL-c499t-73bfc58f775b1ecb51e1e187a123074bce71e9fefce464cab76ba2312a97caae3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1007/s11250-015-0878-4$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1007/s11250-015-0878-4$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,776,780,27901,27902,41464,42533,51294</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/26143280$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Bignardi, Annaiza Braga</creatorcontrib><creatorcontrib>El Faro, Lenira</creatorcontrib><creatorcontrib>Pereira, Rodrigo Junqueira</creatorcontrib><creatorcontrib>Ayres, Denise Rocha</creatorcontrib><creatorcontrib>Machado, Paulo Fernando</creatorcontrib><creatorcontrib>Albuquerque, Lucia Galvão de</creatorcontrib><creatorcontrib>Santana, Mário Luiz</creatorcontrib><title>Reaction norm model to describe environmental sensitivity across first lactation in dairy cattle under tropical conditions</title><title>Tropical animal health and production</title><addtitle>Trop Anim Health Prod</addtitle><addtitle>Trop Anim Health Prod</addtitle><description>Reaction norm models have been widely used to study genotype by environment interaction (G × E) in animal breeding. The objective of this study was to describe environmental sensitivity across first lactation in Brazilian Holstein cows using a reaction norm approach. A total of 50,168 individual monthly test day (TD) milk yields (10 test days) from 7476 complete first lactations of Holstein cattle were analyzed. The statistical models for all traits (10 TDs and for 305-day milk yield) included the fixed effects of contemporary group, age of cow (linear and quadratic effects), and days in milk (linear effect), except for 305-day milk yield. A hierarchical reaction norm model (HRNM) based on the unknown covariate was used. The present study showed the presence of G × E in milk yield across first lactation of Holstein cows. The variation in the heritability estimates implies differences in the response to selection depending on the environment where the animals of this population are evaluated. In the average environment, the heritabilities for all traits were rather similar, in range from 0.02 to 0.63. The scaling effect of G × E predominated throughout most of lactation. Particularly during the first 2 months of lactation, G × E caused reranking of breeding values. It is therefore important to include the environmental sensitivity of animals according to the phase of lactation in the genetic evaluations of Holstein cattle in tropical environments.</description><subject>Animal breeding</subject><subject>Animals</subject><subject>Biomedical and Life Sciences</subject><subject>Brazil</subject><subject>Cattle - genetics</subject><subject>Cattle - physiology</subject><subject>Dairy cattle</subject><subject>Dairying</subject><subject>Environment</subject><subject>Female</subject><subject>Genetic Variation</subject><subject>Lactation - physiology</subject><subject>Life Sciences</subject><subject>Milk</subject><subject>Milk - chemistry</subject><subject>Models, Statistical</subject><subject>Regular Articles</subject><subject>Statistical models</subject><subject>Tropical Climate</subject><subject>Tropical environments</subject><subject>Veterinary Medicine/Veterinary Science</subject><subject>Zoology</subject><issn>0049-4747</issn><issn>1573-7438</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2015</creationdate><recordtype>article</recordtype><sourceid>EIF</sourceid><sourceid>BENPR</sourceid><recordid>eNqNksFuFSEUhonR2Gv1AdwoiZtuRjnADMzSNLWaNDFRuyYMc6ahmYErcJtcn16mU41xYQwLFnz_Rw4_hLwE9hYYU-8yAG9Zw6BtmFa6kY_IDlolGiWFfkx2jMm-kUqqE_Is51vGakp3T8kJ70AKrtmO_PiC1hUfAw0xLXSJI860RDpidskPSDHc-RTDgqHYmWYM2Rd_58uRWpdiznTyKRc6V4u99_hAR-vTkTpbyoz0EEZMtKS4964aXAyjX8H8nDyZ7JzxxcN-Sq4_XHw7_9hcfb78dP7-qnGy70ujxDC5Vk9KtQOgG1rAurSywAVTcnCoAPsJJ4eyk84OqhssF8Btr5y1KE7J2ebdp_j9gLmYxWeH82wDxkM2oDgHxTrB_wMFaCXXQlb0zV_obTykUAdZKdazjmlRKdio-7dKOJl98otNRwPMrB2arUNTOzRrh2Y1v3owH4YFx9-JX6VVgG9ArkfhBtMfV__D-noLTTYae5N8NtdfOYOu_grZ646Lnw4msmw</recordid><startdate>20151001</startdate><enddate>20151001</enddate><creator>Bignardi, Annaiza Braga</creator><creator>El Faro, Lenira</creator><creator>Pereira, Rodrigo Junqueira</creator><creator>Ayres, Denise Rocha</creator><creator>Machado, Paulo Fernando</creator><creator>Albuquerque, Lucia Galvão de</creator><creator>Santana, Mário Luiz</creator><general>Springer Netherlands</general><general>Springer Nature B.V</general><scope>FBQ</scope><scope>CGR</scope><scope>CUY</scope><scope>CVF</scope><scope>ECM</scope><scope>EIF</scope><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7QL</scope><scope>7T7</scope><scope>7U7</scope><scope>7U9</scope><scope>7X2</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8AO</scope><scope>8C1</scope><scope>8FD</scope><scope>8FE</scope><scope>8FH</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AEUYN</scope><scope>AFKRA</scope><scope>ATCPS</scope><scope>AZQEC</scope><scope>BBNVY</scope><scope>BENPR</scope><scope>BHPHI</scope><scope>C1K</scope><scope>CCPQU</scope><scope>DWQXO</scope><scope>FR3</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>GNUQQ</scope><scope>H94</scope><scope>HCIFZ</scope><scope>K9.</scope><scope>LK8</scope><scope>M0K</scope><scope>M0S</scope><scope>M1P</scope><scope>M7N</scope><scope>M7P</scope><scope>P64</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>7X8</scope></search><sort><creationdate>20151001</creationdate><title>Reaction norm model to describe environmental sensitivity across first lactation in dairy cattle under tropical conditions</title><author>Bignardi, Annaiza Braga ; El Faro, Lenira ; Pereira, Rodrigo Junqueira ; Ayres, Denise Rocha ; Machado, Paulo Fernando ; Albuquerque, Lucia Galvão de ; Santana, Mário Luiz</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c499t-73bfc58f775b1ecb51e1e187a123074bce71e9fefce464cab76ba2312a97caae3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2015</creationdate><topic>Animal breeding</topic><topic>Animals</topic><topic>Biomedical and Life Sciences</topic><topic>Brazil</topic><topic>Cattle - 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Academic</collection><jtitle>Tropical animal health and production</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Bignardi, Annaiza Braga</au><au>El Faro, Lenira</au><au>Pereira, Rodrigo Junqueira</au><au>Ayres, Denise Rocha</au><au>Machado, Paulo Fernando</au><au>Albuquerque, Lucia Galvão de</au><au>Santana, Mário Luiz</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Reaction norm model to describe environmental sensitivity across first lactation in dairy cattle under tropical conditions</atitle><jtitle>Tropical animal health and production</jtitle><stitle>Trop Anim Health Prod</stitle><addtitle>Trop Anim Health Prod</addtitle><date>2015-10-01</date><risdate>2015</risdate><volume>47</volume><issue>7</issue><spage>1405</spage><epage>1410</epage><pages>1405-1410</pages><issn>0049-4747</issn><eissn>1573-7438</eissn><abstract>Reaction norm models have been widely used to study genotype by environment interaction (G × E) in animal breeding. The objective of this study was to describe environmental sensitivity across first lactation in Brazilian Holstein cows using a reaction norm approach. A total of 50,168 individual monthly test day (TD) milk yields (10 test days) from 7476 complete first lactations of Holstein cattle were analyzed. The statistical models for all traits (10 TDs and for 305-day milk yield) included the fixed effects of contemporary group, age of cow (linear and quadratic effects), and days in milk (linear effect), except for 305-day milk yield. A hierarchical reaction norm model (HRNM) based on the unknown covariate was used. The present study showed the presence of G × E in milk yield across first lactation of Holstein cows. The variation in the heritability estimates implies differences in the response to selection depending on the environment where the animals of this population are evaluated. In the average environment, the heritabilities for all traits were rather similar, in range from 0.02 to 0.63. The scaling effect of G × E predominated throughout most of lactation. Particularly during the first 2 months of lactation, G × E caused reranking of breeding values. It is therefore important to include the environmental sensitivity of animals according to the phase of lactation in the genetic evaluations of Holstein cattle in tropical environments.</abstract><cop>Dordrecht</cop><pub>Springer Netherlands</pub><pmid>26143280</pmid><doi>10.1007/s11250-015-0878-4</doi><tpages>6</tpages></addata></record> |
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subjects | Animal breeding Animals Biomedical and Life Sciences Brazil Cattle - genetics Cattle - physiology Dairy cattle Dairying Environment Female Genetic Variation Lactation - physiology Life Sciences Milk Milk - chemistry Models, Statistical Regular Articles Statistical models Tropical Climate Tropical environments Veterinary Medicine/Veterinary Science Zoology |
title | Reaction norm model to describe environmental sensitivity across first lactation in dairy cattle under tropical conditions |
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